diff --git a/contrib/codegen-tools/libnd4j-gen/op-ir.proto b/contrib/codegen-tools/libnd4j-gen/op-ir.proto index b7ee920f0..9cbb9c962 100644 --- a/contrib/codegen-tools/libnd4j-gen/op-ir.proto +++ b/contrib/codegen-tools/libnd4j-gen/op-ir.proto @@ -12,23 +12,14 @@ opList { } opList { name: "BinaryMinimalRelativeError" - argDescriptor { - name: "outputs" - argType: OUTPUT_TENSOR - } - argDescriptor { - name: "input" - argType: INPUT_TENSOR - } - argDescriptor { - name: "y" - argType: INPUT_TENSOR - argIndex: 1 - } argDescriptor { name: "dataType" argType: DATA_TYPE } + argDescriptor { + name: "outputs" + argType: OUTPUT_TENSOR + } argDescriptor { name: "thresholdRelative" argType: DOUBLE @@ -38,18 +29,6 @@ opList { argType: DOUBLE argIndex: 1 } - opDeclarationType: LEGACY_XYZ -} -opList { - name: "BinaryRelativeError" - argDescriptor { - name: "outputs" - argType: OUTPUT_TENSOR - } - argDescriptor { - name: "inPlace" - argType: BOOL - } argDescriptor { name: "input" argType: INPUT_TENSOR @@ -59,14 +38,35 @@ opList { argType: INPUT_TENSOR argIndex: 1 } + opDeclarationType: LEGACY_XYZ +} +opList { + name: "BinaryRelativeError" argDescriptor { name: "dataType" argType: DATA_TYPE } + argDescriptor { + name: "outputs" + argType: OUTPUT_TENSOR + } + argDescriptor { + name: "inPlace" + argType: BOOL + } argDescriptor { name: "threshold" argType: DOUBLE } + argDescriptor { + name: "input" + argType: INPUT_TENSOR + } + argDescriptor { + name: "y" + argType: INPUT_TENSOR + argIndex: 1 + } opDeclarationType: LEGACY_XYZ } opList { @@ -79,10 +79,6 @@ opList { name: "inPlace" argType: BOOL } - argDescriptor { - name: "input" - argType: INPUT_TENSOR - } argDescriptor { name: "clipValueMin" argType: DOUBLE @@ -92,6 +88,10 @@ opList { argType: DOUBLE argIndex: 1 } + argDescriptor { + name: "input" + argType: INPUT_TENSOR + } } opList { name: "Conditional" @@ -158,6 +158,10 @@ opList { } opList { name: "Pow_bp" + argDescriptor { + name: "dtype" + argType: DATA_TYPE + } argDescriptor { name: "dLdx" argType: OUTPUT_TENSOR @@ -195,13 +199,13 @@ opList { argType: INPUT_TENSOR argIndex: 4 } - argDescriptor { - name: "dtype" - argType: DATA_TYPE - } } opList { name: "Reciprocal" + argDescriptor { + name: "dataType" + argType: DATA_TYPE + } argDescriptor { name: "outputs" argType: OUTPUT_TENSOR @@ -210,14 +214,14 @@ opList { name: "input" argType: INPUT_TENSOR } - argDescriptor { - name: "dataType" - argType: DATA_TYPE - } opDeclarationType: LEGACY_XYZ } opList { name: "RelativeError" + argDescriptor { + name: "dataType" + argType: DATA_TYPE + } argDescriptor { name: "outputs" argType: OUTPUT_TENSOR @@ -235,10 +239,6 @@ opList { argType: INPUT_TENSOR argIndex: 1 } - argDescriptor { - name: "dataType" - argType: DATA_TYPE - } opDeclarationType: LEGACY_XYZ } opList { @@ -276,6 +276,10 @@ opList { } opList { name: "Where" + argDescriptor { + name: "dtype" + argType: DATA_TYPE + } argDescriptor { name: "outputs" argType: OUTPUT_TENSOR @@ -294,10 +298,6 @@ opList { argType: INPUT_TENSOR argIndex: 2 } - argDescriptor { - name: "dtype" - argType: DATA_TYPE - } } opList { name: "While" @@ -305,6 +305,10 @@ opList { name: "outputs" argType: OUTPUT_TENSOR } + argDescriptor { + name: "frameName" + argType: STRING + } argDescriptor { name: "isConstant" argType: BOOL @@ -313,14 +317,14 @@ opList { name: "condition" argType: INPUT_TENSOR } - argDescriptor { - name: "frameName" - argType: STRING - } opDeclarationType: LOGIC_OP_IMPL } opList { name: "_geluderivative" + argDescriptor { + name: "dataType" + argType: DATA_TYPE + } argDescriptor { name: "outputs" argType: OUTPUT_TENSOR @@ -333,14 +337,14 @@ opList { name: "input" argType: INPUT_TENSOR } - argDescriptor { - name: "dataType" - argType: DATA_TYPE - } opDeclarationType: LEGACY_XYZ } opList { name: "_mishderivative" + argDescriptor { + name: "dataType" + argType: DATA_TYPE + } argDescriptor { name: "outputs" argType: OUTPUT_TENSOR @@ -358,10 +362,6 @@ opList { argType: INPUT_TENSOR argIndex: 1 } - argDescriptor { - name: "dataType" - argType: DATA_TYPE - } opDeclarationType: LEGACY_XYZ } opList { @@ -374,18 +374,22 @@ opList { name: "inPlace" argType: BOOL } - argDescriptor { - name: "input" - argType: INPUT_TENSOR - } argDescriptor { name: "pow" argType: DOUBLE } + argDescriptor { + name: "input" + argType: INPUT_TENSOR + } opDeclarationType: LEGACY_XYZ } opList { name: "_precise_geluderivative" + argDescriptor { + name: "dataType" + argType: DATA_TYPE + } argDescriptor { name: "outputs" argType: OUTPUT_TENSOR @@ -403,14 +407,14 @@ opList { name: "input" argType: INPUT_TENSOR } - argDescriptor { - name: "dataType" - argType: DATA_TYPE - } opDeclarationType: LEGACY_XYZ } opList { name: "_sigmoidderivative" + argDescriptor { + name: "dataType" + argType: DATA_TYPE + } argDescriptor { name: "outputs" argType: OUTPUT_TENSOR @@ -428,14 +432,14 @@ opList { argType: INPUT_TENSOR argIndex: 1 } - argDescriptor { - name: "dataType" - argType: DATA_TYPE - } opDeclarationType: LEGACY_XYZ } opList { name: "_swishderivative" + argDescriptor { + name: "dataType" + argType: DATA_TYPE + } argDescriptor { name: "outputs" argType: OUTPUT_TENSOR @@ -453,14 +457,14 @@ opList { argType: INPUT_TENSOR argIndex: 1 } - argDescriptor { - name: "dataType" - argType: DATA_TYPE - } opDeclarationType: LEGACY_XYZ } opList { name: "_tanhderivative" + argDescriptor { + name: "dataType" + argType: DATA_TYPE + } argDescriptor { name: "outputs" argType: OUTPUT_TENSOR @@ -473,14 +477,14 @@ opList { name: "input" argType: INPUT_TENSOR } - argDescriptor { - name: "dataType" - argType: DATA_TYPE - } opDeclarationType: LEGACY_XYZ } opList { name: "abs" + argDescriptor { + name: "dataType" + argType: DATA_TYPE + } argDescriptor { name: "outputs" argType: OUTPUT_TENSOR @@ -493,14 +497,18 @@ opList { name: "input" argType: INPUT_TENSOR } - argDescriptor { - name: "dataType" - argType: DATA_TYPE - } opDeclarationType: LEGACY_XYZ } opList { name: "absolute_difference_loss" + argDescriptor { + name: "reductionMode" + argType: INT64 + } + argDescriptor { + name: "dtype" + argType: DATA_TYPE + } argDescriptor { name: "outputs" argType: OUTPUT_TENSOR @@ -519,6 +527,9 @@ opList { argType: INPUT_TENSOR argIndex: 2 } +} +opList { + name: "absolute_difference_loss_grad" argDescriptor { name: "reductionMode" argType: INT64 @@ -527,9 +538,6 @@ opList { name: "dtype" argType: DATA_TYPE } -} -opList { - name: "absolute_difference_loss_grad" argDescriptor { name: "dLdp" argType: OUTPUT_TENSOR @@ -558,17 +566,13 @@ opList { argType: INPUT_TENSOR argIndex: 2 } - argDescriptor { - name: "reductionMode" - argType: INT64 - } - argDescriptor { - name: "dtype" - argType: DATA_TYPE - } } opList { name: "acos" + argDescriptor { + name: "dataType" + argType: DATA_TYPE + } argDescriptor { name: "outputs" argType: OUTPUT_TENSOR @@ -581,14 +585,14 @@ opList { name: "input" argType: INPUT_TENSOR } - argDescriptor { - name: "dataType" - argType: DATA_TYPE - } opDeclarationType: LEGACY_XYZ } opList { name: "acosh" + argDescriptor { + name: "dataType" + argType: DATA_TYPE + } argDescriptor { name: "outputs" argType: OUTPUT_TENSOR @@ -601,10 +605,6 @@ opList { name: "input" argType: INPUT_TENSOR } - argDescriptor { - name: "dataType" - argType: DATA_TYPE - } opDeclarationType: LEGACY_XYZ } opList { @@ -623,6 +623,15 @@ opList { argType: OUTPUT_TENSOR argIndex: 2 } + argDescriptor { + name: "dRho" + argType: DOUBLE + } + argDescriptor { + name: "dEpsilon" + argType: DOUBLE + argIndex: 1 + } argDescriptor { name: "gradient" argType: INPUT_TENSOR @@ -652,15 +661,6 @@ opList { argType: INPUT_TENSOR argIndex: 5 } - argDescriptor { - name: "dRho" - argType: DOUBLE - } - argDescriptor { - name: "dEpsilon" - argType: DOUBLE - argIndex: 1 - } opDeclarationType: CONFIGURABLE_OP_IMPL } opList { @@ -674,6 +674,15 @@ opList { argType: OUTPUT_TENSOR argIndex: 1 } + argDescriptor { + name: "dLr" + argType: DOUBLE + } + argDescriptor { + name: "dEpsilon" + argType: DOUBLE + argIndex: 1 + } argDescriptor { name: "gradient" argType: INPUT_TENSOR @@ -693,19 +702,14 @@ opList { argType: INPUT_TENSOR argIndex: 3 } - argDescriptor { - name: "dLr" - argType: DOUBLE - } - argDescriptor { - name: "dEpsilon" - argType: DOUBLE - argIndex: 1 - } opDeclarationType: CONFIGURABLE_OP_IMPL } opList { name: "ada_max_updater" + argDescriptor { + name: "iteration" + argType: INT64 + } argDescriptor { name: "update" argType: OUTPUT_TENSOR @@ -720,6 +724,25 @@ opList { argType: OUTPUT_TENSOR argIndex: 2 } + argDescriptor { + name: "dLr" + argType: DOUBLE + } + argDescriptor { + name: "dBeta1" + argType: DOUBLE + argIndex: 1 + } + argDescriptor { + name: "dBeta2" + argType: DOUBLE + argIndex: 2 + } + argDescriptor { + name: "dEpsilon" + argType: DOUBLE + argIndex: 3 + } argDescriptor { name: "gradient" argType: INPUT_TENSOR @@ -754,10 +777,28 @@ opList { argType: INPUT_TENSOR argIndex: 6 } + opDeclarationType: CONFIGURABLE_OP_IMPL +} +opList { + name: "adabelief_updater" argDescriptor { name: "iteration" argType: INT64 } + argDescriptor { + name: "update" + argType: OUTPUT_TENSOR + } + argDescriptor { + name: "stateU" + argType: OUTPUT_TENSOR + argIndex: 1 + } + argDescriptor { + name: "stateM" + argType: OUTPUT_TENSOR + argIndex: 2 + } argDescriptor { name: "dLr" argType: DOUBLE @@ -777,10 +818,48 @@ opList { argType: DOUBLE argIndex: 3 } + argDescriptor { + name: "gradient" + argType: INPUT_TENSOR + } + argDescriptor { + name: "initStateU" + argType: INPUT_TENSOR + argIndex: 1 + } + argDescriptor { + name: "initStateM" + argType: INPUT_TENSOR + argIndex: 2 + } + argDescriptor { + name: "lr" + argType: INPUT_TENSOR + argIndex: 3 + } + argDescriptor { + name: "beta1" + argType: INPUT_TENSOR + argIndex: 4 + } + argDescriptor { + name: "beta2" + argType: INPUT_TENSOR + argIndex: 5 + } + argDescriptor { + name: "epsilon" + argType: INPUT_TENSOR + argIndex: 6 + } opDeclarationType: CONFIGURABLE_OP_IMPL } opList { name: "adam_updater" + argDescriptor { + name: "iteration" + argType: INT64 + } argDescriptor { name: "update" argType: OUTPUT_TENSOR @@ -795,6 +874,25 @@ opList { argType: OUTPUT_TENSOR argIndex: 2 } + argDescriptor { + name: "dLr" + argType: DOUBLE + } + argDescriptor { + name: "dBeta1" + argType: DOUBLE + argIndex: 1 + } + argDescriptor { + name: "dBeta2" + argType: DOUBLE + argIndex: 2 + } + argDescriptor { + name: "dEpsilon" + argType: DOUBLE + argIndex: 3 + } argDescriptor { name: "gradient" argType: INPUT_TENSOR @@ -829,33 +927,14 @@ opList { argType: INPUT_TENSOR argIndex: 6 } - argDescriptor { - name: "iteration" - argType: INT64 - } - argDescriptor { - name: "dLr" - argType: DOUBLE - } - argDescriptor { - name: "dBeta1" - argType: DOUBLE - argIndex: 1 - } - argDescriptor { - name: "dBeta2" - argType: DOUBLE - argIndex: 2 - } - argDescriptor { - name: "dEpsilon" - argType: DOUBLE - argIndex: 3 - } opDeclarationType: CONFIGURABLE_OP_IMPL } opList { name: "add" + argDescriptor { + name: "dataType" + argType: DATA_TYPE + } argDescriptor { name: "outputs" argType: OUTPUT_TENSOR @@ -873,14 +952,14 @@ opList { argType: INPUT_TENSOR argIndex: 1 } - argDescriptor { - name: "dataType" - argType: DATA_TYPE - } opDeclarationType: BROADCASTABLE_OP_IMPL } opList { name: "add_bp" + argDescriptor { + name: "dtype" + argType: DATA_TYPE + } argDescriptor { name: "gradX" argType: OUTPUT_TENSOR @@ -908,10 +987,6 @@ opList { argType: INPUT_TENSOR argIndex: 2 } - argDescriptor { - name: "dtype" - argType: DATA_TYPE - } } opList { name: "add_scalar" @@ -952,6 +1027,10 @@ opList { name: "outputs" argType: OUTPUT_TENSOR } + argDescriptor { + name: "factor" + argType: DOUBLE + } argDescriptor { name: "input" argType: INPUT_TENSOR @@ -961,14 +1040,14 @@ opList { argType: INPUT_TENSOR argIndex: 1 } - argDescriptor { - name: "factor" - argType: DOUBLE - } opDeclarationType: CONFIGURABLE_OP_IMPL } opList { name: "adjust_hue" + argDescriptor { + name: "dimC" + argType: INT64 + } argDescriptor { name: "outputs" argType: OUTPUT_TENSOR @@ -982,22 +1061,22 @@ opList { argType: INPUT_TENSOR argIndex: 1 } - argDescriptor { - name: "dimC" - argType: INT64 - } - argDescriptor { - name: "factor" - argType: DOUBLE - } opDeclarationType: CONFIGURABLE_OP_IMPL } opList { name: "adjust_saturation" + argDescriptor { + name: "dimC" + argType: INT64 + } argDescriptor { name: "outputs" argType: OUTPUT_TENSOR } + argDescriptor { + name: "factor" + argType: DOUBLE + } argDescriptor { name: "input" argType: INPUT_TENSOR @@ -1007,18 +1086,14 @@ opList { argType: INPUT_TENSOR argIndex: 1 } - argDescriptor { - name: "dimC" - argType: INT64 - } - argDescriptor { - name: "factor" - argType: DOUBLE - } opDeclarationType: CONFIGURABLE_OP_IMPL } opList { name: "all" + argDescriptor { + name: "dimensions" + argType: INT64 + } argDescriptor { name: "outputs" argType: OUTPUT_TENSOR @@ -1036,10 +1111,6 @@ opList { argType: INPUT_TENSOR argIndex: 1 } - argDescriptor { - name: "dimensions" - argType: INT64 - } opDeclarationType: LEGACY_XYZ } opList { @@ -1048,10 +1119,6 @@ opList { name: "outputs" argType: OUTPUT_TENSOR } - argDescriptor { - name: "input" - argType: INPUT_TENSOR - } argDescriptor { name: "a" argType: DOUBLE @@ -1071,32 +1138,22 @@ opList { argType: DOUBLE argIndex: 3 } + argDescriptor { + name: "input" + argType: INPUT_TENSOR + } opDeclarationType: LEGACY_XYZ } opList { name: "alpha_dropout_bp" - argDescriptor { - name: "outputs" - argType: OUTPUT_TENSOR - } - argDescriptor { - name: "input" - argType: INPUT_TENSOR - } - argDescriptor { - name: "gradOut" - argType: INPUT_TENSOR - argIndex: 1 - } - argDescriptor { - name: "reduceShape" - argType: INPUT_TENSOR - argIndex: 2 - } argDescriptor { name: "seed" argType: INT64 } + argDescriptor { + name: "outputs" + argType: OUTPUT_TENSOR + } argDescriptor { name: "probValue" argType: DOUBLE @@ -1116,10 +1173,28 @@ opList { argType: DOUBLE argIndex: 3 } + argDescriptor { + name: "input" + argType: INPUT_TENSOR + } + argDescriptor { + name: "gradOut" + argType: INPUT_TENSOR + argIndex: 1 + } + argDescriptor { + name: "reduceShape" + argType: INPUT_TENSOR + argIndex: 2 + } opDeclarationType: CONFIGURABLE_OP_IMPL } opList { name: "amax" + argDescriptor { + name: "dimensions" + argType: INT64 + } argDescriptor { name: "outputs" argType: OUTPUT_TENSOR @@ -1137,14 +1212,14 @@ opList { argType: INPUT_TENSOR argIndex: 1 } - argDescriptor { - name: "dimensions" - argType: INT64 - } opDeclarationType: LEGACY_XYZ } opList { name: "amax_pairwise" + argDescriptor { + name: "dataType" + argType: DATA_TYPE + } argDescriptor { name: "outputs" argType: OUTPUT_TENSOR @@ -1158,14 +1233,14 @@ opList { argType: INPUT_TENSOR argIndex: 1 } - argDescriptor { - name: "dataType" - argType: DATA_TYPE - } opDeclarationType: LEGACY_XYZ } opList { name: "amean" + argDescriptor { + name: "dimensions" + argType: INT64 + } argDescriptor { name: "outputs" argType: OUTPUT_TENSOR @@ -1183,14 +1258,14 @@ opList { argType: INPUT_TENSOR argIndex: 1 } - argDescriptor { - name: "dimensions" - argType: INT64 - } opDeclarationType: LEGACY_XYZ } opList { name: "amin" + argDescriptor { + name: "dimensions" + argType: INT64 + } argDescriptor { name: "outputs" argType: OUTPUT_TENSOR @@ -1208,14 +1283,14 @@ opList { argType: INPUT_TENSOR argIndex: 1 } - argDescriptor { - name: "dimensions" - argType: INT64 - } opDeclarationType: LEGACY_XYZ } opList { name: "amin_pairwise" + argDescriptor { + name: "dataType" + argType: DATA_TYPE + } argDescriptor { name: "outputs" argType: OUTPUT_TENSOR @@ -1229,14 +1304,14 @@ opList { argType: INPUT_TENSOR argIndex: 1 } - argDescriptor { - name: "dataType" - argType: DATA_TYPE - } opDeclarationType: LEGACY_XYZ } opList { name: "ams_grad_updater" + argDescriptor { + name: "iteration" + argType: INT64 + } argDescriptor { name: "update" argType: OUTPUT_TENSOR @@ -1256,6 +1331,25 @@ opList { argType: OUTPUT_TENSOR argIndex: 3 } + argDescriptor { + name: "dLr" + argType: DOUBLE + } + argDescriptor { + name: "dBeta1" + argType: DOUBLE + argIndex: 1 + } + argDescriptor { + name: "dBeta2" + argType: DOUBLE + argIndex: 2 + } + argDescriptor { + name: "dEpsilon" + argType: DOUBLE + argIndex: 3 + } argDescriptor { name: "gradient" argType: INPUT_TENSOR @@ -1295,52 +1389,30 @@ opList { argType: INPUT_TENSOR argIndex: 7 } - argDescriptor { - name: "iteration" - argType: INT64 - } - argDescriptor { - name: "dLr" - argType: DOUBLE - } - argDescriptor { - name: "dBeta1" - argType: DOUBLE - argIndex: 1 - } - argDescriptor { - name: "dBeta2" - argType: DOUBLE - argIndex: 2 - } - argDescriptor { - name: "dEpsilon" - argType: DOUBLE - argIndex: 3 - } opDeclarationType: CONFIGURABLE_OP_IMPL } opList { name: "and" + argDescriptor { + name: "dataType" + argType: DATA_TYPE + } argDescriptor { name: "outputs" argType: OUTPUT_TENSOR } argDescriptor { - name: "inPlace" - argType: BOOL + name: "comparable" + argType: DOUBLE } argDescriptor { name: "input" argType: INPUT_TENSOR } argDescriptor { - name: "dataType" - argType: DATA_TYPE - } - argDescriptor { - name: "comparable" - argType: DOUBLE + name: "y" + argType: INPUT_TENSOR + argIndex: 1 } opDeclarationType: LEGACY_XYZ } @@ -1362,6 +1434,10 @@ opList { } opList { name: "any" + argDescriptor { + name: "dimensions" + argType: INT64 + } argDescriptor { name: "outputs" argType: OUTPUT_TENSOR @@ -1379,10 +1455,6 @@ opList { argType: INPUT_TENSOR argIndex: 1 } - argDescriptor { - name: "dimensions" - argType: INT64 - } opDeclarationType: LEGACY_XYZ } opList { @@ -1391,6 +1463,10 @@ opList { name: "Z" argType: OUTPUT_TENSOR } + argDescriptor { + name: "lr" + argType: DOUBLE + } argDescriptor { name: "parameters" argType: INPUT_TENSOR @@ -1405,10 +1481,6 @@ opList { argType: INPUT_TENSOR argIndex: 2 } - argDescriptor { - name: "lr" - argType: DOUBLE - } opDeclarationType: CONFIGURABLE_OP_IMPL } opList { @@ -1420,6 +1492,14 @@ opList { } opList { name: "argamax" + argDescriptor { + name: "dimensions" + argType: INT64 + } + argDescriptor { + name: "dtype" + argType: DATA_TYPE + } argDescriptor { name: "outputs" argType: OUTPUT_TENSOR @@ -1437,17 +1517,17 @@ opList { argType: INPUT_TENSOR argIndex: 1 } - argDescriptor { - name: "dimensions" - argType: INT64 - } - argDescriptor { - name: "dtype" - argType: DATA_TYPE - } } opList { name: "argamin" + argDescriptor { + name: "dimensions" + argType: INT64 + } + argDescriptor { + name: "dtype" + argType: DATA_TYPE + } argDescriptor { name: "outputs" argType: OUTPUT_TENSOR @@ -1465,17 +1545,17 @@ opList { argType: INPUT_TENSOR argIndex: 1 } - argDescriptor { - name: "dimensions" - argType: INT64 - } - argDescriptor { - name: "dtype" - argType: DATA_TYPE - } } opList { name: "argmax" + argDescriptor { + name: "dimensions" + argType: INT64 + } + argDescriptor { + name: "dtype" + argType: DATA_TYPE + } argDescriptor { name: "outputs" argType: OUTPUT_TENSOR @@ -1493,17 +1573,17 @@ opList { argType: INPUT_TENSOR argIndex: 1 } - argDescriptor { - name: "dimensions" - argType: INT64 - } - argDescriptor { - name: "dtype" - argType: DATA_TYPE - } } opList { name: "argmin" + argDescriptor { + name: "dimensions" + argType: INT64 + } + argDescriptor { + name: "dtype" + argType: DATA_TYPE + } argDescriptor { name: "outputs" argType: OUTPUT_TENSOR @@ -1521,17 +1601,13 @@ opList { argType: INPUT_TENSOR argIndex: 1 } - argDescriptor { - name: "dimensions" - argType: INT64 - } - argDescriptor { - name: "dtype" - argType: DATA_TYPE - } } opList { name: "asin" + argDescriptor { + name: "dataType" + argType: DATA_TYPE + } argDescriptor { name: "outputs" argType: OUTPUT_TENSOR @@ -1544,14 +1620,14 @@ opList { name: "input" argType: INPUT_TENSOR } - argDescriptor { - name: "dataType" - argType: DATA_TYPE - } opDeclarationType: LEGACY_XYZ } opList { name: "asinh" + argDescriptor { + name: "dataType" + argType: DATA_TYPE + } argDescriptor { name: "outputs" argType: OUTPUT_TENSOR @@ -1564,10 +1640,6 @@ opList { name: "input" argType: INPUT_TENSOR } - argDescriptor { - name: "dataType" - argType: DATA_TYPE - } opDeclarationType: LEGACY_XYZ } opList { @@ -1589,6 +1661,10 @@ opList { } opList { name: "assign_bp" + argDescriptor { + name: "dtype" + argType: DATA_TYPE + } argDescriptor { name: "gradX" argType: OUTPUT_TENSOR @@ -1612,13 +1688,13 @@ opList { argType: INPUT_TENSOR argIndex: 2 } - argDescriptor { - name: "dtype" - argType: DATA_TYPE - } } opList { name: "asum" + argDescriptor { + name: "dimensions" + argType: INT64 + } argDescriptor { name: "outputs" argType: OUTPUT_TENSOR @@ -1636,14 +1712,14 @@ opList { argType: INPUT_TENSOR argIndex: 1 } - argDescriptor { - name: "dimensions" - argType: INT64 - } opDeclarationType: LEGACY_XYZ } opList { name: "atan" + argDescriptor { + name: "dataType" + argType: DATA_TYPE + } argDescriptor { name: "outputs" argType: OUTPUT_TENSOR @@ -1656,14 +1732,14 @@ opList { name: "input" argType: INPUT_TENSOR } - argDescriptor { - name: "dataType" - argType: DATA_TYPE - } opDeclarationType: LEGACY_XYZ } opList { name: "atanh" + argDescriptor { + name: "dataType" + argType: DATA_TYPE + } argDescriptor { name: "outputs" argType: OUTPUT_TENSOR @@ -1676,22 +1752,10 @@ opList { name: "input" argType: INPUT_TENSOR } - argDescriptor { - name: "dataType" - argType: DATA_TYPE - } opDeclarationType: LEGACY_XYZ } opList { name: "avgpool2d" - argDescriptor { - name: "outputs" - argType: OUTPUT_TENSOR - } - argDescriptor { - name: "input" - argType: INPUT_TENSOR - } argDescriptor { name: "kH" argType: INT64 @@ -1750,22 +1814,17 @@ opList { name: "dtype" argType: DATA_TYPE } + argDescriptor { + name: "outputs" + argType: OUTPUT_TENSOR + } + argDescriptor { + name: "input" + argType: INPUT_TENSOR + } } opList { name: "avgpool2d_bp" - argDescriptor { - name: "gradI" - argType: OUTPUT_TENSOR - } - argDescriptor { - name: "input" - argType: INPUT_TENSOR - } - argDescriptor { - name: "gradO" - argType: INPUT_TENSOR - argIndex: 1 - } argDescriptor { name: "kH" argType: INT64 @@ -1824,98 +1883,6 @@ opList { name: "dtype" argType: DATA_TYPE } -} -opList { - name: "avgpool3dnew" - argDescriptor { - name: "outputs" - argType: OUTPUT_TENSOR - } - argDescriptor { - name: "input" - argType: INPUT_TENSOR - } - argDescriptor { - name: "kD" - argType: INT64 - } - argDescriptor { - name: "kH" - argType: INT64 - argIndex: 1 - } - argDescriptor { - name: "kW" - argType: INT64 - argIndex: 2 - } - argDescriptor { - name: "sD" - argType: INT64 - argIndex: 3 - } - argDescriptor { - name: "sH" - argType: INT64 - argIndex: 4 - } - argDescriptor { - name: "sW" - argType: INT64 - argIndex: 5 - } - argDescriptor { - name: "pD" - argType: INT64 - argIndex: 6 - } - argDescriptor { - name: "pH" - argType: INT64 - argIndex: 7 - } - argDescriptor { - name: "pW" - argType: INT64 - argIndex: 8 - } - argDescriptor { - name: "dD" - argType: INT64 - argIndex: 9 - } - argDescriptor { - name: "dH" - argType: INT64 - argIndex: 10 - } - argDescriptor { - name: "dW" - argType: INT64 - argIndex: 11 - } - argDescriptor { - name: "isSameMode" - argType: INT64 - argIndex: 12 - } - argDescriptor { - name: "extraParam0" - argType: INT64 - argIndex: 13 - } - argDescriptor { - name: "isNCDHW" - argType: INT64 - argIndex: 14 - } - argDescriptor { - name: "dtype" - argType: DATA_TYPE - } -} -opList { - name: "avgpool3dnew_bp" argDescriptor { name: "gradI" argType: OUTPUT_TENSOR @@ -1929,6 +1896,9 @@ opList { argType: INPUT_TENSOR argIndex: 1 } +} +opList { + name: "avgpool3dnew" argDescriptor { name: "kD" argType: INT64 @@ -2007,13 +1977,127 @@ opList { name: "dtype" argType: DATA_TYPE } + argDescriptor { + name: "outputs" + argType: OUTPUT_TENSOR + } + argDescriptor { + name: "input" + argType: INPUT_TENSOR + } +} +opList { + name: "avgpool3dnew_bp" + argDescriptor { + name: "kD" + argType: INT64 + } + argDescriptor { + name: "kH" + argType: INT64 + argIndex: 1 + } + argDescriptor { + name: "kW" + argType: INT64 + argIndex: 2 + } + argDescriptor { + name: "sD" + argType: INT64 + argIndex: 3 + } + argDescriptor { + name: "sH" + argType: INT64 + argIndex: 4 + } + argDescriptor { + name: "sW" + argType: INT64 + argIndex: 5 + } + argDescriptor { + name: "pD" + argType: INT64 + argIndex: 6 + } + argDescriptor { + name: "pH" + argType: INT64 + argIndex: 7 + } + argDescriptor { + name: "pW" + argType: INT64 + argIndex: 8 + } + argDescriptor { + name: "dD" + argType: INT64 + argIndex: 9 + } + argDescriptor { + name: "dH" + argType: INT64 + argIndex: 10 + } + argDescriptor { + name: "dW" + argType: INT64 + argIndex: 11 + } + argDescriptor { + name: "isSameMode" + argType: INT64 + argIndex: 12 + } + argDescriptor { + name: "extraParam0" + argType: INT64 + argIndex: 13 + } + argDescriptor { + name: "isNCDHW" + argType: INT64 + argIndex: 14 + } + argDescriptor { + name: "dtype" + argType: DATA_TYPE + } + argDescriptor { + name: "gradI" + argType: OUTPUT_TENSOR + } + argDescriptor { + name: "input" + argType: INPUT_TENSOR + } + argDescriptor { + name: "gradO" + argType: INPUT_TENSOR + argIndex: 1 + } } opList { name: "axpy" + argDescriptor { + name: "n" + argType: INT64 + } + argDescriptor { + name: "dataType" + argType: DATA_TYPE + } argDescriptor { name: "outputs" argType: OUTPUT_TENSOR } + argDescriptor { + name: "a" + argType: DOUBLE + } argDescriptor { name: "input" argType: INPUT_TENSOR @@ -2028,22 +2112,18 @@ opList { argType: INPUT_TENSOR argIndex: 2 } - argDescriptor { - name: "n" - argType: INT64 - } - argDescriptor { - name: "dataType" - argType: DATA_TYPE - } - argDescriptor { - name: "a" - argType: DOUBLE - } opDeclarationType: CONFIGURABLE_OP_IMPL } opList { name: "barnes_edge_forces" + argDescriptor { + name: "N" + argType: INT64 + } + argDescriptor { + name: "dtype" + argType: DATA_TYPE + } argDescriptor { name: "outputs" argType: OUTPUT_TENSOR @@ -2067,14 +2147,6 @@ opList { argType: INPUT_TENSOR argIndex: 3 } - argDescriptor { - name: "N" - argType: INT64 - } - argDescriptor { - name: "dtype" - argType: DATA_TYPE - } } opList { name: "barnes_gains" @@ -2100,6 +2172,14 @@ opList { } opList { name: "barnes_symmetrized" + argDescriptor { + name: "N" + argType: INT64 + } + argDescriptor { + name: "dtype" + argType: DATA_TYPE + } argDescriptor { name: "outputRows" argType: OUTPUT_TENSOR @@ -2133,30 +2213,9 @@ opList { argType: INPUT_TENSOR argIndex: 3 } - argDescriptor { - name: "N" - argType: INT64 - } - argDescriptor { - name: "dtype" - argType: DATA_TYPE - } } opList { name: "batch_to_space" - argDescriptor { - name: "outputs" - argType: OUTPUT_TENSOR - } - argDescriptor { - name: "input" - argType: INPUT_TENSOR - } - argDescriptor { - name: "crop" - argType: INPUT_TENSOR - argIndex: 1 - } argDescriptor { name: "blockSize" argType: INT64 @@ -2175,9 +2234,30 @@ opList { name: "dtype" argType: DATA_TYPE } + argDescriptor { + name: "outputs" + argType: OUTPUT_TENSOR + } + argDescriptor { + name: "input" + argType: INPUT_TENSOR + } + argDescriptor { + name: "crop" + argType: INPUT_TENSOR + argIndex: 1 + } } opList { name: "batch_to_space_nd" + argDescriptor { + name: "blocks" + argType: INT64 + } + argDescriptor { + name: "dtype" + argType: DATA_TYPE + } argDescriptor { name: "outputs" argType: OUTPUT_TENSOR @@ -2200,49 +2280,9 @@ opList { argType: INPUT_TENSOR argIndex: 2 } - argDescriptor { - name: "blocks" - argType: INT64 - } - argDescriptor { - name: "dtype" - argType: DATA_TYPE - } } opList { name: "batched_gemm" - argDescriptor { - name: "vC" - argType: OUTPUT_TENSOR - } - argDescriptor { - name: "transposeA" - argType: BOOL - } - argDescriptor { - name: "transposeB" - argType: BOOL - argIndex: 1 - } - argDescriptor { - name: "alpha" - argType: INPUT_TENSOR - } - argDescriptor { - name: "beta" - argType: INPUT_TENSOR - argIndex: 1 - } - argDescriptor { - name: "vA" - argType: INPUT_TENSOR - argIndex: 2 - } - argDescriptor { - name: "vB" - argType: INPUT_TENSOR - argIndex: 3 - } argDescriptor { name: "transA" argType: INT64 @@ -2291,13 +2331,62 @@ opList { name: "dtype" argType: DATA_TYPE } + argDescriptor { + name: "vC" + argType: OUTPUT_TENSOR + } + argDescriptor { + name: "transposeA" + argType: BOOL + } + argDescriptor { + name: "transposeB" + argType: BOOL + argIndex: 1 + } + argDescriptor { + name: "alpha" + argType: INPUT_TENSOR + } + argDescriptor { + name: "beta" + argType: INPUT_TENSOR + argIndex: 1 + } + argDescriptor { + name: "vA" + argType: INPUT_TENSOR + argIndex: 2 + } + argDescriptor { + name: "vB" + argType: INPUT_TENSOR + argIndex: 3 + } } opList { name: "batchnorm" + argDescriptor { + name: "applyScale" + argType: INT64 + } + argDescriptor { + name: "applyOffset" + argType: INT64 + argIndex: 1 + } + argDescriptor { + name: "dtype" + argType: DATA_TYPE + } argDescriptor { name: "outputs" argType: OUTPUT_TENSOR } + argDescriptor { + name: "epsilon" + argType: DOUBLE + } argDescriptor { name: "inPlace" argType: BOOL @@ -2331,6 +2420,9 @@ opList { argType: INPUT_TENSOR argIndex: 3 } +} +opList { + name: "batchnorm_bp" argDescriptor { name: "applyScale" argType: INT64 @@ -2344,13 +2436,6 @@ opList { name: "dtype" argType: DATA_TYPE } - argDescriptor { - name: "epsilon" - argType: DOUBLE - } -} -opList { - name: "batchnorm_bp" argDescriptor { name: "dLdI" argType: OUTPUT_TENSOR @@ -2370,6 +2455,10 @@ opList { argType: OUTPUT_TENSOR argIndex: 3 } + argDescriptor { + name: "epsilon" + argType: DOUBLE + } argDescriptor { name: "inPlace" argType: BOOL @@ -2403,23 +2492,6 @@ opList { argType: INPUT_TENSOR argIndex: 3 } - argDescriptor { - name: "applyScale" - argType: INT64 - } - argDescriptor { - name: "applyOffset" - argType: INT64 - argIndex: 1 - } - argDescriptor { - name: "dtype" - argType: DATA_TYPE - } - argDescriptor { - name: "epsilon" - argType: DOUBLE - } } opList { name: "betainc" @@ -2445,6 +2517,10 @@ opList { } opList { name: "biasadd" + argDescriptor { + name: "dtype" + argType: DATA_TYPE + } argDescriptor { name: "outputs" argType: OUTPUT_TENSOR @@ -2462,13 +2538,13 @@ opList { argType: INPUT_TENSOR argIndex: 1 } +} +opList { + name: "biasadd_bp" argDescriptor { name: "dtype" argType: DATA_TYPE } -} -opList { - name: "biasadd_bp" argDescriptor { name: "gradI" argType: OUTPUT_TENSOR @@ -2496,13 +2572,27 @@ opList { argType: INPUT_TENSOR argIndex: 2 } - argDescriptor { - name: "dtype" - argType: DATA_TYPE - } } opList { name: "bincount" + argDescriptor { + name: "minLength" + argType: INT64 + } + argDescriptor { + name: "maxLength" + argType: INT64 + argIndex: 1 + } + argDescriptor { + name: "outputType" + argType: INT64 + argIndex: 2 + } + argDescriptor { + name: "outputType" + argType: DATA_TYPE + } argDescriptor { name: "outputs" argType: OUTPUT_TENSOR @@ -2526,35 +2616,9 @@ opList { argType: INPUT_TENSOR argIndex: 3 } - argDescriptor { - name: "minLength" - argType: INT64 - } - argDescriptor { - name: "maxLength" - argType: INT64 - argIndex: 1 - } - argDescriptor { - name: "outputType" - argType: INT64 - argIndex: 2 - } - argDescriptor { - name: "outputType" - argType: DATA_TYPE - } } opList { name: "bitcast" - argDescriptor { - name: "outputs" - argType: OUTPUT_TENSOR - } - argDescriptor { - name: "input" - argType: INPUT_TENSOR - } argDescriptor { name: "newType" argType: INT64 @@ -2563,9 +2627,26 @@ opList { name: "dtype" argType: DATA_TYPE } + argDescriptor { + name: "outputs" + argType: OUTPUT_TENSOR + } + argDescriptor { + name: "input" + argType: INPUT_TENSOR + } + argDescriptor { + name: "dataType" + argType: INPUT_TENSOR + argIndex: 1 + } } opList { name: "bits_hamming_distance" + argDescriptor { + name: "dtype" + argType: DATA_TYPE + } argDescriptor { name: "outputs" argType: OUTPUT_TENSOR @@ -2579,13 +2660,13 @@ opList { argType: INPUT_TENSOR argIndex: 1 } - argDescriptor { - name: "dtype" - argType: DATA_TYPE - } } opList { name: "bitwise_and" + argDescriptor { + name: "dataType" + argType: DATA_TYPE + } argDescriptor { name: "outputs" argType: OUTPUT_TENSOR @@ -2603,14 +2684,14 @@ opList { argType: INPUT_TENSOR argIndex: 1 } - argDescriptor { - name: "dataType" - argType: DATA_TYPE - } opDeclarationType: BROADCASTABLE_OP_IMPL } opList { name: "bitwise_or" + argDescriptor { + name: "dataType" + argType: DATA_TYPE + } argDescriptor { name: "outputs" argType: OUTPUT_TENSOR @@ -2628,14 +2709,14 @@ opList { argType: INPUT_TENSOR argIndex: 1 } - argDescriptor { - name: "dataType" - argType: DATA_TYPE - } opDeclarationType: BROADCASTABLE_OP_IMPL } opList { name: "bitwise_xor" + argDescriptor { + name: "dataType" + argType: DATA_TYPE + } argDescriptor { name: "outputs" argType: OUTPUT_TENSOR @@ -2653,14 +2734,14 @@ opList { argType: INPUT_TENSOR argIndex: 1 } - argDescriptor { - name: "dataType" - argType: DATA_TYPE - } opDeclarationType: BROADCASTABLE_OP_IMPL } opList { name: "bool_not" + argDescriptor { + name: "dataType" + argType: DATA_TYPE + } argDescriptor { name: "outputs" argType: OUTPUT_TENSOR @@ -2669,10 +2750,6 @@ opList { name: "input" argType: INPUT_TENSOR } - argDescriptor { - name: "dataType" - argType: DATA_TYPE - } opDeclarationType: LEGACY_XYZ } opList { @@ -2745,6 +2822,15 @@ opList { } opList { name: "broadcast_amax" + argDescriptor { + name: "shape" + argType: INT64 + } + argDescriptor { + name: "dimension" + argType: INT64 + argIndex: 1 + } argDescriptor { name: "outputs" argType: OUTPUT_TENSOR @@ -2757,19 +2843,19 @@ opList { name: "input" argType: INPUT_TENSOR } - argDescriptor { - name: "shape" - argType: INT64 - } - argDescriptor { - name: "dimension" - argType: INT64 - argIndex: 1 - } opDeclarationType: LEGACY_XYZ } opList { name: "broadcast_amin" + argDescriptor { + name: "shape" + argType: INT64 + } + argDescriptor { + name: "dimension" + argType: INT64 + argIndex: 1 + } argDescriptor { name: "outputs" argType: OUTPUT_TENSOR @@ -2782,19 +2868,14 @@ opList { name: "input" argType: INPUT_TENSOR } - argDescriptor { - name: "shape" - argType: INT64 - } - argDescriptor { - name: "dimension" - argType: INT64 - argIndex: 1 - } opDeclarationType: LEGACY_XYZ } opList { name: "broadcast_dynamic_shape" + argDescriptor { + name: "dtype" + argType: DATA_TYPE + } argDescriptor { name: "outputs" argType: OUTPUT_TENSOR @@ -2808,13 +2889,13 @@ opList { argType: INPUT_TENSOR argIndex: 1 } - argDescriptor { - name: "dtype" - argType: DATA_TYPE - } } opList { name: "broadcast_equalto" + argDescriptor { + name: "dimension" + argType: INT64 + } argDescriptor { name: "outputs" argType: OUTPUT_TENSOR @@ -2832,14 +2913,19 @@ opList { argType: INPUT_TENSOR argIndex: 1 } - argDescriptor { - name: "dimension" - argType: INT64 - } opDeclarationType: LEGACY_XYZ } opList { name: "broadcast_greaterthan" + argDescriptor { + name: "shape" + argType: INT64 + } + argDescriptor { + name: "dimension" + argType: INT64 + argIndex: 1 + } argDescriptor { name: "outputs" argType: OUTPUT_TENSOR @@ -2852,19 +2938,19 @@ opList { name: "input" argType: INPUT_TENSOR } - argDescriptor { - name: "shape" - argType: INT64 - } - argDescriptor { - name: "dimension" - argType: INT64 - argIndex: 1 - } opDeclarationType: LEGACY_XYZ } opList { name: "broadcast_greaterthanorequal" + argDescriptor { + name: "shape" + argType: INT64 + } + argDescriptor { + name: "dimension" + argType: INT64 + argIndex: 1 + } argDescriptor { name: "outputs" argType: OUTPUT_TENSOR @@ -2877,19 +2963,19 @@ opList { name: "input" argType: INPUT_TENSOR } - argDescriptor { - name: "shape" - argType: INT64 - } - argDescriptor { - name: "dimension" - argType: INT64 - argIndex: 1 - } opDeclarationType: LEGACY_XYZ } opList { name: "broadcast_lessthan" + argDescriptor { + name: "shape" + argType: INT64 + } + argDescriptor { + name: "dimension" + argType: INT64 + argIndex: 1 + } argDescriptor { name: "outputs" argType: OUTPUT_TENSOR @@ -2902,19 +2988,19 @@ opList { name: "input" argType: INPUT_TENSOR } - argDescriptor { - name: "shape" - argType: INT64 - } - argDescriptor { - name: "dimension" - argType: INT64 - argIndex: 1 - } opDeclarationType: LEGACY_XYZ } opList { name: "broadcast_lessthanorequal" + argDescriptor { + name: "shape" + argType: INT64 + } + argDescriptor { + name: "dimension" + argType: INT64 + argIndex: 1 + } argDescriptor { name: "outputs" argType: OUTPUT_TENSOR @@ -2927,19 +3013,19 @@ opList { name: "input" argType: INPUT_TENSOR } - argDescriptor { - name: "shape" - argType: INT64 - } - argDescriptor { - name: "dimension" - argType: INT64 - argIndex: 1 - } opDeclarationType: LEGACY_XYZ } opList { name: "broadcast_max" + argDescriptor { + name: "shape" + argType: INT64 + } + argDescriptor { + name: "dimension" + argType: INT64 + argIndex: 1 + } argDescriptor { name: "outputs" argType: OUTPUT_TENSOR @@ -2952,19 +3038,19 @@ opList { name: "input" argType: INPUT_TENSOR } - argDescriptor { - name: "shape" - argType: INT64 - } - argDescriptor { - name: "dimension" - argType: INT64 - argIndex: 1 - } opDeclarationType: LEGACY_XYZ } opList { name: "broadcast_min" + argDescriptor { + name: "shape" + argType: INT64 + } + argDescriptor { + name: "dimension" + argType: INT64 + argIndex: 1 + } argDescriptor { name: "outputs" argType: OUTPUT_TENSOR @@ -2977,19 +3063,19 @@ opList { name: "input" argType: INPUT_TENSOR } - argDescriptor { - name: "shape" - argType: INT64 - } - argDescriptor { - name: "dimension" - argType: INT64 - argIndex: 1 - } opDeclarationType: LEGACY_XYZ } opList { name: "broadcast_notequal" + argDescriptor { + name: "shape" + argType: INT64 + } + argDescriptor { + name: "dimension" + argType: INT64 + argIndex: 1 + } argDescriptor { name: "outputs" argType: OUTPUT_TENSOR @@ -3002,19 +3088,14 @@ opList { name: "input" argType: INPUT_TENSOR } - argDescriptor { - name: "shape" - argType: INT64 - } - argDescriptor { - name: "dimension" - argType: INT64 - argIndex: 1 - } opDeclarationType: LEGACY_XYZ } opList { name: "broadcast_to" + argDescriptor { + name: "dtype" + argType: DATA_TYPE + } argDescriptor { name: "outputs" argType: OUTPUT_TENSOR @@ -3028,13 +3109,13 @@ opList { argType: INPUT_TENSOR argIndex: 1 } - argDescriptor { - name: "dtype" - argType: DATA_TYPE - } } opList { name: "broadcastadd" + argDescriptor { + name: "dimension" + argType: INT64 + } argDescriptor { name: "outputs" argType: OUTPUT_TENSOR @@ -3048,14 +3129,19 @@ opList { argType: INPUT_TENSOR argIndex: 1 } - argDescriptor { - name: "dimension" - argType: INT64 - } opDeclarationType: LEGACY_XYZ } opList { name: "broadcastcopy" + argDescriptor { + name: "shape" + argType: INT64 + } + argDescriptor { + name: "dimension" + argType: INT64 + argIndex: 1 + } argDescriptor { name: "outputs" argType: OUTPUT_TENSOR @@ -3068,19 +3154,19 @@ opList { name: "input" argType: INPUT_TENSOR } - argDescriptor { - name: "shape" - argType: INT64 - } - argDescriptor { - name: "dimension" - argType: INT64 - argIndex: 1 - } opDeclarationType: LEGACY_XYZ } opList { name: "broadcastdiv" + argDescriptor { + name: "shape" + argType: INT64 + } + argDescriptor { + name: "dimension" + argType: INT64 + argIndex: 1 + } argDescriptor { name: "outputs" argType: OUTPUT_TENSOR @@ -3093,26 +3179,17 @@ opList { name: "input" argType: INPUT_TENSOR } - argDescriptor { - name: "shape" - argType: INT64 - } - argDescriptor { - name: "dimension" - argType: INT64 - argIndex: 1 - } opDeclarationType: LEGACY_XYZ } opList { name: "broadcastgradientargs" argDescriptor { - name: "outputs" - argType: OUTPUT_TENSOR + name: "dimension" + argType: INT64 } argDescriptor { - name: "inPlace" - argType: BOOL + name: "outputs" + argType: OUTPUT_TENSOR } argDescriptor { name: "input" @@ -3123,14 +3200,19 @@ opList { argType: INPUT_TENSOR argIndex: 1 } - argDescriptor { - name: "dimension" - argType: INT64 - } opDeclarationType: OP_IMPL } opList { name: "broadcastmul" + argDescriptor { + name: "shape" + argType: INT64 + } + argDescriptor { + name: "dimension" + argType: INT64 + argIndex: 1 + } argDescriptor { name: "outputs" argType: OUTPUT_TENSOR @@ -3143,19 +3225,19 @@ opList { name: "input" argType: INPUT_TENSOR } - argDescriptor { - name: "shape" - argType: INT64 - } - argDescriptor { - name: "dimension" - argType: INT64 - argIndex: 1 - } opDeclarationType: LEGACY_XYZ } opList { name: "broadcastrdiv" + argDescriptor { + name: "shape" + argType: INT64 + } + argDescriptor { + name: "dimension" + argType: INT64 + argIndex: 1 + } argDescriptor { name: "outputs" argType: OUTPUT_TENSOR @@ -3168,19 +3250,19 @@ opList { name: "input" argType: INPUT_TENSOR } - argDescriptor { - name: "shape" - argType: INT64 - } - argDescriptor { - name: "dimension" - argType: INT64 - argIndex: 1 - } opDeclarationType: LEGACY_XYZ } opList { name: "broadcastrsub" + argDescriptor { + name: "shape" + argType: INT64 + } + argDescriptor { + name: "dimension" + argType: INT64 + argIndex: 1 + } argDescriptor { name: "outputs" argType: OUTPUT_TENSOR @@ -3193,31 +3275,10 @@ opList { name: "input" argType: INPUT_TENSOR } - argDescriptor { - name: "shape" - argType: INT64 - } - argDescriptor { - name: "dimension" - argType: INT64 - argIndex: 1 - } opDeclarationType: LEGACY_XYZ } opList { name: "broadcastsub" - argDescriptor { - name: "outputs" - argType: OUTPUT_TENSOR - } - argDescriptor { - name: "inPlace" - argType: BOOL - } - argDescriptor { - name: "input" - argType: INPUT_TENSOR - } argDescriptor { name: "shape" argType: INT64 @@ -3227,83 +3288,6 @@ opList { argType: INT64 argIndex: 1 } - opDeclarationType: LEGACY_XYZ -} -opList { - name: "car" - argDescriptor { - name: "outputs" - argType: OUTPUT_TENSOR - } - argDescriptor { - name: "to" - argType: INPUT_TENSOR - } - argDescriptor { - name: "from" - argType: INPUT_TENSOR - argIndex: 1 - } - argDescriptor { - name: "mode" - argType: INT64 - } - argDescriptor { - name: "dataType" - argType: DATA_TYPE - } - argDescriptor { - name: "compare" - argType: DOUBLE - } - argDescriptor { - name: "set" - argType: DOUBLE - argIndex: 1 - } - argDescriptor { - name: "eps" - argType: DOUBLE - argIndex: 2 - } - opDeclarationType: LEGACY_XYZ -} -opList { - name: "cas" - argDescriptor { - name: "outputs" - argType: OUTPUT_TENSOR - } - argDescriptor { - name: "input" - argType: INPUT_TENSOR - } - argDescriptor { - name: "mode" - argType: INT64 - } - argDescriptor { - name: "dataType" - argType: DATA_TYPE - } - argDescriptor { - name: "compare" - argType: DOUBLE - } - argDescriptor { - name: "set" - argType: DOUBLE - argIndex: 1 - } - argDescriptor { - name: "eps" - argType: DOUBLE - argIndex: 2 - } - opDeclarationType: LEGACY_XYZ -} -opList { - name: "cast" argDescriptor { name: "outputs" argType: OUTPUT_TENSOR @@ -3316,6 +3300,83 @@ opList { name: "input" argType: INPUT_TENSOR } + opDeclarationType: LEGACY_XYZ +} +opList { + name: "car" + argDescriptor { + name: "mode" + argType: INT64 + } + argDescriptor { + name: "dataType" + argType: DATA_TYPE + } + argDescriptor { + name: "outputs" + argType: OUTPUT_TENSOR + } + argDescriptor { + name: "compare" + argType: DOUBLE + } + argDescriptor { + name: "set" + argType: DOUBLE + argIndex: 1 + } + argDescriptor { + name: "eps" + argType: DOUBLE + argIndex: 2 + } + argDescriptor { + name: "input" + argType: INPUT_TENSOR + } + argDescriptor { + name: "y" + argType: INPUT_TENSOR + argIndex: 1 + } + opDeclarationType: LEGACY_XYZ +} +opList { + name: "cas" + argDescriptor { + name: "mode" + argType: INT64 + } + argDescriptor { + name: "dataType" + argType: DATA_TYPE + } + argDescriptor { + name: "outputs" + argType: OUTPUT_TENSOR + } + argDescriptor { + name: "compare" + argType: DOUBLE + } + argDescriptor { + name: "set" + argType: DOUBLE + argIndex: 1 + } + argDescriptor { + name: "eps" + argType: DOUBLE + argIndex: 2 + } + argDescriptor { + name: "input" + argType: INPUT_TENSOR + } + opDeclarationType: LEGACY_XYZ +} +opList { + name: "cast" argDescriptor { name: "dst" argType: INT64 @@ -3324,9 +3385,30 @@ opList { name: "dtype" argType: DATA_TYPE } + argDescriptor { + name: "outputs" + argType: OUTPUT_TENSOR + } + argDescriptor { + name: "inPlace" + argType: BOOL + } + argDescriptor { + name: "input" + argType: INPUT_TENSOR + } } opList { name: "cbow" + argDescriptor { + name: "numWorkers" + argType: INT64 + } + argDescriptor { + name: "nsRounds" + argType: INT64 + argIndex: 1 + } argDescriptor { name: "outputs" argType: OUTPUT_TENSOR @@ -3414,19 +3496,14 @@ opList { argType: INPUT_TENSOR argIndex: 14 } - argDescriptor { - name: "numWorkers" - argType: INT64 - } - argDescriptor { - name: "nsRounds" - argType: INT64 - argIndex: 1 - } opDeclarationType: CONFIGURABLE_OP_IMPL } opList { name: "ceil" + argDescriptor { + name: "dataType" + argType: DATA_TYPE + } argDescriptor { name: "outputs" argType: OUTPUT_TENSOR @@ -3439,14 +3516,18 @@ opList { name: "input" argType: INPUT_TENSOR } - argDescriptor { - name: "dataType" - argType: DATA_TYPE - } opDeclarationType: LEGACY_XYZ } opList { name: "cell_contains" + argDescriptor { + name: "dimension" + argType: INT64 + } + argDescriptor { + name: "dtype" + argType: DATA_TYPE + } argDescriptor { name: "outputs" argType: OUTPUT_TENSOR @@ -3469,17 +3550,13 @@ opList { argType: INPUT_TENSOR argIndex: 2 } - argDescriptor { - name: "dimension" - argType: INT64 - } +} +opList { + name: "check_numerics" argDescriptor { name: "dtype" argType: DATA_TYPE } -} -opList { - name: "check_numerics" argDescriptor { name: "outputs" argType: OUTPUT_TENSOR @@ -3493,10 +3570,6 @@ opList { argType: INPUT_TENSOR argIndex: 1 } - argDescriptor { - name: "dtype" - argType: DATA_TYPE - } } opList { name: "choice" @@ -3529,6 +3602,14 @@ opList { } opList { name: "choose" + argDescriptor { + name: "mode" + argType: INT64 + } + argDescriptor { + name: "dtype" + argType: DATA_TYPE + } argDescriptor { name: "outputs" argType: OUTPUT_TENSOR @@ -3538,6 +3619,10 @@ opList { argType: OUTPUT_TENSOR argIndex: 1 } + argDescriptor { + name: "scalar" + argType: DOUBLE + } argDescriptor { name: "arg" argType: INPUT_TENSOR @@ -3547,64 +3632,60 @@ opList { argType: INPUT_TENSOR argIndex: 1 } - argDescriptor { - name: "mode" - argType: INT64 - } +} +opList { + name: "clip_by_global_norm" argDescriptor { name: "dtype" argType: DATA_TYPE } - argDescriptor { - name: "scalar" - argType: DOUBLE - } -} -opList { - name: "clip_by_global_norm" argDescriptor { name: "outputs" argType: OUTPUT_TENSOR } - argDescriptor { - name: "input" - argType: INPUT_TENSOR - } - argDescriptor { - name: "dtype" - argType: DATA_TYPE - } argDescriptor { name: "clipNorm" argType: DOUBLE } + argDescriptor { + name: "input" + argType: INPUT_TENSOR + } } opList { name: "clipbyavgnorm" - argDescriptor { - name: "outputs" - argType: OUTPUT_TENSOR - } - argDescriptor { - name: "input" - argType: INPUT_TENSOR - } argDescriptor { name: "dimensions" argType: INT64 } + argDescriptor { + name: "outputs" + argType: OUTPUT_TENSOR + } argDescriptor { name: "clipNorm" argType: DOUBLE } + argDescriptor { + name: "input" + argType: INPUT_TENSOR + } opDeclarationType: CONFIGURABLE_OP_IMPL } opList { name: "clipbyavgnorm_bp" + argDescriptor { + name: "dtype" + argType: DATA_TYPE + } argDescriptor { name: "gradI" argType: OUTPUT_TENSOR } + argDescriptor { + name: "clipNorm" + argType: DOUBLE + } argDescriptor { name: "input" argType: INPUT_TENSOR @@ -3614,41 +3695,45 @@ opList { argType: INPUT_TENSOR argIndex: 1 } - argDescriptor { - name: "dtype" - argType: DATA_TYPE - } - argDescriptor { - name: "clipNorm" - argType: DOUBLE - } } opList { name: "clipbynorm" - argDescriptor { - name: "outputs" - argType: OUTPUT_TENSOR - } - argDescriptor { - name: "input" - argType: INPUT_TENSOR - } argDescriptor { name: "dimensions" argType: INT64 } + argDescriptor { + name: "outputs" + argType: OUTPUT_TENSOR + } argDescriptor { name: "clipValue" argType: DOUBLE } + argDescriptor { + name: "input" + argType: INPUT_TENSOR + } opDeclarationType: CONFIGURABLE_OP_IMPL } opList { name: "clipbynorm_bp" + argDescriptor { + name: "dimensions" + argType: INT64 + } + argDescriptor { + name: "dtype" + argType: DATA_TYPE + } argDescriptor { name: "gradI" argType: OUTPUT_TENSOR } + argDescriptor { + name: "clipValue" + argType: DOUBLE + } argDescriptor { name: "input" argType: INPUT_TENSOR @@ -3658,18 +3743,6 @@ opList { argType: INPUT_TENSOR argIndex: 1 } - argDescriptor { - name: "dimensions" - argType: INT64 - } - argDescriptor { - name: "dtype" - argType: DATA_TYPE - } - argDescriptor { - name: "clipValue" - argType: DOUBLE - } } opList { name: "clipbyvalue" @@ -3677,10 +3750,6 @@ opList { name: "outputs" argType: OUTPUT_TENSOR } - argDescriptor { - name: "input" - argType: INPUT_TENSOR - } argDescriptor { name: "left" argType: DOUBLE @@ -3690,6 +3759,10 @@ opList { argType: DOUBLE argIndex: 1 } + argDescriptor { + name: "input" + argType: INPUT_TENSOR + } opDeclarationType: CONFIGURABLE_OP_IMPL } opList { @@ -3706,19 +3779,6 @@ opList { } opList { name: "col2im" - argDescriptor { - name: "outputs" - argType: OUTPUT_TENSOR - } - argDescriptor { - name: "input" - argType: INPUT_TENSOR - } - argDescriptor { - name: "inputArrays" - argType: INPUT_TENSOR - argIndex: 1 - } argDescriptor { name: "strideY" argType: INT64 @@ -3762,13 +3822,34 @@ opList { name: "dtype" argType: DATA_TYPE } + argDescriptor { + name: "outputs" + argType: OUTPUT_TENSOR + } + argDescriptor { + name: "input" + argType: INPUT_TENSOR + } + argDescriptor { + name: "inputArrays" + argType: INPUT_TENSOR + argIndex: 1 + } } opList { name: "compare_and_bitpack" + argDescriptor { + name: "dtype" + argType: DATA_TYPE + } argDescriptor { name: "outputs" argType: OUTPUT_TENSOR } + argDescriptor { + name: "threshold" + argType: DOUBLE + } argDescriptor { name: "input" argType: INPUT_TENSOR @@ -3778,17 +3859,13 @@ opList { argType: INPUT_TENSOR argIndex: 1 } +} +opList { + name: "compat_sparse_to_dense" argDescriptor { name: "dtype" argType: DATA_TYPE } - argDescriptor { - name: "threshold" - argType: DOUBLE - } -} -opList { - name: "compat_sparse_to_dense" argDescriptor { name: "outputs" argType: OUTPUT_TENSOR @@ -3812,13 +3889,13 @@ opList { argType: INPUT_TENSOR argIndex: 3 } +} +opList { + name: "compat_string_split" argDescriptor { name: "dtype" argType: DATA_TYPE } -} -opList { - name: "compat_string_split" argDescriptor { name: "indices" argType: OUTPUT_TENSOR @@ -3847,13 +3924,17 @@ opList { argType: INPUT_TENSOR argIndex: 3 } +} +opList { + name: "concat" + argDescriptor { + name: "concatDimension" + argType: INT64 + } argDescriptor { name: "dtype" argType: DATA_TYPE } -} -opList { - name: "concat" argDescriptor { name: "outputs" argType: OUTPUT_TENSOR @@ -3871,6 +3952,9 @@ opList { argType: INPUT_TENSOR argIndex: 1 } +} +opList { + name: "concat_bp" argDescriptor { name: "concatDimension" argType: INT64 @@ -3879,9 +3963,6 @@ opList { name: "dtype" argType: DATA_TYPE } -} -opList { - name: "concat_bp" argDescriptor { name: "epsilonChunk" argType: OUTPUT_TENSOR @@ -3899,17 +3980,22 @@ opList { argType: INPUT_TENSOR argIndex: 1 } +} +opList { + name: "confusion_matrix" argDescriptor { - name: "concatDimension" + name: "numClasses" argType: INT64 } + argDescriptor { + name: "dataType" + argType: INT64 + argIndex: 1 + } argDescriptor { name: "dtype" argType: DATA_TYPE } -} -opList { - name: "confusion_matrix" argDescriptor { name: "outputs" argType: OUTPUT_TENSOR @@ -3928,35 +4014,9 @@ opList { argType: INPUT_TENSOR argIndex: 2 } - argDescriptor { - name: "dataType" - argType: INT64 - } - argDescriptor { - name: "dtype" - argType: DATA_TYPE - } } opList { name: "conv1d" - argDescriptor { - name: "outputs" - argType: OUTPUT_TENSOR - } - argDescriptor { - name: "input" - argType: INPUT_TENSOR - } - argDescriptor { - name: "weights" - argType: INPUT_TENSOR - argIndex: 1 - } - argDescriptor { - name: "bias" - argType: INPUT_TENSOR - argIndex: 2 - } argDescriptor { name: "kW" argType: INT64 @@ -3995,42 +4055,27 @@ opList { name: "dtype" argType: DATA_TYPE } + argDescriptor { + name: "outputs" + argType: OUTPUT_TENSOR + } + argDescriptor { + name: "input" + argType: INPUT_TENSOR + } + argDescriptor { + name: "weights" + argType: INPUT_TENSOR + argIndex: 1 + } + argDescriptor { + name: "bias" + argType: INPUT_TENSOR + argIndex: 2 + } } opList { name: "conv1d_bp" - argDescriptor { - name: "gradI" - argType: OUTPUT_TENSOR - } - argDescriptor { - name: "gradW" - argType: OUTPUT_TENSOR - argIndex: 1 - } - argDescriptor { - name: "gradB" - argType: OUTPUT_TENSOR - argIndex: 2 - } - argDescriptor { - name: "input" - argType: INPUT_TENSOR - } - argDescriptor { - name: "weights" - argType: INPUT_TENSOR - argIndex: 1 - } - argDescriptor { - name: "bias" - argType: INPUT_TENSOR - argIndex: 2 - } - argDescriptor { - name: "gradO" - argType: INPUT_TENSOR - argIndex: 3 - } argDescriptor { name: "kW" argType: INT64 @@ -4069,88 +4114,6 @@ opList { name: "dtype" argType: DATA_TYPE } -} -opList { - name: "conv2d" - argDescriptor { - name: "outputs" - argType: OUTPUT_TENSOR - } - argDescriptor { - name: "input" - argType: INPUT_TENSOR - } - argDescriptor { - name: "weights" - argType: INPUT_TENSOR - argIndex: 1 - } - argDescriptor { - name: "bias" - argType: INPUT_TENSOR - argIndex: 2 - } - argDescriptor { - name: "kH" - argType: INT64 - } - argDescriptor { - name: "kW" - argType: INT64 - argIndex: 1 - } - argDescriptor { - name: "sH" - argType: INT64 - argIndex: 2 - } - argDescriptor { - name: "sW" - argType: INT64 - argIndex: 3 - } - argDescriptor { - name: "pH" - argType: INT64 - argIndex: 4 - } - argDescriptor { - name: "pW" - argType: INT64 - argIndex: 5 - } - argDescriptor { - name: "dH" - argType: INT64 - argIndex: 6 - } - argDescriptor { - name: "dW" - argType: INT64 - argIndex: 7 - } - argDescriptor { - name: "isSameMode" - argType: INT64 - argIndex: 8 - } - argDescriptor { - name: "isNCHW" - argType: INT64 - argIndex: 9 - } - argDescriptor { - name: "wFormat" - argType: INT64 - argIndex: 10 - } - argDescriptor { - name: "dtype" - argType: DATA_TYPE - } -} -opList { - name: "conv2d_bp" argDescriptor { name: "gradI" argType: OUTPUT_TENSOR @@ -4184,6 +4147,9 @@ opList { argType: INPUT_TENSOR argIndex: 3 } +} +opList { + name: "conv2d" argDescriptor { name: "kH" argType: INT64 @@ -4242,9 +4208,179 @@ opList { name: "dtype" argType: DATA_TYPE } + argDescriptor { + name: "outputs" + argType: OUTPUT_TENSOR + } + argDescriptor { + name: "input" + argType: INPUT_TENSOR + } + argDescriptor { + name: "weights" + argType: INPUT_TENSOR + argIndex: 1 + } + argDescriptor { + name: "bias" + argType: INPUT_TENSOR + argIndex: 2 + } +} +opList { + name: "conv2d_bp" + argDescriptor { + name: "kH" + argType: INT64 + } + argDescriptor { + name: "kW" + argType: INT64 + argIndex: 1 + } + argDescriptor { + name: "sH" + argType: INT64 + argIndex: 2 + } + argDescriptor { + name: "sW" + argType: INT64 + argIndex: 3 + } + argDescriptor { + name: "pH" + argType: INT64 + argIndex: 4 + } + argDescriptor { + name: "pW" + argType: INT64 + argIndex: 5 + } + argDescriptor { + name: "dH" + argType: INT64 + argIndex: 6 + } + argDescriptor { + name: "dW" + argType: INT64 + argIndex: 7 + } + argDescriptor { + name: "isSameMode" + argType: INT64 + argIndex: 8 + } + argDescriptor { + name: "isNCHW" + argType: INT64 + argIndex: 9 + } + argDescriptor { + name: "wFormat" + argType: INT64 + argIndex: 10 + } + argDescriptor { + name: "dtype" + argType: DATA_TYPE + } + argDescriptor { + name: "gradI" + argType: OUTPUT_TENSOR + } + argDescriptor { + name: "gradW" + argType: OUTPUT_TENSOR + argIndex: 1 + } + argDescriptor { + name: "gradB" + argType: OUTPUT_TENSOR + argIndex: 2 + } + argDescriptor { + name: "input" + argType: INPUT_TENSOR + } + argDescriptor { + name: "weights" + argType: INPUT_TENSOR + argIndex: 1 + } + argDescriptor { + name: "bias" + argType: INPUT_TENSOR + argIndex: 2 + } + argDescriptor { + name: "gradO" + argType: INPUT_TENSOR + argIndex: 3 + } } opList { name: "conv2d_input_bp" + argDescriptor { + name: "kH" + argType: INT64 + } + argDescriptor { + name: "kW" + argType: INT64 + argIndex: 1 + } + argDescriptor { + name: "sH" + argType: INT64 + argIndex: 2 + } + argDescriptor { + name: "sW" + argType: INT64 + argIndex: 3 + } + argDescriptor { + name: "pH" + argType: INT64 + argIndex: 4 + } + argDescriptor { + name: "pW" + argType: INT64 + argIndex: 5 + } + argDescriptor { + name: "dH" + argType: INT64 + argIndex: 6 + } + argDescriptor { + name: "dW" + argType: INT64 + argIndex: 7 + } + argDescriptor { + name: "isSameMode" + argType: INT64 + argIndex: 8 + } + argDescriptor { + name: "isNCHW" + argType: INT64 + argIndex: 9 + } + argDescriptor { + name: "wFormat" + argType: INT64 + argIndex: 10 + } + argDescriptor { + name: "dtype" + argType: DATA_TYPE + } argDescriptor { name: "gradI" argType: OUTPUT_TENSOR @@ -4263,85 +4399,9 @@ opList { argType: INPUT_TENSOR argIndex: 2 } - argDescriptor { - name: "kH" - argType: INT64 - } - argDescriptor { - name: "kW" - argType: INT64 - argIndex: 1 - } - argDescriptor { - name: "sH" - argType: INT64 - argIndex: 2 - } - argDescriptor { - name: "sW" - argType: INT64 - argIndex: 3 - } - argDescriptor { - name: "pH" - argType: INT64 - argIndex: 4 - } - argDescriptor { - name: "pW" - argType: INT64 - argIndex: 5 - } - argDescriptor { - name: "dH" - argType: INT64 - argIndex: 6 - } - argDescriptor { - name: "dW" - argType: INT64 - argIndex: 7 - } - argDescriptor { - name: "isSameMode" - argType: INT64 - argIndex: 8 - } - argDescriptor { - name: "isNCHW" - argType: INT64 - argIndex: 9 - } - argDescriptor { - name: "wFormat" - argType: INT64 - argIndex: 10 - } - argDescriptor { - name: "dtype" - argType: DATA_TYPE - } } opList { name: "conv3dnew" - argDescriptor { - name: "outputs" - argType: OUTPUT_TENSOR - } - argDescriptor { - name: "input" - argType: INPUT_TENSOR - } - argDescriptor { - name: "weights" - argType: INPUT_TENSOR - argIndex: 1 - } - argDescriptor { - name: "bias" - argType: INPUT_TENSOR - argIndex: 2 - } argDescriptor { name: "kD" argType: INT64 @@ -4420,9 +4480,105 @@ opList { name: "dtype" argType: DATA_TYPE } + argDescriptor { + name: "outputs" + argType: OUTPUT_TENSOR + } + argDescriptor { + name: "input" + argType: INPUT_TENSOR + } + argDescriptor { + name: "weights" + argType: INPUT_TENSOR + argIndex: 1 + } + argDescriptor { + name: "bias" + argType: INPUT_TENSOR + argIndex: 2 + } } opList { name: "conv3dnew_bp" + argDescriptor { + name: "kD" + argType: INT64 + } + argDescriptor { + name: "kH" + argType: INT64 + argIndex: 1 + } + argDescriptor { + name: "kW" + argType: INT64 + argIndex: 2 + } + argDescriptor { + name: "sD" + argType: INT64 + argIndex: 3 + } + argDescriptor { + name: "sH" + argType: INT64 + argIndex: 4 + } + argDescriptor { + name: "sW" + argType: INT64 + argIndex: 5 + } + argDescriptor { + name: "pD" + argType: INT64 + argIndex: 6 + } + argDescriptor { + name: "pH" + argType: INT64 + argIndex: 7 + } + argDescriptor { + name: "pW" + argType: INT64 + argIndex: 8 + } + argDescriptor { + name: "dD" + argType: INT64 + argIndex: 9 + } + argDescriptor { + name: "dH" + argType: INT64 + argIndex: 10 + } + argDescriptor { + name: "dW" + argType: INT64 + argIndex: 11 + } + argDescriptor { + name: "paddingMode" + argType: INT64 + argIndex: 12 + } + argDescriptor { + name: "isNCDHW" + argType: INT64 + argIndex: 13 + } + argDescriptor { + name: "wFormat" + argType: INT64 + argIndex: 14 + } + argDescriptor { + name: "dtype" + argType: DATA_TYPE + } argDescriptor { name: "gradI" argType: OUTPUT_TENSOR @@ -4456,87 +4612,13 @@ opList { argType: INPUT_TENSOR argIndex: 3 } - argDescriptor { - name: "kD" - argType: INT64 - } - argDescriptor { - name: "kH" - argType: INT64 - argIndex: 1 - } - argDescriptor { - name: "kW" - argType: INT64 - argIndex: 2 - } - argDescriptor { - name: "sD" - argType: INT64 - argIndex: 3 - } - argDescriptor { - name: "sH" - argType: INT64 - argIndex: 4 - } - argDescriptor { - name: "sW" - argType: INT64 - argIndex: 5 - } - argDescriptor { - name: "pD" - argType: INT64 - argIndex: 6 - } - argDescriptor { - name: "pH" - argType: INT64 - argIndex: 7 - } - argDescriptor { - name: "pW" - argType: INT64 - argIndex: 8 - } - argDescriptor { - name: "dD" - argType: INT64 - argIndex: 9 - } - argDescriptor { - name: "dH" - argType: INT64 - argIndex: 10 - } - argDescriptor { - name: "dW" - argType: INT64 - argIndex: 11 - } - argDescriptor { - name: "paddingMode" - argType: INT64 - argIndex: 12 - } - argDescriptor { - name: "isNCDHW" - argType: INT64 - argIndex: 13 - } - argDescriptor { - name: "wFormat" - argType: INT64 - argIndex: 14 - } - argDescriptor { - name: "dtype" - argType: DATA_TYPE - } } opList { name: "copy" + argDescriptor { + name: "dataType" + argType: DATA_TYPE + } argDescriptor { name: "outputs" argType: OUTPUT_TENSOR @@ -4554,14 +4636,14 @@ opList { argType: INPUT_TENSOR argIndex: 1 } - argDescriptor { - name: "dataType" - argType: DATA_TYPE - } opDeclarationType: LEGACY_XYZ } opList { name: "cos" + argDescriptor { + name: "dataType" + argType: DATA_TYPE + } argDescriptor { name: "outputs" argType: OUTPUT_TENSOR @@ -4574,14 +4656,14 @@ opList { name: "input" argType: INPUT_TENSOR } - argDescriptor { - name: "dataType" - argType: DATA_TYPE - } opDeclarationType: LEGACY_XYZ } opList { name: "cosh" + argDescriptor { + name: "dataType" + argType: DATA_TYPE + } argDescriptor { name: "outputs" argType: OUTPUT_TENSOR @@ -4594,14 +4676,23 @@ opList { name: "input" argType: INPUT_TENSOR } - argDescriptor { - name: "dataType" - argType: DATA_TYPE - } opDeclarationType: LEGACY_XYZ } opList { name: "cosine_distance_loss" + argDescriptor { + name: "reductionMode" + argType: INT64 + } + argDescriptor { + name: "dimensions" + argType: INT64 + argIndex: 1 + } + argDescriptor { + name: "dtype" + argType: DATA_TYPE + } argDescriptor { name: "outputs" argType: OUTPUT_TENSOR @@ -4620,6 +4711,9 @@ opList { argType: INPUT_TENSOR argIndex: 2 } +} +opList { + name: "cosine_distance_loss_grad" argDescriptor { name: "reductionMode" argType: INT64 @@ -4633,9 +4727,6 @@ opList { name: "dtype" argType: DATA_TYPE } -} -opList { - name: "cosine_distance_loss_grad" argDescriptor { name: "dLdp" argType: OUTPUT_TENSOR @@ -4664,22 +4755,13 @@ opList { argType: INPUT_TENSOR argIndex: 2 } - argDescriptor { - name: "reductionMode" - argType: INT64 - } - argDescriptor { - name: "dimensions" - argType: INT64 - argIndex: 1 - } - argDescriptor { - name: "dtype" - argType: DATA_TYPE - } } opList { name: "cosinedistance" + argDescriptor { + name: "dimensions" + argType: INT64 + } argDescriptor { name: "outputs" argType: OUTPUT_TENSOR @@ -4702,14 +4784,14 @@ opList { argType: INPUT_TENSOR argIndex: 1 } - argDescriptor { - name: "dimensions" - argType: INT64 - } opDeclarationType: LEGACY_XYZ } opList { name: "cosinesimilarity" + argDescriptor { + name: "dimensions" + argType: INT64 + } argDescriptor { name: "outputs" argType: OUTPUT_TENSOR @@ -4732,14 +4814,14 @@ opList { argType: INPUT_TENSOR argIndex: 1 } - argDescriptor { - name: "dimensions" - argType: INT64 - } opDeclarationType: LEGACY_XYZ } opList { name: "countNonZero" + argDescriptor { + name: "dimensions" + argType: INT64 + } argDescriptor { name: "outputs" argType: OUTPUT_TENSOR @@ -4757,14 +4839,14 @@ opList { argType: INPUT_TENSOR argIndex: 1 } - argDescriptor { - name: "dimensions" - argType: INT64 - } opDeclarationType: LEGACY_XYZ } opList { name: "countZero" + argDescriptor { + name: "dimensions" + argType: INT64 + } argDescriptor { name: "outputs" argType: OUTPUT_TENSOR @@ -4782,26 +4864,10 @@ opList { argType: INPUT_TENSOR argIndex: 1 } - argDescriptor { - name: "dimensions" - argType: INT64 - } opDeclarationType: LEGACY_XYZ } opList { name: "create" - argDescriptor { - name: "outputs" - argType: OUTPUT_TENSOR - } - argDescriptor { - name: "init" - argType: BOOL - } - argDescriptor { - name: "input" - argType: INPUT_TENSOR - } argDescriptor { name: "order" argType: INT64 @@ -4815,17 +4881,21 @@ opList { name: "outputType" argType: DATA_TYPE } -} -opList { - name: "create_list" argDescriptor { name: "outputs" argType: OUTPUT_TENSOR } + argDescriptor { + name: "init" + argType: BOOL + } argDescriptor { name: "input" argType: INPUT_TENSOR } +} +opList { + name: "create_list" argDescriptor { name: "height" argType: INT64 @@ -4835,10 +4905,6 @@ opList { argType: INT64 argIndex: 1 } - opDeclarationType: LIST_OP_IMPL -} -opList { - name: "crelu" argDescriptor { name: "outputs" argType: OUTPUT_TENSOR @@ -4847,13 +4913,29 @@ opList { name: "input" argType: INPUT_TENSOR } + opDeclarationType: LIST_OP_IMPL +} +opList { + name: "crelu" argDescriptor { name: "dtype" argType: DATA_TYPE } + argDescriptor { + name: "outputs" + argType: OUTPUT_TENSOR + } + argDescriptor { + name: "input" + argType: INPUT_TENSOR + } } opList { name: "crelu_bp" + argDescriptor { + name: "dtype" + argType: DATA_TYPE + } argDescriptor { name: "epsilon" argType: OUTPUT_TENSOR @@ -4867,17 +4949,25 @@ opList { argType: INPUT_TENSOR argIndex: 1 } - argDescriptor { - name: "dtype" - argType: DATA_TYPE - } } opList { name: "crop_and_resize" + argDescriptor { + name: "method" + argType: INT64 + } + argDescriptor { + name: "dtype" + argType: DATA_TYPE + } argDescriptor { name: "outputs" argType: OUTPUT_TENSOR } + argDescriptor { + name: "extrapolationVal" + argType: DOUBLE + } argDescriptor { name: "image" argType: INPUT_TENSOR @@ -4897,18 +4987,6 @@ opList { argType: INPUT_TENSOR argIndex: 3 } - argDescriptor { - name: "method" - argType: INT64 - } - argDescriptor { - name: "dtype" - argType: DATA_TYPE - } - argDescriptor { - name: "extrapolationVal" - argType: DOUBLE - } } opList { name: "cross" @@ -4927,8 +5005,80 @@ opList { } opDeclarationType: OP_IMPL } +opList { + name: "ctc_loss" + argDescriptor { + name: "blankIndex" + argType: INT64 + } + argDescriptor { + name: "dtype" + argType: DATA_TYPE + } + argDescriptor { + name: "outputLosses" + argType: OUTPUT_TENSOR + } + argDescriptor { + name: "targetLabels" + argType: INPUT_TENSOR + } + argDescriptor { + name: "logitInput" + argType: INPUT_TENSOR + argIndex: 1 + } + argDescriptor { + name: "targetLabelLengths" + argType: INPUT_TENSOR + argIndex: 2 + } + argDescriptor { + name: "logitInputLengths" + argType: INPUT_TENSOR + argIndex: 3 + } +} +opList { + name: "ctc_loss_grad" + argDescriptor { + name: "blankIndex" + argType: INT64 + } + argDescriptor { + name: "dtype" + argType: DATA_TYPE + } + argDescriptor { + name: "outputGradients" + argType: OUTPUT_TENSOR + } + argDescriptor { + name: "targetLabels" + argType: INPUT_TENSOR + } + argDescriptor { + name: "logitInput" + argType: INPUT_TENSOR + argIndex: 1 + } + argDescriptor { + name: "targetLabelLengths" + argType: INPUT_TENSOR + argIndex: 2 + } + argDescriptor { + name: "logitInputLengths" + argType: INPUT_TENSOR + argIndex: 3 + } +} opList { name: "cube" + argDescriptor { + name: "dataType" + argType: DATA_TYPE + } argDescriptor { name: "outputs" argType: OUTPUT_TENSOR @@ -4941,10 +5091,6 @@ opList { name: "input" argType: INPUT_TENSOR } - argDescriptor { - name: "dataType" - argType: DATA_TYPE - } opDeclarationType: CONFIGURABLE_OP_IMPL } opList { @@ -4966,6 +5112,10 @@ opList { } opList { name: "cubederivative" + argDescriptor { + name: "dataType" + argType: DATA_TYPE + } argDescriptor { name: "outputs" argType: OUTPUT_TENSOR @@ -4978,14 +5128,24 @@ opList { name: "input" argType: INPUT_TENSOR } - argDescriptor { - name: "dataType" - argType: DATA_TYPE - } opDeclarationType: LEGACY_XYZ } opList { name: "cumprod" + argDescriptor { + name: "exclusive" + argType: INT64 + } + argDescriptor { + name: "reverse" + argType: INT64 + argIndex: 1 + } + argDescriptor { + name: "dimensions" + argType: INT64 + argIndex: 2 + } argDescriptor { name: "outputs" argType: OUTPUT_TENSOR @@ -5008,24 +5168,28 @@ opList { argType: INPUT_TENSOR argIndex: 1 } - argDescriptor { - name: "exclusive" - argType: INT64 - } - argDescriptor { - name: "reverse" - argType: INT64 - argIndex: 1 - } - argDescriptor { - name: "dimensions" - argType: INT64 - argIndex: 2 - } opDeclarationType: CONFIGURABLE_OP_IMPL } opList { name: "cumprod_bp" + argDescriptor { + name: "exclusive" + argType: INT64 + } + argDescriptor { + name: "reverse" + argType: INT64 + argIndex: 1 + } + argDescriptor { + name: "dimensions" + argType: INT64 + argIndex: 2 + } + argDescriptor { + name: "dtype" + argType: DATA_TYPE + } argDescriptor { name: "outputs" argType: OUTPUT_TENSOR @@ -5053,6 +5217,9 @@ opList { argType: INPUT_TENSOR argIndex: 2 } +} +opList { + name: "cumsum" argDescriptor { name: "exclusive" argType: INT64 @@ -5067,13 +5234,6 @@ opList { argType: INT64 argIndex: 2 } - argDescriptor { - name: "dtype" - argType: DATA_TYPE - } -} -opList { - name: "cumsum" argDescriptor { name: "outputs" argType: OUTPUT_TENSOR @@ -5096,24 +5256,28 @@ opList { argType: INPUT_TENSOR argIndex: 1 } - argDescriptor { - name: "exclusive" - argType: INT64 - } - argDescriptor { - name: "reverse" - argType: INT64 - argIndex: 1 - } - argDescriptor { - name: "dimensions" - argType: INT64 - argIndex: 2 - } opDeclarationType: CONFIGURABLE_OP_IMPL } opList { name: "cumsum_bp" + argDescriptor { + name: "exclusive" + argType: INT64 + } + argDescriptor { + name: "reverse" + argType: INT64 + argIndex: 1 + } + argDescriptor { + name: "dimensions" + argType: INT64 + argIndex: 2 + } + argDescriptor { + name: "dtype" + argType: DATA_TYPE + } argDescriptor { name: "outputs" argType: OUTPUT_TENSOR @@ -5141,27 +5305,13 @@ opList { argType: INPUT_TENSOR argIndex: 2 } - argDescriptor { - name: "exclusive" - argType: INT64 - } - argDescriptor { - name: "reverse" - argType: INT64 - argIndex: 1 - } - argDescriptor { - name: "dimensions" - argType: INT64 - argIndex: 2 - } - argDescriptor { - name: "dtype" - argType: DATA_TYPE - } } opList { name: "cyclic_rshift_bits" + argDescriptor { + name: "dataType" + argType: DATA_TYPE + } argDescriptor { name: "outputs" argType: OUTPUT_TENSOR @@ -5179,14 +5329,14 @@ opList { argType: INPUT_TENSOR argIndex: 1 } - argDescriptor { - name: "dataType" - argType: DATA_TYPE - } opDeclarationType: BROADCASTABLE_OP_IMPL } opList { name: "cyclic_shift_bits" + argDescriptor { + name: "dataType" + argType: DATA_TYPE + } argDescriptor { name: "outputs" argType: OUTPUT_TENSOR @@ -5204,14 +5354,14 @@ opList { argType: INPUT_TENSOR argIndex: 1 } - argDescriptor { - name: "dataType" - argType: DATA_TYPE - } opDeclarationType: BROADCASTABLE_OP_IMPL } opList { name: "decode_bitmap" + argDescriptor { + name: "dtype" + argType: DATA_TYPE + } argDescriptor { name: "updates" argType: OUTPUT_TENSOR @@ -5225,13 +5375,13 @@ opList { argType: INPUT_TENSOR argIndex: 1 } +} +opList { + name: "decode_threshold" argDescriptor { name: "dtype" argType: DATA_TYPE } -} -opList { - name: "decode_threshold" argDescriptor { name: "updates" argType: OUTPUT_TENSOR @@ -5245,31 +5395,9 @@ opList { argType: INPUT_TENSOR argIndex: 1 } - argDescriptor { - name: "dtype" - argType: DATA_TYPE - } } opList { name: "deconv2d" - argDescriptor { - name: "outputs" - argType: OUTPUT_TENSOR - } - argDescriptor { - name: "input" - argType: INPUT_TENSOR - } - argDescriptor { - name: "weights" - argType: INPUT_TENSOR - argIndex: 1 - } - argDescriptor { - name: "bias" - argType: INPUT_TENSOR - argIndex: 2 - } argDescriptor { name: "kH" argType: INT64 @@ -5328,9 +5456,85 @@ opList { name: "dtype" argType: DATA_TYPE } + argDescriptor { + name: "outputs" + argType: OUTPUT_TENSOR + } + argDescriptor { + name: "input" + argType: INPUT_TENSOR + } + argDescriptor { + name: "weights" + argType: INPUT_TENSOR + argIndex: 1 + } + argDescriptor { + name: "bias" + argType: INPUT_TENSOR + argIndex: 2 + } } opList { name: "deconv2d_bp" + argDescriptor { + name: "kH" + argType: INT64 + } + argDescriptor { + name: "kW" + argType: INT64 + argIndex: 1 + } + argDescriptor { + name: "sH" + argType: INT64 + argIndex: 2 + } + argDescriptor { + name: "sW" + argType: INT64 + argIndex: 3 + } + argDescriptor { + name: "pH" + argType: INT64 + argIndex: 4 + } + argDescriptor { + name: "pW" + argType: INT64 + argIndex: 5 + } + argDescriptor { + name: "dH" + argType: INT64 + argIndex: 6 + } + argDescriptor { + name: "dW" + argType: INT64 + argIndex: 7 + } + argDescriptor { + name: "isSameMode" + argType: INT64 + argIndex: 8 + } + argDescriptor { + name: "isNCHW" + argType: INT64 + argIndex: 9 + } + argDescriptor { + name: "wFormat" + argType: INT64 + argIndex: 10 + } + argDescriptor { + name: "dtype" + argType: DATA_TYPE + } argDescriptor { name: "gradI" argType: OUTPUT_TENSOR @@ -5364,6 +5568,9 @@ opList { argType: INPUT_TENSOR argIndex: 3 } +} +opList { + name: "deconv2d_tf" argDescriptor { name: "kH" argType: INT64 @@ -5422,9 +5629,6 @@ opList { name: "dtype" argType: DATA_TYPE } -} -opList { - name: "deconv2d_tf" argDescriptor { name: "gradI" argType: OUTPUT_TENSOR @@ -5443,85 +5647,9 @@ opList { argType: INPUT_TENSOR argIndex: 2 } - argDescriptor { - name: "kH" - argType: INT64 - } - argDescriptor { - name: "kW" - argType: INT64 - argIndex: 1 - } - argDescriptor { - name: "sH" - argType: INT64 - argIndex: 2 - } - argDescriptor { - name: "sW" - argType: INT64 - argIndex: 3 - } - argDescriptor { - name: "pH" - argType: INT64 - argIndex: 4 - } - argDescriptor { - name: "pW" - argType: INT64 - argIndex: 5 - } - argDescriptor { - name: "dH" - argType: INT64 - argIndex: 6 - } - argDescriptor { - name: "dW" - argType: INT64 - argIndex: 7 - } - argDescriptor { - name: "isSameMode" - argType: INT64 - argIndex: 8 - } - argDescriptor { - name: "isNCHW" - argType: INT64 - argIndex: 9 - } - argDescriptor { - name: "wFormat" - argType: INT64 - argIndex: 10 - } - argDescriptor { - name: "dtype" - argType: DATA_TYPE - } } opList { name: "deconv3d" - argDescriptor { - name: "outputs" - argType: OUTPUT_TENSOR - } - argDescriptor { - name: "input" - argType: INPUT_TENSOR - } - argDescriptor { - name: "weights" - argType: INPUT_TENSOR - argIndex: 1 - } - argDescriptor { - name: "bias" - argType: INPUT_TENSOR - argIndex: 2 - } argDescriptor { name: "kD" argType: INT64 @@ -5600,9 +5728,105 @@ opList { name: "dtype" argType: DATA_TYPE } + argDescriptor { + name: "outputs" + argType: OUTPUT_TENSOR + } + argDescriptor { + name: "input" + argType: INPUT_TENSOR + } + argDescriptor { + name: "weights" + argType: INPUT_TENSOR + argIndex: 1 + } + argDescriptor { + name: "bias" + argType: INPUT_TENSOR + argIndex: 2 + } } opList { name: "deconv3d_bp" + argDescriptor { + name: "kD" + argType: INT64 + } + argDescriptor { + name: "kH" + argType: INT64 + argIndex: 1 + } + argDescriptor { + name: "kW" + argType: INT64 + argIndex: 2 + } + argDescriptor { + name: "sD" + argType: INT64 + argIndex: 3 + } + argDescriptor { + name: "sH" + argType: INT64 + argIndex: 4 + } + argDescriptor { + name: "sW" + argType: INT64 + argIndex: 5 + } + argDescriptor { + name: "pD" + argType: INT64 + argIndex: 6 + } + argDescriptor { + name: "pH" + argType: INT64 + argIndex: 7 + } + argDescriptor { + name: "pW" + argType: INT64 + argIndex: 8 + } + argDescriptor { + name: "dD" + argType: INT64 + argIndex: 9 + } + argDescriptor { + name: "dH" + argType: INT64 + argIndex: 10 + } + argDescriptor { + name: "dW" + argType: INT64 + argIndex: 11 + } + argDescriptor { + name: "isSameMode" + argType: INT64 + argIndex: 12 + } + argDescriptor { + name: "isNCDHW" + argType: INT64 + argIndex: 13 + } + argDescriptor { + name: "wFormat" + argType: INT64 + argIndex: 14 + } + argDescriptor { + name: "dtype" + argType: DATA_TYPE + } argDescriptor { name: "gradI" argType: OUTPUT_TENSOR @@ -5636,84 +5860,6 @@ opList { argType: INPUT_TENSOR argIndex: 3 } - argDescriptor { - name: "kD" - argType: INT64 - } - argDescriptor { - name: "kH" - argType: INT64 - argIndex: 1 - } - argDescriptor { - name: "kW" - argType: INT64 - argIndex: 2 - } - argDescriptor { - name: "sD" - argType: INT64 - argIndex: 3 - } - argDescriptor { - name: "sH" - argType: INT64 - argIndex: 4 - } - argDescriptor { - name: "sW" - argType: INT64 - argIndex: 5 - } - argDescriptor { - name: "pD" - argType: INT64 - argIndex: 6 - } - argDescriptor { - name: "pH" - argType: INT64 - argIndex: 7 - } - argDescriptor { - name: "pW" - argType: INT64 - argIndex: 8 - } - argDescriptor { - name: "dD" - argType: INT64 - argIndex: 9 - } - argDescriptor { - name: "dH" - argType: INT64 - argIndex: 10 - } - argDescriptor { - name: "dW" - argType: INT64 - argIndex: 11 - } - argDescriptor { - name: "isSameMode" - argType: INT64 - argIndex: 12 - } - argDescriptor { - name: "isNCDHW" - argType: INT64 - argIndex: 13 - } - argDescriptor { - name: "wFormat" - argType: INT64 - argIndex: 14 - } - argDescriptor { - name: "dtype" - argType: DATA_TYPE - } } opList { name: "deconv3d_tf" @@ -5738,14 +5884,6 @@ opList { } opList { name: "depth_to_space" - argDescriptor { - name: "outputs" - argType: OUTPUT_TENSOR - } - argDescriptor { - name: "input" - argType: INPUT_TENSOR - } argDescriptor { name: "block_size" argType: INT64 @@ -5759,9 +5897,6 @@ opList { name: "dtype" argType: DATA_TYPE } -} -opList { - name: "depthwise_conv2d" argDescriptor { name: "outputs" argType: OUTPUT_TENSOR @@ -5770,16 +5905,9 @@ opList { name: "input" argType: INPUT_TENSOR } - argDescriptor { - name: "weights" - argType: INPUT_TENSOR - argIndex: 1 - } - argDescriptor { - name: "bias" - argType: INPUT_TENSOR - argIndex: 2 - } +} +opList { + name: "depthwise_conv2d" argDescriptor { name: "kH" argType: INT64 @@ -5838,9 +5966,85 @@ opList { name: "dtype" argType: DATA_TYPE } + argDescriptor { + name: "outputs" + argType: OUTPUT_TENSOR + } + argDescriptor { + name: "input" + argType: INPUT_TENSOR + } + argDescriptor { + name: "weights" + argType: INPUT_TENSOR + argIndex: 1 + } + argDescriptor { + name: "bias" + argType: INPUT_TENSOR + argIndex: 2 + } } opList { name: "depthwise_conv2d_bp" + argDescriptor { + name: "kH" + argType: INT64 + } + argDescriptor { + name: "kW" + argType: INT64 + argIndex: 1 + } + argDescriptor { + name: "sH" + argType: INT64 + argIndex: 2 + } + argDescriptor { + name: "sW" + argType: INT64 + argIndex: 3 + } + argDescriptor { + name: "pH" + argType: INT64 + argIndex: 4 + } + argDescriptor { + name: "pW" + argType: INT64 + argIndex: 5 + } + argDescriptor { + name: "dH" + argType: INT64 + argIndex: 6 + } + argDescriptor { + name: "dW" + argType: INT64 + argIndex: 7 + } + argDescriptor { + name: "isSameMode" + argType: INT64 + argIndex: 8 + } + argDescriptor { + name: "isNCHW" + argType: INT64 + argIndex: 9 + } + argDescriptor { + name: "wFormat" + argType: INT64 + argIndex: 10 + } + argDescriptor { + name: "dtype" + argType: DATA_TYPE + } argDescriptor { name: "gradI" argType: OUTPUT_TENSOR @@ -5874,67 +6078,13 @@ opList { argType: INPUT_TENSOR argIndex: 3 } - argDescriptor { - name: "kH" - argType: INT64 - } - argDescriptor { - name: "kW" - argType: INT64 - argIndex: 1 - } - argDescriptor { - name: "sH" - argType: INT64 - argIndex: 2 - } - argDescriptor { - name: "sW" - argType: INT64 - argIndex: 3 - } - argDescriptor { - name: "pH" - argType: INT64 - argIndex: 4 - } - argDescriptor { - name: "pW" - argType: INT64 - argIndex: 5 - } - argDescriptor { - name: "dH" - argType: INT64 - argIndex: 6 - } - argDescriptor { - name: "dW" - argType: INT64 - argIndex: 7 - } - argDescriptor { - name: "isSameMode" - argType: INT64 - argIndex: 8 - } - argDescriptor { - name: "isNCHW" - argType: INT64 - argIndex: 9 - } - argDescriptor { - name: "wFormat" - argType: INT64 - argIndex: 10 - } +} +opList { + name: "diag" argDescriptor { name: "dtype" argType: DATA_TYPE } -} -opList { - name: "diag" argDescriptor { name: "outputs" argType: OUTPUT_TENSOR @@ -5947,13 +6097,13 @@ opList { name: "input" argType: INPUT_TENSOR } - argDescriptor { - name: "dtype" - argType: DATA_TYPE - } } opList { name: "diag_part" + argDescriptor { + name: "dtype" + argType: DATA_TYPE + } argDescriptor { name: "outputs" argType: OUTPUT_TENSOR @@ -5966,10 +6116,6 @@ opList { name: "input" argType: INPUT_TENSOR } - argDescriptor { - name: "dtype" - argType: DATA_TYPE - } } opList { name: "digamma" @@ -5985,6 +6131,24 @@ opList { } opList { name: "dilation2d" + argDescriptor { + name: "isSameMode" + argType: INT64 + } + argDescriptor { + name: "rates" + argType: INT64 + argIndex: 1 + } + argDescriptor { + name: "strides" + argType: INT64 + argIndex: 2 + } + argDescriptor { + name: "dtype" + argType: DATA_TYPE + } argDescriptor { name: "outputs" argType: OUTPUT_TENSOR @@ -6017,31 +6181,9 @@ opList { argType: INPUT_TENSOR argIndex: 3 } - argDescriptor { - name: "isSameMode" - argType: INT64 - } - argDescriptor { - name: "rates" - argType: INT64 - argIndex: 1 - } - argDescriptor { - name: "strides" - argType: INT64 - argIndex: 2 - } - argDescriptor { - name: "dtype" - argType: DATA_TYPE - } } opList { name: "distribution_bernoulli" - argDescriptor { - name: "outputs" - argType: OUTPUT_TENSOR - } argDescriptor { name: "dataType" argType: INT64 @@ -6051,6 +6193,10 @@ opList { argType: INT64 argIndex: 1 } + argDescriptor { + name: "outputs" + argType: OUTPUT_TENSOR + } argDescriptor { name: "prob" argType: DOUBLE @@ -6059,10 +6205,6 @@ opList { } opList { name: "distribution_binomial" - argDescriptor { - name: "outputs" - argType: OUTPUT_TENSOR - } argDescriptor { name: "trials" argType: INT64 @@ -6077,6 +6219,10 @@ opList { argType: INT64 argIndex: 2 } + argDescriptor { + name: "outputs" + argType: OUTPUT_TENSOR + } argDescriptor { name: "probability" argType: DOUBLE @@ -6085,18 +6231,14 @@ opList { } opList { name: "distribution_binomial_ex" - argDescriptor { - name: "outputs" - argType: OUTPUT_TENSOR - } - argDescriptor { - name: "probabilities" - argType: INPUT_TENSOR - } argDescriptor { name: "trials" argType: INT64 } + argDescriptor { + name: "outputs" + argType: OUTPUT_TENSOR + } argDescriptor { name: "probability" argType: DOUBLE @@ -6105,10 +6247,6 @@ opList { } opList { name: "distribution_gaussian" - argDescriptor { - name: "outputs" - argType: OUTPUT_TENSOR - } argDescriptor { name: "dataType" argType: INT64 @@ -6118,6 +6256,10 @@ opList { argType: INT64 argIndex: 1 } + argDescriptor { + name: "outputs" + argType: OUTPUT_TENSOR + } argDescriptor { name: "mean" argType: DOUBLE @@ -6131,10 +6273,6 @@ opList { } opList { name: "distribution_lognormal" - argDescriptor { - name: "outputs" - argType: OUTPUT_TENSOR - } argDescriptor { name: "dataType" argType: INT64 @@ -6144,6 +6282,10 @@ opList { argType: INT64 argIndex: 1 } + argDescriptor { + name: "outputs" + argType: OUTPUT_TENSOR + } argDescriptor { name: "mean" argType: DOUBLE @@ -6157,10 +6299,6 @@ opList { } opList { name: "distribution_truncated" - argDescriptor { - name: "outputs" - argType: OUTPUT_TENSOR - } argDescriptor { name: "dataType" argType: INT64 @@ -6170,6 +6308,10 @@ opList { argType: INT64 argIndex: 1 } + argDescriptor { + name: "outputs" + argType: OUTPUT_TENSOR + } argDescriptor { name: "mean" argType: DOUBLE @@ -6183,10 +6325,6 @@ opList { } opList { name: "distribution_uniform" - argDescriptor { - name: "outputs" - argType: OUTPUT_TENSOR - } argDescriptor { name: "dataType" argType: INT64 @@ -6196,6 +6334,10 @@ opList { argType: INT64 argIndex: 1 } + argDescriptor { + name: "outputs" + argType: OUTPUT_TENSOR + } argDescriptor { name: "from" argType: DOUBLE @@ -6226,6 +6368,10 @@ opList { } opList { name: "divide" + argDescriptor { + name: "dataType" + argType: DATA_TYPE + } argDescriptor { name: "outputs" argType: OUTPUT_TENSOR @@ -6243,14 +6389,14 @@ opList { argType: INPUT_TENSOR argIndex: 1 } - argDescriptor { - name: "dataType" - argType: DATA_TYPE - } opDeclarationType: BROADCASTABLE_OP_IMPL } opList { name: "divide_bp" + argDescriptor { + name: "dtype" + argType: DATA_TYPE + } argDescriptor { name: "gradX" argType: OUTPUT_TENSOR @@ -6278,10 +6424,6 @@ opList { argType: INPUT_TENSOR argIndex: 2 } - argDescriptor { - name: "dtype" - argType: DATA_TYPE - } } opList { name: "divide_no_nan" @@ -6302,6 +6444,10 @@ opList { } opList { name: "dot" + argDescriptor { + name: "dimensions" + argType: INT64 + } argDescriptor { name: "outputs" argType: OUTPUT_TENSOR @@ -6324,14 +6470,23 @@ opList { argType: INPUT_TENSOR argIndex: 1 } - argDescriptor { - name: "dimensions" - argType: INT64 - } opDeclarationType: LEGACY_XYZ } opList { name: "dot_product_attention" + argDescriptor { + name: "normalization" + argType: INT64 + } + argDescriptor { + name: "outputWeights" + argType: INT64 + argIndex: 1 + } + argDescriptor { + name: "dtype" + argType: DATA_TYPE + } argDescriptor { name: "outputs" argType: OUTPUT_TENSOR @@ -6369,22 +6524,17 @@ opList { argType: INPUT_TENSOR argIndex: 3 } +} +opList { + name: "dot_product_attention_bp" argDescriptor { name: "normalization" argType: INT64 } - argDescriptor { - name: "outputWeights" - argType: INT64 - argIndex: 1 - } argDescriptor { name: "dtype" argType: DATA_TYPE } -} -opList { - name: "dot_product_attention_bp" argDescriptor { name: "dLdq" argType: OUTPUT_TENSOR @@ -6427,14 +6577,6 @@ opList { argType: INPUT_TENSOR argIndex: 4 } - argDescriptor { - name: "normalization" - argType: INT64 - } - argDescriptor { - name: "dtype" - argType: DATA_TYPE - } } opList { name: "draw_bounding_boxes" @@ -6460,10 +6602,18 @@ opList { } opList { name: "dropout" + argDescriptor { + name: "seed" + argType: INT64 + } argDescriptor { name: "outputs" argType: OUTPUT_TENSOR } + argDescriptor { + name: "probValue" + argType: DOUBLE + } argDescriptor { name: "input" argType: INPUT_TENSOR @@ -6473,22 +6623,22 @@ opList { argType: INPUT_TENSOR argIndex: 1 } - argDescriptor { - name: "seed" - argType: INT64 - } - argDescriptor { - name: "probValue" - argType: DOUBLE - } opDeclarationType: CONFIGURABLE_OP_IMPL } opList { name: "dropout_bp" + argDescriptor { + name: "seed" + argType: INT64 + } argDescriptor { name: "outputs" argType: OUTPUT_TENSOR } + argDescriptor { + name: "probValue" + argType: DOUBLE + } argDescriptor { name: "input" argType: INPUT_TENSOR @@ -6503,14 +6653,6 @@ opList { argType: INPUT_TENSOR argIndex: 2 } - argDescriptor { - name: "seed" - argType: INT64 - } - argDescriptor { - name: "probValue" - argType: DOUBLE - } opDeclarationType: CONFIGURABLE_OP_IMPL } opList { @@ -6519,18 +6661,26 @@ opList { name: "outputs" argType: OUTPUT_TENSOR } - argDescriptor { - name: "input" - argType: INPUT_TENSOR - } argDescriptor { name: "p" argType: DOUBLE } + argDescriptor { + name: "input" + argType: INPUT_TENSOR + } opDeclarationType: LEGACY_XYZ } opList { name: "dynamic_bidirectional_rnn" + argDescriptor { + name: "timeMajor" + argType: INT64 + } + argDescriptor { + name: "dtype" + argType: DATA_TYPE + } argDescriptor { name: "hFW" argType: OUTPUT_TENSOR @@ -6594,17 +6744,17 @@ opList { argType: INPUT_TENSOR argIndex: 8 } +} +opList { + name: "dynamic_partition" argDescriptor { - name: "timeMajor" + name: "numPartitions" argType: INT64 } argDescriptor { name: "dtype" argType: DATA_TYPE } -} -opList { - name: "dynamic_partition" argDescriptor { name: "outputList" argType: OUTPUT_TENSOR @@ -6618,17 +6768,17 @@ opList { argType: INPUT_TENSOR argIndex: 1 } +} +opList { + name: "dynamic_partition_bp" argDescriptor { - name: "numPartitions" + name: "numPartition" argType: INT64 } argDescriptor { name: "dtype" argType: DATA_TYPE } -} -opList { - name: "dynamic_partition_bp" argDescriptor { name: "outputList" argType: OUTPUT_TENSOR @@ -6647,17 +6797,17 @@ opList { argType: INPUT_TENSOR argIndex: 2 } +} +opList { + name: "dynamic_rnn" argDescriptor { - name: "numPartition" + name: "timeMajor" argType: INT64 } argDescriptor { name: "dtype" argType: DATA_TYPE } -} -opList { - name: "dynamic_rnn" argDescriptor { name: "h" argType: OUTPUT_TENSOR @@ -6691,17 +6841,17 @@ opList { argType: INPUT_TENSOR argIndex: 4 } +} +opList { + name: "dynamic_stitch" argDescriptor { - name: "timeMajor" + name: "numPartitions" argType: INT64 } argDescriptor { name: "dtype" argType: DATA_TYPE } -} -opList { - name: "dynamic_stitch" argDescriptor { name: "outputs" argType: OUTPUT_TENSOR @@ -6715,14 +6865,6 @@ opList { argType: INPUT_TENSOR argIndex: 1 } - argDescriptor { - name: "numPartitions" - argType: INT64 - } - argDescriptor { - name: "dtype" - argType: DATA_TYPE - } } opList { name: "elu" @@ -6730,14 +6872,14 @@ opList { name: "outputs" argType: OUTPUT_TENSOR } - argDescriptor { - name: "input" - argType: INPUT_TENSOR - } argDescriptor { name: "alpha" argType: DOUBLE } + argDescriptor { + name: "input" + argType: INPUT_TENSOR + } opDeclarationType: CONFIGURABLE_OP_IMPL } opList { @@ -6746,6 +6888,10 @@ opList { name: "outputs" argType: OUTPUT_TENSOR } + argDescriptor { + name: "alpha" + argType: DOUBLE + } argDescriptor { name: "input" argType: INPUT_TENSOR @@ -6755,14 +6901,18 @@ opList { argType: INPUT_TENSOR argIndex: 1 } - argDescriptor { - name: "alpha" - argType: DOUBLE - } opDeclarationType: CONFIGURABLE_OP_IMPL } opList { name: "embedding_lookup" + argDescriptor { + name: "partition_mode" + argType: INT64 + } + argDescriptor { + name: "dtype" + argType: DATA_TYPE + } argDescriptor { name: "outputs" argType: OUTPUT_TENSOR @@ -6776,17 +6926,13 @@ opList { argType: INPUT_TENSOR argIndex: 1 } - argDescriptor { - name: "partition_mode" - argType: INT64 - } +} +opList { + name: "encode_bitmap" argDescriptor { name: "dtype" argType: DATA_TYPE } -} -opList { - name: "encode_bitmap" argDescriptor { name: "encoded" argType: OUTPUT_TENSOR @@ -6796,6 +6942,10 @@ opList { argType: OUTPUT_TENSOR argIndex: 1 } + argDescriptor { + name: "threshold" + argType: DOUBLE + } argDescriptor { name: "input" argType: INPUT_TENSOR @@ -6810,17 +6960,17 @@ opList { argType: INPUT_TENSOR argIndex: 2 } +} +opList { + name: "encode_threshold" + argDescriptor { + name: "boundary" + argType: INT64 + } argDescriptor { name: "dtype" argType: DATA_TYPE } - argDescriptor { - name: "threshold" - argType: DOUBLE - } -} -opList { - name: "encode_threshold" argDescriptor { name: "updated" argType: OUTPUT_TENSOR @@ -6830,6 +6980,10 @@ opList { argType: OUTPUT_TENSOR argIndex: 1 } + argDescriptor { + name: "threshold" + argType: DOUBLE + } argDescriptor { name: "input" argType: INPUT_TENSOR @@ -6839,18 +6993,6 @@ opList { argType: INPUT_TENSOR argIndex: 1 } - argDescriptor { - name: "boundary" - argType: INT64 - } - argDescriptor { - name: "dtype" - argType: DATA_TYPE - } - argDescriptor { - name: "threshold" - argType: DOUBLE - } } opList { name: "enter" @@ -6858,6 +7000,10 @@ opList { name: "outputs" argType: OUTPUT_TENSOR } + argDescriptor { + name: "frameName" + argType: STRING + } argDescriptor { name: "isConstant" argType: BOOL @@ -6866,13 +7012,13 @@ opList { name: "input" argType: INPUT_TENSOR } - argDescriptor { - name: "frameName" - argType: STRING - } } opList { name: "entropy" + argDescriptor { + name: "dimensions" + argType: INT64 + } argDescriptor { name: "outputs" argType: OUTPUT_TENSOR @@ -6890,21 +7036,17 @@ opList { argType: INPUT_TENSOR argIndex: 1 } - argDescriptor { - name: "dimensions" - argType: INT64 - } opDeclarationType: LEGACY_XYZ } opList { name: "eps" argDescriptor { - name: "outputs" - argType: OUTPUT_TENSOR + name: "dataType" + argType: DATA_TYPE } argDescriptor { - name: "inPlace" - argType: BOOL + name: "outputs" + argType: OUTPUT_TENSOR } argDescriptor { name: "input" @@ -6915,10 +7057,6 @@ opList { argType: INPUT_TENSOR argIndex: 1 } - argDescriptor { - name: "dataType" - argType: DATA_TYPE - } opDeclarationType: LEGACY_XYZ } opList { @@ -6939,6 +7077,10 @@ opList { } opList { name: "equals" + argDescriptor { + name: "dataType" + argType: DATA_TYPE + } argDescriptor { name: "outputs" argType: OUTPUT_TENSOR @@ -6956,10 +7098,6 @@ opList { argType: INPUT_TENSOR argIndex: 1 } - argDescriptor { - name: "dataType" - argType: DATA_TYPE - } opDeclarationType: BROADCASTABLE_BOOL_OP_IMPL } opList { @@ -6980,6 +7118,10 @@ opList { } opList { name: "equals_with_eps" + argDescriptor { + name: "dimensions" + argType: INT64 + } argDescriptor { name: "outputs" argType: OUTPUT_TENSOR @@ -6988,6 +7130,10 @@ opList { name: "keepDims" argType: BOOL } + argDescriptor { + name: "eps" + argType: DOUBLE + } argDescriptor { name: "input" argType: INPUT_TENSOR @@ -6997,18 +7143,14 @@ opList { argType: INPUT_TENSOR argIndex: 1 } - argDescriptor { - name: "dimensions" - argType: INT64 - } - argDescriptor { - name: "eps" - argType: DOUBLE - } opDeclarationType: LEGACY_XYZ } opList { name: "erf" + argDescriptor { + name: "dataType" + argType: DATA_TYPE + } argDescriptor { name: "outputs" argType: OUTPUT_TENSOR @@ -7021,14 +7163,14 @@ opList { name: "input" argType: INPUT_TENSOR } - argDescriptor { - name: "dataType" - argType: DATA_TYPE - } opDeclarationType: LEGACY_XYZ } opList { name: "erfc" + argDescriptor { + name: "dataType" + argType: DATA_TYPE + } argDescriptor { name: "outputs" argType: OUTPUT_TENSOR @@ -7041,14 +7183,14 @@ opList { name: "input" argType: INPUT_TENSOR } - argDescriptor { - name: "dataType" - argType: DATA_TYPE - } opDeclarationType: LEGACY_XYZ } opList { name: "euclidean" + argDescriptor { + name: "dimensions" + argType: INT64 + } argDescriptor { name: "outputs" argType: OUTPUT_TENSOR @@ -7071,14 +7213,14 @@ opList { argType: INPUT_TENSOR argIndex: 1 } - argDescriptor { - name: "dimensions" - argType: INT64 - } opDeclarationType: LEGACY_XYZ } opList { name: "evaluate_reduction_shape" + argDescriptor { + name: "dtype" + argType: DATA_TYPE + } argDescriptor { name: "outputs" argType: OUTPUT_TENSOR @@ -7101,10 +7243,6 @@ opList { argType: INPUT_TENSOR argIndex: 1 } - argDescriptor { - name: "dtype" - argType: DATA_TYPE - } } opList { name: "exit" @@ -7112,17 +7250,21 @@ opList { name: "outputs" argType: OUTPUT_TENSOR } - argDescriptor { - name: "input" - argType: INPUT_TENSOR - } argDescriptor { name: "frameName" argType: STRING } + argDescriptor { + name: "input" + argType: INPUT_TENSOR + } } opList { name: "exp" + argDescriptor { + name: "dataType" + argType: DATA_TYPE + } argDescriptor { name: "outputs" argType: OUTPUT_TENSOR @@ -7135,22 +7277,10 @@ opList { name: "input" argType: INPUT_TENSOR } - argDescriptor { - name: "dataType" - argType: DATA_TYPE - } opDeclarationType: LEGACY_XYZ } opList { name: "expand_dims" - argDescriptor { - name: "outputs" - argType: OUTPUT_TENSOR - } - argDescriptor { - name: "input" - argType: INPUT_TENSOR - } argDescriptor { name: "dimensions" argType: INT64 @@ -7159,9 +7289,6 @@ opList { name: "dtype" argType: DATA_TYPE } -} -opList { - name: "expm1" argDescriptor { name: "outputs" argType: OUTPUT_TENSOR @@ -7174,41 +7301,44 @@ opList { name: "input" argType: INPUT_TENSOR } +} +opList { + name: "expm1" argDescriptor { name: "dataType" argType: DATA_TYPE } - opDeclarationType: LEGACY_XYZ -} -opList { - name: "expose" argDescriptor { name: "outputs" argType: OUTPUT_TENSOR } argDescriptor { - name: "input" - argType: INPUT_TENSOR - } - argDescriptor { - name: "dtype" - argType: DATA_TYPE - } -} -opList { - name: "extract_image_patches" - argDescriptor { - name: "outputs" - argType: OUTPUT_TENSOR - } - argDescriptor { - name: "sameMode" + name: "inPlace" argType: BOOL } argDescriptor { name: "input" argType: INPUT_TENSOR } + opDeclarationType: LEGACY_XYZ +} +opList { + name: "expose" + argDescriptor { + name: "dtype" + argType: DATA_TYPE + } + argDescriptor { + name: "outputs" + argType: OUTPUT_TENSOR + } + argDescriptor { + name: "input" + argType: INPUT_TENSOR + } +} +opList { + name: "extract_image_patches" argDescriptor { name: "ksizeRows" argType: INT64 @@ -7247,13 +7377,21 @@ opList { name: "dtype" argType: DATA_TYPE } -} -opList { - name: "eye" argDescriptor { name: "outputs" argType: OUTPUT_TENSOR } + argDescriptor { + name: "sameMode" + argType: BOOL + } + argDescriptor { + name: "input" + argType: INPUT_TENSOR + } +} +opList { + name: "eye" argDescriptor { name: "numRows" argType: INT64 @@ -7277,13 +7415,30 @@ opList { name: "dtype" argType: DATA_TYPE } + argDescriptor { + name: "outputs" + argType: OUTPUT_TENSOR + } argDescriptor { name: "dataType" argType: DOUBLE } + argDescriptor { + name: "numRows" + argType: INPUT_TENSOR + } + argDescriptor { + name: "numCols" + argType: INPUT_TENSOR + argIndex: 1 + } } opList { name: "fake_quant_with_min_max_args" + argDescriptor { + name: "numBits" + argType: INT64 + } argDescriptor { name: "outputs" argType: OUTPUT_TENSOR @@ -7292,14 +7447,6 @@ opList { name: "narrowRange" argType: BOOL } - argDescriptor { - name: "input" - argType: INPUT_TENSOR - } - argDescriptor { - name: "numBits" - argType: INT64 - } argDescriptor { name: "min" argType: DOUBLE @@ -7309,9 +7456,17 @@ opList { argType: DOUBLE argIndex: 1 } + argDescriptor { + name: "input" + argType: INPUT_TENSOR + } } opList { name: "fake_quant_with_min_max_vars" + argDescriptor { + name: "numBits" + argType: INT64 + } argDescriptor { name: "outputs" argType: OUTPUT_TENSOR @@ -7320,24 +7475,6 @@ opList { name: "narrowed" argType: BOOL } - argDescriptor { - name: "input" - argType: INPUT_TENSOR - } - argDescriptor { - name: "min" - argType: INPUT_TENSOR - argIndex: 1 - } - argDescriptor { - name: "max" - argType: INPUT_TENSOR - argIndex: 2 - } - argDescriptor { - name: "numBits" - argType: INT64 - } argDescriptor { name: "m" argType: DOUBLE @@ -7347,10 +7484,28 @@ opList { argType: DOUBLE argIndex: 1 } + argDescriptor { + name: "input" + argType: INPUT_TENSOR + } + argDescriptor { + name: "min" + argType: INPUT_TENSOR + argIndex: 1 + } + argDescriptor { + name: "max" + argType: INPUT_TENSOR + argIndex: 2 + } opDeclarationType: CONFIGURABLE_OP_IMPL } opList { name: "fake_quant_with_min_max_vars_per_channel" + argDescriptor { + name: "numBits" + argType: INT64 + } argDescriptor { name: "outputs" argType: OUTPUT_TENSOR @@ -7373,27 +7528,10 @@ opList { argType: INPUT_TENSOR argIndex: 2 } - argDescriptor { - name: "numBits" - argType: INT64 - } opDeclarationType: CONFIGURABLE_OP_IMPL } opList { name: "fill" - argDescriptor { - name: "outputs" - argType: OUTPUT_TENSOR - } - argDescriptor { - name: "shape" - argType: INPUT_TENSOR - } - argDescriptor { - name: "outputs" - argType: INPUT_TENSOR - argIndex: 1 - } argDescriptor { name: "dtype" argType: INT64 @@ -7402,10 +7540,23 @@ opList { name: "dtype" argType: DATA_TYPE } + argDescriptor { + name: "outputs" + argType: OUTPUT_TENSOR + } argDescriptor { name: "value" argType: DOUBLE } + argDescriptor { + name: "shape" + argType: INPUT_TENSOR + } + argDescriptor { + name: "outputs" + argType: INPUT_TENSOR + argIndex: 1 + } } opList { name: "fill_as" @@ -7421,6 +7572,10 @@ opList { } opList { name: "firas_sparse" + argDescriptor { + name: "dtype" + argType: DATA_TYPE + } argDescriptor { name: "outputs" argType: OUTPUT_TENSOR @@ -7429,13 +7584,13 @@ opList { name: "input" argType: INPUT_TENSOR } - argDescriptor { - name: "dtype" - argType: DATA_TYPE - } } opList { name: "first_index" + argDescriptor { + name: "dimensions" + argType: INT64 + } argDescriptor { name: "outputs" argType: OUTPUT_TENSOR @@ -7444,14 +7599,6 @@ opList { name: "keepDims" argType: BOOL } - argDescriptor { - name: "input" - argType: INPUT_TENSOR - } - argDescriptor { - name: "dimensions" - argType: INT64 - } argDescriptor { name: "compare" argType: DOUBLE @@ -7461,18 +7608,14 @@ opList { argType: DOUBLE argIndex: 1 } - opDeclarationType: LEGACY_XYZ -} -opList { - name: "flatten" - argDescriptor { - name: "outputs" - argType: OUTPUT_TENSOR - } argDescriptor { name: "input" argType: INPUT_TENSOR } + opDeclarationType: LEGACY_XYZ +} +opList { + name: "flatten" argDescriptor { name: "order" argType: INT64 @@ -7481,9 +7624,6 @@ opList { name: "dtype" argType: DATA_TYPE } -} -opList { - name: "flatten_2d" argDescriptor { name: "outputs" argType: OUTPUT_TENSOR @@ -7492,17 +7632,32 @@ opList { name: "input" argType: INPUT_TENSOR } +} +opList { + name: "flatten_2d" argDescriptor { - name: "dimensions" + name: "flattenDimension" argType: INT64 } argDescriptor { name: "dtype" argType: DATA_TYPE } + argDescriptor { + name: "outputs" + argType: OUTPUT_TENSOR + } + argDescriptor { + name: "input" + argType: INPUT_TENSOR + } } opList { name: "floor" + argDescriptor { + name: "dataType" + argType: DATA_TYPE + } argDescriptor { name: "outputs" argType: OUTPUT_TENSOR @@ -7515,14 +7670,14 @@ opList { name: "input" argType: INPUT_TENSOR } - argDescriptor { - name: "dataType" - argType: DATA_TYPE - } opDeclarationType: LEGACY_XYZ } opList { name: "floordiv" + argDescriptor { + name: "dataType" + argType: DATA_TYPE + } argDescriptor { name: "outputs" argType: OUTPUT_TENSOR @@ -7540,14 +7695,14 @@ opList { argType: INPUT_TENSOR argIndex: 1 } - argDescriptor { - name: "dataType" - argType: DATA_TYPE - } opDeclarationType: BROADCASTABLE_OP_IMPL } opList { name: "floordiv_bp" + argDescriptor { + name: "dtype" + argType: DATA_TYPE + } argDescriptor { name: "gradX" argType: OUTPUT_TENSOR @@ -7575,13 +7730,13 @@ opList { argType: INPUT_TENSOR argIndex: 2 } - argDescriptor { - name: "dtype" - argType: DATA_TYPE - } } opList { name: "floormod" + argDescriptor { + name: "dataType" + argType: DATA_TYPE + } argDescriptor { name: "outputs" argType: OUTPUT_TENSOR @@ -7599,14 +7754,14 @@ opList { argType: INPUT_TENSOR argIndex: 1 } - argDescriptor { - name: "dataType" - argType: DATA_TYPE - } opDeclarationType: BROADCASTABLE_OP_IMPL } opList { name: "floormod_bp" + argDescriptor { + name: "dtype" + argType: DATA_TYPE + } argDescriptor { name: "gradX" argType: OUTPUT_TENSOR @@ -7634,13 +7789,13 @@ opList { argType: INPUT_TENSOR argIndex: 2 } - argDescriptor { - name: "dtype" - argType: DATA_TYPE - } } opList { name: "fmod" + argDescriptor { + name: "dataType" + argType: DATA_TYPE + } argDescriptor { name: "outputs" argType: OUTPUT_TENSOR @@ -7658,10 +7813,6 @@ opList { argType: INPUT_TENSOR argIndex: 1 } - argDescriptor { - name: "dataType" - argType: DATA_TYPE - } opDeclarationType: LEGACY_XYZ } opList { @@ -7683,6 +7834,19 @@ opList { } opList { name: "fused_batch_norm" + argDescriptor { + name: "dataFormat" + argType: INT64 + } + argDescriptor { + name: "isTraining" + argType: INT64 + argIndex: 1 + } + argDescriptor { + name: "dtype" + argType: DATA_TYPE + } argDescriptor { name: "y" argType: OUTPUT_TENSOR @@ -7697,6 +7861,10 @@ opList { argType: OUTPUT_TENSOR argIndex: 2 } + argDescriptor { + name: "epsilon" + argType: DOUBLE + } argDescriptor { name: "input" argType: INPUT_TENSOR @@ -7726,26 +7894,17 @@ opList { argType: INPUT_TENSOR argIndex: 5 } +} +opList { + name: "gather" argDescriptor { - name: "dataFormat" + name: "dimensions" argType: INT64 } - argDescriptor { - name: "isTraining" - argType: INT64 - argIndex: 1 - } argDescriptor { name: "dtype" argType: DATA_TYPE } - argDescriptor { - name: "epsilon" - argType: DOUBLE - } -} -opList { - name: "gather" argDescriptor { name: "outputs" argType: OUTPUT_TENSOR @@ -7768,17 +7927,13 @@ opList { argType: INPUT_TENSOR argIndex: 2 } - argDescriptor { - name: "dimensions" - argType: INT64 - } +} +opList { + name: "gather_list" argDescriptor { name: "dtype" argType: DATA_TYPE } -} -opList { - name: "gather_list" argDescriptor { name: "outputs" argType: OUTPUT_TENSOR @@ -7792,14 +7947,14 @@ opList { argType: INPUT_TENSOR argIndex: 1 } - argDescriptor { - name: "dtype" - argType: DATA_TYPE - } opDeclarationType: LIST_OP_IMPL } opList { name: "gather_nd" + argDescriptor { + name: "dtype" + argType: DATA_TYPE + } argDescriptor { name: "outputs" argType: OUTPUT_TENSOR @@ -7817,13 +7972,13 @@ opList { argType: INPUT_TENSOR argIndex: 1 } - argDescriptor { - name: "dtype" - argType: DATA_TYPE - } } opList { name: "gelu" + argDescriptor { + name: "dataType" + argType: DATA_TYPE + } argDescriptor { name: "outputs" argType: OUTPUT_TENSOR @@ -7841,22 +7996,18 @@ opList { name: "input" argType: INPUT_TENSOR } - argDescriptor { - name: "dataType" - argType: DATA_TYPE - } opDeclarationType: LEGACY_XYZ } opList { name: "get_seed" - argDescriptor { - name: "outputs" - argType: OUTPUT_TENSOR - } argDescriptor { name: "dtype" argType: DATA_TYPE } + argDescriptor { + name: "outputs" + argType: OUTPUT_TENSOR + } } opList { name: "gradientbackwards" @@ -7876,6 +8027,10 @@ opList { } opList { name: "greater" + argDescriptor { + name: "dataType" + argType: DATA_TYPE + } argDescriptor { name: "outputs" argType: OUTPUT_TENSOR @@ -7893,14 +8048,14 @@ opList { argType: INPUT_TENSOR argIndex: 1 } - argDescriptor { - name: "dataType" - argType: DATA_TYPE - } opDeclarationType: BROADCASTABLE_BOOL_OP_IMPL } opList { name: "greater_equal" + argDescriptor { + name: "dataType" + argType: DATA_TYPE + } argDescriptor { name: "outputs" argType: OUTPUT_TENSOR @@ -7918,10 +8073,6 @@ opList { argType: INPUT_TENSOR argIndex: 1 } - argDescriptor { - name: "dataType" - argType: DATA_TYPE - } opDeclarationType: BROADCASTABLE_BOOL_OP_IMPL } opList { @@ -7975,6 +8126,10 @@ opList { } opList { name: "gru" + argDescriptor { + name: "dtype" + argType: DATA_TYPE + } argDescriptor { name: "h" argType: OUTPUT_TENSOR @@ -8003,13 +8158,13 @@ opList { argType: INPUT_TENSOR argIndex: 4 } +} +opList { + name: "gruCell" argDescriptor { name: "dtype" argType: DATA_TYPE } -} -opList { - name: "gruCell" argDescriptor { name: "r" argType: OUTPUT_TENSOR @@ -8058,13 +8213,13 @@ opList { argType: INPUT_TENSOR argIndex: 5 } +} +opList { + name: "gruCell_bp" argDescriptor { name: "dtype" argType: DATA_TYPE } -} -opList { - name: "gruCell_bp" argDescriptor { name: "dLdx" argType: OUTPUT_TENSOR @@ -8143,13 +8298,13 @@ opList { argType: INPUT_TENSOR argIndex: 9 } +} +opList { + name: "gru_bp" argDescriptor { name: "dtype" argType: DATA_TYPE } -} -opList { - name: "gru_bp" argDescriptor { name: "dLdx" argType: OUTPUT_TENSOR @@ -8203,13 +8358,13 @@ opList { argType: INPUT_TENSOR argIndex: 5 } - argDescriptor { - name: "dtype" - argType: DATA_TYPE - } } opList { name: "hammingdistance" + argDescriptor { + name: "dimensions" + argType: INT64 + } argDescriptor { name: "outputs" argType: OUTPUT_TENSOR @@ -8232,14 +8387,14 @@ opList { argType: INPUT_TENSOR argIndex: 1 } - argDescriptor { - name: "dimensions" - argType: INT64 - } opDeclarationType: LEGACY_XYZ } opList { name: "hard_sigmoid" + argDescriptor { + name: "dataType" + argType: DATA_TYPE + } argDescriptor { name: "outputs" argType: OUTPUT_TENSOR @@ -8252,14 +8407,14 @@ opList { name: "input" argType: INPUT_TENSOR } - argDescriptor { - name: "dataType" - argType: DATA_TYPE - } opDeclarationType: LEGACY_XYZ } opList { name: "hard_sigmoidderivative" + argDescriptor { + name: "dataType" + argType: DATA_TYPE + } argDescriptor { name: "outputs" argType: OUTPUT_TENSOR @@ -8272,10 +8427,6 @@ opList { name: "input" argType: INPUT_TENSOR } - argDescriptor { - name: "dataType" - argType: DATA_TYPE - } opDeclarationType: LEGACY_XYZ } opList { @@ -8309,6 +8460,10 @@ opList { } opList { name: "hardtanh" + argDescriptor { + name: "dataType" + argType: DATA_TYPE + } argDescriptor { name: "outputs" argType: OUTPUT_TENSOR @@ -8321,10 +8476,6 @@ opList { name: "input" argType: INPUT_TENSOR } - argDescriptor { - name: "dataType" - argType: DATA_TYPE - } opDeclarationType: CONFIGURABLE_OP_IMPL } opList { @@ -8346,6 +8497,10 @@ opList { } opList { name: "hardtanhderivative" + argDescriptor { + name: "dataType" + argType: DATA_TYPE + } argDescriptor { name: "outputs" argType: OUTPUT_TENSOR @@ -8358,14 +8513,14 @@ opList { name: "input" argType: INPUT_TENSOR } - argDescriptor { - name: "dataType" - argType: DATA_TYPE - } opDeclarationType: LEGACY_XYZ } opList { name: "hashcode" + argDescriptor { + name: "dtype" + argType: DATA_TYPE + } argDescriptor { name: "outputs" argType: OUTPUT_TENSOR @@ -8374,13 +8529,13 @@ opList { name: "input" argType: INPUT_TENSOR } - argDescriptor { - name: "dtype" - argType: DATA_TYPE - } } opList { name: "hasinf" + argDescriptor { + name: "dimensions" + argType: INT64 + } argDescriptor { name: "outputs" argType: OUTPUT_TENSOR @@ -8393,14 +8548,14 @@ opList { name: "input" argType: INPUT_TENSOR } - argDescriptor { - name: "dimensions" - argType: INT64 - } opDeclarationType: LEGACY_XYZ } opList { name: "hasnan" + argDescriptor { + name: "dimensions" + argType: INT64 + } argDescriptor { name: "outputs" argType: OUTPUT_TENSOR @@ -8413,14 +8568,18 @@ opList { name: "input" argType: INPUT_TENSOR } - argDescriptor { - name: "dimensions" - argType: INT64 - } opDeclarationType: LEGACY_XYZ } opList { name: "hinge_loss" + argDescriptor { + name: "reductionMode" + argType: INT64 + } + argDescriptor { + name: "dtype" + argType: DATA_TYPE + } argDescriptor { name: "outputs" argType: OUTPUT_TENSOR @@ -8439,6 +8598,9 @@ opList { argType: INPUT_TENSOR argIndex: 2 } +} +opList { + name: "hinge_loss_grad" argDescriptor { name: "reductionMode" argType: INT64 @@ -8447,9 +8609,6 @@ opList { name: "dtype" argType: DATA_TYPE } -} -opList { - name: "hinge_loss_grad" argDescriptor { name: "dLdp" argType: OUTPUT_TENSOR @@ -8478,25 +8637,9 @@ opList { argType: INPUT_TENSOR argIndex: 2 } - argDescriptor { - name: "reductionMode" - argType: INT64 - } - argDescriptor { - name: "dtype" - argType: DATA_TYPE - } } opList { name: "histogram" - argDescriptor { - name: "outputs" - argType: OUTPUT_TENSOR - } - argDescriptor { - name: "input" - argType: INPUT_TENSOR - } argDescriptor { name: "numBins" argType: INT64 @@ -8505,9 +8648,25 @@ opList { name: "dtype" argType: DATA_TYPE } + argDescriptor { + name: "outputs" + argType: OUTPUT_TENSOR + } + argDescriptor { + name: "input" + argType: INPUT_TENSOR + } } opList { name: "histogram_fixed_width" + argDescriptor { + name: "nbins" + argType: INT64 + } + argDescriptor { + name: "dtype" + argType: DATA_TYPE + } argDescriptor { name: "outputs" argType: OUTPUT_TENSOR @@ -8526,17 +8685,13 @@ opList { argType: INPUT_TENSOR argIndex: 2 } - argDescriptor { - name: "nbins" - argType: INT64 - } - argDescriptor { - name: "dtype" - argType: DATA_TYPE - } } opList { name: "hsv_to_rgb" + argDescriptor { + name: "dimC" + argType: INT64 + } argDescriptor { name: "outputs" argType: OUTPUT_TENSOR @@ -8545,18 +8700,26 @@ opList { name: "input" argType: INPUT_TENSOR } - argDescriptor { - name: "dimC" - argType: INT64 - } opDeclarationType: CONFIGURABLE_OP_IMPL } opList { name: "huber_loss" + argDescriptor { + name: "reductionMode" + argType: INT64 + } + argDescriptor { + name: "dtype" + argType: DATA_TYPE + } argDescriptor { name: "outputs" argType: OUTPUT_TENSOR } + argDescriptor { + name: "delta" + argType: DOUBLE + } argDescriptor { name: "predictions" argType: INPUT_TENSOR @@ -8571,6 +8734,9 @@ opList { argType: INPUT_TENSOR argIndex: 2 } +} +opList { + name: "huber_loss_grad" argDescriptor { name: "reductionMode" argType: INT64 @@ -8579,13 +8745,6 @@ opList { name: "dtype" argType: DATA_TYPE } - argDescriptor { - name: "delta" - argType: DOUBLE - } -} -opList { - name: "huber_loss_grad" argDescriptor { name: "dLdp" argType: OUTPUT_TENSOR @@ -8600,6 +8759,10 @@ opList { argType: OUTPUT_TENSOR argIndex: 2 } + argDescriptor { + name: "delta" + argType: DOUBLE + } argDescriptor { name: "predictions" argType: INPUT_TENSOR @@ -8614,21 +8777,13 @@ opList { argType: INPUT_TENSOR argIndex: 2 } - argDescriptor { - name: "reductionMode" - argType: INT64 - } - argDescriptor { - name: "dtype" - argType: DATA_TYPE - } - argDescriptor { - name: "delta" - argType: DOUBLE - } } opList { name: "identity" + argDescriptor { + name: "dataType" + argType: DATA_TYPE + } argDescriptor { name: "outputs" argType: OUTPUT_TENSOR @@ -8641,10 +8796,6 @@ opList { name: "input" argType: INPUT_TENSOR } - argDescriptor { - name: "dataType" - argType: DATA_TYPE - } opDeclarationType: OP_IMPL } opList { @@ -8666,6 +8817,10 @@ opList { } opList { name: "identity_n" + argDescriptor { + name: "dtype" + argType: DATA_TYPE + } argDescriptor { name: "outputs" argType: OUTPUT_TENSOR @@ -8674,10 +8829,6 @@ opList { name: "input" argType: INPUT_TENSOR } - argDescriptor { - name: "dtype" - argType: DATA_TYPE - } } opList { name: "igamma" @@ -8715,19 +8866,6 @@ opList { } opList { name: "im2col" - argDescriptor { - name: "outputs" - argType: OUTPUT_TENSOR - } - argDescriptor { - name: "input" - argType: INPUT_TENSOR - } - argDescriptor { - name: "inputArrays" - argType: INPUT_TENSOR - argIndex: 1 - } argDescriptor { name: "kernelHeight" argType: INT64 @@ -8771,26 +8909,26 @@ opList { name: "dtype" argType: DATA_TYPE } - argDescriptor { - name: "zeroPadVal" - argType: DOUBLE - } -} -opList { - name: "im2col_bp" argDescriptor { name: "outputs" argType: OUTPUT_TENSOR } + argDescriptor { + name: "zeroPadVal" + argType: DOUBLE + } argDescriptor { name: "input" argType: INPUT_TENSOR } argDescriptor { - name: "gradAtOutput" + name: "inputArrays" argType: INPUT_TENSOR argIndex: 1 } +} +opList { + name: "im2col_bp" argDescriptor { name: "kernelHeight" argType: INT64 @@ -8834,13 +8972,34 @@ opList { name: "dtype" argType: DATA_TYPE } + argDescriptor { + name: "outputs" + argType: OUTPUT_TENSOR + } argDescriptor { name: "zeroPadVal" argType: DOUBLE } + argDescriptor { + name: "input" + argType: INPUT_TENSOR + } + argDescriptor { + name: "gradAtOutput" + argType: INPUT_TENSOR + argIndex: 1 + } } opList { name: "image_resize" + argDescriptor { + name: "method" + argType: INT64 + } + argDescriptor { + name: "dtype" + argType: DATA_TYPE + } argDescriptor { name: "outputs" argType: OUTPUT_TENSOR @@ -8863,17 +9022,17 @@ opList { argType: INPUT_TENSOR argIndex: 1 } +} +opList { + name: "in_top_k" argDescriptor { - name: "method" + name: "k" argType: INT64 } argDescriptor { name: "dtype" argType: DATA_TYPE } -} -opList { - name: "in_top_k" argDescriptor { name: "outputs" argType: OUTPUT_TENSOR @@ -8891,17 +9050,13 @@ opList { argType: INPUT_TENSOR argIndex: 1 } - argDescriptor { - name: "k" - argType: INT64 - } - argDescriptor { - name: "dtype" - argType: DATA_TYPE - } } opList { name: "invert_permutation" + argDescriptor { + name: "dataType" + argType: DATA_TYPE + } argDescriptor { name: "outputs" argType: OUTPUT_TENSOR @@ -8914,10 +9069,6 @@ opList { name: "input" argType: INPUT_TENSOR } - argDescriptor { - name: "dataType" - argType: DATA_TYPE - } opDeclarationType: CONFIGURABLE_OP_IMPL } opList { @@ -8970,6 +9121,10 @@ opList { } opList { name: "isfinite" + argDescriptor { + name: "dataType" + argType: DATA_TYPE + } argDescriptor { name: "outputs" argType: OUTPUT_TENSOR @@ -8982,14 +9137,14 @@ opList { name: "input" argType: INPUT_TENSOR } - argDescriptor { - name: "dataType" - argType: DATA_TYPE - } opDeclarationType: LEGACY_XYZ } opList { name: "isinf" + argDescriptor { + name: "dataType" + argType: DATA_TYPE + } argDescriptor { name: "outputs" argType: OUTPUT_TENSOR @@ -9002,14 +9157,14 @@ opList { name: "input" argType: INPUT_TENSOR } - argDescriptor { - name: "dataType" - argType: DATA_TYPE - } opDeclarationType: LEGACY_XYZ } opList { name: "ismax" + argDescriptor { + name: "dimensions" + argType: INT64 + } argDescriptor { name: "outputs" argType: OUTPUT_TENSOR @@ -9018,14 +9173,14 @@ opList { name: "input" argType: INPUT_TENSOR } - argDescriptor { - name: "dimensions" - argType: INT64 - } opDeclarationType: CONFIGURABLE_OP_IMPL } opList { name: "isnan" + argDescriptor { + name: "dataType" + argType: DATA_TYPE + } argDescriptor { name: "outputs" argType: OUTPUT_TENSOR @@ -9038,14 +9193,14 @@ opList { name: "input" argType: INPUT_TENSOR } - argDescriptor { - name: "dataType" - argType: DATA_TYPE - } opDeclarationType: LEGACY_XYZ } opList { name: "jaccarddistance" + argDescriptor { + name: "dimensions" + argType: INT64 + } argDescriptor { name: "outputs" argType: OUTPUT_TENSOR @@ -9068,14 +9223,14 @@ opList { argType: INPUT_TENSOR argIndex: 1 } - argDescriptor { - name: "dimensions" - argType: INT64 - } opDeclarationType: LEGACY_XYZ } opList { name: "knn_mindistance" + argDescriptor { + name: "dtype" + argType: DATA_TYPE + } argDescriptor { name: "outputs" argType: OUTPUT_TENSOR @@ -9099,13 +9254,13 @@ opList { argType: INPUT_TENSOR argIndex: 3 } +} +opList { + name: "l2_loss" argDescriptor { name: "dtype" argType: DATA_TYPE } -} -opList { - name: "l2_loss" argDescriptor { name: "outputs" argType: OUTPUT_TENSOR @@ -9114,13 +9269,13 @@ opList { name: "input" argType: INPUT_TENSOR } - argDescriptor { - name: "dtype" - argType: DATA_TYPE - } } opList { name: "last_index" + argDescriptor { + name: "dimensions" + argType: INT64 + } argDescriptor { name: "outputs" argType: OUTPUT_TENSOR @@ -9129,14 +9284,6 @@ opList { name: "keepDims" argType: BOOL } - argDescriptor { - name: "input" - argType: INPUT_TENSOR - } - argDescriptor { - name: "dimensions" - argType: INT64 - } argDescriptor { name: "compare" argType: DOUBLE @@ -9146,16 +9293,24 @@ opList { argType: DOUBLE argIndex: 1 } + argDescriptor { + name: "input" + argType: INPUT_TENSOR + } opDeclarationType: LEGACY_XYZ } opList { name: "layer_norm" + argDescriptor { + name: "dimensions" + argType: INT64 + } argDescriptor { name: "outputs" argType: OUTPUT_TENSOR } argDescriptor { - name: "channelsFirst" + name: "noBias" argType: BOOL } argDescriptor { @@ -9172,14 +9327,18 @@ opList { argType: INPUT_TENSOR argIndex: 2 } - argDescriptor { - name: "dimensions" - argType: INT64 - } opDeclarationType: CONFIGURABLE_OP_IMPL } opList { name: "layer_norm_bp" + argDescriptor { + name: "dimensions" + argType: INT64 + } + argDescriptor { + name: "dtype" + argType: DATA_TYPE + } argDescriptor { name: "dLdx" argType: OUTPUT_TENSOR @@ -9195,7 +9354,7 @@ opList { argIndex: 2 } argDescriptor { - name: "channelsFirst" + name: "noBias" argType: BOOL } argDescriptor { @@ -9232,14 +9391,6 @@ opList { argType: INPUT_TENSOR argIndex: 6 } - argDescriptor { - name: "dimensions" - argType: INT64 - } - argDescriptor { - name: "dtype" - argType: DATA_TYPE - } } opList { name: "leakyrelu" @@ -9248,17 +9399,13 @@ opList { argType: OUTPUT_TENSOR } argDescriptor { - name: "inPlace" - argType: BOOL + name: "alpha" + argType: DOUBLE } argDescriptor { name: "input" argType: INPUT_TENSOR } - argDescriptor { - name: "alpha" - argType: DOUBLE - } opDeclarationType: LEGACY_XYZ } opList { @@ -9268,21 +9415,21 @@ opList { argType: OUTPUT_TENSOR } argDescriptor { - name: "inPlace" - argType: BOOL + name: "alpha" + argType: DOUBLE } argDescriptor { name: "input" argType: INPUT_TENSOR } - argDescriptor { - name: "alpha" - argType: DOUBLE - } opDeclarationType: LEGACY_XYZ } opList { name: "less" + argDescriptor { + name: "dataType" + argType: DATA_TYPE + } argDescriptor { name: "outputs" argType: OUTPUT_TENSOR @@ -9300,14 +9447,14 @@ opList { argType: INPUT_TENSOR argIndex: 1 } - argDescriptor { - name: "dataType" - argType: DATA_TYPE - } opDeclarationType: BROADCASTABLE_BOOL_OP_IMPL } opList { name: "less_equal" + argDescriptor { + name: "dataType" + argType: DATA_TYPE + } argDescriptor { name: "outputs" argType: OUTPUT_TENSOR @@ -9325,10 +9472,6 @@ opList { argType: INPUT_TENSOR argIndex: 1 } - argDescriptor { - name: "dataType" - argType: DATA_TYPE - } opDeclarationType: BROADCASTABLE_BOOL_OP_IMPL } opList { @@ -9377,10 +9520,27 @@ opList { } opList { name: "lin_space" + argDescriptor { + name: "dataType" + argType: INT64 + } + argDescriptor { + name: "dataType" + argType: DATA_TYPE + } argDescriptor { name: "outputs" argType: OUTPUT_TENSOR } + argDescriptor { + name: "start" + argType: DOUBLE + } + argDescriptor { + name: "stop" + argType: DOUBLE + argIndex: 1 + } argDescriptor { name: "start" argType: INPUT_TENSOR @@ -9395,45 +9555,23 @@ opList { argType: INPUT_TENSOR argIndex: 2 } - argDescriptor { - name: "dataType" - argType: INT64 - } - argDescriptor { - name: "dataType" - argType: DATA_TYPE - } - argDescriptor { - name: "start" - argType: DOUBLE - } - argDescriptor { - name: "stop" - argType: DOUBLE - argIndex: 1 - } } opList { name: "linspace_random" - argDescriptor { - name: "outputs" - argType: OUTPUT_TENSOR - } argDescriptor { name: "length" argType: INT64 } argDescriptor { - name: "dataType" - argType: INT64 - argIndex: 1 + name: "outputs" + argType: OUTPUT_TENSOR } argDescriptor { name: "from" argType: DOUBLE } argDescriptor { - name: "step" + name: "to" argType: DOUBLE argIndex: 1 } @@ -9441,6 +9579,10 @@ opList { } opList { name: "listdiff" + argDescriptor { + name: "dtype" + argType: DATA_TYPE + } argDescriptor { name: "output1" argType: OUTPUT_TENSOR @@ -9459,13 +9601,13 @@ opList { argType: INPUT_TENSOR argIndex: 1 } - argDescriptor { - name: "dtype" - argType: DATA_TYPE - } } opList { name: "log" + argDescriptor { + name: "dataType" + argType: DATA_TYPE + } argDescriptor { name: "outputs" argType: OUTPUT_TENSOR @@ -9478,14 +9620,14 @@ opList { name: "input" argType: INPUT_TENSOR } - argDescriptor { - name: "dataType" - argType: DATA_TYPE - } opDeclarationType: LEGACY_XYZ } opList { name: "log1p" + argDescriptor { + name: "dataType" + argType: DATA_TYPE + } argDescriptor { name: "outputs" argType: OUTPUT_TENSOR @@ -9498,18 +9640,26 @@ opList { name: "input" argType: INPUT_TENSOR } - argDescriptor { - name: "dataType" - argType: DATA_TYPE - } opDeclarationType: LEGACY_XYZ } opList { name: "log_loss" + argDescriptor { + name: "reductionMode" + argType: INT64 + } + argDescriptor { + name: "dtype" + argType: DATA_TYPE + } argDescriptor { name: "outputs" argType: OUTPUT_TENSOR } + argDescriptor { + name: "epsilon" + argType: DOUBLE + } argDescriptor { name: "predictions" argType: INPUT_TENSOR @@ -9524,6 +9674,9 @@ opList { argType: INPUT_TENSOR argIndex: 2 } +} +opList { + name: "log_loss_grad" argDescriptor { name: "reductionMode" argType: INT64 @@ -9532,13 +9685,6 @@ opList { name: "dtype" argType: DATA_TYPE } - argDescriptor { - name: "epsilon" - argType: DOUBLE - } -} -opList { - name: "log_loss_grad" argDescriptor { name: "dLdp" argType: OUTPUT_TENSOR @@ -9553,6 +9699,10 @@ opList { argType: OUTPUT_TENSOR argIndex: 2 } + argDescriptor { + name: "epsilon" + argType: DOUBLE + } argDescriptor { name: "predictions" argType: INPUT_TENSOR @@ -9567,21 +9717,13 @@ opList { argType: INPUT_TENSOR argIndex: 2 } - argDescriptor { - name: "reductionMode" - argType: INT64 - } +} +opList { + name: "log_matrix_determinant" argDescriptor { name: "dtype" argType: DATA_TYPE } - argDescriptor { - name: "epsilon" - argType: DOUBLE - } -} -opList { - name: "log_matrix_determinant" argDescriptor { name: "outputs" argType: OUTPUT_TENSOR @@ -9594,13 +9736,17 @@ opList { name: "input" argType: INPUT_TENSOR } +} +opList { + name: "log_poisson_loss" + argDescriptor { + name: "reductionMode" + argType: INT64 + } argDescriptor { name: "dtype" argType: DATA_TYPE } -} -opList { - name: "log_poisson_loss" argDescriptor { name: "outputs" argType: OUTPUT_TENSOR @@ -9623,6 +9769,9 @@ opList { argType: INPUT_TENSOR argIndex: 2 } +} +opList { + name: "log_poisson_loss_grad" argDescriptor { name: "reductionMode" argType: INT64 @@ -9631,9 +9780,6 @@ opList { name: "dtype" argType: DATA_TYPE } -} -opList { - name: "log_poisson_loss_grad" argDescriptor { name: "dLdp" argType: OUTPUT_TENSOR @@ -9666,17 +9812,13 @@ opList { argType: INPUT_TENSOR argIndex: 2 } - argDescriptor { - name: "reductionMode" - argType: INT64 - } - argDescriptor { - name: "dtype" - argType: DATA_TYPE - } } opList { name: "log_softmax" + argDescriptor { + name: "dimension" + argType: INT64 + } argDescriptor { name: "outputs" argType: OUTPUT_TENSOR @@ -9685,14 +9827,14 @@ opList { name: "input" argType: INPUT_TENSOR } - argDescriptor { - name: "dimension" - argType: INT64 - } opDeclarationType: CONFIGURABLE_OP_IMPL } opList { name: "log_softmax_bp" + argDescriptor { + name: "dimension" + argType: INT64 + } argDescriptor { name: "gradI" argType: OUTPUT_TENSOR @@ -9706,10 +9848,6 @@ opList { argType: INPUT_TENSOR argIndex: 1 } - argDescriptor { - name: "dimension" - argType: INT64 - } opDeclarationType: CONFIGURABLE_OP_IMPL } opList { @@ -9718,18 +9856,22 @@ opList { name: "outputs" argType: OUTPUT_TENSOR } - argDescriptor { - name: "input" - argType: INPUT_TENSOR - } argDescriptor { name: "base" argType: DOUBLE } + argDescriptor { + name: "input" + argType: INPUT_TENSOR + } opDeclarationType: LEGACY_XYZ } opList { name: "logdet" + argDescriptor { + name: "dtype" + argType: DATA_TYPE + } argDescriptor { name: "outputs" argType: OUTPUT_TENSOR @@ -9738,13 +9880,13 @@ opList { name: "input" argType: INPUT_TENSOR } - argDescriptor { - name: "dtype" - argType: DATA_TYPE - } } opList { name: "logentropy" + argDescriptor { + name: "dimensions" + argType: INT64 + } argDescriptor { name: "outputs" argType: OUTPUT_TENSOR @@ -9762,14 +9904,14 @@ opList { argType: INPUT_TENSOR argIndex: 1 } - argDescriptor { - name: "dimensions" - argType: INT64 - } opDeclarationType: LEGACY_XYZ } opList { name: "logsigmoid" + argDescriptor { + name: "dataType" + argType: DATA_TYPE + } argDescriptor { name: "outputs" argType: OUTPUT_TENSOR @@ -9782,10 +9924,6 @@ opList { name: "input" argType: INPUT_TENSOR } - argDescriptor { - name: "dataType" - argType: DATA_TYPE - } opDeclarationType: LEGACY_XYZ } opList { @@ -9794,14 +9932,14 @@ opList { name: "outputs" argType: OUTPUT_TENSOR } - argDescriptor { - name: "input" - argType: INPUT_TENSOR - } argDescriptor { name: "frameName" argType: STRING } + argDescriptor { + name: "input" + argType: INPUT_TENSOR + } } opList { name: "lrelu" @@ -9809,14 +9947,14 @@ opList { name: "outputs" argType: OUTPUT_TENSOR } - argDescriptor { - name: "input" - argType: INPUT_TENSOR - } argDescriptor { name: "alpha" argType: DOUBLE } + argDescriptor { + name: "input" + argType: INPUT_TENSOR + } opDeclarationType: CONFIGURABLE_OP_IMPL } opList { @@ -9825,6 +9963,10 @@ opList { name: "outputs" argType: OUTPUT_TENSOR } + argDescriptor { + name: "alpha" + argType: DOUBLE + } argDescriptor { name: "input" argType: INPUT_TENSOR @@ -9834,14 +9976,14 @@ opList { argType: INPUT_TENSOR argIndex: 1 } - argDescriptor { - name: "alpha" - argType: DOUBLE - } opDeclarationType: CONFIGURABLE_OP_IMPL } opList { name: "lrn" + argDescriptor { + name: "depth" + argType: INT64 + } argDescriptor { name: "outputs" argType: OUTPUT_TENSOR @@ -9850,14 +9992,6 @@ opList { name: "inPlace" argType: BOOL } - argDescriptor { - name: "input" - argType: INPUT_TENSOR - } - argDescriptor { - name: "depth" - argType: INT64 - } argDescriptor { name: "bias" argType: DOUBLE @@ -9872,10 +10006,18 @@ opList { argType: DOUBLE argIndex: 2 } + argDescriptor { + name: "input" + argType: INPUT_TENSOR + } opDeclarationType: CONFIGURABLE_OP_IMPL } opList { name: "lrn_bp" + argDescriptor { + name: "depth" + argType: INT64 + } argDescriptor { name: "gradI" argType: OUTPUT_TENSOR @@ -9884,6 +10026,20 @@ opList { name: "inPlace" argType: BOOL } + argDescriptor { + name: "bias" + argType: DOUBLE + } + argDescriptor { + name: "alpha" + argType: DOUBLE + argIndex: 1 + } + argDescriptor { + name: "beta" + argType: DOUBLE + argIndex: 2 + } argDescriptor { name: "input" argType: INPUT_TENSOR @@ -9893,28 +10049,23 @@ opList { argType: INPUT_TENSOR argIndex: 1 } - argDescriptor { - name: "depth" - argType: INT64 - } - argDescriptor { - name: "bias" - argType: DOUBLE - } - argDescriptor { - name: "alpha" - argType: DOUBLE - argIndex: 1 - } - argDescriptor { - name: "beta" - argType: DOUBLE - argIndex: 2 - } opDeclarationType: CONFIGURABLE_OP_IMPL } opList { name: "lstm" + argDescriptor { + name: "peephole" + argType: INT64 + } + argDescriptor { + name: "projection" + argType: INT64 + argIndex: 1 + } + argDescriptor { + name: "dtype" + argType: DATA_TYPE + } argDescriptor { name: "h" argType: OUTPUT_TENSOR @@ -9924,6 +10075,20 @@ opList { argType: OUTPUT_TENSOR argIndex: 1 } + argDescriptor { + name: "clippingCellValue" + argType: DOUBLE + } + argDescriptor { + name: "clippingProjValue" + argType: DOUBLE + argIndex: 1 + } + argDescriptor { + name: "forgetBias" + argType: DOUBLE + argIndex: 2 + } argDescriptor { name: "input" argType: INPUT_TENSOR @@ -9963,12 +10128,15 @@ opList { argType: INPUT_TENSOR argIndex: 7 } +} +opList { + name: "lstmBlock" argDescriptor { name: "peephole" argType: INT64 } argDescriptor { - name: "projection" + name: "dataFormat" argType: INT64 argIndex: 1 } @@ -9976,23 +10144,6 @@ opList { name: "dtype" argType: DATA_TYPE } - argDescriptor { - name: "clippingCellValue" - argType: DOUBLE - } - argDescriptor { - name: "clippingProjValue" - argType: DOUBLE - argIndex: 1 - } - argDescriptor { - name: "forgetBias" - argType: DOUBLE - argIndex: 2 - } -} -opList { - name: "lstmBlock" argDescriptor { name: "i" argType: OUTPUT_TENSOR @@ -10027,6 +10178,15 @@ opList { argType: OUTPUT_TENSOR argIndex: 6 } + argDescriptor { + name: "forgetBias" + argType: DOUBLE + } + argDescriptor { + name: "clippingCellValue" + argType: DOUBLE + argIndex: 1 + } argDescriptor { name: "maxTSLength" argType: INPUT_TENSOR @@ -10071,31 +10231,17 @@ opList { argType: INPUT_TENSOR argIndex: 8 } +} +opList { + name: "lstmBlockCell" argDescriptor { name: "peephole" argType: INT64 } - argDescriptor { - name: "dataFormat" - argType: INT64 - argIndex: 1 - } argDescriptor { name: "dtype" argType: DATA_TYPE } - argDescriptor { - name: "forgetBias" - argType: DOUBLE - } - argDescriptor { - name: "clippingCellValue" - argType: DOUBLE - argIndex: 1 - } -} -opList { - name: "lstmBlockCell" argDescriptor { name: "i" argType: OUTPUT_TENSOR @@ -10130,6 +10276,15 @@ opList { argType: OUTPUT_TENSOR argIndex: 6 } + argDescriptor { + name: "forgetBias" + argType: DOUBLE + } + argDescriptor { + name: "clippingCellValue" + argType: DOUBLE + argIndex: 1 + } argDescriptor { name: "xt" argType: INPUT_TENSOR @@ -10169,26 +10324,22 @@ opList { argType: INPUT_TENSOR argIndex: 7 } +} +opList { + name: "lstmCell" argDescriptor { name: "peephole" argType: INT64 } + argDescriptor { + name: "projection" + argType: INT64 + argIndex: 1 + } argDescriptor { name: "dtype" argType: DATA_TYPE } - argDescriptor { - name: "forgetBias" - argType: DOUBLE - } - argDescriptor { - name: "clippingCellValue" - argType: DOUBLE - argIndex: 1 - } -} -opList { - name: "lstmCell" argDescriptor { name: "ht" argType: OUTPUT_TENSOR @@ -10198,6 +10349,20 @@ opList { argType: OUTPUT_TENSOR argIndex: 1 } + argDescriptor { + name: "clippingCellValue" + argType: DOUBLE + } + argDescriptor { + name: "clippingProjValue" + argType: DOUBLE + argIndex: 1 + } + argDescriptor { + name: "forgetBias" + argType: DOUBLE + argIndex: 2 + } argDescriptor { name: "xt" argType: INPUT_TENSOR @@ -10237,36 +10402,37 @@ opList { argType: INPUT_TENSOR argIndex: 7 } +} +opList { + name: "lstmLayer" argDescriptor { - name: "peephole" + name: "dataFormat" argType: INT64 } argDescriptor { - name: "projection" + name: "directionMode" argType: INT64 argIndex: 1 } + argDescriptor { + name: "gateAct" + argType: INT64 + argIndex: 2 + } + argDescriptor { + name: "cellAct" + argType: INT64 + argIndex: 3 + } + argDescriptor { + name: "outAct" + argType: INT64 + argIndex: 4 + } argDescriptor { name: "dtype" argType: DATA_TYPE } - argDescriptor { - name: "clippingCellValue" - argType: DOUBLE - } - argDescriptor { - name: "clippingProjValue" - argType: DOUBLE - argIndex: 1 - } - argDescriptor { - name: "forgetBias" - argType: DOUBLE - argIndex: 2 - } -} -opList { - name: "lstmLayer" argDescriptor { name: "h" argType: OUTPUT_TENSOR @@ -10320,6 +10486,40 @@ opList { argType: BOOL argIndex: 7 } + argDescriptor { + name: "cellClip" + argType: DOUBLE + } + argDescriptor { + name: "gateAlpha" + argType: DOUBLE + argIndex: 1 + } + argDescriptor { + name: "gateBeta" + argType: DOUBLE + argIndex: 2 + } + argDescriptor { + name: "cellAlpha" + argType: DOUBLE + argIndex: 3 + } + argDescriptor { + name: "cellBeta" + argType: DOUBLE + argIndex: 4 + } + argDescriptor { + name: "outAlpha" + argType: DOUBLE + argIndex: 5 + } + argDescriptor { + name: "outBeta" + argType: DOUBLE + argIndex: 6 + } argDescriptor { name: "input" argType: INPUT_TENSOR @@ -10359,34 +10559,45 @@ opList { argType: INPUT_TENSOR argIndex: 7 } - argDescriptor { - name: "dataFormat" - argType: INT64 - } - argDescriptor { - name: "directionMode" - argType: INT64 - argIndex: 1 - } +} +opList { + name: "lstmLayerCell" argDescriptor { name: "gateAct" argType: INT64 - argIndex: 2 } argDescriptor { name: "cellAct" argType: INT64 - argIndex: 3 + argIndex: 1 } argDescriptor { name: "outAct" argType: INT64 - argIndex: 4 + argIndex: 2 } argDescriptor { name: "dtype" argType: DATA_TYPE } + argDescriptor { + name: "h" + argType: OUTPUT_TENSOR + } + argDescriptor { + name: "c" + argType: OUTPUT_TENSOR + argIndex: 1 + } + argDescriptor { + name: "hasBiases" + argType: BOOL + } + argDescriptor { + name: "hasPH" + argType: BOOL + argIndex: 1 + } argDescriptor { name: "cellClip" argType: DOUBLE @@ -10421,27 +10632,6 @@ opList { argType: DOUBLE argIndex: 6 } -} -opList { - name: "lstmLayerCell" - argDescriptor { - name: "h" - argType: OUTPUT_TENSOR - } - argDescriptor { - name: "c" - argType: OUTPUT_TENSOR - argIndex: 1 - } - argDescriptor { - name: "hasBiases" - argType: BOOL - } - argDescriptor { - name: "hasPH" - argType: BOOL - argIndex: 1 - } argDescriptor { name: "input" argType: INPUT_TENSOR @@ -10476,6 +10666,9 @@ opList { argType: INPUT_TENSOR argIndex: 6 } +} +opList { + name: "lstmLayerCellBp" argDescriptor { name: "gateAct" argType: INT64 @@ -10494,43 +10687,6 @@ opList { name: "dtype" argType: DATA_TYPE } - argDescriptor { - name: "cellClip" - argType: DOUBLE - } - argDescriptor { - name: "gateAlpha" - argType: DOUBLE - argIndex: 1 - } - argDescriptor { - name: "gateBeta" - argType: DOUBLE - argIndex: 2 - } - argDescriptor { - name: "cellAlpha" - argType: DOUBLE - argIndex: 3 - } - argDescriptor { - name: "cellBeta" - argType: DOUBLE - argIndex: 4 - } - argDescriptor { - name: "outAlpha" - argType: DOUBLE - argIndex: 5 - } - argDescriptor { - name: "outBeta" - argType: DOUBLE - argIndex: 6 - } -} -opList { - name: "lstmLayerCellBp" argDescriptor { name: "dLdx" argType: OUTPUT_TENSOR @@ -10574,6 +10730,40 @@ opList { argType: BOOL argIndex: 1 } + argDescriptor { + name: "cellClip" + argType: DOUBLE + } + argDescriptor { + name: "gateAlpha" + argType: DOUBLE + argIndex: 1 + } + argDescriptor { + name: "gateBeta" + argType: DOUBLE + argIndex: 2 + } + argDescriptor { + name: "cellAlpha" + argType: DOUBLE + argIndex: 3 + } + argDescriptor { + name: "cellBeta" + argType: DOUBLE + argIndex: 4 + } + argDescriptor { + name: "outAlpha" + argType: DOUBLE + argIndex: 5 + } + argDescriptor { + name: "outBeta" + argType: DOUBLE + argIndex: 6 + } argDescriptor { name: "input" argType: INPUT_TENSOR @@ -10613,61 +10803,37 @@ opList { argType: INPUT_TENSOR argIndex: 7 } +} +opList { + name: "lstmLayer_bp" argDescriptor { - name: "gateAct" + name: "dataFormat" argType: INT64 } argDescriptor { - name: "cellAct" + name: "directionMode" argType: INT64 argIndex: 1 } argDescriptor { - name: "outAct" + name: "gateAct" argType: INT64 argIndex: 2 } + argDescriptor { + name: "cellAct" + argType: INT64 + argIndex: 3 + } + argDescriptor { + name: "outAct" + argType: INT64 + argIndex: 4 + } argDescriptor { name: "dtype" argType: DATA_TYPE } - argDescriptor { - name: "cellClip" - argType: DOUBLE - } - argDescriptor { - name: "gateAlpha" - argType: DOUBLE - argIndex: 1 - } - argDescriptor { - name: "gateBeta" - argType: DOUBLE - argIndex: 2 - } - argDescriptor { - name: "cellAlpha" - argType: DOUBLE - argIndex: 3 - } - argDescriptor { - name: "cellBeta" - argType: DOUBLE - argIndex: 4 - } - argDescriptor { - name: "outAlpha" - argType: DOUBLE - argIndex: 5 - } - argDescriptor { - name: "outBeta" - argType: DOUBLE - argIndex: 6 - } -} -opList { - name: "lstmLayer_bp" argDescriptor { name: "dLdx" argType: OUTPUT_TENSOR @@ -10741,6 +10907,40 @@ opList { argType: BOOL argIndex: 7 } + argDescriptor { + name: "cellClip" + argType: DOUBLE + } + argDescriptor { + name: "gateAlpha" + argType: DOUBLE + argIndex: 1 + } + argDescriptor { + name: "gateBeta" + argType: DOUBLE + argIndex: 2 + } + argDescriptor { + name: "cellAlpha" + argType: DOUBLE + argIndex: 3 + } + argDescriptor { + name: "cellBeta" + argType: DOUBLE + argIndex: 4 + } + argDescriptor { + name: "outAlpha" + argType: DOUBLE + argIndex: 5 + } + argDescriptor { + name: "outBeta" + argType: DOUBLE + argIndex: 6 + } argDescriptor { name: "input" argType: INPUT_TENSOR @@ -10800,71 +11000,13 @@ opList { argType: INPUT_TENSOR argIndex: 11 } - argDescriptor { - name: "dataFormat" - argType: INT64 - } - argDescriptor { - name: "directionMode" - argType: INT64 - argIndex: 1 - } - argDescriptor { - name: "gateAct" - argType: INT64 - argIndex: 2 - } - argDescriptor { - name: "cellAct" - argType: INT64 - argIndex: 3 - } - argDescriptor { - name: "outAct" - argType: INT64 - argIndex: 4 - } +} +opList { + name: "lstsq" argDescriptor { name: "dtype" argType: DATA_TYPE } - argDescriptor { - name: "cellClip" - argType: DOUBLE - } - argDescriptor { - name: "gateAlpha" - argType: DOUBLE - argIndex: 1 - } - argDescriptor { - name: "gateBeta" - argType: DOUBLE - argIndex: 2 - } - argDescriptor { - name: "cellAlpha" - argType: DOUBLE - argIndex: 3 - } - argDescriptor { - name: "cellBeta" - argType: DOUBLE - argIndex: 4 - } - argDescriptor { - name: "outAlpha" - argType: DOUBLE - argIndex: 5 - } - argDescriptor { - name: "outBeta" - argType: DOUBLE - argIndex: 6 - } -} -opList { - name: "lstsq" argDescriptor { name: "outputs" argType: OUTPUT_TENSOR @@ -10873,6 +11015,10 @@ opList { name: "fastFlag" argType: BOOL } + argDescriptor { + name: "l2_factor" + argType: DOUBLE + } argDescriptor { name: "a" argType: INPUT_TENSOR @@ -10882,17 +11028,13 @@ opList { argType: INPUT_TENSOR argIndex: 1 } +} +opList { + name: "lu" argDescriptor { name: "dtype" argType: DATA_TYPE } - argDescriptor { - name: "l2_factor" - argType: DOUBLE - } -} -opList { - name: "lu" argDescriptor { name: "outputs" argType: OUTPUT_TENSOR @@ -10906,13 +11048,13 @@ opList { name: "input" argType: INPUT_TENSOR } - argDescriptor { - name: "dtype" - argType: DATA_TYPE - } } opList { name: "manhattan" + argDescriptor { + name: "dimensions" + argType: INT64 + } argDescriptor { name: "outputs" argType: OUTPUT_TENSOR @@ -10935,14 +11077,14 @@ opList { argType: INPUT_TENSOR argIndex: 1 } - argDescriptor { - name: "dimensions" - argType: INT64 - } opDeclarationType: LEGACY_XYZ } opList { name: "match_condition" + argDescriptor { + name: "dimensions" + argType: INT64 + } argDescriptor { name: "outputs" argType: OUTPUT_TENSOR @@ -10951,14 +11093,6 @@ opList { name: "keepDims" argType: BOOL } - argDescriptor { - name: "input" - argType: INPUT_TENSOR - } - argDescriptor { - name: "dimensions" - argType: INT64 - } argDescriptor { name: "compare" argType: DOUBLE @@ -10968,18 +11102,14 @@ opList { argType: DOUBLE argIndex: 1 } - opDeclarationType: LEGACY_XYZ -} -opList { - name: "match_condition_transform" - argDescriptor { - name: "outputs" - argType: OUTPUT_TENSOR - } argDescriptor { name: "input" argType: INPUT_TENSOR } + opDeclarationType: LEGACY_XYZ +} +opList { + name: "match_condition_transform" argDescriptor { name: "mode" argType: INT64 @@ -10988,32 +11118,19 @@ opList { name: "dataType" argType: DATA_TYPE } - argDescriptor { - name: "compare" - argType: DOUBLE - } - opDeclarationType: LEGACY_XYZ -} -opList { - name: "matmul" argDescriptor { name: "outputs" argType: OUTPUT_TENSOR } argDescriptor { - name: "transposeX" - argType: BOOL + name: "compare" + argType: DOUBLE } argDescriptor { - name: "transposeY" - argType: BOOL + name: "eps" + argType: DOUBLE argIndex: 1 } - argDescriptor { - name: "transposeZ" - argType: BOOL - argIndex: 2 - } argDescriptor { name: "input" argType: INPUT_TENSOR @@ -11023,6 +11140,10 @@ opList { argType: INPUT_TENSOR argIndex: 1 } + opDeclarationType: LEGACY_XYZ +} +opList { + name: "matmul" argDescriptor { name: "transX" argType: INT64 @@ -11041,6 +11162,24 @@ opList { name: "dtype" argType: DATA_TYPE } + argDescriptor { + name: "outputs" + argType: OUTPUT_TENSOR + } + argDescriptor { + name: "transposeX" + argType: BOOL + } + argDescriptor { + name: "transposeY" + argType: BOOL + argIndex: 1 + } + argDescriptor { + name: "transposeZ" + argType: BOOL + argIndex: 2 + } argDescriptor { name: "alpha" argType: DOUBLE @@ -11050,9 +11189,36 @@ opList { argType: DOUBLE argIndex: 1 } + argDescriptor { + name: "input" + argType: INPUT_TENSOR + } + argDescriptor { + name: "y" + argType: INPUT_TENSOR + argIndex: 1 + } } opList { name: "matmul_bp" + argDescriptor { + name: "transX" + argType: INT64 + } + argDescriptor { + name: "transY" + argType: INT64 + argIndex: 1 + } + argDescriptor { + name: "transZ" + argType: INT64 + argIndex: 2 + } + argDescriptor { + name: "dtype" + argType: DATA_TYPE + } argDescriptor { name: "dldx" argType: OUTPUT_TENSOR @@ -11062,6 +11228,15 @@ opList { argType: OUTPUT_TENSOR argIndex: 1 } + argDescriptor { + name: "alpha" + argType: DOUBLE + } + argDescriptor { + name: "beta" + argType: DOUBLE + argIndex: 1 + } argDescriptor { name: "input" argType: INPUT_TENSOR @@ -11086,36 +11261,18 @@ opList { argType: INPUT_TENSOR argIndex: 4 } - argDescriptor { - name: "transX" - argType: INT64 - } - argDescriptor { - name: "transY" - argType: INT64 - argIndex: 1 - } - argDescriptor { - name: "transZ" - argType: INT64 - argIndex: 2 - } - argDescriptor { - name: "dtype" - argType: DATA_TYPE - } - argDescriptor { - name: "alpha" - argType: DOUBLE - } - argDescriptor { - name: "beta" - argType: DOUBLE - argIndex: 1 - } } opList { name: "matrix_band_part" + argDescriptor { + name: "minLower" + argType: INT64 + } + argDescriptor { + name: "maxUpper" + argType: INT64 + argIndex: 1 + } argDescriptor { name: "outputs" argType: OUTPUT_TENSOR @@ -11134,19 +11291,14 @@ opList { argType: INPUT_TENSOR argIndex: 2 } - argDescriptor { - name: "minLower" - argType: INT64 - } - argDescriptor { - name: "maxUpper" - argType: INT64 - argIndex: 1 - } opDeclarationType: CONFIGURABLE_OP_IMPL } opList { name: "matrix_determinant" + argDescriptor { + name: "dtype" + argType: DATA_TYPE + } argDescriptor { name: "outputs" argType: OUTPUT_TENSOR @@ -11159,13 +11311,13 @@ opList { name: "input" argType: INPUT_TENSOR } +} +opList { + name: "matrix_diag" argDescriptor { name: "dtype" argType: DATA_TYPE } -} -opList { - name: "matrix_diag" argDescriptor { name: "outputs" argType: OUTPUT_TENSOR @@ -11178,13 +11330,13 @@ opList { name: "diagonal" argType: INPUT_TENSOR } +} +opList { + name: "matrix_diag_part" argDescriptor { name: "dtype" argType: DATA_TYPE } -} -opList { - name: "matrix_diag_part" argDescriptor { name: "outputs" argType: OUTPUT_TENSOR @@ -11197,10 +11349,6 @@ opList { name: "input" argType: INPUT_TENSOR } - argDescriptor { - name: "dtype" - argType: DATA_TYPE - } } opList { name: "matrix_inverse" @@ -11241,6 +11389,10 @@ opList { } opList { name: "max_pairwise" + argDescriptor { + name: "dataType" + argType: DATA_TYPE + } argDescriptor { name: "outputs" argType: OUTPUT_TENSOR @@ -11254,32 +11406,10 @@ opList { argType: INPUT_TENSOR argIndex: 1 } - argDescriptor { - name: "dataType" - argType: DATA_TYPE - } opDeclarationType: LEGACY_XYZ } opList { name: "max_pool_with_argmax" - argDescriptor { - name: "outputs" - argType: OUTPUT_TENSOR - } - argDescriptor { - name: "indices" - argType: OUTPUT_TENSOR - argIndex: 1 - } - argDescriptor { - name: "input" - argType: INPUT_TENSOR - } - argDescriptor { - name: "outArgMax" - argType: INPUT_TENSOR - argIndex: 1 - } argDescriptor { name: "kH" argType: INT64 @@ -11338,6 +11468,24 @@ opList { name: "dtype" argType: DATA_TYPE } + argDescriptor { + name: "outputs" + argType: OUTPUT_TENSOR + } + argDescriptor { + name: "indices" + argType: OUTPUT_TENSOR + argIndex: 1 + } + argDescriptor { + name: "input" + argType: INPUT_TENSOR + } + argDescriptor { + name: "outArgMax" + argType: INPUT_TENSOR + argIndex: 1 + } } opList { name: "max_scalar" @@ -11358,6 +11506,10 @@ opList { } opList { name: "maximum" + argDescriptor { + name: "dataType" + argType: DATA_TYPE + } argDescriptor { name: "outputs" argType: OUTPUT_TENSOR @@ -11375,14 +11527,14 @@ opList { argType: INPUT_TENSOR argIndex: 1 } - argDescriptor { - name: "dataType" - argType: DATA_TYPE - } opDeclarationType: BROADCASTABLE_OP_IMPL } opList { name: "maximum_bp" + argDescriptor { + name: "dtype" + argType: DATA_TYPE + } argDescriptor { name: "gradX" argType: OUTPUT_TENSOR @@ -11406,41 +11558,25 @@ opList { argType: INPUT_TENSOR argIndex: 2 } - argDescriptor { - name: "dtype" - argType: DATA_TYPE - } } opList { name: "maxout" + argDescriptor { + name: "dataType" + argType: DATA_TYPE + } argDescriptor { name: "outputs" argType: OUTPUT_TENSOR } - argDescriptor { - name: "inPlace" - argType: BOOL - } argDescriptor { name: "input" argType: INPUT_TENSOR } - argDescriptor { - name: "dataType" - argType: DATA_TYPE - } opDeclarationType: LEGACY_XYZ } opList { name: "maxpool2d" - argDescriptor { - name: "outputs" - argType: OUTPUT_TENSOR - } - argDescriptor { - name: "input" - argType: INPUT_TENSOR - } argDescriptor { name: "kH" argType: INT64 @@ -11499,22 +11635,17 @@ opList { name: "dtype" argType: DATA_TYPE } + argDescriptor { + name: "outputs" + argType: OUTPUT_TENSOR + } + argDescriptor { + name: "input" + argType: INPUT_TENSOR + } } opList { name: "maxpool2d_bp" - argDescriptor { - name: "gradI" - argType: OUTPUT_TENSOR - } - argDescriptor { - name: "input" - argType: INPUT_TENSOR - } - argDescriptor { - name: "gradO" - argType: INPUT_TENSOR - argIndex: 1 - } argDescriptor { name: "kH" argType: INT64 @@ -11573,98 +11704,6 @@ opList { name: "dtype" argType: DATA_TYPE } -} -opList { - name: "maxpool3dnew" - argDescriptor { - name: "outputs" - argType: OUTPUT_TENSOR - } - argDescriptor { - name: "input" - argType: INPUT_TENSOR - } - argDescriptor { - name: "kD" - argType: INT64 - } - argDescriptor { - name: "kH" - argType: INT64 - argIndex: 1 - } - argDescriptor { - name: "kW" - argType: INT64 - argIndex: 2 - } - argDescriptor { - name: "sD" - argType: INT64 - argIndex: 3 - } - argDescriptor { - name: "sH" - argType: INT64 - argIndex: 4 - } - argDescriptor { - name: "sW" - argType: INT64 - argIndex: 5 - } - argDescriptor { - name: "pD" - argType: INT64 - argIndex: 6 - } - argDescriptor { - name: "pH" - argType: INT64 - argIndex: 7 - } - argDescriptor { - name: "pW" - argType: INT64 - argIndex: 8 - } - argDescriptor { - name: "dD" - argType: INT64 - argIndex: 9 - } - argDescriptor { - name: "dH" - argType: INT64 - argIndex: 10 - } - argDescriptor { - name: "dW" - argType: INT64 - argIndex: 11 - } - argDescriptor { - name: "isSameMode" - argType: INT64 - argIndex: 12 - } - argDescriptor { - name: "extraParam0" - argType: INT64 - argIndex: 13 - } - argDescriptor { - name: "isNCDHW" - argType: INT64 - argIndex: 14 - } - argDescriptor { - name: "dtype" - argType: DATA_TYPE - } -} -opList { - name: "maxpool3dnew_bp" argDescriptor { name: "gradI" argType: OUTPUT_TENSOR @@ -11678,6 +11717,9 @@ opList { argType: INPUT_TENSOR argIndex: 1 } +} +opList { + name: "maxpool3dnew" argDescriptor { name: "kD" argType: INT64 @@ -11756,9 +11798,124 @@ opList { name: "dtype" argType: DATA_TYPE } + argDescriptor { + name: "outputs" + argType: OUTPUT_TENSOR + } + argDescriptor { + name: "input" + argType: INPUT_TENSOR + } + argDescriptor { + name: "arrayOutput" + argType: INPUT_TENSOR + argIndex: 1 + } +} +opList { + name: "maxpool3dnew_bp" + argDescriptor { + name: "kD" + argType: INT64 + } + argDescriptor { + name: "kH" + argType: INT64 + argIndex: 1 + } + argDescriptor { + name: "kW" + argType: INT64 + argIndex: 2 + } + argDescriptor { + name: "sD" + argType: INT64 + argIndex: 3 + } + argDescriptor { + name: "sH" + argType: INT64 + argIndex: 4 + } + argDescriptor { + name: "sW" + argType: INT64 + argIndex: 5 + } + argDescriptor { + name: "pD" + argType: INT64 + argIndex: 6 + } + argDescriptor { + name: "pH" + argType: INT64 + argIndex: 7 + } + argDescriptor { + name: "pW" + argType: INT64 + argIndex: 8 + } + argDescriptor { + name: "dD" + argType: INT64 + argIndex: 9 + } + argDescriptor { + name: "dH" + argType: INT64 + argIndex: 10 + } + argDescriptor { + name: "dW" + argType: INT64 + argIndex: 11 + } + argDescriptor { + name: "isSameMode" + argType: INT64 + argIndex: 12 + } + argDescriptor { + name: "extraParam0" + argType: INT64 + argIndex: 13 + } + argDescriptor { + name: "isNCDHW" + argType: INT64 + argIndex: 14 + } + argDescriptor { + name: "dtype" + argType: DATA_TYPE + } + argDescriptor { + name: "gradI" + argType: OUTPUT_TENSOR + } + argDescriptor { + name: "input" + argType: INPUT_TENSOR + } + argDescriptor { + name: "gradO" + argType: INPUT_TENSOR + argIndex: 1 + } } opList { name: "mean_pairwssqerr_loss" + argDescriptor { + name: "reductionMode" + argType: INT64 + } + argDescriptor { + name: "dtype" + argType: DATA_TYPE + } argDescriptor { name: "outputs" argType: OUTPUT_TENSOR @@ -11777,17 +11934,17 @@ opList { argType: INPUT_TENSOR argIndex: 2 } - argDescriptor { - name: "reductionMode" - argType: INT64 - } - argDescriptor { - name: "dtype" - argType: DATA_TYPE - } } opList { name: "mean_pairwssqerr_loss_grad" + argDescriptor { + name: "reductionMode" + argType: INT64 + } + argDescriptor { + name: "dtype" + argType: DATA_TYPE + } argDescriptor { name: "dLdp" argType: OUTPUT_TENSOR @@ -11816,6 +11973,9 @@ opList { argType: INPUT_TENSOR argIndex: 2 } +} +opList { + name: "mean_sqerr_loss" argDescriptor { name: "reductionMode" argType: INT64 @@ -11824,9 +11984,6 @@ opList { name: "dtype" argType: DATA_TYPE } -} -opList { - name: "mean_sqerr_loss" argDescriptor { name: "outputs" argType: OUTPUT_TENSOR @@ -11845,6 +12002,9 @@ opList { argType: INPUT_TENSOR argIndex: 2 } +} +opList { + name: "mean_sqerr_loss_grad" argDescriptor { name: "reductionMode" argType: INT64 @@ -11853,9 +12013,6 @@ opList { name: "dtype" argType: DATA_TYPE } -} -opList { - name: "mean_sqerr_loss_grad" argDescriptor { name: "dLdp" argType: OUTPUT_TENSOR @@ -11884,14 +12041,6 @@ opList { argType: INPUT_TENSOR argIndex: 2 } - argDescriptor { - name: "reductionMode" - argType: INT64 - } - argDescriptor { - name: "dtype" - argType: DATA_TYPE - } } opList { name: "merge" @@ -11906,6 +12055,10 @@ opList { } opList { name: "mergeadd" + argDescriptor { + name: "dataType" + argType: DATA_TYPE + } argDescriptor { name: "outputs" argType: OUTPUT_TENSOR @@ -11918,14 +12071,14 @@ opList { name: "inArrs" argType: INPUT_TENSOR } - argDescriptor { - name: "dataType" - argType: DATA_TYPE - } opDeclarationType: OP_IMPL } opList { name: "mergeadd_bp" + argDescriptor { + name: "dtype" + argType: DATA_TYPE + } argDescriptor { name: "outArrs" argType: OUTPUT_TENSOR @@ -11939,10 +12092,6 @@ opList { argType: INPUT_TENSOR argIndex: 1 } - argDescriptor { - name: "dtype" - argType: DATA_TYPE - } } opList { name: "mergeavg" @@ -11958,6 +12107,10 @@ opList { } opList { name: "mergeavg_bp" + argDescriptor { + name: "dtype" + argType: DATA_TYPE + } argDescriptor { name: "outArrs" argType: OUTPUT_TENSOR @@ -11971,10 +12124,6 @@ opList { argType: INPUT_TENSOR argIndex: 1 } - argDescriptor { - name: "dtype" - argType: DATA_TYPE - } } opList { name: "mergemax" @@ -11990,6 +12139,10 @@ opList { } opList { name: "mergemax_bp" + argDescriptor { + name: "dtype" + argType: DATA_TYPE + } argDescriptor { name: "outArrs" argType: OUTPUT_TENSOR @@ -12003,21 +12156,9 @@ opList { argType: INPUT_TENSOR argIndex: 1 } - argDescriptor { - name: "dtype" - argType: DATA_TYPE - } } opList { name: "mergemaxindex" - argDescriptor { - name: "outputs" - argType: OUTPUT_TENSOR - } - argDescriptor { - name: "inArrs" - argType: INPUT_TENSOR - } argDescriptor { name: "dataType" argType: INT64 @@ -12026,6 +12167,14 @@ opList { name: "dtype" argType: DATA_TYPE } + argDescriptor { + name: "outputs" + argType: OUTPUT_TENSOR + } + argDescriptor { + name: "inArrs" + argType: INPUT_TENSOR + } } opList { name: "mergesum" @@ -12040,6 +12189,14 @@ opList { } opList { name: "meshgrid" + argDescriptor { + name: "swapFirst2Dims" + argType: INT64 + } + argDescriptor { + name: "dtype" + argType: DATA_TYPE + } argDescriptor { name: "outArrs" argType: OUTPUT_TENSOR @@ -12052,14 +12209,6 @@ opList { name: "inArrs" argType: INPUT_TENSOR } - argDescriptor { - name: "swapFirst2Dims" - argType: INT64 - } - argDescriptor { - name: "dtype" - argType: DATA_TYPE - } } opList { name: "meta_postulate" @@ -12067,6 +12216,15 @@ opList { name: "outputs" argType: OUTPUT_TENSOR } + argDescriptor { + name: "input" + argType: INPUT_TENSOR + } + argDescriptor { + name: "y" + argType: INPUT_TENSOR + argIndex: 1 + } opDeclarationType: LEGACY_XYZ } opList { @@ -12083,31 +12241,26 @@ opList { name: "outputs" argType: OUTPUT_TENSOR } - argDescriptor { - name: "input" - argType: INPUT_TENSOR - } - argDescriptor { - name: "y" - argType: INPUT_TENSOR - argIndex: 1 - } opDeclarationType: LEGACY_XYZ } opList { name: "meta_reduce" - argDescriptor { - name: "outputs" - argType: OUTPUT_TENSOR - } argDescriptor { name: "dimensions" argType: INT64 } + argDescriptor { + name: "outputs" + argType: OUTPUT_TENSOR + } opDeclarationType: LEGACY_XYZ } opList { name: "min_pairwise" + argDescriptor { + name: "dataType" + argType: DATA_TYPE + } argDescriptor { name: "outputs" argType: OUTPUT_TENSOR @@ -12121,14 +12274,14 @@ opList { argType: INPUT_TENSOR argIndex: 1 } - argDescriptor { - name: "dataType" - argType: DATA_TYPE - } opDeclarationType: LEGACY_XYZ } opList { name: "minimum" + argDescriptor { + name: "dataType" + argType: DATA_TYPE + } argDescriptor { name: "outputs" argType: OUTPUT_TENSOR @@ -12146,14 +12299,14 @@ opList { argType: INPUT_TENSOR argIndex: 1 } - argDescriptor { - name: "dataType" - argType: DATA_TYPE - } opDeclarationType: BROADCASTABLE_OP_IMPL } opList { name: "minimum_bp" + argDescriptor { + name: "dtype" + argType: DATA_TYPE + } argDescriptor { name: "gradX" argType: OUTPUT_TENSOR @@ -12177,13 +12330,17 @@ opList { argType: INPUT_TENSOR argIndex: 2 } +} +opList { + name: "mirror_pad" + argDescriptor { + name: "mode" + argType: INT64 + } argDescriptor { name: "dtype" argType: DATA_TYPE } -} -opList { - name: "mirror_pad" argDescriptor { name: "outputs" argType: OUTPUT_TENSOR @@ -12201,17 +12358,13 @@ opList { argType: INPUT_TENSOR argIndex: 1 } - argDescriptor { - name: "mode" - argType: INT64 - } - argDescriptor { - name: "dtype" - argType: DATA_TYPE - } } opList { name: "mish" + argDescriptor { + name: "dataType" + argType: DATA_TYPE + } argDescriptor { name: "outputs" argType: OUTPUT_TENSOR @@ -12224,14 +12377,14 @@ opList { name: "input" argType: INPUT_TENSOR } - argDescriptor { - name: "dataType" - argType: DATA_TYPE - } opDeclarationType: LEGACY_XYZ } opList { name: "mod" + argDescriptor { + name: "dataType" + argType: DATA_TYPE + } argDescriptor { name: "outputs" argType: OUTPUT_TENSOR @@ -12249,14 +12402,14 @@ opList { argType: INPUT_TENSOR argIndex: 1 } - argDescriptor { - name: "dataType" - argType: DATA_TYPE - } opDeclarationType: BROADCASTABLE_OP_IMPL } opList { name: "mod_bp" + argDescriptor { + name: "dtype" + argType: DATA_TYPE + } argDescriptor { name: "gradX" argType: OUTPUT_TENSOR @@ -12284,13 +12437,17 @@ opList { argType: INPUT_TENSOR argIndex: 2 } +} +opList { + name: "moments" + argDescriptor { + name: "dimensions" + argType: INT64 + } argDescriptor { name: "dtype" argType: DATA_TYPE } -} -opList { - name: "moments" argDescriptor { name: "means" argType: OUTPUT_TENSOR @@ -12300,6 +12457,10 @@ opList { argType: OUTPUT_TENSOR argIndex: 1 } + argDescriptor { + name: "keepDims" + argType: DOUBLE + } argDescriptor { name: "input" argType: INPUT_TENSOR @@ -12314,18 +12475,6 @@ opList { argType: INPUT_TENSOR argIndex: 2 } - argDescriptor { - name: "dimensions" - argType: INT64 - } - argDescriptor { - name: "dtype" - argType: DATA_TYPE - } - argDescriptor { - name: "keepDims" - argType: DOUBLE - } } opList { name: "mul_scalar" @@ -12334,18 +12483,30 @@ opList { argType: OUTPUT_TENSOR } argDescriptor { - name: "input" - argType: INPUT_TENSOR + name: "inPlace" + argType: BOOL } argDescriptor { - name: "y" + name: "input" argType: INPUT_TENSOR - argIndex: 1 } opDeclarationType: LEGACY_XYZ } opList { name: "multi_head_dot_product_attention" + argDescriptor { + name: "normalization" + argType: INT64 + } + argDescriptor { + name: "weights" + argType: INT64 + argIndex: 1 + } + argDescriptor { + name: "dtype" + argType: DATA_TYPE + } argDescriptor { name: "outputs" argType: OUTPUT_TENSOR @@ -12398,22 +12559,17 @@ opList { argType: INPUT_TENSOR argIndex: 7 } +} +opList { + name: "multi_head_dot_product_attention_bp" argDescriptor { name: "normalization" argType: INT64 } - argDescriptor { - name: "weights" - argType: INT64 - argIndex: 1 - } argDescriptor { name: "dtype" argType: DATA_TYPE } -} -opList { - name: "multi_head_dot_product_attention_bp" argDescriptor { name: "dLdq" argType: OUTPUT_TENSOR @@ -12496,17 +12652,13 @@ opList { argType: INPUT_TENSOR argIndex: 8 } - argDescriptor { - name: "normalization" - argType: INT64 - } - argDescriptor { - name: "dtype" - argType: DATA_TYPE - } } opList { name: "multiply" + argDescriptor { + name: "dataType" + argType: DATA_TYPE + } argDescriptor { name: "outputs" argType: OUTPUT_TENSOR @@ -12524,14 +12676,14 @@ opList { argType: INPUT_TENSOR argIndex: 1 } - argDescriptor { - name: "dataType" - argType: DATA_TYPE - } opDeclarationType: BROADCASTABLE_OP_IMPL } opList { name: "multiply_bp" + argDescriptor { + name: "dtype" + argType: DATA_TYPE + } argDescriptor { name: "gradX" argType: OUTPUT_TENSOR @@ -12559,13 +12711,13 @@ opList { argType: INPUT_TENSOR argIndex: 2 } - argDescriptor { - name: "dtype" - argType: DATA_TYPE - } } opList { name: "nadam_updater" + argDescriptor { + name: "iteration" + argType: INT64 + } argDescriptor { name: "update" argType: OUTPUT_TENSOR @@ -12580,6 +12732,25 @@ opList { argType: OUTPUT_TENSOR argIndex: 2 } + argDescriptor { + name: "dLr" + argType: DOUBLE + } + argDescriptor { + name: "dBeta1" + argType: DOUBLE + argIndex: 1 + } + argDescriptor { + name: "dBeta2" + argType: DOUBLE + argIndex: 2 + } + argDescriptor { + name: "dEpsilon" + argType: DOUBLE + argIndex: 3 + } argDescriptor { name: "gradient" argType: INPUT_TENSOR @@ -12614,33 +12785,14 @@ opList { argType: INPUT_TENSOR argIndex: 6 } - argDescriptor { - name: "iteration" - argType: INT64 - } - argDescriptor { - name: "dLr" - argType: DOUBLE - } - argDescriptor { - name: "dBeta1" - argType: DOUBLE - argIndex: 1 - } - argDescriptor { - name: "dBeta2" - argType: DOUBLE - argIndex: 2 - } - argDescriptor { - name: "dEpsilon" - argType: DOUBLE - argIndex: 3 - } opDeclarationType: CONFIGURABLE_OP_IMPL } opList { name: "neg" + argDescriptor { + name: "dataType" + argType: DATA_TYPE + } argDescriptor { name: "outputs" argType: OUTPUT_TENSOR @@ -12653,10 +12805,6 @@ opList { name: "input" argType: INPUT_TENSOR } - argDescriptor { - name: "dataType" - argType: DATA_TYPE - } opDeclarationType: LEGACY_XYZ } opList { @@ -12670,6 +12818,15 @@ opList { argType: OUTPUT_TENSOR argIndex: 1 } + argDescriptor { + name: "dLr" + argType: DOUBLE + } + argDescriptor { + name: "dMomentum" + argType: DOUBLE + argIndex: 1 + } argDescriptor { name: "gradient" argType: INPUT_TENSOR @@ -12689,15 +12846,6 @@ opList { argType: INPUT_TENSOR argIndex: 3 } - argDescriptor { - name: "dLr" - argType: DOUBLE - } - argDescriptor { - name: "dMomentum" - argType: DOUBLE - argIndex: 1 - } opDeclarationType: CONFIGURABLE_OP_IMPL } opList { @@ -12706,17 +12854,25 @@ opList { name: "outputs" argType: OUTPUT_TENSOR } - argDescriptor { - name: "input" - argType: INPUT_TENSOR - } argDescriptor { name: "frameName" argType: STRING } + argDescriptor { + name: "input" + argType: INPUT_TENSOR + } } opList { name: "non_max_suppression" + argDescriptor { + name: "maxOutputSize" + argType: INT64 + } + argDescriptor { + name: "dtype" + argType: DATA_TYPE + } argDescriptor { name: "outputs" argType: OUTPUT_TENSOR @@ -12736,7 +12892,7 @@ opList { argIndex: 2 } argDescriptor { - name: "overlayThreshold" + name: "iouThreshold" argType: INPUT_TENSOR argIndex: 3 } @@ -12745,6 +12901,9 @@ opList { argType: INPUT_TENSOR argIndex: 4 } +} +opList { + name: "non_max_suppression_overlaps" argDescriptor { name: "maxOutputSize" argType: INT64 @@ -12754,7 +12913,11 @@ opList { argType: DATA_TYPE } argDescriptor { - name: "iouThreshold" + name: "outputs" + argType: OUTPUT_TENSOR + } + argDescriptor { + name: "overlapThreshold" argType: DOUBLE } argDescriptor { @@ -12762,13 +12925,6 @@ opList { argType: DOUBLE argIndex: 1 } -} -opList { - name: "non_max_suppression_overlaps" - argDescriptor { - name: "outputs" - argType: OUTPUT_TENSOR - } argDescriptor { name: "boxes" argType: INPUT_TENSOR @@ -12778,6 +12934,24 @@ opList { argType: INPUT_TENSOR argIndex: 1 } + argDescriptor { + name: "maxOutSize" + argType: INPUT_TENSOR + argIndex: 2 + } + argDescriptor { + name: "iouThreshold" + argType: INPUT_TENSOR + argIndex: 3 + } + argDescriptor { + name: "scoreThreshold" + argType: INPUT_TENSOR + argIndex: 4 + } +} +opList { + name: "non_max_suppression_v3" argDescriptor { name: "maxOutputSize" argType: INT64 @@ -12786,18 +12960,6 @@ opList { name: "dtype" argType: DATA_TYPE } - argDescriptor { - name: "overlapThreshold" - argType: DOUBLE - } - argDescriptor { - name: "scoreThreshold" - argType: DOUBLE - argIndex: 1 - } -} -opList { - name: "non_max_suppression_v3" argDescriptor { name: "outputs" argType: OUTPUT_TENSOR @@ -12826,14 +12988,6 @@ opList { argType: INPUT_TENSOR argIndex: 4 } - argDescriptor { - name: "maxOutputSize" - argType: INT64 - } - argDescriptor { - name: "dtype" - argType: DATA_TYPE - } } opList { name: "noop" @@ -12850,9 +13004,13 @@ opList { opList { name: "norm" argDescriptor { - name: "outputs" + name: "*output" argType: OUTPUT_TENSOR } + argDescriptor { + name: "mode" + argType: DOUBLE + } argDescriptor { name: "input" argType: INPUT_TENSOR @@ -12862,14 +13020,14 @@ opList { argType: INPUT_TENSOR argIndex: 1 } - argDescriptor { - name: "mode" - argType: DOUBLE - } opDeclarationType: REDUCTION_OP_IMPL } opList { name: "normalize_moments" + argDescriptor { + name: "dtype" + argType: DATA_TYPE + } argDescriptor { name: "resMeans" argType: OUTPUT_TENSOR @@ -12879,6 +13037,10 @@ opList { argType: OUTPUT_TENSOR argIndex: 1 } + argDescriptor { + name: "shift" + argType: DOUBLE + } argDescriptor { name: "counts" argType: INPUT_TENSOR @@ -12903,21 +13065,21 @@ opList { argType: INPUT_TENSOR argIndex: 4 } - argDescriptor { - name: "dtype" - argType: DATA_TYPE - } - argDescriptor { - name: "shift" - argType: DOUBLE - } } opList { name: "not" + argDescriptor { + name: "dataType" + argType: DATA_TYPE + } argDescriptor { name: "outputs" argType: OUTPUT_TENSOR } + argDescriptor { + name: "comparable" + argType: DOUBLE + } argDescriptor { name: "input" argType: INPUT_TENSOR @@ -12927,18 +13089,14 @@ opList { argType: INPUT_TENSOR argIndex: 1 } - argDescriptor { - name: "dataType" - argType: DATA_TYPE - } - argDescriptor { - name: "comparable" - argType: DOUBLE - } opDeclarationType: LEGACY_XYZ } opList { name: "not_equals" + argDescriptor { + name: "dataType" + argType: DATA_TYPE + } argDescriptor { name: "outputs" argType: OUTPUT_TENSOR @@ -12956,10 +13114,6 @@ opList { argType: INPUT_TENSOR argIndex: 1 } - argDescriptor { - name: "dataType" - argType: DATA_TYPE - } opDeclarationType: BROADCASTABLE_BOOL_OP_IMPL } opList { @@ -12996,6 +13150,14 @@ opList { } opList { name: "nth_element" + argDescriptor { + name: "reverse" + argType: INT64 + } + argDescriptor { + name: "dtype" + argType: DATA_TYPE + } argDescriptor { name: "outputs" argType: OUTPUT_TENSOR @@ -13013,17 +13175,13 @@ opList { argType: INPUT_TENSOR argIndex: 1 } - argDescriptor { - name: "reverse" - argType: INT64 - } - argDescriptor { - name: "dtype" - argType: DATA_TYPE - } } opList { name: "old_assign" + argDescriptor { + name: "dataType" + argType: DATA_TYPE + } argDescriptor { name: "outputs" argType: OUTPUT_TENSOR @@ -13036,18 +13194,41 @@ opList { name: "input" argType: INPUT_TENSOR } - argDescriptor { - name: "dataType" - argType: DATA_TYPE - } opDeclarationType: LEGACY_XYZ } opList { name: "onehot" + argDescriptor { + name: "dimensions" + argType: INT64 + } + argDescriptor { + name: "depth" + argType: INT64 + argIndex: 1 + } + argDescriptor { + name: "dataType" + argType: INT64 + argIndex: 2 + } + argDescriptor { + name: "dtype" + argType: DATA_TYPE + } argDescriptor { name: "outputs" argType: OUTPUT_TENSOR } + argDescriptor { + name: "on" + argType: DOUBLE + } + argDescriptor { + name: "off" + argType: DOUBLE + argIndex: 1 + } argDescriptor { name: "input" argType: INPUT_TENSOR @@ -13067,36 +13248,13 @@ opList { argType: INPUT_TENSOR argIndex: 3 } - argDescriptor { - name: "dimensions" - argType: INT64 - } - argDescriptor { - name: "depth" - argType: INT64 - argIndex: 1 - } - argDescriptor { - name: "dataType" - argType: INT64 - argIndex: 2 - } - argDescriptor { - name: "dtype" - argType: DATA_TYPE - } - argDescriptor { - name: "on" - argType: DOUBLE - } - argDescriptor { - name: "off" - argType: DOUBLE - argIndex: 1 - } } opList { name: "oneminus" + argDescriptor { + name: "dataType" + argType: DATA_TYPE + } argDescriptor { name: "outputs" argType: OUTPUT_TENSOR @@ -13109,22 +13267,10 @@ opList { name: "input" argType: INPUT_TENSOR } - argDescriptor { - name: "dataType" - argType: DATA_TYPE - } opDeclarationType: LEGACY_XYZ } opList { name: "ones_as" - argDescriptor { - name: "outputs" - argType: OUTPUT_TENSOR - } - argDescriptor { - name: "input" - argType: INPUT_TENSOR - } argDescriptor { name: "dataType" argType: INT64 @@ -13133,9 +13279,21 @@ opList { name: "dtype" argType: DATA_TYPE } + argDescriptor { + name: "outputs" + argType: OUTPUT_TENSOR + } + argDescriptor { + name: "input" + argType: INPUT_TENSOR + } } opList { name: "or" + argDescriptor { + name: "dataType" + argType: DATA_TYPE + } argDescriptor { name: "outputs" argType: OUTPUT_TENSOR @@ -13144,23 +13302,14 @@ opList { name: "inPlace" argType: BOOL } - argDescriptor { - name: "input" - argType: INPUT_TENSOR - } - argDescriptor { - name: "y" - argType: INPUT_TENSOR - argIndex: 1 - } - argDescriptor { - name: "dataType" - argType: DATA_TYPE - } argDescriptor { name: "comparable" argType: DOUBLE } + argDescriptor { + name: "input" + argType: INPUT_TENSOR + } opDeclarationType: LEGACY_XYZ } opList { @@ -13181,6 +13330,10 @@ opList { } opList { name: "order" + argDescriptor { + name: "dtype" + argType: DATA_TYPE + } argDescriptor { name: "outputs" argType: OUTPUT_TENSOR @@ -13189,17 +13342,25 @@ opList { name: "input" argType: INPUT_TENSOR } - argDescriptor { - name: "dtype" - argType: DATA_TYPE - } } opList { name: "pad" + argDescriptor { + name: "mode" + argType: INT64 + } + argDescriptor { + name: "dtype" + argType: DATA_TYPE + } argDescriptor { name: "outputs" argType: OUTPUT_TENSOR } + argDescriptor { + name: "padValue" + argType: DOUBLE + } argDescriptor { name: "input" argType: INPUT_TENSOR @@ -13209,21 +13370,13 @@ opList { argType: INPUT_TENSOR argIndex: 1 } - argDescriptor { - name: "mode" - argType: INT64 - } +} +opList { + name: "parallel_stack" argDescriptor { name: "dtype" argType: DATA_TYPE } - argDescriptor { - name: "padValue" - argType: DOUBLE - } -} -opList { - name: "parallel_stack" argDescriptor { name: "outputs" argType: OUTPUT_TENSOR @@ -13237,21 +13390,9 @@ opList { argType: INPUT_TENSOR argIndex: 1 } - argDescriptor { - name: "dtype" - argType: DATA_TYPE - } } opList { name: "percentile" - argDescriptor { - name: "outputs" - argType: OUTPUT_TENSOR - } - argDescriptor { - name: "input" - argType: INPUT_TENSOR - } argDescriptor { name: "dimensions" argType: INT64 @@ -13260,6 +13401,10 @@ opList { name: "dtype" argType: DATA_TYPE } + argDescriptor { + name: "outputs" + argType: OUTPUT_TENSOR + } argDescriptor { name: "q" argType: DOUBLE @@ -13274,9 +13419,21 @@ opList { argType: DOUBLE argIndex: 2 } + argDescriptor { + name: "input" + argType: INPUT_TENSOR + } } opList { name: "permute" + argDescriptor { + name: "reverseDims" + argType: INT64 + } + argDescriptor { + name: "dtype" + argType: DATA_TYPE + } argDescriptor { name: "outputs" argType: OUTPUT_TENSOR @@ -13286,18 +13443,10 @@ opList { argType: INPUT_TENSOR } argDescriptor { - name: "permuteDims" + name: "permutationVector" argType: INPUT_TENSOR argIndex: 1 } - argDescriptor { - name: "reverseDims" - argType: INT64 - } - argDescriptor { - name: "dtype" - argType: DATA_TYPE - } } opList { name: "pick_list" @@ -13318,14 +13467,6 @@ opList { } opList { name: "pnormpool2d" - argDescriptor { - name: "outputs" - argType: OUTPUT_TENSOR - } - argDescriptor { - name: "input" - argType: INPUT_TENSOR - } argDescriptor { name: "kY" argType: INT64 @@ -13384,22 +13525,17 @@ opList { name: "dtype" argType: DATA_TYPE } -} -opList { - name: "pnormpool2d_bp" argDescriptor { - name: "gradI" + name: "outputs" argType: OUTPUT_TENSOR } argDescriptor { name: "input" argType: INPUT_TENSOR } - argDescriptor { - name: "gradO" - argType: INPUT_TENSOR - argIndex: 1 - } +} +opList { + name: "pnormpool2d_bp" argDescriptor { name: "kH" argType: INT64 @@ -13458,13 +13594,39 @@ opList { name: "dtype" argType: DATA_TYPE } + argDescriptor { + name: "gradI" + argType: OUTPUT_TENSOR + } argDescriptor { name: "eps" argType: DOUBLE } + argDescriptor { + name: "input" + argType: INPUT_TENSOR + } + argDescriptor { + name: "gradO" + argType: INPUT_TENSOR + argIndex: 1 + } } opList { name: "pointwise_conv2d" + argDescriptor { + name: "isNCHW" + argType: INT64 + } + argDescriptor { + name: "wFormat" + argType: INT64 + argIndex: 1 + } + argDescriptor { + name: "dtype" + argType: DATA_TYPE + } argDescriptor { name: "outputs" argType: OUTPUT_TENSOR @@ -13483,19 +13645,6 @@ opList { argType: INPUT_TENSOR argIndex: 2 } - argDescriptor { - name: "isNCHW" - argType: INT64 - } - argDescriptor { - name: "wFormat" - argType: INT64 - argIndex: 1 - } - argDescriptor { - name: "dtype" - argType: DATA_TYPE - } } opList { name: "polygamma" @@ -13544,6 +13693,10 @@ opList { name: "inPlace" argType: BOOL } + argDescriptor { + name: "pow" + argType: DOUBLE + } argDescriptor { name: "input" argType: INPUT_TENSOR @@ -13553,14 +13706,14 @@ opList { argType: INPUT_TENSOR argIndex: 1 } - argDescriptor { - name: "pow" - argType: DOUBLE - } opDeclarationType: LEGACY_XYZ } opList { name: "pow_pairwise" + argDescriptor { + name: "dataType" + argType: DATA_TYPE + } argDescriptor { name: "outputs" argType: OUTPUT_TENSOR @@ -13578,14 +13731,14 @@ opList { argType: INPUT_TENSOR argIndex: 1 } - argDescriptor { - name: "dataType" - argType: DATA_TYPE - } opDeclarationType: LEGACY_XYZ } opList { name: "precise_gelu" + argDescriptor { + name: "dataType" + argType: DATA_TYPE + } argDescriptor { name: "outputs" argType: OUTPUT_TENSOR @@ -13603,14 +13756,14 @@ opList { name: "input" argType: INPUT_TENSOR } - argDescriptor { - name: "dataType" - argType: DATA_TYPE - } opDeclarationType: LEGACY_XYZ } opList { name: "prelu" + argDescriptor { + name: "sharedAxes" + argType: INT64 + } argDescriptor { name: "outputs" argType: OUTPUT_TENSOR @@ -13624,14 +13777,14 @@ opList { argType: INPUT_TENSOR argIndex: 1 } - argDescriptor { - name: "sharedAxes" - argType: INT64 - } opDeclarationType: CONFIGURABLE_OP_IMPL } opList { name: "prelu_bp" + argDescriptor { + name: "sharedAxes" + argType: INT64 + } argDescriptor { name: "dLdI" argType: OUTPUT_TENSOR @@ -13665,14 +13818,14 @@ opList { argType: INPUT_TENSOR argIndex: 4 } - argDescriptor { - name: "sharedAxes" - argType: INT64 - } opDeclarationType: CONFIGURABLE_OP_IMPL } opList { name: "print_affinity" + argDescriptor { + name: "dtype" + argType: DATA_TYPE + } argDescriptor { name: "outputs" argType: OUTPUT_TENSOR @@ -13681,13 +13834,13 @@ opList { name: "input" argType: INPUT_TENSOR } +} +opList { + name: "print_variable" argDescriptor { name: "dtype" argType: DATA_TYPE } -} -opList { - name: "print_variable" argDescriptor { name: "outputs" argType: OUTPUT_TENSOR @@ -13705,10 +13858,6 @@ opList { argType: INPUT_TENSOR argIndex: 1 } - argDescriptor { - name: "dtype" - argType: DATA_TYPE - } } opList { name: "probablistic_merge" @@ -13716,6 +13865,10 @@ opList { name: "outputs" argType: OUTPUT_TENSOR } + argDescriptor { + name: "probability" + argType: DOUBLE + } argDescriptor { name: "input" argType: INPUT_TENSOR @@ -13725,14 +13878,14 @@ opList { argType: INPUT_TENSOR argIndex: 1 } - argDescriptor { - name: "probability" - argType: DOUBLE - } opDeclarationType: LEGACY_XYZ } opList { name: "qr" + argDescriptor { + name: "dtype" + argType: DATA_TYPE + } argDescriptor { name: "outputQ" argType: OUTPUT_TENSOR @@ -13750,32 +13903,36 @@ opList { name: "input" argType: INPUT_TENSOR } +} +opList { + name: "random_bernoulli" argDescriptor { name: "dtype" argType: DATA_TYPE } -} -opList { - name: "random_bernoulli" argDescriptor { name: "outputs" argType: OUTPUT_TENSOR } + argDescriptor { + name: "f" + argType: DOUBLE + } argDescriptor { name: "input" argType: INPUT_TENSOR } +} +opList { + name: "random_crop" + argDescriptor { + name: "seed" + argType: INT64 + } argDescriptor { name: "dtype" argType: DATA_TYPE } - argDescriptor { - name: "f" - argType: DOUBLE - } -} -opList { - name: "random_crop" argDescriptor { name: "outputs" argType: OUTPUT_TENSOR @@ -13789,21 +13946,9 @@ opList { argType: INPUT_TENSOR argIndex: 1 } - argDescriptor { - name: "seed" - argType: INT64 - } - argDescriptor { - name: "dtype" - argType: DATA_TYPE - } } opList { name: "random_exponential" - argDescriptor { - name: "outputs" - argType: OUTPUT_TENSOR - } argDescriptor { name: "shape" argType: INT64 @@ -13812,6 +13957,10 @@ opList { name: "dtype" argType: DATA_TYPE } + argDescriptor { + name: "outputs" + argType: OUTPUT_TENSOR + } argDescriptor { name: "lambda" argType: DOUBLE @@ -13819,6 +13968,14 @@ opList { } opList { name: "random_gamma" + argDescriptor { + name: "seed" + argType: INT64 + } + argDescriptor { + name: "dtype" + argType: DATA_TYPE + } argDescriptor { name: "outputs" argType: OUTPUT_TENSOR @@ -13837,17 +13994,17 @@ opList { argType: INPUT_TENSOR argIndex: 2 } +} +opList { + name: "random_multinomial" argDescriptor { - name: "seed" + name: "dimC" argType: INT64 } argDescriptor { name: "dtype" argType: DATA_TYPE } -} -opList { - name: "random_multinomial" argDescriptor { name: "outputs" argType: OUTPUT_TENSOR @@ -13861,17 +14018,13 @@ opList { argType: INPUT_TENSOR argIndex: 1 } - argDescriptor { - name: "dimC" - argType: INT64 - } +} +opList { + name: "random_normal" argDescriptor { name: "dtype" argType: DATA_TYPE } -} -opList { - name: "random_normal" argDescriptor { name: "outputs" argType: OUTPUT_TENSOR @@ -13880,13 +14033,17 @@ opList { name: "input" argType: INPUT_TENSOR } +} +opList { + name: "random_poisson" + argDescriptor { + name: "seed" + argType: INT64 + } argDescriptor { name: "dtype" argType: DATA_TYPE } -} -opList { - name: "random_poisson" argDescriptor { name: "outputs" argType: OUTPUT_TENSOR @@ -13900,17 +14057,13 @@ opList { argType: INPUT_TENSOR argIndex: 1 } - argDescriptor { - name: "seed" - argType: INT64 - } - argDescriptor { - name: "dtype" - argType: DATA_TYPE - } } opList { name: "random_shuffle" + argDescriptor { + name: "seeds" + argType: INT64 + } argDescriptor { name: "outputs" argType: OUTPUT_TENSOR @@ -13919,10 +14072,6 @@ opList { name: "input" argType: INPUT_TENSOR } - argDescriptor { - name: "seeds" - argType: INT64 - } opDeclarationType: OP_IMPL } opList { @@ -13931,10 +14080,6 @@ opList { name: "outputs" argType: OUTPUT_TENSOR } - argDescriptor { - name: "shape" - argType: INPUT_TENSOR - } argDescriptor { name: "mean" argType: DOUBLE @@ -13944,27 +14089,13 @@ opList { argType: DOUBLE argIndex: 1 } -} -opList { - name: "randomuniform" - argDescriptor { - name: "outputs" - argType: OUTPUT_TENSOR - } argDescriptor { name: "shape" argType: INPUT_TENSOR } - argDescriptor { - name: "min" - argType: INPUT_TENSOR - argIndex: 1 - } - argDescriptor { - name: "max" - argType: INPUT_TENSOR - argIndex: 2 - } +} +opList { + name: "randomuniform" argDescriptor { name: "dtype" argType: INT64 @@ -13978,6 +14109,10 @@ opList { name: "dataType" argType: DATA_TYPE } + argDescriptor { + name: "outputs" + argType: OUTPUT_TENSOR + } argDescriptor { name: "min" argType: DOUBLE @@ -13987,27 +14122,23 @@ opList { argType: DOUBLE argIndex: 1 } -} -opList { - name: "range" argDescriptor { - name: "outputs" - argType: OUTPUT_TENSOR - } - argDescriptor { - name: "from" + name: "shape" argType: INPUT_TENSOR } argDescriptor { - name: "to" + name: "min" argType: INPUT_TENSOR argIndex: 1 } argDescriptor { - name: "step" + name: "max" argType: INPUT_TENSOR argIndex: 2 } +} +opList { + name: "range" argDescriptor { name: "from" argType: INT64 @@ -14026,6 +14157,10 @@ opList { name: "dtype" argType: DATA_TYPE } + argDescriptor { + name: "outputs" + argType: OUTPUT_TENSOR + } argDescriptor { name: "from" argType: DOUBLE @@ -14040,9 +14175,27 @@ opList { argType: DOUBLE argIndex: 2 } + argDescriptor { + name: "from" + argType: INPUT_TENSOR + } + argDescriptor { + name: "to" + argType: INPUT_TENSOR + argIndex: 1 + } + argDescriptor { + name: "step" + argType: INPUT_TENSOR + argIndex: 2 + } } opList { name: "rank" + argDescriptor { + name: "dtype" + argType: DATA_TYPE + } argDescriptor { name: "outputs" argType: OUTPUT_TENSOR @@ -14055,13 +14208,13 @@ opList { name: "input" argType: INPUT_TENSOR } - argDescriptor { - name: "dtype" - argType: DATA_TYPE - } } opList { name: "rational_tanh" + argDescriptor { + name: "dataType" + argType: DATA_TYPE + } argDescriptor { name: "outputs" argType: OUTPUT_TENSOR @@ -14074,14 +14227,14 @@ opList { name: "input" argType: INPUT_TENSOR } - argDescriptor { - name: "dataType" - argType: DATA_TYPE - } opDeclarationType: LEGACY_XYZ } opList { name: "rational_tanh_derivative" + argDescriptor { + name: "dataType" + argType: DATA_TYPE + } argDescriptor { name: "outputs" argType: OUTPUT_TENSOR @@ -14094,10 +14247,6 @@ opList { name: "input" argType: INPUT_TENSOR } - argDescriptor { - name: "dataType" - argType: DATA_TYPE - } opDeclarationType: LEGACY_XYZ } opList { @@ -14135,18 +14284,27 @@ opList { name: "outputs" argType: OUTPUT_TENSOR } - argDescriptor { - name: "inPlace" - argType: BOOL - } argDescriptor { name: "input" argType: INPUT_TENSOR } + argDescriptor { + name: "y" + argType: INPUT_TENSOR + argIndex: 1 + } opDeclarationType: LEGACY_XYZ } opList { name: "read_list" + argDescriptor { + name: "index" + argType: INT64 + } + argDescriptor { + name: "importDataType" + argType: DATA_TYPE + } argDescriptor { name: "outputs" argType: OUTPUT_TENSOR @@ -14160,18 +14318,14 @@ opList { argType: INPUT_TENSOR argIndex: 1 } - argDescriptor { - name: "index" - argType: INT64 - } - argDescriptor { - name: "importDataType" - argType: DATA_TYPE - } opDeclarationType: LIST_OP_IMPL } opList { name: "realdiv" + argDescriptor { + name: "dataType" + argType: DATA_TYPE + } argDescriptor { name: "outputs" argType: OUTPUT_TENSOR @@ -14189,14 +14343,14 @@ opList { argType: INPUT_TENSOR argIndex: 1 } - argDescriptor { - name: "dataType" - argType: DATA_TYPE - } opDeclarationType: BROADCASTABLE_OP_IMPL } opList { name: "realdiv_bp" + argDescriptor { + name: "dtype" + argType: DATA_TYPE + } argDescriptor { name: "gradX" argType: OUTPUT_TENSOR @@ -14220,13 +14374,13 @@ opList { argType: INPUT_TENSOR argIndex: 2 } - argDescriptor { - name: "dtype" - argType: DATA_TYPE - } } opList { name: "rectified_tanh" + argDescriptor { + name: "dataType" + argType: DATA_TYPE + } argDescriptor { name: "outputs" argType: OUTPUT_TENSOR @@ -14239,14 +14393,14 @@ opList { name: "input" argType: INPUT_TENSOR } - argDescriptor { - name: "dataType" - argType: DATA_TYPE - } opDeclarationType: LEGACY_XYZ } opList { name: "rectified_tanh_derivative" + argDescriptor { + name: "dataType" + argType: DATA_TYPE + } argDescriptor { name: "outputs" argType: OUTPUT_TENSOR @@ -14259,10 +14413,6 @@ opList { name: "input" argType: INPUT_TENSOR } - argDescriptor { - name: "dataType" - argType: DATA_TYPE - } opDeclarationType: LEGACY_XYZ } opList { @@ -14296,6 +14446,14 @@ opList { } opList { name: "reduce_dot_bp" + argDescriptor { + name: "dimensions" + argType: INT64 + } + argDescriptor { + name: "dtype" + argType: DATA_TYPE + } argDescriptor { name: "gradX" argType: OUTPUT_TENSOR @@ -14333,34 +14491,9 @@ opList { argType: INPUT_TENSOR argIndex: 4 } - argDescriptor { - name: "dimensions" - argType: INT64 - } - argDescriptor { - name: "dtype" - argType: DATA_TYPE - } } opList { name: "reduce_logsumexp" - argDescriptor { - name: "outputs" - argType: OUTPUT_TENSOR - } - argDescriptor { - name: "keepDim" - argType: BOOL - } - argDescriptor { - name: "input" - argType: INPUT_TENSOR - } - argDescriptor { - name: "dimensions" - argType: INPUT_TENSOR - argIndex: 1 - } argDescriptor { name: "dimensions" argType: INT64 @@ -14369,13 +14502,38 @@ opList { name: "dtype" argType: DATA_TYPE } + argDescriptor { + name: "outputs" + argType: OUTPUT_TENSOR + } argDescriptor { name: "keepDims" argType: DOUBLE } + argDescriptor { + name: "keepDims" + argType: BOOL + } + argDescriptor { + name: "input" + argType: INPUT_TENSOR + } + argDescriptor { + name: "dimensions" + argType: INPUT_TENSOR + argIndex: 1 + } } opList { name: "reduce_max" + argDescriptor { + name: "dimensions" + argType: INT64 + } + argDescriptor { + name: "dtype" + argType: DATA_TYPE + } argDescriptor { name: "outputs" argType: OUTPUT_TENSOR @@ -14393,17 +14551,17 @@ opList { argType: INPUT_TENSOR argIndex: 1 } - argDescriptor { - name: "dimensions" - argType: INT64 - } - argDescriptor { - name: "dtype" - argType: DATA_TYPE - } } opList { name: "reduce_max_bp" + argDescriptor { + name: "dimensions" + argType: INT64 + } + argDescriptor { + name: "dtype" + argType: DATA_TYPE + } argDescriptor { name: "gradI" argType: OUTPUT_TENSOR @@ -14426,17 +14584,17 @@ opList { argType: INPUT_TENSOR argIndex: 2 } - argDescriptor { - name: "dimensions" - argType: INT64 - } - argDescriptor { - name: "dtype" - argType: DATA_TYPE - } } opList { name: "reduce_mean" + argDescriptor { + name: "dimensions" + argType: INT64 + } + argDescriptor { + name: "dtype" + argType: DATA_TYPE + } argDescriptor { name: "outputs" argType: OUTPUT_TENSOR @@ -14454,17 +14612,17 @@ opList { argType: INPUT_TENSOR argIndex: 1 } - argDescriptor { - name: "dimensions" - argType: INT64 - } - argDescriptor { - name: "dtype" - argType: DATA_TYPE - } } opList { name: "reduce_mean_bp" + argDescriptor { + name: "dimensions" + argType: INT64 + } + argDescriptor { + name: "dtype" + argType: DATA_TYPE + } argDescriptor { name: "gradI" argType: OUTPUT_TENSOR @@ -14487,17 +14645,17 @@ opList { argType: INPUT_TENSOR argIndex: 2 } - argDescriptor { - name: "dimensions" - argType: INT64 - } - argDescriptor { - name: "dtype" - argType: DATA_TYPE - } } opList { name: "reduce_min" + argDescriptor { + name: "dimensions" + argType: INT64 + } + argDescriptor { + name: "dtype" + argType: DATA_TYPE + } argDescriptor { name: "outputs" argType: OUTPUT_TENSOR @@ -14515,17 +14673,17 @@ opList { argType: INPUT_TENSOR argIndex: 1 } - argDescriptor { - name: "dimensions" - argType: INT64 - } - argDescriptor { - name: "dtype" - argType: DATA_TYPE - } } opList { name: "reduce_min_bp" + argDescriptor { + name: "dimensions" + argType: INT64 + } + argDescriptor { + name: "dtype" + argType: DATA_TYPE + } argDescriptor { name: "gradI" argType: OUTPUT_TENSOR @@ -14548,17 +14706,17 @@ opList { argType: INPUT_TENSOR argIndex: 2 } - argDescriptor { - name: "dimensions" - argType: INT64 - } - argDescriptor { - name: "dtype" - argType: DATA_TYPE - } } opList { name: "reduce_norm1" + argDescriptor { + name: "dimensions" + argType: INT64 + } + argDescriptor { + name: "dtype" + argType: DATA_TYPE + } argDescriptor { name: "outputs" argType: OUTPUT_TENSOR @@ -14576,17 +14734,17 @@ opList { argType: INPUT_TENSOR argIndex: 1 } - argDescriptor { - name: "dimensions" - argType: INT64 - } - argDescriptor { - name: "dtype" - argType: DATA_TYPE - } } opList { name: "reduce_norm1_bp" + argDescriptor { + name: "dimensions" + argType: INT64 + } + argDescriptor { + name: "dtype" + argType: DATA_TYPE + } argDescriptor { name: "gradI" argType: OUTPUT_TENSOR @@ -14609,17 +14767,17 @@ opList { argType: INPUT_TENSOR argIndex: 2 } - argDescriptor { - name: "dimensions" - argType: INT64 - } - argDescriptor { - name: "dtype" - argType: DATA_TYPE - } } opList { name: "reduce_norm2" + argDescriptor { + name: "dimensions" + argType: INT64 + } + argDescriptor { + name: "dtype" + argType: DATA_TYPE + } argDescriptor { name: "outputs" argType: OUTPUT_TENSOR @@ -14637,17 +14795,17 @@ opList { argType: INPUT_TENSOR argIndex: 1 } - argDescriptor { - name: "dimensions" - argType: INT64 - } - argDescriptor { - name: "dtype" - argType: DATA_TYPE - } } opList { name: "reduce_norm2_bp" + argDescriptor { + name: "dimensions" + argType: INT64 + } + argDescriptor { + name: "dtype" + argType: DATA_TYPE + } argDescriptor { name: "gradI" argType: OUTPUT_TENSOR @@ -14670,17 +14828,13 @@ opList { argType: INPUT_TENSOR argIndex: 2 } - argDescriptor { - name: "dimensions" - argType: INT64 - } - argDescriptor { - name: "dtype" - argType: DATA_TYPE - } } opList { name: "reduce_norm_max" + argDescriptor { + name: "dtype" + argType: DATA_TYPE + } argDescriptor { name: "outputs" argType: OUTPUT_TENSOR @@ -14698,13 +14852,17 @@ opList { argType: INPUT_TENSOR argIndex: 1 } +} +opList { + name: "reduce_norm_max_bp" + argDescriptor { + name: "dimensions" + argType: INT64 + } argDescriptor { name: "dtype" argType: DATA_TYPE } -} -opList { - name: "reduce_norm_max_bp" argDescriptor { name: "gradI" argType: OUTPUT_TENSOR @@ -14727,17 +14885,13 @@ opList { argType: INPUT_TENSOR argIndex: 2 } +} +opList { + name: "reduce_normmax" argDescriptor { name: "dimensions" argType: INT64 } - argDescriptor { - name: "dtype" - argType: DATA_TYPE - } -} -opList { - name: "reduce_normmax" argDescriptor { name: "outputs" argType: OUTPUT_TENSOR @@ -14755,14 +14909,18 @@ opList { argType: INPUT_TENSOR argIndex: 1 } - argDescriptor { - name: "dimensions" - argType: INT64 - } opDeclarationType: LEGACY_XYZ } opList { name: "reduce_prod" + argDescriptor { + name: "dimensions" + argType: INT64 + } + argDescriptor { + name: "dtype" + argType: DATA_TYPE + } argDescriptor { name: "outputs" argType: OUTPUT_TENSOR @@ -14780,17 +14938,17 @@ opList { argType: INPUT_TENSOR argIndex: 1 } - argDescriptor { - name: "dimensions" - argType: INT64 - } - argDescriptor { - name: "dtype" - argType: DATA_TYPE - } } opList { name: "reduce_prod_bp" + argDescriptor { + name: "dimensions" + argType: INT64 + } + argDescriptor { + name: "dtype" + argType: DATA_TYPE + } argDescriptor { name: "gradI" argType: OUTPUT_TENSOR @@ -14813,17 +14971,17 @@ opList { argType: INPUT_TENSOR argIndex: 2 } - argDescriptor { - name: "dimensions" - argType: INT64 - } - argDescriptor { - name: "dtype" - argType: DATA_TYPE - } } opList { name: "reduce_sqnorm" + argDescriptor { + name: "dimensions" + argType: INT64 + } + argDescriptor { + name: "dtype" + argType: DATA_TYPE + } argDescriptor { name: "gradI" argType: OUTPUT_TENSOR @@ -14841,6 +14999,9 @@ opList { argType: INPUT_TENSOR argIndex: 1 } +} +opList { + name: "reduce_sqnorm_bp" argDescriptor { name: "dimensions" argType: INT64 @@ -14849,9 +15010,6 @@ opList { name: "dtype" argType: DATA_TYPE } -} -opList { - name: "reduce_sqnorm_bp" argDescriptor { name: "gradI" argType: OUTPUT_TENSOR @@ -14874,34 +15032,17 @@ opList { argType: INPUT_TENSOR argIndex: 2 } - argDescriptor { - name: "dimensions" - argType: INT64 - } - argDescriptor { - name: "dtype" - argType: DATA_TYPE - } } opList { name: "reduce_stdev" - argDescriptor { - name: "outputs" - argType: OUTPUT_TENSOR - } - argDescriptor { - name: "input" - argType: INPUT_TENSOR - } - argDescriptor { - name: "dimensions" - argType: INPUT_TENSOR - argIndex: 1 - } argDescriptor { name: "dtype" argType: DATA_TYPE } + argDescriptor { + name: "outputs" + argType: OUTPUT_TENSOR + } argDescriptor { name: "keepDims" argType: DOUBLE @@ -14911,9 +15052,26 @@ opList { argType: DOUBLE argIndex: 1 } + argDescriptor { + name: "input" + argType: INPUT_TENSOR + } + argDescriptor { + name: "dimensions" + argType: INPUT_TENSOR + argIndex: 1 + } } opList { name: "reduce_stdev_bp" + argDescriptor { + name: "dimensions" + argType: INT64 + } + argDescriptor { + name: "dtype" + argType: DATA_TYPE + } argDescriptor { name: "gradI" argType: OUTPUT_TENSOR @@ -14927,6 +15085,15 @@ opList { argType: BOOL argIndex: 1 } + argDescriptor { + name: "keepDims" + argType: DOUBLE + } + argDescriptor { + name: "biasCorrected" + argType: DOUBLE + argIndex: 1 + } argDescriptor { name: "input" argType: INPUT_TENSOR @@ -14941,26 +15108,17 @@ opList { argType: INPUT_TENSOR argIndex: 2 } - argDescriptor { - name: "dimensions" - argType: INT64 - } - argDescriptor { - name: "dtype" - argType: DATA_TYPE - } - argDescriptor { - name: "keepDims" - argType: DOUBLE - } - argDescriptor { - name: "biasCorrected" - argType: DOUBLE - argIndex: 1 - } } opList { name: "reduce_sum" + argDescriptor { + name: "dimensions" + argType: INT64 + } + argDescriptor { + name: "dtype" + argType: DATA_TYPE + } argDescriptor { name: "outputs" argType: OUTPUT_TENSOR @@ -14978,6 +15136,9 @@ opList { argType: INPUT_TENSOR argIndex: 1 } +} +opList { + name: "reduce_sum_bp" argDescriptor { name: "dimensions" argType: INT64 @@ -14986,9 +15147,6 @@ opList { name: "dtype" argType: DATA_TYPE } -} -opList { - name: "reduce_sum_bp" argDescriptor { name: "gradI" argType: OUTPUT_TENSOR @@ -15011,34 +15169,17 @@ opList { argType: INPUT_TENSOR argIndex: 2 } - argDescriptor { - name: "dimensions" - argType: INT64 - } - argDescriptor { - name: "dtype" - argType: DATA_TYPE - } } opList { name: "reduce_variance" - argDescriptor { - name: "outputs" - argType: OUTPUT_TENSOR - } - argDescriptor { - name: "input" - argType: INPUT_TENSOR - } - argDescriptor { - name: "dimensions" - argType: INPUT_TENSOR - argIndex: 1 - } argDescriptor { name: "dtype" argType: DATA_TYPE } + argDescriptor { + name: "outputs" + argType: OUTPUT_TENSOR + } argDescriptor { name: "keepDims" argType: DOUBLE @@ -15048,9 +15189,26 @@ opList { argType: DOUBLE argIndex: 1 } + argDescriptor { + name: "input" + argType: INPUT_TENSOR + } + argDescriptor { + name: "dimensions" + argType: INPUT_TENSOR + argIndex: 1 + } } opList { name: "reduce_variance_bp" + argDescriptor { + name: "dimensions" + argType: INT64 + } + argDescriptor { + name: "dtype" + argType: DATA_TYPE + } argDescriptor { name: "gradI" argType: OUTPUT_TENSOR @@ -15064,6 +15222,15 @@ opList { argType: BOOL argIndex: 1 } + argDescriptor { + name: "keepDims" + argType: DOUBLE + } + argDescriptor { + name: "biasCorrected" + argType: DOUBLE + argIndex: 1 + } argDescriptor { name: "input" argType: INPUT_TENSOR @@ -15078,23 +15245,6 @@ opList { argType: INPUT_TENSOR argIndex: 2 } - argDescriptor { - name: "dimensions" - argType: INT64 - } - argDescriptor { - name: "dtype" - argType: DATA_TYPE - } - argDescriptor { - name: "keepDims" - argType: DOUBLE - } - argDescriptor { - name: "biasCorrected" - argType: DOUBLE - argIndex: 1 - } } opList { name: "relu" @@ -15106,18 +15256,22 @@ opList { name: "inPlace" argType: BOOL } - argDescriptor { - name: "input" - argType: INPUT_TENSOR - } argDescriptor { name: "cutoff" argType: DOUBLE } + argDescriptor { + name: "input" + argType: INPUT_TENSOR + } opDeclarationType: CONFIGURABLE_OP_IMPL } opList { name: "relu6" + argDescriptor { + name: "dtype" + argType: DATA_TYPE + } argDescriptor { name: "outputs" argType: OUTPUT_TENSOR @@ -15126,18 +15280,14 @@ opList { name: "inPlace" argType: BOOL } - argDescriptor { - name: "input" - argType: INPUT_TENSOR - } - argDescriptor { - name: "dtype" - argType: DATA_TYPE - } argDescriptor { name: "cutoff" argType: DOUBLE } + argDescriptor { + name: "input" + argType: INPUT_TENSOR + } opDeclarationType: CONFIGURABLE_OP_IMPL } opList { @@ -15146,6 +15296,10 @@ opList { name: "gradI" argType: OUTPUT_TENSOR } + argDescriptor { + name: "cutoff" + argType: DOUBLE + } argDescriptor { name: "input" argType: INPUT_TENSOR @@ -15155,10 +15309,6 @@ opList { argType: INPUT_TENSOR argIndex: 1 } - argDescriptor { - name: "cutoff" - argType: DOUBLE - } opDeclarationType: CONFIGURABLE_OP_IMPL } opList { @@ -15167,6 +15317,10 @@ opList { name: "outputs" argType: OUTPUT_TENSOR } + argDescriptor { + name: "scalar" + argType: DOUBLE + } argDescriptor { name: "input" argType: INPUT_TENSOR @@ -15176,14 +15330,14 @@ opList { argType: INPUT_TENSOR argIndex: 1 } - argDescriptor { - name: "scalar" - argType: DOUBLE - } opDeclarationType: CONFIGURABLE_OP_IMPL } opList { name: "relu_layer" + argDescriptor { + name: "dtype" + argType: DATA_TYPE + } argDescriptor { name: "outputs" argType: OUTPUT_TENSOR @@ -15202,13 +15356,13 @@ opList { argType: INPUT_TENSOR argIndex: 2 } - argDescriptor { - name: "dtype" - argType: DATA_TYPE - } } opList { name: "remainder" + argDescriptor { + name: "dataType" + argType: DATA_TYPE + } argDescriptor { name: "outputs" argType: OUTPUT_TENSOR @@ -15226,10 +15380,6 @@ opList { argType: INPUT_TENSOR argIndex: 1 } - argDescriptor { - name: "dataType" - argType: DATA_TYPE - } opDeclarationType: LEGACY_XYZ } opList { @@ -15250,14 +15400,6 @@ opList { } opList { name: "repeat" - argDescriptor { - name: "outputs" - argType: OUTPUT_TENSOR - } - argDescriptor { - name: "input" - argType: INPUT_TENSOR - } argDescriptor { name: "dimensions" argType: INT64 @@ -15266,6 +15408,14 @@ opList { name: "dtype" argType: DATA_TYPE } + argDescriptor { + name: "outputs" + argType: OUTPUT_TENSOR + } + argDescriptor { + name: "input" + argType: INPUT_TENSOR + } } opList { name: "replace_nans" @@ -15274,21 +15424,25 @@ opList { argType: OUTPUT_TENSOR } argDescriptor { - name: "inPlace" - argType: BOOL + name: "set" + argType: DOUBLE } argDescriptor { name: "input" argType: INPUT_TENSOR } - argDescriptor { - name: "set" - argType: DOUBLE - } opDeclarationType: LEGACY_XYZ } opList { name: "reshape" + argDescriptor { + name: "shapeArr" + argType: INT64 + } + argDescriptor { + name: "dtype" + argType: DATA_TYPE + } argDescriptor { name: "outputs" argType: OUTPUT_TENSOR @@ -15302,17 +15456,13 @@ opList { argType: INPUT_TENSOR argIndex: 1 } - argDescriptor { - name: "shapeArr" - argType: INT64 - } +} +opList { + name: "reshapeas" argDescriptor { name: "dtype" argType: DATA_TYPE } -} -opList { - name: "reshapeas" argDescriptor { name: "outputs" argType: OUTPUT_TENSOR @@ -15326,13 +15476,22 @@ opList { argType: INPUT_TENSOR argIndex: 1 } +} +opList { + name: "resize_area" + argDescriptor { + name: "height" + argType: INT64 + } + argDescriptor { + name: "width" + argType: INT64 + argIndex: 1 + } argDescriptor { name: "dtype" argType: DATA_TYPE } -} -opList { - name: "resize_area" argDescriptor { name: "outputs" argType: OUTPUT_TENSOR @@ -15350,22 +15509,13 @@ opList { argType: INPUT_TENSOR argIndex: 1 } - argDescriptor { - name: "height" - argType: INT64 - } - argDescriptor { - name: "width" - argType: INT64 - argIndex: 1 - } +} +opList { + name: "resize_bicubic" argDescriptor { name: "dtype" argType: DATA_TYPE } -} -opList { - name: "resize_bicubic" argDescriptor { name: "outputs" argType: OUTPUT_TENSOR @@ -15388,35 +15538,9 @@ opList { argType: INPUT_TENSOR argIndex: 1 } - argDescriptor { - name: "dtype" - argType: DATA_TYPE - } } opList { name: "resize_bilinear" - argDescriptor { - name: "outputs" - argType: OUTPUT_TENSOR - } - argDescriptor { - name: "alignCorners" - argType: BOOL - } - argDescriptor { - name: "halfPixelCenters" - argType: BOOL - argIndex: 1 - } - argDescriptor { - name: "image" - argType: INPUT_TENSOR - } - argDescriptor { - name: "newImageSize" - argType: INPUT_TENSOR - argIndex: 1 - } argDescriptor { name: "height" argType: INT64 @@ -15430,9 +15554,35 @@ opList { name: "dtype" argType: DATA_TYPE } + argDescriptor { + name: "outputs" + argType: OUTPUT_TENSOR + } + argDescriptor { + name: "alignCorners" + argType: BOOL + } + argDescriptor { + name: "halfPixelCenter" + argType: BOOL + argIndex: 1 + } + argDescriptor { + name: "image" + argType: INPUT_TENSOR + } + argDescriptor { + name: "newImageSize" + argType: INPUT_TENSOR + argIndex: 1 + } } opList { name: "resize_images" + argDescriptor { + name: "dtype" + argType: DATA_TYPE + } argDescriptor { name: "outputs" argType: OUTPUT_TENSOR @@ -15460,13 +15610,22 @@ opList { argType: INPUT_TENSOR argIndex: 2 } +} +opList { + name: "resize_nearest_neighbor" + argDescriptor { + name: "height" + argType: INT64 + } + argDescriptor { + name: "width" + argType: INT64 + argIndex: 1 + } argDescriptor { name: "dtype" argType: DATA_TYPE } -} -opList { - name: "resize_nearest_neighbor" argDescriptor { name: "outputs" argType: OUTPUT_TENSOR @@ -15489,19 +15648,6 @@ opList { argType: INPUT_TENSOR argIndex: 1 } - argDescriptor { - name: "height" - argType: INT64 - } - argDescriptor { - name: "width" - argType: INT64 - argIndex: 1 - } - argDescriptor { - name: "dtype" - argType: DATA_TYPE - } } opList { name: "restorev2" @@ -15512,6 +15658,10 @@ opList { } opList { name: "reverse" + argDescriptor { + name: "dimensions" + argType: INT64 + } argDescriptor { name: "outputs" argType: OUTPUT_TENSOR @@ -15525,14 +15675,18 @@ opList { argType: INPUT_TENSOR argIndex: 1 } - argDescriptor { - name: "dimensions" - argType: INT64 - } opDeclarationType: CONFIGURABLE_OP_IMPL } opList { name: "reverse_bp" + argDescriptor { + name: "dimensions" + argType: INT64 + } + argDescriptor { + name: "dtype" + argType: DATA_TYPE + } argDescriptor { name: "outputs" argType: OUTPUT_TENSOR @@ -15551,30 +15705,9 @@ opList { argType: INPUT_TENSOR argIndex: 2 } - argDescriptor { - name: "dimensions" - argType: INT64 - } - argDescriptor { - name: "dtype" - argType: DATA_TYPE - } } opList { name: "reverse_sequence" - argDescriptor { - name: "outputs" - argType: OUTPUT_TENSOR - } - argDescriptor { - name: "input" - argType: INPUT_TENSOR - } - argDescriptor { - name: "seqLengths" - argType: INPUT_TENSOR - argIndex: 1 - } argDescriptor { name: "seqDim" argType: INT64 @@ -15588,6 +15721,19 @@ opList { name: "dtype" argType: DATA_TYPE } + argDescriptor { + name: "outputs" + argType: OUTPUT_TENSOR + } + argDescriptor { + name: "input" + argType: INPUT_TENSOR + } + argDescriptor { + name: "seqLengths" + argType: INPUT_TENSOR + argIndex: 1 + } } opList { name: "reverse_v2" @@ -15602,6 +15748,10 @@ opList { } opList { name: "reversedivide" + argDescriptor { + name: "dataType" + argType: DATA_TYPE + } argDescriptor { name: "outputs" argType: OUTPUT_TENSOR @@ -15619,14 +15769,14 @@ opList { argType: INPUT_TENSOR argIndex: 1 } - argDescriptor { - name: "dataType" - argType: DATA_TYPE - } opDeclarationType: BROADCASTABLE_OP_IMPL } opList { name: "reversedivide_bp" + argDescriptor { + name: "dtype" + argType: DATA_TYPE + } argDescriptor { name: "gradX" argType: OUTPUT_TENSOR @@ -15654,10 +15804,6 @@ opList { argType: INPUT_TENSOR argIndex: 2 } - argDescriptor { - name: "dtype" - argType: DATA_TYPE - } } opList { name: "reversemod" @@ -15678,6 +15824,10 @@ opList { } opList { name: "reversemod_bp" + argDescriptor { + name: "dtype" + argType: DATA_TYPE + } argDescriptor { name: "gradX" argType: OUTPUT_TENSOR @@ -15701,13 +15851,13 @@ opList { argType: INPUT_TENSOR argIndex: 2 } - argDescriptor { - name: "dtype" - argType: DATA_TYPE - } } opList { name: "reversesubtract" + argDescriptor { + name: "dataType" + argType: DATA_TYPE + } argDescriptor { name: "outputs" argType: OUTPUT_TENSOR @@ -15725,14 +15875,14 @@ opList { argType: INPUT_TENSOR argIndex: 1 } - argDescriptor { - name: "dataType" - argType: DATA_TYPE - } opDeclarationType: BROADCASTABLE_OP_IMPL } opList { name: "reversesubtract_bp" + argDescriptor { + name: "dtype" + argType: DATA_TYPE + } argDescriptor { name: "gradX" argType: OUTPUT_TENSOR @@ -15760,21 +15910,9 @@ opList { argType: INPUT_TENSOR argIndex: 2 } - argDescriptor { - name: "dtype" - argType: DATA_TYPE - } } opList { name: "rgb_to_grs" - argDescriptor { - name: "outputs" - argType: OUTPUT_TENSOR - } - argDescriptor { - name: "input" - argType: INPUT_TENSOR - } argDescriptor { name: "dimC" argType: INT64 @@ -15783,9 +15921,21 @@ opList { name: "dtype" argType: DATA_TYPE } + argDescriptor { + name: "outputs" + argType: OUTPUT_TENSOR + } + argDescriptor { + name: "input" + argType: INPUT_TENSOR + } } opList { name: "rgb_to_hsv" + argDescriptor { + name: "dimC" + argType: INT64 + } argDescriptor { name: "outputs" argType: OUTPUT_TENSOR @@ -15794,14 +15944,14 @@ opList { name: "input" argType: INPUT_TENSOR } - argDescriptor { - name: "dimC" - argType: INT64 - } opDeclarationType: CONFIGURABLE_OP_IMPL } opList { name: "rgb_to_yiq" + argDescriptor { + name: "dimC" + argType: INT64 + } argDescriptor { name: "outputs" argType: OUTPUT_TENSOR @@ -15810,14 +15960,14 @@ opList { name: "input" argType: INPUT_TENSOR } - argDescriptor { - name: "dimC" - argType: INT64 - } opDeclarationType: CONFIGURABLE_OP_IMPL } opList { name: "rgb_to_yuv" + argDescriptor { + name: "dimC" + argType: INT64 + } argDescriptor { name: "outputs" argType: OUTPUT_TENSOR @@ -15826,14 +15976,14 @@ opList { name: "input" argType: INPUT_TENSOR } - argDescriptor { - name: "dimC" - argType: INT64 - } opDeclarationType: CONFIGURABLE_OP_IMPL } opList { name: "rint" + argDescriptor { + name: "dataType" + argType: DATA_TYPE + } argDescriptor { name: "outputs" argType: OUTPUT_TENSOR @@ -15846,10 +15996,6 @@ opList { name: "input" argType: INPUT_TENSOR } - argDescriptor { - name: "dataType" - argType: DATA_TYPE - } opDeclarationType: OP_IMPL } opList { @@ -15863,6 +16009,20 @@ opList { argType: OUTPUT_TENSOR argIndex: 1 } + argDescriptor { + name: "dLr" + argType: DOUBLE + } + argDescriptor { + name: "dRmsDecay" + argType: DOUBLE + argIndex: 1 + } + argDescriptor { + name: "dEpsilon" + argType: DOUBLE + argIndex: 2 + } argDescriptor { name: "gradient" argType: INPUT_TENSOR @@ -15887,24 +16047,14 @@ opList { argType: INPUT_TENSOR argIndex: 4 } - argDescriptor { - name: "dLr" - argType: DOUBLE - } - argDescriptor { - name: "dRmsDecay" - argType: DOUBLE - argIndex: 1 - } - argDescriptor { - name: "dEpsilon" - argType: DOUBLE - argIndex: 2 - } opDeclarationType: CONFIGURABLE_OP_IMPL } opList { name: "roll" + argDescriptor { + name: "shift" + argType: INT64 + } argDescriptor { name: "outputs" argType: OUTPUT_TENSOR @@ -15923,14 +16073,14 @@ opList { argType: INPUT_TENSOR argIndex: 2 } - argDescriptor { - name: "shift" - argType: INT64 - } opDeclarationType: CONFIGURABLE_OP_IMPL } opList { name: "round" + argDescriptor { + name: "dataType" + argType: DATA_TYPE + } argDescriptor { name: "outputs" argType: OUTPUT_TENSOR @@ -15943,14 +16093,14 @@ opList { name: "input" argType: INPUT_TENSOR } - argDescriptor { - name: "dataType" - argType: DATA_TYPE - } opDeclarationType: LEGACY_XYZ } opList { name: "rshift_bits" + argDescriptor { + name: "dataType" + argType: DATA_TYPE + } argDescriptor { name: "outputs" argType: OUTPUT_TENSOR @@ -15968,14 +16118,14 @@ opList { argType: INPUT_TENSOR argIndex: 1 } - argDescriptor { - name: "dataType" - argType: DATA_TYPE - } opDeclarationType: BROADCASTABLE_OP_IMPL } opList { name: "rsqrt" + argDescriptor { + name: "dataType" + argType: DATA_TYPE + } argDescriptor { name: "outputs" argType: OUTPUT_TENSOR @@ -15988,10 +16138,6 @@ opList { name: "input" argType: INPUT_TENSOR } - argDescriptor { - name: "dataType" - argType: DATA_TYPE - } opDeclarationType: LEGACY_XYZ } opList { @@ -16098,6 +16244,10 @@ opList { } opList { name: "scatter_list" + argDescriptor { + name: "dtype" + argType: DATA_TYPE + } argDescriptor { name: "outputs" argType: OUTPUT_TENSOR @@ -16116,10 +16266,6 @@ opList { argType: INPUT_TENSOR argIndex: 2 } - argDescriptor { - name: "dtype" - argType: DATA_TYPE - } opDeclarationType: LIST_OP_IMPL } opList { @@ -16217,6 +16363,10 @@ opList { } opList { name: "scatter_nd" + argDescriptor { + name: "dtype" + argType: DATA_TYPE + } argDescriptor { name: "outputs" argType: OUTPUT_TENSOR @@ -16244,10 +16394,6 @@ opList { argType: INPUT_TENSOR argIndex: 2 } - argDescriptor { - name: "dtype" - argType: DATA_TYPE - } } opList { name: "scatter_nd_add" @@ -16421,35 +16567,13 @@ opList { } argDescriptor { name: "indices" - argType: INT64 - } - argDescriptor { - name: "dimension" - argType: INT64 - argIndex: 1 + argType: INPUT_TENSOR + argIndex: 2 } opDeclarationType: CONFIGURABLE_OP_IMPL } opList { name: "sconv2d" - argDescriptor { - name: "*output" - argType: OUTPUT_TENSOR - } - argDescriptor { - name: "*input" - argType: INPUT_TENSOR - } - argDescriptor { - name: "*weightsDepth" - argType: INPUT_TENSOR - argIndex: 1 - } - argDescriptor { - name: "bias" - argType: INPUT_TENSOR - argIndex: 2 - } argDescriptor { name: "kH" argType: INT64 @@ -16508,9 +16632,85 @@ opList { name: "dtype" argType: DATA_TYPE } + argDescriptor { + name: "*output" + argType: OUTPUT_TENSOR + } + argDescriptor { + name: "*input" + argType: INPUT_TENSOR + } + argDescriptor { + name: "*weightsDepth" + argType: INPUT_TENSOR + argIndex: 1 + } + argDescriptor { + name: "bias" + argType: INPUT_TENSOR + argIndex: 2 + } } opList { name: "sconv2d_bp" + argDescriptor { + name: "kH" + argType: INT64 + } + argDescriptor { + name: "kW" + argType: INT64 + argIndex: 1 + } + argDescriptor { + name: "sH" + argType: INT64 + argIndex: 2 + } + argDescriptor { + name: "sW" + argType: INT64 + argIndex: 3 + } + argDescriptor { + name: "pH" + argType: INT64 + argIndex: 4 + } + argDescriptor { + name: "pW" + argType: INT64 + argIndex: 5 + } + argDescriptor { + name: "dH" + argType: INT64 + argIndex: 6 + } + argDescriptor { + name: "dW" + argType: INT64 + argIndex: 7 + } + argDescriptor { + name: "isSameMode" + argType: INT64 + argIndex: 8 + } + argDescriptor { + name: "isNCHW" + argType: INT64 + argIndex: 9 + } + argDescriptor { + name: "wFormat" + argType: INT64 + argIndex: 10 + } + argDescriptor { + name: "dtype" + argType: DATA_TYPE + } argDescriptor { name: "*gradI" argType: OUTPUT_TENSOR @@ -16545,71 +16745,17 @@ opList { argIndex: 2 } argDescriptor { - name: "weightsPoint" + name: "bias" argType: INPUT_TENSOR argIndex: 3 } - argDescriptor { - name: "kH" - argType: INT64 - } - argDescriptor { - name: "kW" - argType: INT64 - argIndex: 1 - } - argDescriptor { - name: "sH" - argType: INT64 - argIndex: 2 - } - argDescriptor { - name: "sW" - argType: INT64 - argIndex: 3 - } - argDescriptor { - name: "pH" - argType: INT64 - argIndex: 4 - } - argDescriptor { - name: "pW" - argType: INT64 - argIndex: 5 - } - argDescriptor { - name: "dH" - argType: INT64 - argIndex: 6 - } - argDescriptor { - name: "dW" - argType: INT64 - argIndex: 7 - } - argDescriptor { - name: "isSameMode" - argType: INT64 - argIndex: 8 - } - argDescriptor { - name: "isNCHW" - argType: INT64 - argIndex: 9 - } - argDescriptor { - name: "wFormat" - argType: INT64 - argIndex: 10 - } - argDescriptor { - name: "dtype" - argType: DATA_TYPE - } } opList { name: "segment_max" + argDescriptor { + name: "dtype" + argType: DATA_TYPE + } argDescriptor { name: "segmentedOutput" argType: OUTPUT_TENSOR @@ -16623,13 +16769,13 @@ opList { argType: INPUT_TENSOR argIndex: 1 } - argDescriptor { - name: "dtype" - argType: DATA_TYPE - } } opList { name: "segment_max_bp" + argDescriptor { + name: "dtype" + argType: DATA_TYPE + } argDescriptor { name: "outputs" argType: OUTPUT_TENSOR @@ -16653,13 +16799,13 @@ opList { argType: INPUT_TENSOR argIndex: 2 } - argDescriptor { - name: "dtype" - argType: DATA_TYPE - } } opList { name: "segment_mean" + argDescriptor { + name: "dtype" + argType: DATA_TYPE + } argDescriptor { name: "segmentedOutput" argType: OUTPUT_TENSOR @@ -16673,13 +16819,13 @@ opList { argType: INPUT_TENSOR argIndex: 1 } - argDescriptor { - name: "dtype" - argType: DATA_TYPE - } } opList { name: "segment_mean_bp" + argDescriptor { + name: "dtype" + argType: DATA_TYPE + } argDescriptor { name: "outputs" argType: OUTPUT_TENSOR @@ -16703,13 +16849,13 @@ opList { argType: INPUT_TENSOR argIndex: 2 } - argDescriptor { - name: "dtype" - argType: DATA_TYPE - } } opList { name: "segment_min" + argDescriptor { + name: "dtype" + argType: DATA_TYPE + } argDescriptor { name: "segmentedOutput" argType: OUTPUT_TENSOR @@ -16723,13 +16869,13 @@ opList { argType: INPUT_TENSOR argIndex: 1 } - argDescriptor { - name: "dtype" - argType: DATA_TYPE - } } opList { name: "segment_min_bp" + argDescriptor { + name: "dtype" + argType: DATA_TYPE + } argDescriptor { name: "outputs" argType: OUTPUT_TENSOR @@ -16753,13 +16899,13 @@ opList { argType: INPUT_TENSOR argIndex: 2 } - argDescriptor { - name: "dtype" - argType: DATA_TYPE - } } opList { name: "segment_prod" + argDescriptor { + name: "dtype" + argType: DATA_TYPE + } argDescriptor { name: "segmentedOutput" argType: OUTPUT_TENSOR @@ -16773,13 +16919,13 @@ opList { argType: INPUT_TENSOR argIndex: 1 } +} +opList { + name: "segment_prod_bp" argDescriptor { name: "dtype" argType: DATA_TYPE } -} -opList { - name: "segment_prod_bp" argDescriptor { name: "outputs" argType: OUTPUT_TENSOR @@ -16803,13 +16949,13 @@ opList { argType: INPUT_TENSOR argIndex: 2 } +} +opList { + name: "segment_sum" argDescriptor { name: "dtype" argType: DATA_TYPE } -} -opList { - name: "segment_sum" argDescriptor { name: "segmentedOutput" argType: OUTPUT_TENSOR @@ -16823,13 +16969,13 @@ opList { argType: INPUT_TENSOR argIndex: 1 } +} +opList { + name: "segment_sum_bp" argDescriptor { name: "dtype" argType: DATA_TYPE } -} -opList { - name: "segment_sum_bp" argDescriptor { name: "outputs" argType: OUTPUT_TENSOR @@ -16848,13 +16994,13 @@ opList { argType: INPUT_TENSOR argIndex: 2 } +} +opList { + name: "select" argDescriptor { name: "dtype" argType: DATA_TYPE } -} -opList { - name: "select" argDescriptor { name: "outputs" argType: OUTPUT_TENSOR @@ -16873,13 +17019,13 @@ opList { argType: INPUT_TENSOR argIndex: 2 } - argDescriptor { - name: "dtype" - argType: DATA_TYPE - } } opList { name: "selu" + argDescriptor { + name: "dataType" + argType: DATA_TYPE + } argDescriptor { name: "outputs" argType: OUTPUT_TENSOR @@ -16892,10 +17038,6 @@ opList { name: "input" argType: INPUT_TENSOR } - argDescriptor { - name: "dataType" - argType: DATA_TYPE - } opDeclarationType: CONFIGURABLE_OP_IMPL } opList { @@ -16917,6 +17059,10 @@ opList { } opList { name: "seluderivative" + argDescriptor { + name: "dataType" + argType: DATA_TYPE + } argDescriptor { name: "outputs" argType: OUTPUT_TENSOR @@ -16929,14 +17075,18 @@ opList { name: "input" argType: INPUT_TENSOR } - argDescriptor { - name: "dataType" - argType: DATA_TYPE - } opDeclarationType: LEGACY_XYZ } opList { name: "sequence_mask" + argDescriptor { + name: "maxInd" + argType: INT64 + } + argDescriptor { + name: "dtype" + argType: DATA_TYPE + } argDescriptor { name: "outputs" argType: OUTPUT_TENSOR @@ -16954,22 +17104,13 @@ opList { argType: INPUT_TENSOR argIndex: 1 } - argDescriptor { - name: "maxInd" - argType: INT64 - } - argDescriptor { - name: "dataType" - argType: INT64 - argIndex: 1 - } - argDescriptor { - name: "dtype" - argType: DATA_TYPE - } } opList { name: "set" + argDescriptor { + name: "dataType" + argType: DATA_TYPE + } argDescriptor { name: "outputs" argType: OUTPUT_TENSOR @@ -16983,10 +17124,6 @@ opList { argType: INPUT_TENSOR argIndex: 1 } - argDescriptor { - name: "dataType" - argType: DATA_TYPE - } opDeclarationType: LEGACY_XYZ } opList { @@ -17008,14 +17145,6 @@ opList { } opList { name: "set_seed" - argDescriptor { - name: "outputs" - argType: OUTPUT_TENSOR - } - argDescriptor { - name: "input" - argType: INPUT_TENSOR - } argDescriptor { name: "seed" argType: INT64 @@ -17024,9 +17153,21 @@ opList { name: "dtype" argType: DATA_TYPE } + argDescriptor { + name: "outputs" + argType: OUTPUT_TENSOR + } + argDescriptor { + name: "input" + argType: INPUT_TENSOR + } } opList { name: "setrange" + argDescriptor { + name: "dataType" + argType: DATA_TYPE + } argDescriptor { name: "outputs" argType: OUTPUT_TENSOR @@ -17035,14 +17176,6 @@ opList { name: "inPlace" argType: BOOL } - argDescriptor { - name: "input" - argType: INPUT_TENSOR - } - argDescriptor { - name: "dataType" - argType: DATA_TYPE - } argDescriptor { name: "min" argType: DOUBLE @@ -17052,6 +17185,10 @@ opList { argType: DOUBLE argIndex: 1 } + argDescriptor { + name: "input" + argType: INPUT_TENSOR + } opDeclarationType: LEGACY_XYZ } opList { @@ -17076,6 +17213,10 @@ opList { name: "outputs" argType: OUTPUT_TENSOR } + argDescriptor { + name: "lr" + argType: DOUBLE + } argDescriptor { name: "input" argType: INPUT_TENSOR @@ -17085,14 +17226,14 @@ opList { argType: INPUT_TENSOR argIndex: 1 } - argDescriptor { - name: "lr" - argType: DOUBLE - } opDeclarationType: CONFIGURABLE_OP_IMPL } opList { name: "shannonentropy" + argDescriptor { + name: "dimensions" + argType: INT64 + } argDescriptor { name: "outputs" argType: OUTPUT_TENSOR @@ -17110,14 +17251,14 @@ opList { argType: INPUT_TENSOR argIndex: 1 } - argDescriptor { - name: "dimensions" - argType: INT64 - } opDeclarationType: LEGACY_XYZ } opList { name: "shape_of" + argDescriptor { + name: "dtype" + argType: DATA_TYPE + } argDescriptor { name: "outputs" argType: OUTPUT_TENSOR @@ -17130,13 +17271,13 @@ opList { name: "input" argType: INPUT_TENSOR } - argDescriptor { - name: "dtype" - argType: DATA_TYPE - } } opList { name: "shapes_of" + argDescriptor { + name: "dtype" + argType: DATA_TYPE + } argDescriptor { name: "outputs" argType: OUTPUT_TENSOR @@ -17149,13 +17290,13 @@ opList { name: "input" argType: INPUT_TENSOR } - argDescriptor { - name: "dtype" - argType: DATA_TYPE - } } opList { name: "shift_bits" + argDescriptor { + name: "dataType" + argType: DATA_TYPE + } argDescriptor { name: "outputs" argType: OUTPUT_TENSOR @@ -17173,18 +17314,26 @@ opList { argType: INPUT_TENSOR argIndex: 1 } - argDescriptor { - name: "dataType" - argType: DATA_TYPE - } opDeclarationType: BROADCASTABLE_OP_IMPL } opList { name: "sigm_cross_entropy_loss" + argDescriptor { + name: "reductionMode" + argType: INT64 + } + argDescriptor { + name: "dtype" + argType: DATA_TYPE + } argDescriptor { name: "outputs" argType: OUTPUT_TENSOR } + argDescriptor { + name: "labelsSmoothing" + argType: DOUBLE + } argDescriptor { name: "logits" argType: INPUT_TENSOR @@ -17199,6 +17348,9 @@ opList { argType: INPUT_TENSOR argIndex: 2 } +} +opList { + name: "sigm_cross_entropy_loss_grad" argDescriptor { name: "reductionMode" argType: INT64 @@ -17207,13 +17359,6 @@ opList { name: "dtype" argType: DATA_TYPE } - argDescriptor { - name: "labelsSmoothing" - argType: DOUBLE - } -} -opList { - name: "sigm_cross_entropy_loss_grad" argDescriptor { name: "dLdp" argType: OUTPUT_TENSOR @@ -17228,6 +17373,10 @@ opList { argType: OUTPUT_TENSOR argIndex: 2 } + argDescriptor { + name: "labelSmoothing" + argType: DOUBLE + } argDescriptor { name: "logits" argType: INPUT_TENSOR @@ -17242,21 +17391,13 @@ opList { argType: INPUT_TENSOR argIndex: 2 } - argDescriptor { - name: "reductionMode" - argType: INT64 - } - argDescriptor { - name: "dtype" - argType: DATA_TYPE - } - argDescriptor { - name: "labelSmoothing" - argType: DOUBLE - } } opList { name: "sigmoid" + argDescriptor { + name: "dataType" + argType: DATA_TYPE + } argDescriptor { name: "outputs" argType: OUTPUT_TENSOR @@ -17269,10 +17410,6 @@ opList { name: "input" argType: INPUT_TENSOR } - argDescriptor { - name: "dataType" - argType: DATA_TYPE - } opDeclarationType: CONFIGURABLE_OP_IMPL } opList { @@ -17294,6 +17431,10 @@ opList { } opList { name: "sign" + argDescriptor { + name: "dataType" + argType: DATA_TYPE + } argDescriptor { name: "outputs" argType: OUTPUT_TENSOR @@ -17306,14 +17447,14 @@ opList { name: "input" argType: INPUT_TENSOR } - argDescriptor { - name: "dataType" - argType: DATA_TYPE - } opDeclarationType: LEGACY_XYZ } opList { name: "sin" + argDescriptor { + name: "dataType" + argType: DATA_TYPE + } argDescriptor { name: "outputs" argType: OUTPUT_TENSOR @@ -17326,14 +17467,14 @@ opList { name: "input" argType: INPUT_TENSOR } - argDescriptor { - name: "dataType" - argType: DATA_TYPE - } opDeclarationType: LEGACY_XYZ } opList { name: "sinh" + argDescriptor { + name: "dataType" + argType: DATA_TYPE + } argDescriptor { name: "outputs" argType: OUTPUT_TENSOR @@ -17346,14 +17487,14 @@ opList { name: "input" argType: INPUT_TENSOR } - argDescriptor { - name: "dataType" - argType: DATA_TYPE - } opDeclarationType: LEGACY_XYZ } opList { name: "size" + argDescriptor { + name: "dtype" + argType: DATA_TYPE + } argDescriptor { name: "outputs" argType: OUTPUT_TENSOR @@ -17362,21 +17503,9 @@ opList { name: "input" argType: INPUT_TENSOR } - argDescriptor { - name: "dtype" - argType: DATA_TYPE - } } opList { name: "size_at" - argDescriptor { - name: "outputs" - argType: OUTPUT_TENSOR - } - argDescriptor { - name: "input" - argType: INPUT_TENSOR - } argDescriptor { name: "dimensions" argType: INT64 @@ -17385,6 +17514,14 @@ opList { name: "dtype" argType: DATA_TYPE } + argDescriptor { + name: "outputs" + argType: OUTPUT_TENSOR + } + argDescriptor { + name: "input" + argType: INPUT_TENSOR + } } opList { name: "size_list" @@ -17400,6 +17537,15 @@ opList { } opList { name: "skipgram" + argDescriptor { + name: "numWorkers" + argType: INT64 + } + argDescriptor { + name: "nsRounds" + argType: INT64 + argIndex: 1 + } argDescriptor { name: "outputs" argType: OUTPUT_TENSOR @@ -17472,19 +17618,18 @@ opList { argType: INPUT_TENSOR argIndex: 11 } - argDescriptor { - name: "numWorkers" - argType: INT64 - } - argDescriptor { - name: "nsRounds" - argType: INT64 - argIndex: 1 - } opDeclarationType: CONFIGURABLE_OP_IMPL } opList { name: "slice" + argDescriptor { + name: "size" + argType: INT64 + } + argDescriptor { + name: "dtype" + argType: DATA_TYPE + } argDescriptor { name: "outputs" argType: OUTPUT_TENSOR @@ -17503,6 +17648,9 @@ opList { argType: INPUT_TENSOR argIndex: 2 } +} +opList { + name: "slice_bp" argDescriptor { name: "size" argType: INT64 @@ -17511,9 +17659,6 @@ opList { name: "dtype" argType: DATA_TYPE } -} -opList { - name: "slice_bp" argDescriptor { name: "outputs" argType: OUTPUT_TENSOR @@ -17537,17 +17682,17 @@ opList { argType: INPUT_TENSOR argIndex: 3 } - argDescriptor { - name: "size" - argType: INT64 - } - argDescriptor { - name: "dtype" - argType: DATA_TYPE - } } opList { name: "softmax" + argDescriptor { + name: "dimension" + argType: INT64 + } + argDescriptor { + name: "dataType" + argType: DATA_TYPE + } argDescriptor { name: "outputs" argType: OUTPUT_TENSOR @@ -17560,18 +17705,14 @@ opList { name: "input" argType: INPUT_TENSOR } - argDescriptor { - name: "dimension" - argType: INT64 - } - argDescriptor { - name: "dataType" - argType: DATA_TYPE - } opDeclarationType: CONFIGURABLE_OP_IMPL } opList { name: "softmax_bp" + argDescriptor { + name: "dimension" + argType: INT64 + } argDescriptor { name: "gradI" argType: OUTPUT_TENSOR @@ -17585,18 +17726,26 @@ opList { argType: INPUT_TENSOR argIndex: 1 } - argDescriptor { - name: "dimension" - argType: INT64 - } opDeclarationType: CONFIGURABLE_OP_IMPL } opList { name: "softmax_cross_entropy_loss" + argDescriptor { + name: "reductionMode" + argType: INT64 + } + argDescriptor { + name: "dtype" + argType: DATA_TYPE + } argDescriptor { name: "outputs" argType: OUTPUT_TENSOR } + argDescriptor { + name: "labelsSmoothing" + argType: DOUBLE + } argDescriptor { name: "logits" argType: INPUT_TENSOR @@ -17611,6 +17760,9 @@ opList { argType: INPUT_TENSOR argIndex: 2 } +} +opList { + name: "softmax_cross_entropy_loss_grad" argDescriptor { name: "reductionMode" argType: INT64 @@ -17619,13 +17771,6 @@ opList { name: "dtype" argType: DATA_TYPE } - argDescriptor { - name: "labelsSmoothing" - argType: DOUBLE - } -} -opList { - name: "softmax_cross_entropy_loss_grad" argDescriptor { name: "dLdp" argType: OUTPUT_TENSOR @@ -17640,6 +17785,10 @@ opList { argType: OUTPUT_TENSOR argIndex: 2 } + argDescriptor { + name: "labelsSmoothing" + argType: DOUBLE + } argDescriptor { name: "logits" argType: INPUT_TENSOR @@ -17654,21 +17803,17 @@ opList { argType: INPUT_TENSOR argIndex: 2 } +} +opList { + name: "softmax_cross_entropy_loss_with_logits" argDescriptor { - name: "reductionMode" + name: "classesDim" argType: INT64 } argDescriptor { name: "dtype" argType: DATA_TYPE } - argDescriptor { - name: "labelsSmoothing" - argType: DOUBLE - } -} -opList { - name: "softmax_cross_entropy_loss_with_logits" argDescriptor { name: "outputs" argType: OUTPUT_TENSOR @@ -17682,6 +17827,9 @@ opList { argType: INPUT_TENSOR argIndex: 1 } +} +opList { + name: "softmax_cross_entropy_loss_with_logits_grad" argDescriptor { name: "classesDim" argType: INT64 @@ -17690,9 +17838,6 @@ opList { name: "dtype" argType: DATA_TYPE } -} -opList { - name: "softmax_cross_entropy_loss_with_logits_grad" argDescriptor { name: "outputs" argType: OUTPUT_TENSOR @@ -17711,17 +17856,13 @@ opList { argType: INPUT_TENSOR argIndex: 1 } - argDescriptor { - name: "classesDim" - argType: INT64 - } - argDescriptor { - name: "dtype" - argType: DATA_TYPE - } } opList { name: "softplus" + argDescriptor { + name: "dataType" + argType: DATA_TYPE + } argDescriptor { name: "outputs" argType: OUTPUT_TENSOR @@ -17734,10 +17875,6 @@ opList { name: "input" argType: INPUT_TENSOR } - argDescriptor { - name: "dataType" - argType: DATA_TYPE - } opDeclarationType: CONFIGURABLE_OP_IMPL } opList { @@ -17759,6 +17896,10 @@ opList { } opList { name: "softsign" + argDescriptor { + name: "dataType" + argType: DATA_TYPE + } argDescriptor { name: "outputs" argType: OUTPUT_TENSOR @@ -17771,10 +17912,6 @@ opList { name: "input" argType: INPUT_TENSOR } - argDescriptor { - name: "dataType" - argType: DATA_TYPE - } opDeclarationType: CONFIGURABLE_OP_IMPL } opList { @@ -17796,6 +17933,10 @@ opList { } opList { name: "softsignderivative" + argDescriptor { + name: "dataType" + argType: DATA_TYPE + } argDescriptor { name: "outputs" argType: OUTPUT_TENSOR @@ -17808,14 +17949,14 @@ opList { name: "input" argType: INPUT_TENSOR } - argDescriptor { - name: "dataType" - argType: DATA_TYPE - } opDeclarationType: LEGACY_XYZ } opList { name: "solve" + argDescriptor { + name: "dtype" + argType: DATA_TYPE + } argDescriptor { name: "outputs" argType: OUTPUT_TENSOR @@ -17838,13 +17979,13 @@ opList { argType: INPUT_TENSOR argIndex: 2 } +} +opList { + name: "solve_ls" argDescriptor { name: "dtype" argType: DATA_TYPE } -} -opList { - name: "solve_ls" argDescriptor { name: "outputs" argType: OUTPUT_TENSOR @@ -17853,6 +17994,10 @@ opList { name: "fastFlag" argType: BOOL } + argDescriptor { + name: "l2_factor" + argType: DOUBLE + } argDescriptor { name: "a" argType: INPUT_TENSOR @@ -17862,14 +18007,6 @@ opList { argType: INPUT_TENSOR argIndex: 1 } - argDescriptor { - name: "dtype" - argType: DATA_TYPE - } - argDescriptor { - name: "l2_factor" - argType: DOUBLE - } } opList { name: "somepoolingpool2d" @@ -17901,12 +18038,26 @@ opList { opList { name: "space_to_batch" argDescriptor { - name: "outputs" - argType: OUTPUT_TENSOR + name: "blockSize" + argType: INT64 } argDescriptor { - name: "inPlace" - argType: BOOL + name: "paddingTop" + argType: INT64 + argIndex: 1 + } + argDescriptor { + name: "paddingBottom" + argType: INT64 + argIndex: 2 + } + argDescriptor { + name: "dtype" + argType: DATA_TYPE + } + argDescriptor { + name: "outputs" + argType: OUTPUT_TENSOR } argDescriptor { name: "input" @@ -17917,17 +18068,17 @@ opList { argType: INPUT_TENSOR argIndex: 1 } +} +opList { + name: "space_to_batch_nd" argDescriptor { - name: "blockSize" + name: "blocks" argType: INT64 } argDescriptor { name: "dtype" argType: DATA_TYPE } -} -opList { - name: "space_to_batch_nd" argDescriptor { name: "outputs" argType: OUTPUT_TENSOR @@ -17950,25 +18101,9 @@ opList { argType: INPUT_TENSOR argIndex: 2 } - argDescriptor { - name: "blocks" - argType: INT64 - } - argDescriptor { - name: "dtype" - argType: DATA_TYPE - } } opList { name: "space_to_depth" - argDescriptor { - name: "outputs" - argType: OUTPUT_TENSOR - } - argDescriptor { - name: "input" - argType: INPUT_TENSOR - } argDescriptor { name: "block_size" argType: INT64 @@ -17982,9 +18117,21 @@ opList { name: "dtype" argType: DATA_TYPE } + argDescriptor { + name: "outputs" + argType: OUTPUT_TENSOR + } + argDescriptor { + name: "input" + argType: INPUT_TENSOR + } } opList { name: "sparse_softmax_cross_entropy_loss_with_logits" + argDescriptor { + name: "dtype" + argType: DATA_TYPE + } argDescriptor { name: "outputs" argType: OUTPUT_TENSOR @@ -17998,13 +18145,13 @@ opList { argType: INPUT_TENSOR argIndex: 1 } +} +opList { + name: "sparse_softmax_cross_entropy_loss_with_logits_grad" argDescriptor { name: "dtype" argType: DATA_TYPE } -} -opList { - name: "sparse_softmax_cross_entropy_loss_with_logits_grad" argDescriptor { name: "dLdp" argType: OUTPUT_TENSOR @@ -18018,26 +18165,9 @@ opList { argType: INPUT_TENSOR argIndex: 1 } - argDescriptor { - name: "dtype" - argType: DATA_TYPE - } } opList { name: "split" - argDescriptor { - name: "outArrs" - argType: OUTPUT_TENSOR - } - argDescriptor { - name: "a" - argType: INPUT_TENSOR - } - argDescriptor { - name: "b" - argType: INPUT_TENSOR - argIndex: 1 - } argDescriptor { name: "numSplit" argType: INT64 @@ -18051,9 +18181,26 @@ opList { name: "dtype" argType: DATA_TYPE } + argDescriptor { + name: "outArrs" + argType: OUTPUT_TENSOR + } + argDescriptor { + name: "a" + argType: INPUT_TENSOR + } + argDescriptor { + name: "b" + argType: INPUT_TENSOR + argIndex: 1 + } } opList { name: "split_list" + argDescriptor { + name: "dtype" + argType: DATA_TYPE + } argDescriptor { name: "outputs" argType: OUTPUT_TENSOR @@ -18072,14 +18219,14 @@ opList { argType: INPUT_TENSOR argIndex: 2 } - argDescriptor { - name: "dtype" - argType: DATA_TYPE - } opDeclarationType: LIST_OP_IMPL } opList { name: "split_string" + argDescriptor { + name: "dtype" + argType: DATA_TYPE + } argDescriptor { name: "outputs" argType: OUTPUT_TENSOR @@ -18093,13 +18240,22 @@ opList { argType: INPUT_TENSOR argIndex: 1 } +} +opList { + name: "split_v" + argDescriptor { + name: "dimensions" + argType: INT64 + } + argDescriptor { + name: "numSplit" + argType: INT64 + argIndex: 1 + } argDescriptor { name: "dtype" argType: DATA_TYPE } -} -opList { - name: "split_v" argDescriptor { name: "outputs" argType: OUTPUT_TENSOR @@ -18118,22 +18274,13 @@ opList { argType: INPUT_TENSOR argIndex: 2 } - argDescriptor { - name: "dimensions" - argType: INT64 - } - argDescriptor { - name: "numSplit" - argType: INT64 - argIndex: 1 - } - argDescriptor { - name: "dtype" - argType: DATA_TYPE - } } opList { name: "sqrt" + argDescriptor { + name: "dataType" + argType: DATA_TYPE + } argDescriptor { name: "outputs" argType: OUTPUT_TENSOR @@ -18146,10 +18293,6 @@ opList { name: "input" argType: INPUT_TENSOR } - argDescriptor { - name: "dataType" - argType: DATA_TYPE - } opDeclarationType: LEGACY_XYZ } opList { @@ -18166,6 +18309,10 @@ opList { } opList { name: "square" + argDescriptor { + name: "dataType" + argType: DATA_TYPE + } argDescriptor { name: "outputs" argType: OUTPUT_TENSOR @@ -18178,14 +18325,14 @@ opList { name: "input" argType: INPUT_TENSOR } - argDescriptor { - name: "dataType" - argType: DATA_TYPE - } opDeclarationType: OP_IMPL } opList { name: "squaredsubtract" + argDescriptor { + name: "dataType" + argType: DATA_TYPE + } argDescriptor { name: "outputs" argType: OUTPUT_TENSOR @@ -18203,14 +18350,14 @@ opList { argType: INPUT_TENSOR argIndex: 1 } - argDescriptor { - name: "dataType" - argType: DATA_TYPE - } opDeclarationType: BROADCASTABLE_OP_IMPL } opList { name: "squaredsubtract_bp" + argDescriptor { + name: "dtype" + argType: DATA_TYPE + } argDescriptor { name: "gradX" argType: OUTPUT_TENSOR @@ -18234,13 +18381,17 @@ opList { argType: INPUT_TENSOR argIndex: 2 } +} +opList { + name: "squeeze" + argDescriptor { + name: "_a" + argType: INT64 + } argDescriptor { name: "dtype" argType: DATA_TYPE } -} -opList { - name: "squeeze" argDescriptor { name: "outputs" argType: OUTPUT_TENSOR @@ -18254,17 +18405,13 @@ opList { argType: INPUT_TENSOR argIndex: 1 } - argDescriptor { - name: "_a" - argType: INT64 - } +} +opList { + name: "sru" argDescriptor { name: "dtype" argType: DATA_TYPE } -} -opList { - name: "sru" argDescriptor { name: "h" argType: OUTPUT_TENSOR @@ -18298,13 +18445,13 @@ opList { argType: INPUT_TENSOR argIndex: 4 } +} +opList { + name: "sruCell" argDescriptor { name: "dtype" argType: DATA_TYPE } -} -opList { - name: "sruCell" argDescriptor { name: "ht" argType: OUTPUT_TENSOR @@ -18333,13 +18480,13 @@ opList { argType: INPUT_TENSOR argIndex: 3 } +} +opList { + name: "sru_bi" argDescriptor { name: "dtype" argType: DATA_TYPE } -} -opList { - name: "sru_bi" argDescriptor { name: "ht" argType: OUTPUT_TENSOR @@ -18373,13 +18520,13 @@ opList { argType: INPUT_TENSOR argIndex: 4 } +} +opList { + name: "sru_bi_bp" argDescriptor { name: "dtype" argType: DATA_TYPE } -} -opList { - name: "sru_bi_bp" argDescriptor { name: "gradI" argType: OUTPUT_TENSOR @@ -18438,13 +18585,13 @@ opList { argType: INPUT_TENSOR argIndex: 7 } +} +opList { + name: "sru_bp" argDescriptor { name: "dtype" argType: DATA_TYPE } -} -opList { - name: "sru_bp" argDescriptor { name: "gradX" argType: OUTPUT_TENSOR @@ -18503,13 +18650,13 @@ opList { argType: INPUT_TENSOR argIndex: 7 } - argDescriptor { - name: "dtype" - argType: DATA_TYPE - } } opList { name: "stabilize" + argDescriptor { + name: "dataType" + argType: DATA_TYPE + } argDescriptor { name: "outputs" argType: OUTPUT_TENSOR @@ -18518,14 +18665,6 @@ opList { name: "inPlace" argType: BOOL } - argDescriptor { - name: "input" - argType: INPUT_TENSOR - } - argDescriptor { - name: "dataType" - argType: DATA_TYPE - } argDescriptor { name: "realMin" argType: DOUBLE @@ -18540,10 +18679,22 @@ opList { argType: DOUBLE argIndex: 2 } + argDescriptor { + name: "input" + argType: INPUT_TENSOR + } opDeclarationType: LEGACY_XYZ } opList { name: "stack" + argDescriptor { + name: "dimensions" + argType: INT64 + } + argDescriptor { + name: "dtype" + argType: DATA_TYPE + } argDescriptor { name: "outputs" argType: OUTPUT_TENSOR @@ -18557,17 +18708,13 @@ opList { argType: INPUT_TENSOR argIndex: 1 } - argDescriptor { - name: "dimensions" - argType: INT64 - } +} +opList { + name: "stack_list" argDescriptor { name: "dtype" argType: DATA_TYPE } -} -opList { - name: "stack_list" argDescriptor { name: "outputs" argType: OUTPUT_TENSOR @@ -18576,14 +18723,14 @@ opList { name: "list" argType: INPUT_TENSOR } - argDescriptor { - name: "dtype" - argType: DATA_TYPE - } opDeclarationType: LIST_OP_IMPL } opList { name: "standardize" + argDescriptor { + name: "dimensions" + argType: INT64 + } argDescriptor { name: "outputs" argType: OUTPUT_TENSOR @@ -18597,14 +18744,18 @@ opList { argType: INPUT_TENSOR argIndex: 1 } - argDescriptor { - name: "dimensions" - argType: INT64 - } opDeclarationType: CONFIGURABLE_OP_IMPL } opList { name: "standardize_bp" + argDescriptor { + name: "dimensions" + argType: INT64 + } + argDescriptor { + name: "dtype" + argType: DATA_TYPE + } argDescriptor { name: "outputs" argType: OUTPUT_TENSOR @@ -18623,17 +18774,13 @@ opList { argType: INPUT_TENSOR argIndex: 2 } - argDescriptor { - name: "dimensions" - argType: INT64 - } +} +opList { + name: "static_bidirectional_rnn" argDescriptor { name: "dtype" argType: DATA_TYPE } -} -opList { - name: "static_bidirectional_rnn" argDescriptor { name: "h" argType: OUTPUT_TENSOR @@ -18692,13 +18839,13 @@ opList { argType: INPUT_TENSOR argIndex: 8 } +} +opList { + name: "static_rnn" argDescriptor { name: "dtype" argType: DATA_TYPE } -} -opList { - name: "static_rnn" argDescriptor { name: "h" argType: OUTPUT_TENSOR @@ -18732,19 +18879,19 @@ opList { argType: INPUT_TENSOR argIndex: 4 } - argDescriptor { - name: "dtype" - argType: DATA_TYPE - } } opList { name: "std" + argDescriptor { + name: "dimensions" + argType: INT64 + } argDescriptor { name: "outputs" argType: OUTPUT_TENSOR } argDescriptor { - name: "newFormat" + name: "biasCorrected" argType: BOOL } argDescriptor { @@ -18756,10 +18903,6 @@ opList { name: "input" argType: INPUT_TENSOR } - argDescriptor { - name: "dimensions" - argType: INT64 - } opDeclarationType: LEGACY_XYZ } opList { @@ -18772,18 +18915,22 @@ opList { name: "inPlace" argType: BOOL } - argDescriptor { - name: "input" - argType: INPUT_TENSOR - } argDescriptor { name: "cutoff" argType: DOUBLE } + argDescriptor { + name: "input" + argType: INPUT_TENSOR + } opDeclarationType: LEGACY_XYZ } opList { name: "stop_gradient" + argDescriptor { + name: "dataType" + argType: DATA_TYPE + } argDescriptor { name: "outputs" argType: OUTPUT_TENSOR @@ -18796,37 +18943,10 @@ opList { name: "input" argType: INPUT_TENSOR } - argDescriptor { - name: "dataType" - argType: DATA_TYPE - } opDeclarationType: OP_IMPL } opList { name: "strided_slice" - argDescriptor { - name: "outputs" - argType: OUTPUT_TENSOR - } - argDescriptor { - name: "input" - argType: INPUT_TENSOR - } - argDescriptor { - name: "v_begin" - argType: INPUT_TENSOR - argIndex: 1 - } - argDescriptor { - name: "v_end" - argType: INPUT_TENSOR - argIndex: 2 - } - argDescriptor { - name: "v_stride" - argType: INPUT_TENSOR - argIndex: 3 - } argDescriptor { name: "begin_mask" argType: INT64 @@ -18855,9 +18975,60 @@ opList { name: "dtype" argType: DATA_TYPE } + argDescriptor { + name: "outputs" + argType: OUTPUT_TENSOR + } + argDescriptor { + name: "input" + argType: INPUT_TENSOR + } + argDescriptor { + name: "v_begin" + argType: INPUT_TENSOR + argIndex: 1 + } + argDescriptor { + name: "v_end" + argType: INPUT_TENSOR + argIndex: 2 + } + argDescriptor { + name: "v_stride" + argType: INPUT_TENSOR + argIndex: 3 + } } opList { name: "strided_slice_bp" + argDescriptor { + name: "begin_mask" + argType: INT64 + } + argDescriptor { + name: "ellipsis_mask" + argType: INT64 + argIndex: 1 + } + argDescriptor { + name: "end_mask" + argType: INT64 + argIndex: 2 + } + argDescriptor { + name: "new_axis_mask" + argType: INT64 + argIndex: 3 + } + argDescriptor { + name: "shrink_axis_mask" + argType: INT64 + argIndex: 4 + } + argDescriptor { + name: "dtype" + argType: DATA_TYPE + } argDescriptor { name: "outputs" argType: OUTPUT_TENSOR @@ -18886,34 +19057,6 @@ opList { argType: INPUT_TENSOR argIndex: 4 } - argDescriptor { - name: "begin_mask" - argType: INT64 - } - argDescriptor { - name: "ellipsis_mask" - argType: INT64 - argIndex: 1 - } - argDescriptor { - name: "end_mask" - argType: INT64 - argIndex: 2 - } - argDescriptor { - name: "new_axis_mask" - argType: INT64 - argIndex: 3 - } - argDescriptor { - name: "shrink_axis_mask" - argType: INT64 - argIndex: 4 - } - argDescriptor { - name: "dtype" - argType: DATA_TYPE - } } opList { name: "sub_scalar" @@ -18921,18 +19064,23 @@ opList { name: "outputs" argType: OUTPUT_TENSOR } - argDescriptor { - name: "inPlace" - argType: BOOL - } argDescriptor { name: "input" argType: INPUT_TENSOR } + argDescriptor { + name: "y" + argType: INPUT_TENSOR + argIndex: 1 + } opDeclarationType: LEGACY_XYZ } opList { name: "subtract" + argDescriptor { + name: "dataType" + argType: DATA_TYPE + } argDescriptor { name: "outputs" argType: OUTPUT_TENSOR @@ -18950,14 +19098,14 @@ opList { argType: INPUT_TENSOR argIndex: 1 } - argDescriptor { - name: "dataType" - argType: DATA_TYPE - } opDeclarationType: BROADCASTABLE_OP_IMPL } opList { name: "subtract_bp" + argDescriptor { + name: "dtype" + argType: DATA_TYPE + } argDescriptor { name: "gradX" argType: OUTPUT_TENSOR @@ -18985,13 +19133,13 @@ opList { argType: INPUT_TENSOR argIndex: 2 } +} +opList { + name: "sufficient_statistics" argDescriptor { name: "dtype" argType: DATA_TYPE } -} -opList { - name: "sufficient_statistics" argDescriptor { name: "dataCount" argType: OUTPUT_TENSOR @@ -19025,19 +19173,33 @@ opList { argType: INPUT_TENSOR argIndex: 2 } +} +opList { + name: "svd" + argDescriptor { + name: "fullUV" + argType: INT64 + } + argDescriptor { + name: "calcUV" + argType: INT64 + argIndex: 1 + } + argDescriptor { + name: "switchNum" + argType: INT64 + argIndex: 2 + } argDescriptor { name: "dtype" argType: DATA_TYPE } -} -opList { - name: "svd" argDescriptor { name: "outputs" argType: OUTPUT_TENSOR } argDescriptor { - name: "fullUV" + name: "full_matrices" argType: BOOL } argDescriptor { @@ -19064,27 +19226,13 @@ opList { argType: INPUT_TENSOR argIndex: 3 } - argDescriptor { - name: "fullUV" - argType: INT64 - } - argDescriptor { - name: "calcUV" - argType: INT64 - argIndex: 1 - } - argDescriptor { - name: "switchNum" - argType: INT64 - argIndex: 2 - } - argDescriptor { - name: "dtype" - argType: DATA_TYPE - } } opList { name: "swish" + argDescriptor { + name: "dataType" + argType: DATA_TYPE + } argDescriptor { name: "outputs" argType: OUTPUT_TENSOR @@ -19097,10 +19245,6 @@ opList { name: "input" argType: INPUT_TENSOR } - argDescriptor { - name: "dataType" - argType: DATA_TYPE - } opDeclarationType: LEGACY_XYZ } opList { @@ -19109,6 +19253,10 @@ opList { name: "outputs" argType: OUTPUT_TENSOR } + argDescriptor { + name: "frameName" + argType: STRING + } argDescriptor { name: "input" argType: INPUT_TENSOR @@ -19118,13 +19266,13 @@ opList { argType: INPUT_TENSOR argIndex: 1 } - argDescriptor { - name: "frameName" - argType: STRING - } } opList { name: "tan" + argDescriptor { + name: "dataType" + argType: DATA_TYPE + } argDescriptor { name: "outputs" argType: OUTPUT_TENSOR @@ -19137,14 +19285,14 @@ opList { name: "input" argType: INPUT_TENSOR } - argDescriptor { - name: "dataType" - argType: DATA_TYPE - } opDeclarationType: LEGACY_XYZ } opList { name: "tanderivative" + argDescriptor { + name: "dataType" + argType: DATA_TYPE + } argDescriptor { name: "outputs" argType: OUTPUT_TENSOR @@ -19153,14 +19301,14 @@ opList { name: "input" argType: INPUT_TENSOR } - argDescriptor { - name: "dataType" - argType: DATA_TYPE - } opDeclarationType: LEGACY_XYZ } opList { name: "tanh" + argDescriptor { + name: "dataType" + argType: DATA_TYPE + } argDescriptor { name: "outputs" argType: OUTPUT_TENSOR @@ -19173,10 +19321,6 @@ opList { name: "input" argType: INPUT_TENSOR } - argDescriptor { - name: "dataType" - argType: DATA_TYPE - } opDeclarationType: CONFIGURABLE_OP_IMPL } opList { @@ -19198,6 +19342,10 @@ opList { } opList { name: "tear" + argDescriptor { + name: "dtype" + argType: DATA_TYPE + } argDescriptor { name: "outE" argType: OUTPUT_TENSOR @@ -19206,21 +19354,17 @@ opList { name: "input" argType: INPUT_TENSOR } - argDescriptor { - name: "dtype" - argType: DATA_TYPE - } } opList { name: "tensorarrayv3" - argDescriptor { - name: "outputs" - argType: OUTPUT_TENSOR - } argDescriptor { name: "dataType" argType: INT64 } + argDescriptor { + name: "outputs" + argType: OUTPUT_TENSOR + } } opList { name: "tensorarraywritev3" @@ -19235,6 +19379,10 @@ opList { } opList { name: "tensordot" + argDescriptor { + name: "dimensionsY" + argType: INT64 + } argDescriptor { name: "outputs" argType: OUTPUT_TENSOR @@ -19262,26 +19410,9 @@ opList { argType: INPUT_TENSOR argIndex: 1 } - argDescriptor { - name: "dimensionsY" - argType: INT64 - } } opList { name: "tensormmul" - argDescriptor { - name: "c" - argType: OUTPUT_TENSOR - } - argDescriptor { - name: "a" - argType: INPUT_TENSOR - } - argDescriptor { - name: "b" - argType: INPUT_TENSOR - argIndex: 1 - } argDescriptor { name: "axe0_size" argType: INT64 @@ -19295,9 +19426,30 @@ opList { name: "dtype" argType: DATA_TYPE } + argDescriptor { + name: "c" + argType: OUTPUT_TENSOR + } + argDescriptor { + name: "a" + argType: INPUT_TENSOR + } + argDescriptor { + name: "b" + argType: INPUT_TENSOR + argIndex: 1 + } } opList { name: "tensormmul_bp" + argDescriptor { + name: "axe0Size" + argType: INT64 + } + argDescriptor { + name: "dtype" + argType: DATA_TYPE + } argDescriptor { name: "dLdA" argType: OUTPUT_TENSOR @@ -19321,14 +19473,6 @@ opList { argType: INPUT_TENSOR argIndex: 2 } - argDescriptor { - name: "axe0Size" - argType: INT64 - } - argDescriptor { - name: "dtype" - argType: DATA_TYPE - } } opList { name: "test_output_reshape" @@ -19344,6 +19488,10 @@ opList { } opList { name: "test_scalar" + argDescriptor { + name: "dtype" + argType: DATA_TYPE + } argDescriptor { name: "outputs" argType: OUTPUT_TENSOR @@ -19352,21 +19500,17 @@ opList { name: "input" argType: INPUT_TENSOR } - argDescriptor { - name: "dtype" - argType: DATA_TYPE - } } opList { name: "testcustom" - argDescriptor { - name: "outputs" - argType: OUTPUT_TENSOR - } argDescriptor { name: "dtype" argType: DATA_TYPE } + argDescriptor { + name: "outputs" + argType: OUTPUT_TENSOR + } } opList { name: "testop2i2o" @@ -19400,6 +19544,10 @@ opList { } opList { name: "tf_atan2" + argDescriptor { + name: "dataType" + argType: DATA_TYPE + } argDescriptor { name: "outputs" argType: OUTPUT_TENSOR @@ -19417,10 +19565,6 @@ opList { argType: INPUT_TENSOR argIndex: 1 } - argDescriptor { - name: "dataType" - argType: DATA_TYPE - } opDeclarationType: BROADCASTABLE_OP_IMPL } opList { @@ -19433,14 +19577,14 @@ opList { name: "inPlace" argType: BOOL } - argDescriptor { - name: "input" - argType: INPUT_TENSOR - } argDescriptor { name: "cutoff" argType: DOUBLE } + argDescriptor { + name: "input" + argType: INPUT_TENSOR + } opDeclarationType: CONFIGURABLE_OP_IMPL } opList { @@ -19449,6 +19593,10 @@ opList { name: "dLdI" argType: OUTPUT_TENSOR } + argDescriptor { + name: "cutoff" + argType: DOUBLE + } argDescriptor { name: "input" argType: INPUT_TENSOR @@ -19458,14 +19606,18 @@ opList { argType: INPUT_TENSOR argIndex: 1 } - argDescriptor { - name: "cutoff" - argType: DOUBLE - } opDeclarationType: CONFIGURABLE_OP_IMPL } opList { name: "tile" + argDescriptor { + name: "dimensions" + argType: INT64 + } + argDescriptor { + name: "dtype" + argType: DATA_TYPE + } argDescriptor { name: "outputs" argType: OUTPUT_TENSOR @@ -19483,17 +19635,17 @@ opList { argType: INPUT_TENSOR argIndex: 1 } +} +opList { + name: "tile_bp" argDescriptor { - name: "dimensions" + name: "repeat" argType: INT64 } argDescriptor { name: "dtype" argType: DATA_TYPE } -} -opList { - name: "tile_bp" argDescriptor { name: "gradI" argType: OUTPUT_TENSOR @@ -19507,17 +19659,13 @@ opList { argType: INPUT_TENSOR argIndex: 1 } - argDescriptor { - name: "repeat" - argType: INT64 - } +} +opList { + name: "tile_to_shape" argDescriptor { name: "dtype" argType: DATA_TYPE } -} -opList { - name: "tile_to_shape" argDescriptor { name: "outputs" argType: OUTPUT_TENSOR @@ -19526,13 +19674,13 @@ opList { name: "input" argType: INPUT_TENSOR } +} +opList { + name: "tile_to_shape_bp" argDescriptor { name: "dtype" argType: DATA_TYPE } -} -opList { - name: "tile_to_shape_bp" argDescriptor { name: "gradX" argType: OUTPUT_TENSOR @@ -19546,13 +19694,13 @@ opList { argType: INPUT_TENSOR argIndex: 1 } - argDescriptor { - name: "dtype" - argType: DATA_TYPE - } } opList { name: "timesoneminus" + argDescriptor { + name: "dataType" + argType: DATA_TYPE + } argDescriptor { name: "outputs" argType: OUTPUT_TENSOR @@ -19565,14 +19713,14 @@ opList { name: "input" argType: INPUT_TENSOR } - argDescriptor { - name: "dataType" - argType: DATA_TYPE - } opDeclarationType: LEGACY_XYZ } opList { name: "to_double" + argDescriptor { + name: "dtype" + argType: DATA_TYPE + } argDescriptor { name: "outputs" argType: OUTPUT_TENSOR @@ -19581,13 +19729,13 @@ opList { name: "input" argType: INPUT_TENSOR } - argDescriptor { - name: "dtype" - argType: DATA_TYPE - } } opList { name: "to_float16" + argDescriptor { + name: "dtype" + argType: DATA_TYPE + } argDescriptor { name: "outputs" argType: OUTPUT_TENSOR @@ -19596,13 +19744,13 @@ opList { name: "input" argType: INPUT_TENSOR } - argDescriptor { - name: "dtype" - argType: DATA_TYPE - } } opList { name: "to_float32" + argDescriptor { + name: "dtype" + argType: DATA_TYPE + } argDescriptor { name: "outputs" argType: OUTPUT_TENSOR @@ -19611,13 +19759,13 @@ opList { name: "input" argType: INPUT_TENSOR } - argDescriptor { - name: "dtype" - argType: DATA_TYPE - } } opList { name: "to_int32" + argDescriptor { + name: "dtype" + argType: DATA_TYPE + } argDescriptor { name: "outputs" argType: OUTPUT_TENSOR @@ -19626,13 +19774,13 @@ opList { name: "input" argType: INPUT_TENSOR } - argDescriptor { - name: "dtype" - argType: DATA_TYPE - } } opList { name: "to_int64" + argDescriptor { + name: "dtype" + argType: DATA_TYPE + } argDescriptor { name: "outputs" argType: OUTPUT_TENSOR @@ -19641,13 +19789,13 @@ opList { name: "input" argType: INPUT_TENSOR } - argDescriptor { - name: "dtype" - argType: DATA_TYPE - } } opList { name: "to_uint32" + argDescriptor { + name: "dtype" + argType: DATA_TYPE + } argDescriptor { name: "outputs" argType: OUTPUT_TENSOR @@ -19656,13 +19804,13 @@ opList { name: "input" argType: INPUT_TENSOR } - argDescriptor { - name: "dtype" - argType: DATA_TYPE - } } opList { name: "to_uint64" + argDescriptor { + name: "dtype" + argType: DATA_TYPE + } argDescriptor { name: "outputs" argType: OUTPUT_TENSOR @@ -19671,10 +19819,6 @@ opList { name: "input" argType: INPUT_TENSOR } - argDescriptor { - name: "dtype" - argType: DATA_TYPE - } } opList { name: "toggle_bits" @@ -19690,6 +19834,14 @@ opList { } opList { name: "top_k" + argDescriptor { + name: "k" + argType: INT64 + } + argDescriptor { + name: "dtype" + argType: DATA_TYPE + } argDescriptor { name: "values" argType: OUTPUT_TENSOR @@ -19707,17 +19859,13 @@ opList { name: "input" argType: INPUT_TENSOR } - argDescriptor { - name: "k" - argType: INT64 - } +} +opList { + name: "trace" argDescriptor { name: "dtype" argType: DATA_TYPE } -} -opList { - name: "trace" argDescriptor { name: "outputs" argType: OUTPUT_TENSOR @@ -19726,13 +19874,13 @@ opList { name: "input" argType: INPUT_TENSOR } +} +opList { + name: "transpose" argDescriptor { name: "dtype" argType: DATA_TYPE } -} -opList { - name: "transpose" argDescriptor { name: "outputs" argType: OUTPUT_TENSOR @@ -19746,17 +19894,9 @@ opList { argType: INPUT_TENSOR argIndex: 1 } - argDescriptor { - name: "dtype" - argType: DATA_TYPE - } } opList { name: "tri" - argDescriptor { - name: "outputs" - argType: OUTPUT_TENSOR - } argDescriptor { name: "row" argType: INT64 @@ -19775,9 +19915,17 @@ opList { name: "dtype" argType: DATA_TYPE } + argDescriptor { + name: "outputs" + argType: OUTPUT_TENSOR + } } opList { name: "triangular_solve" + argDescriptor { + name: "dtype" + argType: DATA_TYPE + } argDescriptor { name: "outputs" argType: OUTPUT_TENSOR @@ -19810,21 +19958,9 @@ opList { argType: INPUT_TENSOR argIndex: 3 } - argDescriptor { - name: "dtype" - argType: DATA_TYPE - } } opList { name: "triu" - argDescriptor { - name: "outputs" - argType: OUTPUT_TENSOR - } - argDescriptor { - name: "input" - argType: INPUT_TENSOR - } argDescriptor { name: "diag" argType: INT64 @@ -19833,9 +19969,25 @@ opList { name: "dtype" argType: DATA_TYPE } + argDescriptor { + name: "outputs" + argType: OUTPUT_TENSOR + } + argDescriptor { + name: "input" + argType: INPUT_TENSOR + } } opList { name: "triu_bp" + argDescriptor { + name: "diag" + argType: INT64 + } + argDescriptor { + name: "dtype" + argType: DATA_TYPE + } argDescriptor { name: "gradI" argType: OUTPUT_TENSOR @@ -19849,17 +20001,13 @@ opList { argType: INPUT_TENSOR argIndex: 1 } - argDescriptor { - name: "diag" - argType: INT64 - } - argDescriptor { - name: "dtype" - argType: DATA_TYPE - } } opList { name: "truncatediv" + argDescriptor { + name: "dataType" + argType: DATA_TYPE + } argDescriptor { name: "outputs" argType: OUTPUT_TENSOR @@ -19877,14 +20025,14 @@ opList { argType: INPUT_TENSOR argIndex: 1 } - argDescriptor { - name: "dataType" - argType: DATA_TYPE - } opDeclarationType: BROADCASTABLE_OP_IMPL } opList { name: "unique" + argDescriptor { + name: "dtype" + argType: DATA_TYPE + } argDescriptor { name: "values" argType: OUTPUT_TENSOR @@ -19898,13 +20046,13 @@ opList { name: "input" argType: INPUT_TENSOR } +} +opList { + name: "unique_with_counts" argDescriptor { name: "dtype" argType: DATA_TYPE } -} -opList { - name: "unique_with_counts" argDescriptor { name: "values" argType: OUTPUT_TENSOR @@ -19923,13 +20071,17 @@ opList { name: "input" argType: INPUT_TENSOR } +} +opList { + name: "unsorted_segment_max" + argDescriptor { + name: "numSegments" + argType: INT64 + } argDescriptor { name: "dtype" argType: DATA_TYPE } -} -opList { - name: "unsorted_segment_max" argDescriptor { name: "segmentedOutput" argType: OUTPUT_TENSOR @@ -19948,17 +20100,17 @@ opList { argType: INPUT_TENSOR argIndex: 2 } - argDescriptor { - name: "numSegments" - argType: INT64 - } - argDescriptor { - name: "dtype" - argType: DATA_TYPE - } } opList { name: "unsorted_segment_max_bp" + argDescriptor { + name: "numSegments" + argType: INT64 + } + argDescriptor { + name: "dtype" + argType: DATA_TYPE + } argDescriptor { name: "outputs" argType: OUTPUT_TENSOR @@ -19977,17 +20129,17 @@ opList { argType: INPUT_TENSOR argIndex: 2 } - argDescriptor { - name: "numSegments" - argType: INT64 - } - argDescriptor { - name: "dtype" - argType: DATA_TYPE - } } opList { name: "unsorted_segment_mean" + argDescriptor { + name: "numSegments" + argType: INT64 + } + argDescriptor { + name: "dtype" + argType: DATA_TYPE + } argDescriptor { name: "segmentedOutput" argType: OUTPUT_TENSOR @@ -20006,17 +20158,17 @@ opList { argType: INPUT_TENSOR argIndex: 2 } - argDescriptor { - name: "numSegments" - argType: INT64 - } - argDescriptor { - name: "dtype" - argType: DATA_TYPE - } } opList { name: "unsorted_segment_mean_bp" + argDescriptor { + name: "numSegments" + argType: INT64 + } + argDescriptor { + name: "dtype" + argType: DATA_TYPE + } argDescriptor { name: "outputs" argType: OUTPUT_TENSOR @@ -20035,17 +20187,17 @@ opList { argType: INPUT_TENSOR argIndex: 2 } - argDescriptor { - name: "numSegments" - argType: INT64 - } - argDescriptor { - name: "dtype" - argType: DATA_TYPE - } } opList { name: "unsorted_segment_min" + argDescriptor { + name: "numSegments" + argType: INT64 + } + argDescriptor { + name: "dtype" + argType: DATA_TYPE + } argDescriptor { name: "segmentedOutput" argType: OUTPUT_TENSOR @@ -20064,17 +20216,17 @@ opList { argType: INPUT_TENSOR argIndex: 2 } - argDescriptor { - name: "numSegments" - argType: INT64 - } - argDescriptor { - name: "dtype" - argType: DATA_TYPE - } } opList { name: "unsorted_segment_min_bp" + argDescriptor { + name: "numSegments" + argType: INT64 + } + argDescriptor { + name: "dtype" + argType: DATA_TYPE + } argDescriptor { name: "outputs" argType: OUTPUT_TENSOR @@ -20093,17 +20245,17 @@ opList { argType: INPUT_TENSOR argIndex: 2 } - argDescriptor { - name: "numSegments" - argType: INT64 - } - argDescriptor { - name: "dtype" - argType: DATA_TYPE - } } opList { name: "unsorted_segment_prod" + argDescriptor { + name: "numSegments" + argType: INT64 + } + argDescriptor { + name: "dtype" + argType: DATA_TYPE + } argDescriptor { name: "segmentedOutput" argType: OUTPUT_TENSOR @@ -20122,17 +20274,17 @@ opList { argType: INPUT_TENSOR argIndex: 2 } - argDescriptor { - name: "numSegments" - argType: INT64 - } - argDescriptor { - name: "dtype" - argType: DATA_TYPE - } } opList { name: "unsorted_segment_prod_bp" + argDescriptor { + name: "numSegments" + argType: INT64 + } + argDescriptor { + name: "dtype" + argType: DATA_TYPE + } argDescriptor { name: "outputs" argType: OUTPUT_TENSOR @@ -20151,17 +20303,17 @@ opList { argType: INPUT_TENSOR argIndex: 2 } - argDescriptor { - name: "numSegments" - argType: INT64 - } - argDescriptor { - name: "dtype" - argType: DATA_TYPE - } } opList { name: "unsorted_segment_sqrt_n" + argDescriptor { + name: "numSegments" + argType: INT64 + } + argDescriptor { + name: "dtype" + argType: DATA_TYPE + } argDescriptor { name: "segmentedOutput" argType: OUTPUT_TENSOR @@ -20180,17 +20332,17 @@ opList { argType: INPUT_TENSOR argIndex: 2 } - argDescriptor { - name: "numSegments" - argType: INT64 - } - argDescriptor { - name: "dtype" - argType: DATA_TYPE - } } opList { name: "unsorted_segment_sqrt_n_bp" + argDescriptor { + name: "numSegments" + argType: INT64 + } + argDescriptor { + name: "dtype" + argType: DATA_TYPE + } argDescriptor { name: "outputs" argType: OUTPUT_TENSOR @@ -20209,6 +20361,9 @@ opList { argType: INPUT_TENSOR argIndex: 2 } +} +opList { + name: "unsorted_segment_sum" argDescriptor { name: "numSegments" argType: INT64 @@ -20217,9 +20372,6 @@ opList { name: "dtype" argType: DATA_TYPE } -} -opList { - name: "unsorted_segment_sum" argDescriptor { name: "segmentedOutput" argType: OUTPUT_TENSOR @@ -20238,6 +20390,9 @@ opList { argType: INPUT_TENSOR argIndex: 2 } +} +opList { + name: "unsorted_segment_sum_bp" argDescriptor { name: "numSegments" argType: INT64 @@ -20246,9 +20401,6 @@ opList { name: "dtype" argType: DATA_TYPE } -} -opList { - name: "unsorted_segment_sum_bp" argDescriptor { name: "outputs" argType: OUTPUT_TENSOR @@ -20267,25 +20419,9 @@ opList { argType: INPUT_TENSOR argIndex: 2 } - argDescriptor { - name: "numSegments" - argType: INT64 - } - argDescriptor { - name: "dtype" - argType: DATA_TYPE - } } opList { name: "unstack" - argDescriptor { - name: "outArrs" - argType: OUTPUT_TENSOR - } - argDescriptor { - name: "input" - argType: INPUT_TENSOR - } argDescriptor { name: "dimensions" argType: INT64 @@ -20299,6 +20435,14 @@ opList { name: "dtype" argType: DATA_TYPE } + argDescriptor { + name: "outArrs" + argType: OUTPUT_TENSOR + } + argDescriptor { + name: "input" + argType: INPUT_TENSOR + } } opList { name: "unstack_list" @@ -20314,18 +20458,6 @@ opList { } opList { name: "upsampling2d" - argDescriptor { - name: "outputs" - argType: OUTPUT_TENSOR - } - argDescriptor { - name: "nchw" - argType: BOOL - } - argDescriptor { - name: "input" - argType: INPUT_TENSOR - } argDescriptor { name: "factorH" argType: INT64 @@ -20344,9 +20476,29 @@ opList { name: "dtype" argType: DATA_TYPE } + argDescriptor { + name: "outputs" + argType: OUTPUT_TENSOR + } + argDescriptor { + name: "nchw" + argType: BOOL + } + argDescriptor { + name: "input" + argType: INPUT_TENSOR + } } opList { name: "upsampling2d_bp" + argDescriptor { + name: "scaleW" + argType: INT64 + } + argDescriptor { + name: "dtype" + argType: DATA_TYPE + } argDescriptor { name: "gradI" argType: OUTPUT_TENSOR @@ -20364,29 +20516,9 @@ opList { argType: INPUT_TENSOR argIndex: 1 } - argDescriptor { - name: "scaleW" - argType: INT64 - } - argDescriptor { - name: "dtype" - argType: DATA_TYPE - } } opList { name: "upsampling3d" - argDescriptor { - name: "outputs" - argType: OUTPUT_TENSOR - } - argDescriptor { - name: "ncdhw" - argType: BOOL - } - argDescriptor { - name: "input" - argType: INPUT_TENSOR - } argDescriptor { name: "factorD" argType: INT64 @@ -20410,9 +20542,29 @@ opList { name: "dtype" argType: DATA_TYPE } + argDescriptor { + name: "outputs" + argType: OUTPUT_TENSOR + } + argDescriptor { + name: "ncdhw" + argType: BOOL + } + argDescriptor { + name: "input" + argType: INPUT_TENSOR + } } opList { name: "upsampling3d_bp" + argDescriptor { + name: "isNCDHW" + argType: INT64 + } + argDescriptor { + name: "dtype" + argType: DATA_TYPE + } argDescriptor { name: "gradI" argType: OUTPUT_TENSOR @@ -20430,17 +20582,13 @@ opList { argType: INPUT_TENSOR argIndex: 1 } - argDescriptor { - name: "isNCDHW" - argType: INT64 - } - argDescriptor { - name: "dtype" - argType: DATA_TYPE - } } opList { name: "var" + argDescriptor { + name: "dimensions" + argType: INT64 + } argDescriptor { name: "outputs" argType: OUTPUT_TENSOR @@ -20458,10 +20606,6 @@ opList { name: "input" argType: INPUT_TENSOR } - argDescriptor { - name: "dimensions" - argType: INT64 - } opDeclarationType: LEGACY_XYZ } opList { @@ -20488,6 +20632,10 @@ opList { } opList { name: "where_np" + argDescriptor { + name: "dtype" + argType: DATA_TYPE + } argDescriptor { name: "outputs" argType: OUTPUT_TENSOR @@ -20506,13 +20654,13 @@ opList { argType: INPUT_TENSOR argIndex: 2 } - argDescriptor { - name: "dtype" - argType: DATA_TYPE - } } opList { name: "write_list" + argDescriptor { + name: "idx" + argType: INT64 + } argDescriptor { name: "outputs" argType: OUTPUT_TENSOR @@ -20526,18 +20674,22 @@ opList { argType: INPUT_TENSOR argIndex: 1 } - argDescriptor { - name: "idx" - argType: INT64 - } opDeclarationType: LIST_OP_IMPL } opList { name: "xor" + argDescriptor { + name: "dataType" + argType: DATA_TYPE + } argDescriptor { name: "outputs" argType: OUTPUT_TENSOR } + argDescriptor { + name: "comparable" + argType: DOUBLE + } argDescriptor { name: "input" argType: INPUT_TENSOR @@ -20547,14 +20699,6 @@ opList { argType: INPUT_TENSOR argIndex: 1 } - argDescriptor { - name: "dataType" - argType: DATA_TYPE - } - argDescriptor { - name: "comparable" - argType: DOUBLE - } opDeclarationType: LEGACY_XYZ } opList { @@ -20575,6 +20719,14 @@ opList { } opList { name: "xw_plus_b" + argDescriptor { + name: "bTranspose" + argType: INT64 + } + argDescriptor { + name: "dtype" + argType: DATA_TYPE + } argDescriptor { name: "outputs" argType: OUTPUT_TENSOR @@ -20593,6 +20745,9 @@ opList { argType: INPUT_TENSOR argIndex: 2 } +} +opList { + name: "xw_plus_b_bp" argDescriptor { name: "bTranspose" argType: INT64 @@ -20601,9 +20756,6 @@ opList { name: "dtype" argType: DATA_TYPE } -} -opList { - name: "xw_plus_b_bp" argDescriptor { name: "dLdx" argType: OUTPUT_TENSOR @@ -20637,17 +20789,13 @@ opList { argType: INPUT_TENSOR argIndex: 3 } - argDescriptor { - name: "bTranspose" - argType: INT64 - } - argDescriptor { - name: "dtype" - argType: DATA_TYPE - } } opList { name: "yiq_to_rgb" + argDescriptor { + name: "dimC" + argType: INT64 + } argDescriptor { name: "outputs" argType: OUTPUT_TENSOR @@ -20656,14 +20804,14 @@ opList { name: "input" argType: INPUT_TENSOR } - argDescriptor { - name: "dimC" - argType: INT64 - } opDeclarationType: CONFIGURABLE_OP_IMPL } opList { name: "yuv_to_rgb" + argDescriptor { + name: "dimC" + argType: INT64 + } argDescriptor { name: "outputs" argType: OUTPUT_TENSOR @@ -20672,14 +20820,14 @@ opList { name: "input" argType: INPUT_TENSOR } - argDescriptor { - name: "dimC" - argType: INT64 - } opDeclarationType: CONFIGURABLE_OP_IMPL } opList { name: "zero_fraction" + argDescriptor { + name: "dtype" + argType: DATA_TYPE + } argDescriptor { name: "outputs" argType: OUTPUT_TENSOR @@ -20688,21 +20836,17 @@ opList { name: "input" argType: INPUT_TENSOR } - argDescriptor { - name: "dtype" - argType: DATA_TYPE - } } opList { name: "zeros_as" - argDescriptor { - name: "outputs" - argType: OUTPUT_TENSOR - } argDescriptor { name: "dtype" argType: DATA_TYPE } + argDescriptor { + name: "outputs" + argType: OUTPUT_TENSOR + } } opList { name: "zeros_like" @@ -20717,6 +20861,10 @@ opList { } opList { name: "zeroslike" + argDescriptor { + name: "dataType" + argType: INT64 + } argDescriptor { name: "outputs" argType: OUTPUT_TENSOR @@ -20729,13 +20877,13 @@ opList { name: "input" argType: INPUT_TENSOR } - argDescriptor { - name: "dataType" - argType: INT64 - } } opList { name: "zeta" + argDescriptor { + name: "dataType" + argType: DATA_TYPE + } argDescriptor { name: "outputs" argType: OUTPUT_TENSOR @@ -20753,10 +20901,6 @@ opList { argType: INPUT_TENSOR argIndex: 1 } - argDescriptor { - name: "dataType" - argType: DATA_TYPE - } opDeclarationType: CONFIGURABLE_OP_IMPL } opList { diff --git a/contrib/codegen-tools/libnd4j-gen/src/main/java/org/nd4j/descriptor/proposal/impl/JavaSourceArgDescriptorSource.java b/contrib/codegen-tools/libnd4j-gen/src/main/java/org/nd4j/descriptor/proposal/impl/JavaSourceArgDescriptorSource.java index d4216e925..c9cc9b799 100644 --- a/contrib/codegen-tools/libnd4j-gen/src/main/java/org/nd4j/descriptor/proposal/impl/JavaSourceArgDescriptorSource.java +++ b/contrib/codegen-tools/libnd4j-gen/src/main/java/org/nd4j/descriptor/proposal/impl/JavaSourceArgDescriptorSource.java @@ -551,6 +551,18 @@ public class JavaSourceArgDescriptorSource implements ArgDescriptorSource { } } + if(name.contains("scatter_update")) { + argDescriptorProposals.add(ArgDescriptorProposal.builder() + .sourceOfProposal("java") + .proposalWeight(Double.MAX_VALUE) + .descriptor(OpNamespace.ArgDescriptor.newBuilder() + .setArgType(OpNamespace.ArgDescriptor.ArgType.INPUT_TENSOR) + .setName("indices") + .setIsArray(false) + .setArgIndex(2) + .build()).build()); + + } if(name.contains("fill")) { diff --git a/contrib/codegen-tools/libnd4j-gen/src/main/java/org/nd4j/descriptor/proposal/impl/Libnd4jArgDescriptorSource.java b/contrib/codegen-tools/libnd4j-gen/src/main/java/org/nd4j/descriptor/proposal/impl/Libnd4jArgDescriptorSource.java index fb234c1fa..34c576474 100644 --- a/contrib/codegen-tools/libnd4j-gen/src/main/java/org/nd4j/descriptor/proposal/impl/Libnd4jArgDescriptorSource.java +++ b/contrib/codegen-tools/libnd4j-gen/src/main/java/org/nd4j/descriptor/proposal/impl/Libnd4jArgDescriptorSource.java @@ -913,6 +913,8 @@ public class Libnd4jArgDescriptorSource implements ArgDescriptorSource { } + + if(name.equals("lin_space")) { argDescriptorProposals.add(ArgDescriptorProposal.builder() .sourceOfProposal("start") @@ -1224,6 +1226,19 @@ public class Libnd4jArgDescriptorSource implements ArgDescriptorSource { .build()); } + if(name.contains("scatter_update")) { + argDescriptorProposals.add(ArgDescriptorProposal.builder() + .sourceOfProposal("cpp") + .proposalWeight(Double.MAX_VALUE) + .descriptor(OpNamespace.ArgDescriptor.newBuilder() + .setArgType(OpNamespace.ArgDescriptor.ArgType.INPUT_TENSOR) + .setName("indices") + .setIsArray(false) + .setArgIndex(2) + .build()).build()); + + } + } else if(line.contains(REDUCTION_OP_IMPL)) { //REDUCTION_OP_IMPL(NAME, NIN, NOUT, INPLACEABLE, TARGS, IARGS) foundOp = true; diff --git a/nd4j/nd4j-backends/nd4j-tests/ops-added-new.txt b/nd4j/nd4j-backends/nd4j-tests/ops-added-new.txt index 11eb696f1..ea6bc3c53 100644 --- a/nd4j/nd4j-backends/nd4j-tests/ops-added-new.txt +++ b/nd4j/nd4j-backends/nd4j-tests/ops-added-new.txt @@ -1,7 +1,704 @@ -Const,Variable -Const,Variable_1 -Identity,Variable/read -Identity,Variable_1/read -Pack,floordiv/x -Pack,floordiv/y -FloorDiv,floordiv +Placeholder,input_tensor +Const,transpose/perm +Const,Pad/paddings +Const,conv2d/kernel +Const,batch_normalization/gamma +Const,batch_normalization/beta +Const,batch_normalization/moving_mean +Const,batch_normalization/moving_variance +Const,conv2d_1/kernel +Const,conv2d_2/kernel +Const,batch_normalization_1/gamma +Const,batch_normalization_1/beta +Const,batch_normalization_1/moving_mean +Const,batch_normalization_1/moving_variance +Const,conv2d_3/kernel +Const,batch_normalization_2/gamma +Const,batch_normalization_2/beta +Const,batch_normalization_2/moving_mean +Const,batch_normalization_2/moving_variance +Const,conv2d_4/kernel +Const,batch_normalization_3/gamma +Const,batch_normalization_3/beta +Const,batch_normalization_3/moving_mean +Const,batch_normalization_3/moving_variance +Const,conv2d_5/kernel +Const,batch_normalization_4/gamma +Const,batch_normalization_4/beta +Const,batch_normalization_4/moving_mean +Const,batch_normalization_4/moving_variance +Const,conv2d_6/kernel +Const,batch_normalization_5/gamma +Const,batch_normalization_5/beta +Const,batch_normalization_5/moving_mean +Const,batch_normalization_5/moving_variance +Const,conv2d_7/kernel +Const,batch_normalization_6/gamma +Const,batch_normalization_6/beta +Const,batch_normalization_6/moving_mean +Const,batch_normalization_6/moving_variance +Const,conv2d_8/kernel +Const,batch_normalization_7/gamma +Const,batch_normalization_7/beta +Const,batch_normalization_7/moving_mean +Const,batch_normalization_7/moving_variance +Const,conv2d_9/kernel +Const,batch_normalization_8/gamma +Const,batch_normalization_8/beta +Const,batch_normalization_8/moving_mean +Const,batch_normalization_8/moving_variance +Const,conv2d_10/kernel +Const,batch_normalization_9/gamma +Const,batch_normalization_9/beta +Const,batch_normalization_9/moving_mean +Const,batch_normalization_9/moving_variance +Const,Pad_1/paddings +Const,conv2d_11/kernel +Const,conv2d_12/kernel +Const,batch_normalization_10/gamma +Const,batch_normalization_10/beta +Const,batch_normalization_10/moving_mean +Const,batch_normalization_10/moving_variance +Const,Pad_2/paddings +Const,conv2d_13/kernel +Const,batch_normalization_11/gamma +Const,batch_normalization_11/beta +Const,batch_normalization_11/moving_mean +Const,batch_normalization_11/moving_variance +Const,conv2d_14/kernel +Const,batch_normalization_12/gamma +Const,batch_normalization_12/beta +Const,batch_normalization_12/moving_mean +Const,batch_normalization_12/moving_variance +Const,conv2d_15/kernel +Const,batch_normalization_13/gamma +Const,batch_normalization_13/beta +Const,batch_normalization_13/moving_mean +Const,batch_normalization_13/moving_variance +Const,conv2d_16/kernel +Const,batch_normalization_14/gamma +Const,batch_normalization_14/beta +Const,batch_normalization_14/moving_mean +Const,batch_normalization_14/moving_variance +Const,conv2d_17/kernel +Const,batch_normalization_15/gamma +Const,batch_normalization_15/beta +Const,batch_normalization_15/moving_mean +Const,batch_normalization_15/moving_variance +Const,conv2d_18/kernel +Const,batch_normalization_16/gamma +Const,batch_normalization_16/beta +Const,batch_normalization_16/moving_mean +Const,batch_normalization_16/moving_variance +Const,conv2d_19/kernel +Const,batch_normalization_17/gamma +Const,batch_normalization_17/beta +Const,batch_normalization_17/moving_mean +Const,batch_normalization_17/moving_variance +Const,conv2d_20/kernel +Const,batch_normalization_18/gamma +Const,batch_normalization_18/beta +Const,batch_normalization_18/moving_mean +Const,batch_normalization_18/moving_variance +Const,conv2d_21/kernel +Const,batch_normalization_19/gamma +Const,batch_normalization_19/beta +Const,batch_normalization_19/moving_mean +Const,batch_normalization_19/moving_variance +Const,conv2d_22/kernel +Const,batch_normalization_20/gamma +Const,batch_normalization_20/beta +Const,batch_normalization_20/moving_mean +Const,batch_normalization_20/moving_variance +Const,conv2d_23/kernel +Const,batch_normalization_21/gamma +Const,batch_normalization_21/beta +Const,batch_normalization_21/moving_mean +Const,batch_normalization_21/moving_variance +Const,Pad_3/paddings +Const,conv2d_24/kernel +Const,conv2d_25/kernel +Const,batch_normalization_22/gamma +Const,batch_normalization_22/beta +Const,batch_normalization_22/moving_mean +Const,batch_normalization_22/moving_variance +Const,Pad_4/paddings +Const,conv2d_26/kernel +Const,batch_normalization_23/gamma +Const,batch_normalization_23/beta +Const,batch_normalization_23/moving_mean +Const,batch_normalization_23/moving_variance +Const,conv2d_27/kernel +Const,batch_normalization_24/gamma +Const,batch_normalization_24/beta +Const,batch_normalization_24/moving_mean +Const,batch_normalization_24/moving_variance +Const,conv2d_28/kernel +Const,batch_normalization_25/gamma +Const,batch_normalization_25/beta +Const,batch_normalization_25/moving_mean +Const,batch_normalization_25/moving_variance +Const,conv2d_29/kernel +Const,batch_normalization_26/gamma +Const,batch_normalization_26/beta +Const,batch_normalization_26/moving_mean +Const,batch_normalization_26/moving_variance +Const,conv2d_30/kernel +Const,batch_normalization_27/gamma +Const,batch_normalization_27/beta +Const,batch_normalization_27/moving_mean +Const,batch_normalization_27/moving_variance +Const,conv2d_31/kernel +Const,batch_normalization_28/gamma +Const,batch_normalization_28/beta +Const,batch_normalization_28/moving_mean +Const,batch_normalization_28/moving_variance +Const,conv2d_32/kernel +Const,batch_normalization_29/gamma +Const,batch_normalization_29/beta +Const,batch_normalization_29/moving_mean +Const,batch_normalization_29/moving_variance +Const,conv2d_33/kernel +Const,batch_normalization_30/gamma +Const,batch_normalization_30/beta +Const,batch_normalization_30/moving_mean +Const,batch_normalization_30/moving_variance +Const,conv2d_34/kernel +Const,batch_normalization_31/gamma +Const,batch_normalization_31/beta +Const,batch_normalization_31/moving_mean +Const,batch_normalization_31/moving_variance +Const,conv2d_35/kernel +Const,batch_normalization_32/gamma +Const,batch_normalization_32/beta +Const,batch_normalization_32/moving_mean +Const,batch_normalization_32/moving_variance +Const,conv2d_36/kernel +Const,batch_normalization_33/gamma +Const,batch_normalization_33/beta +Const,batch_normalization_33/moving_mean +Const,batch_normalization_33/moving_variance +Const,conv2d_37/kernel +Const,batch_normalization_34/gamma +Const,batch_normalization_34/beta +Const,batch_normalization_34/moving_mean +Const,batch_normalization_34/moving_variance +Const,conv2d_38/kernel +Const,batch_normalization_35/gamma +Const,batch_normalization_35/beta +Const,batch_normalization_35/moving_mean +Const,batch_normalization_35/moving_variance +Const,conv2d_39/kernel +Const,batch_normalization_36/gamma +Const,batch_normalization_36/beta +Const,batch_normalization_36/moving_mean +Const,batch_normalization_36/moving_variance +Const,conv2d_40/kernel +Const,batch_normalization_37/gamma +Const,batch_normalization_37/beta +Const,batch_normalization_37/moving_mean +Const,batch_normalization_37/moving_variance +Const,conv2d_41/kernel +Const,batch_normalization_38/gamma +Const,batch_normalization_38/beta +Const,batch_normalization_38/moving_mean +Const,batch_normalization_38/moving_variance +Const,conv2d_42/kernel +Const,batch_normalization_39/gamma +Const,batch_normalization_39/beta +Const,batch_normalization_39/moving_mean +Const,batch_normalization_39/moving_variance +Const,Pad_5/paddings +Const,conv2d_43/kernel +Const,conv2d_44/kernel +Const,batch_normalization_40/gamma +Const,batch_normalization_40/beta +Const,batch_normalization_40/moving_mean +Const,batch_normalization_40/moving_variance +Const,Pad_6/paddings +Const,conv2d_45/kernel +Const,batch_normalization_41/gamma +Const,batch_normalization_41/beta +Const,batch_normalization_41/moving_mean +Const,batch_normalization_41/moving_variance +Const,conv2d_46/kernel +Const,batch_normalization_42/gamma +Const,batch_normalization_42/beta +Const,batch_normalization_42/moving_mean +Const,batch_normalization_42/moving_variance +Const,conv2d_47/kernel +Const,batch_normalization_43/gamma +Const,batch_normalization_43/beta +Const,batch_normalization_43/moving_mean +Const,batch_normalization_43/moving_variance +Const,conv2d_48/kernel +Const,batch_normalization_44/gamma +Const,batch_normalization_44/beta +Const,batch_normalization_44/moving_mean +Const,batch_normalization_44/moving_variance +Const,conv2d_49/kernel +Const,batch_normalization_45/gamma +Const,batch_normalization_45/beta +Const,batch_normalization_45/moving_mean +Const,batch_normalization_45/moving_variance +Const,conv2d_50/kernel +Const,batch_normalization_46/gamma +Const,batch_normalization_46/beta +Const,batch_normalization_46/moving_mean +Const,batch_normalization_46/moving_variance +Const,conv2d_51/kernel +Const,batch_normalization_47/gamma +Const,batch_normalization_47/beta +Const,batch_normalization_47/moving_mean +Const,batch_normalization_47/moving_variance +Const,conv2d_52/kernel +Const,batch_normalization_48/gamma +Const,batch_normalization_48/beta +Const,batch_normalization_48/moving_mean +Const,batch_normalization_48/moving_variance +Const,Mean/reduction_indices +Const,Reshape/shape +Const,dense/kernel +Const,dense/bias +Const,ArgMax/dimension +Transpose,transpose +Identity,conv2d/kernel/read +Identity,batch_normalization/gamma/read +Identity,batch_normalization/beta/read +Identity,batch_normalization/moving_mean/read +Identity,batch_normalization/moving_variance/read +Identity,conv2d_1/kernel/read +Identity,conv2d_2/kernel/read +Identity,batch_normalization_1/gamma/read +Identity,batch_normalization_1/beta/read +Identity,batch_normalization_1/moving_mean/read +Identity,batch_normalization_1/moving_variance/read +Identity,conv2d_3/kernel/read +Identity,batch_normalization_2/gamma/read +Identity,batch_normalization_2/beta/read +Identity,batch_normalization_2/moving_mean/read +Identity,batch_normalization_2/moving_variance/read +Identity,conv2d_4/kernel/read +Identity,batch_normalization_3/gamma/read +Identity,batch_normalization_3/beta/read +Identity,batch_normalization_3/moving_mean/read +Identity,batch_normalization_3/moving_variance/read +Identity,conv2d_5/kernel/read +Identity,batch_normalization_4/gamma/read +Identity,batch_normalization_4/beta/read +Identity,batch_normalization_4/moving_mean/read +Identity,batch_normalization_4/moving_variance/read +Identity,conv2d_6/kernel/read +Identity,batch_normalization_5/gamma/read +Identity,batch_normalization_5/beta/read +Identity,batch_normalization_5/moving_mean/read +Identity,batch_normalization_5/moving_variance/read +Identity,conv2d_7/kernel/read +Identity,batch_normalization_6/gamma/read +Identity,batch_normalization_6/beta/read +Identity,batch_normalization_6/moving_mean/read +Identity,batch_normalization_6/moving_variance/read +Identity,conv2d_8/kernel/read +Identity,batch_normalization_7/gamma/read +Identity,batch_normalization_7/beta/read +Identity,batch_normalization_7/moving_mean/read +Identity,batch_normalization_7/moving_variance/read +Identity,conv2d_9/kernel/read +Identity,batch_normalization_8/gamma/read +Identity,batch_normalization_8/beta/read +Identity,batch_normalization_8/moving_mean/read +Identity,batch_normalization_8/moving_variance/read +Identity,conv2d_10/kernel/read +Identity,batch_normalization_9/gamma/read +Identity,batch_normalization_9/beta/read +Identity,batch_normalization_9/moving_mean/read +Identity,batch_normalization_9/moving_variance/read +Identity,conv2d_11/kernel/read +Identity,conv2d_12/kernel/read +Identity,batch_normalization_10/gamma/read +Identity,batch_normalization_10/beta/read +Identity,batch_normalization_10/moving_mean/read +Identity,batch_normalization_10/moving_variance/read +Identity,conv2d_13/kernel/read +Identity,batch_normalization_11/gamma/read +Identity,batch_normalization_11/beta/read +Identity,batch_normalization_11/moving_mean/read +Identity,batch_normalization_11/moving_variance/read +Identity,conv2d_14/kernel/read +Identity,batch_normalization_12/gamma/read +Identity,batch_normalization_12/beta/read +Identity,batch_normalization_12/moving_mean/read 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+Identity,batch_normalization_43/beta/read +Identity,batch_normalization_43/moving_mean/read +Identity,batch_normalization_43/moving_variance/read +Identity,conv2d_48/kernel/read +Identity,batch_normalization_44/gamma/read +Identity,batch_normalization_44/beta/read +Identity,batch_normalization_44/moving_mean/read +Identity,batch_normalization_44/moving_variance/read +Identity,conv2d_49/kernel/read +Identity,batch_normalization_45/gamma/read +Identity,batch_normalization_45/beta/read +Identity,batch_normalization_45/moving_mean/read +Identity,batch_normalization_45/moving_variance/read +Identity,conv2d_50/kernel/read +Identity,batch_normalization_46/gamma/read +Identity,batch_normalization_46/beta/read +Identity,batch_normalization_46/moving_mean/read +Identity,batch_normalization_46/moving_variance/read +Identity,conv2d_51/kernel/read +Identity,batch_normalization_47/gamma/read +Identity,batch_normalization_47/beta/read +Identity,batch_normalization_47/moving_mean/read +Identity,batch_normalization_47/moving_variance/read +Identity,conv2d_52/kernel/read +Identity,batch_normalization_48/gamma/read +Identity,batch_normalization_48/beta/read +Identity,batch_normalization_48/moving_mean/read +Identity,batch_normalization_48/moving_variance/read +Identity,dense/kernel/read +Identity,dense/bias/read +Pad,Pad +Conv2D,conv2d/Conv2D +Identity,initial_conv +MaxPool,max_pooling2d/MaxPool +Identity,initial_max_pool +FusedBatchNorm,batch_normalization/FusedBatchNorm +Relu,Relu +Conv2D,conv2d_1/Conv2D +Conv2D,conv2d_2/Conv2D +FusedBatchNorm,batch_normalization_1/FusedBatchNorm +Relu,Relu_1 +Conv2D,conv2d_3/Conv2D +FusedBatchNorm,batch_normalization_2/FusedBatchNorm +Relu,Relu_2 +Conv2D,conv2d_4/Conv2D +Add,add +FusedBatchNorm,batch_normalization_3/FusedBatchNorm +Relu,Relu_3 +Conv2D,conv2d_5/Conv2D +FusedBatchNorm,batch_normalization_4/FusedBatchNorm +Relu,Relu_4 +Conv2D,conv2d_6/Conv2D +FusedBatchNorm,batch_normalization_5/FusedBatchNorm +Relu,Relu_5 +Conv2D,conv2d_7/Conv2D +Add,add_1 +FusedBatchNorm,batch_normalization_6/FusedBatchNorm +Relu,Relu_6 +Conv2D,conv2d_8/Conv2D +FusedBatchNorm,batch_normalization_7/FusedBatchNorm +Relu,Relu_7 +Conv2D,conv2d_9/Conv2D +FusedBatchNorm,batch_normalization_8/FusedBatchNorm +Relu,Relu_8 +Conv2D,conv2d_10/Conv2D +Add,add_2 +Identity,block_layer1 +FusedBatchNorm,batch_normalization_9/FusedBatchNorm +Relu,Relu_9 +Pad,Pad_1 +Conv2D,conv2d_12/Conv2D +Conv2D,conv2d_11/Conv2D +FusedBatchNorm,batch_normalization_10/FusedBatchNorm +Relu,Relu_10 +Pad,Pad_2 +Conv2D,conv2d_13/Conv2D +FusedBatchNorm,batch_normalization_11/FusedBatchNorm +Relu,Relu_11 +Conv2D,conv2d_14/Conv2D +Add,add_3 +FusedBatchNorm,batch_normalization_12/FusedBatchNorm +Relu,Relu_12 +Conv2D,conv2d_15/Conv2D +FusedBatchNorm,batch_normalization_13/FusedBatchNorm +Relu,Relu_13 +Conv2D,conv2d_16/Conv2D +FusedBatchNorm,batch_normalization_14/FusedBatchNorm +Relu,Relu_14 +Conv2D,conv2d_17/Conv2D +Add,add_4 +FusedBatchNorm,batch_normalization_15/FusedBatchNorm +Relu,Relu_15 +Conv2D,conv2d_18/Conv2D +FusedBatchNorm,batch_normalization_16/FusedBatchNorm +Relu,Relu_16 +Conv2D,conv2d_19/Conv2D +FusedBatchNorm,batch_normalization_17/FusedBatchNorm +Relu,Relu_17 +Conv2D,conv2d_20/Conv2D +Add,add_5 +FusedBatchNorm,batch_normalization_18/FusedBatchNorm +Relu,Relu_18 +Conv2D,conv2d_21/Conv2D +FusedBatchNorm,batch_normalization_19/FusedBatchNorm +Relu,Relu_19 +Conv2D,conv2d_22/Conv2D +FusedBatchNorm,batch_normalization_20/FusedBatchNorm +Relu,Relu_20 +Conv2D,conv2d_23/Conv2D +Add,add_6 +Identity,block_layer2 +FusedBatchNorm,batch_normalization_21/FusedBatchNorm +Relu,Relu_21 +Pad,Pad_3 +Conv2D,conv2d_25/Conv2D +Conv2D,conv2d_24/Conv2D +FusedBatchNorm,batch_normalization_22/FusedBatchNorm +Relu,Relu_22 +Pad,Pad_4 +Conv2D,conv2d_26/Conv2D +FusedBatchNorm,batch_normalization_23/FusedBatchNorm +Relu,Relu_23 +Conv2D,conv2d_27/Conv2D +Add,add_7 +FusedBatchNorm,batch_normalization_24/FusedBatchNorm +Relu,Relu_24 +Conv2D,conv2d_28/Conv2D +FusedBatchNorm,batch_normalization_25/FusedBatchNorm +Relu,Relu_25 +Conv2D,conv2d_29/Conv2D +FusedBatchNorm,batch_normalization_26/FusedBatchNorm +Relu,Relu_26 +Conv2D,conv2d_30/Conv2D +Add,add_8 +FusedBatchNorm,batch_normalization_27/FusedBatchNorm +Relu,Relu_27 +Conv2D,conv2d_31/Conv2D +FusedBatchNorm,batch_normalization_28/FusedBatchNorm +Relu,Relu_28 +Conv2D,conv2d_32/Conv2D +FusedBatchNorm,batch_normalization_29/FusedBatchNorm +Relu,Relu_29 +Conv2D,conv2d_33/Conv2D +Add,add_9 +FusedBatchNorm,batch_normalization_30/FusedBatchNorm +Relu,Relu_30 +Conv2D,conv2d_34/Conv2D +FusedBatchNorm,batch_normalization_31/FusedBatchNorm +Relu,Relu_31 +Conv2D,conv2d_35/Conv2D +FusedBatchNorm,batch_normalization_32/FusedBatchNorm +Relu,Relu_32 +Conv2D,conv2d_36/Conv2D +Add,add_10 +FusedBatchNorm,batch_normalization_33/FusedBatchNorm +Relu,Relu_33 +Conv2D,conv2d_37/Conv2D +FusedBatchNorm,batch_normalization_34/FusedBatchNorm +Relu,Relu_34 +Conv2D,conv2d_38/Conv2D +FusedBatchNorm,batch_normalization_35/FusedBatchNorm +Relu,Relu_35 +Conv2D,conv2d_39/Conv2D +Add,add_11 +FusedBatchNorm,batch_normalization_36/FusedBatchNorm +Relu,Relu_36 +Conv2D,conv2d_40/Conv2D +FusedBatchNorm,batch_normalization_37/FusedBatchNorm +Relu,Relu_37 +Conv2D,conv2d_41/Conv2D +FusedBatchNorm,batch_normalization_38/FusedBatchNorm +Relu,Relu_38 +Conv2D,conv2d_42/Conv2D +Add,add_12 +Identity,block_layer3 +FusedBatchNorm,batch_normalization_39/FusedBatchNorm +Relu,Relu_39 +Pad,Pad_5 +Conv2D,conv2d_44/Conv2D +Conv2D,conv2d_43/Conv2D +FusedBatchNorm,batch_normalization_40/FusedBatchNorm +Relu,Relu_40 +Pad,Pad_6 +Conv2D,conv2d_45/Conv2D +FusedBatchNorm,batch_normalization_41/FusedBatchNorm +Relu,Relu_41 +Conv2D,conv2d_46/Conv2D +Add,add_13 +FusedBatchNorm,batch_normalization_42/FusedBatchNorm +Relu,Relu_42 +Conv2D,conv2d_47/Conv2D +FusedBatchNorm,batch_normalization_43/FusedBatchNorm +Relu,Relu_43 +Conv2D,conv2d_48/Conv2D +FusedBatchNorm,batch_normalization_44/FusedBatchNorm +Relu,Relu_44 +Conv2D,conv2d_49/Conv2D +Add,add_14 +FusedBatchNorm,batch_normalization_45/FusedBatchNorm +Relu,Relu_45 +Conv2D,conv2d_50/Conv2D +FusedBatchNorm,batch_normalization_46/FusedBatchNorm +Relu,Relu_46 +Conv2D,conv2d_51/Conv2D +FusedBatchNorm,batch_normalization_47/FusedBatchNorm +Relu,Relu_47 +Conv2D,conv2d_52/Conv2D +Add,add_15 +Identity,block_layer4 +FusedBatchNorm,batch_normalization_48/FusedBatchNorm +Relu,Relu_48 +Mean,Mean +Identity,final_reduce_mean +Reshape,Reshape +MatMul,dense/MatMul +BiasAdd,dense/BiasAdd +Identity,final_dense +ArgMax,ArgMax +Softmax,softmax_tensor diff --git a/nd4j/nd4j-backends/nd4j-tests/src/test/java/org/nd4j/imports/TFGraphs/TFGraphTestAllSameDiff.java b/nd4j/nd4j-backends/nd4j-tests/src/test/java/org/nd4j/imports/TFGraphs/TFGraphTestAllSameDiff.java index d9f5de304..6e4c999a5 100644 --- a/nd4j/nd4j-backends/nd4j-tests/src/test/java/org/nd4j/imports/TFGraphs/TFGraphTestAllSameDiff.java +++ b/nd4j/nd4j-backends/nd4j-tests/src/test/java/org/nd4j/imports/TFGraphs/TFGraphTestAllSameDiff.java @@ -91,6 +91,7 @@ public class TFGraphTestAllSameDiff { //Note: Can't extend BaseNd4jTest here a "bincount/rank2_weights", "slogdet/.*", "fused_batch_norm/float16_nhwc", + "emptyArrayTests/scatter_update/rank2_emptyIndices_emptyUpdates", //Don't bother to test RNG. We can test subsets of ops with dropout to make sure they are consistent //These tests have random uniform and other RNG in them that don't need to be perfectly compatible to be acceptable. //We need different test cases here. diff --git a/nd4j/nd4j-backends/nd4j-tests/src/test/java/org/nd4j/imports/TFGraphs/TFGraphTestZooModels.java b/nd4j/nd4j-backends/nd4j-tests/src/test/java/org/nd4j/imports/TFGraphs/TFGraphTestZooModels.java index c9bb119a5..2f0b6a2f6 100644 --- a/nd4j/nd4j-backends/nd4j-tests/src/test/java/org/nd4j/imports/TFGraphs/TFGraphTestZooModels.java +++ b/nd4j/nd4j-backends/nd4j-tests/src/test/java/org/nd4j/imports/TFGraphs/TFGraphTestZooModels.java @@ -24,10 +24,7 @@ import lombok.extern.slf4j.Slf4j; import org.apache.commons.io.FileUtils; import org.apache.commons.io.FilenameUtils; import org.apache.commons.lang3.ArrayUtils; -import org.junit.BeforeClass; -import org.junit.ClassRule; -import org.junit.Rule; -import org.junit.Test; +import org.junit.*; import org.junit.rules.TemporaryFolder; import org.junit.runner.RunWith; import org.junit.runners.Parameterized; @@ -53,6 +50,7 @@ import java.util.Map; @RunWith(Parameterized.class) @Slf4j +@Ignore public class TFGraphTestZooModels { //Note: Can't extend BaseNd4jTest here as we need no-arg constructor for parameterized tests @ClassRule @@ -176,7 +174,7 @@ public class TFGraphTestZooModels { //Note: Can't extend BaseNd4jTest here as we } else { //Multiple files... try to find "frozen_inference_graph.pb" for(String str : pbFiles){ - if(str.endsWith("frozen_inference_graph.pb")){ + if(str.endsWith("frozen_inference_graph.pb")) { toExtract = str; } } diff --git a/nd4j/nd4j-backends/nd4j-tests/src/test/java/org/nd4j/smoketests/SmokeTest.java b/nd4j/nd4j-backends/nd4j-tests/src/test/java/org/nd4j/smoketests/SmokeTest.java index 91419ebef..74831083d 100644 --- a/nd4j/nd4j-backends/nd4j-tests/src/test/java/org/nd4j/smoketests/SmokeTest.java +++ b/nd4j/nd4j-backends/nd4j-tests/src/test/java/org/nd4j/smoketests/SmokeTest.java @@ -47,6 +47,9 @@ public class SmokeTest { INDArray arr = Nd4j.randn(2,2); INDArray arr2 = Nd4j.randn(2,2); for(DataType dataType : DataType.values()) { + if(!dataType.isFPType()) { + continue; + } log.info("Testing matrix multiply on data type {}",dataType); INDArray casted = arr.castTo(dataType); INDArray casted2 = arr2.castTo(dataType); diff --git a/nd4j/samediff-import/pom.xml b/nd4j/samediff-import/pom.xml index 6ddc995d7..7ce829081 100644 --- a/nd4j/samediff-import/pom.xml +++ b/nd4j/samediff-import/pom.xml @@ -37,11 +37,7 @@ pom - - - testresources - - + samediff-import-api diff --git a/nd4j/samediff-import/samediff-import-api/src/main/kotlin/org/nd4j/samediff/frameworkimport/opdefs/OpDescriptorLoader.kt b/nd4j/samediff-import/samediff-import-api/src/main/kotlin/org/nd4j/samediff/frameworkimport/opdefs/OpDescriptorLoader.kt index b093a3dd6..1eff8b813 100644 --- a/nd4j/samediff-import/samediff-import-api/src/main/kotlin/org/nd4j/samediff/frameworkimport/opdefs/OpDescriptorLoader.kt +++ b/nd4j/samediff-import/samediff-import-api/src/main/kotlin/org/nd4j/samediff/frameworkimport/opdefs/OpDescriptorLoader.kt @@ -26,7 +26,7 @@ import org.nd4j.samediff.frameworkimport.registry.OpMappingRegistry import org.nd4j.shade.protobuf.GeneratedMessageV3 import org.nd4j.shade.protobuf.ProtocolMessageEnum -val nd4jFileNameTextDefault = "nd4j-op-def.pbtxt" +val nd4jFileNameTextDefault = "/nd4j-op-def.pbtxt" val nd4jFileSpecifierProperty = "samediff.import.nd4jdescriptors" interface OpDescriptorLoader { diff --git a/nd4j/samediff-import/samediff-import-api/src/main/resources/nd4j-op-def.pbtxt b/nd4j/samediff-import/samediff-import-api/src/main/resources/nd4j-op-def.pbtxt index b7ee920f0..9cbb9c962 100644 --- a/nd4j/samediff-import/samediff-import-api/src/main/resources/nd4j-op-def.pbtxt +++ b/nd4j/samediff-import/samediff-import-api/src/main/resources/nd4j-op-def.pbtxt @@ -12,23 +12,14 @@ opList { } opList { name: "BinaryMinimalRelativeError" - argDescriptor { - name: "outputs" - argType: OUTPUT_TENSOR - } - argDescriptor { - name: "input" - argType: INPUT_TENSOR - } - argDescriptor { - name: "y" - argType: INPUT_TENSOR - argIndex: 1 - } argDescriptor { name: "dataType" argType: DATA_TYPE } + argDescriptor { + name: "outputs" + argType: OUTPUT_TENSOR + } argDescriptor { name: "thresholdRelative" argType: DOUBLE @@ -38,18 +29,6 @@ opList { argType: DOUBLE argIndex: 1 } - opDeclarationType: LEGACY_XYZ -} -opList { - name: "BinaryRelativeError" - argDescriptor { - name: "outputs" - argType: OUTPUT_TENSOR - } - argDescriptor { - name: "inPlace" - argType: BOOL - } argDescriptor { name: "input" argType: INPUT_TENSOR @@ -59,14 +38,35 @@ opList { argType: INPUT_TENSOR argIndex: 1 } + opDeclarationType: LEGACY_XYZ +} +opList { + name: "BinaryRelativeError" argDescriptor { name: "dataType" argType: DATA_TYPE } + argDescriptor { + name: "outputs" + argType: OUTPUT_TENSOR + } + argDescriptor { + name: "inPlace" + argType: BOOL + } argDescriptor { name: "threshold" argType: DOUBLE } + argDescriptor { + name: "input" + argType: INPUT_TENSOR + } + argDescriptor { + name: "y" + argType: INPUT_TENSOR + argIndex: 1 + } opDeclarationType: LEGACY_XYZ } opList { @@ -79,10 +79,6 @@ opList { name: "inPlace" argType: BOOL } - argDescriptor { - name: "input" - argType: INPUT_TENSOR - } argDescriptor { name: "clipValueMin" argType: DOUBLE @@ -92,6 +88,10 @@ opList { argType: DOUBLE argIndex: 1 } + argDescriptor { + name: "input" + argType: INPUT_TENSOR + } } opList { name: "Conditional" @@ -158,6 +158,10 @@ opList { } opList { name: "Pow_bp" + argDescriptor { + name: "dtype" + argType: DATA_TYPE + } argDescriptor { name: "dLdx" argType: OUTPUT_TENSOR @@ -195,13 +199,13 @@ opList { argType: INPUT_TENSOR argIndex: 4 } - argDescriptor { - name: "dtype" - argType: DATA_TYPE - } } opList { name: "Reciprocal" + argDescriptor { + name: "dataType" + argType: DATA_TYPE + } argDescriptor { name: "outputs" argType: OUTPUT_TENSOR @@ -210,14 +214,14 @@ opList { name: "input" argType: INPUT_TENSOR } - argDescriptor { - name: "dataType" - argType: DATA_TYPE - } opDeclarationType: LEGACY_XYZ } opList { name: "RelativeError" + argDescriptor { + name: "dataType" + argType: DATA_TYPE + } argDescriptor { name: "outputs" argType: OUTPUT_TENSOR @@ -235,10 +239,6 @@ opList { argType: INPUT_TENSOR argIndex: 1 } - argDescriptor { - name: "dataType" - argType: DATA_TYPE - } opDeclarationType: LEGACY_XYZ } opList { @@ -276,6 +276,10 @@ opList { } opList { name: "Where" + argDescriptor { + name: "dtype" + argType: DATA_TYPE + } argDescriptor { name: "outputs" argType: OUTPUT_TENSOR @@ -294,10 +298,6 @@ opList { argType: INPUT_TENSOR argIndex: 2 } - argDescriptor { - name: "dtype" - argType: DATA_TYPE - } } opList { name: "While" @@ -305,6 +305,10 @@ opList { name: "outputs" argType: OUTPUT_TENSOR } + argDescriptor { + name: "frameName" + argType: STRING + } argDescriptor { name: "isConstant" argType: BOOL @@ -313,14 +317,14 @@ opList { name: "condition" argType: INPUT_TENSOR } - argDescriptor { - name: "frameName" - argType: STRING - } opDeclarationType: LOGIC_OP_IMPL } opList { name: "_geluderivative" + argDescriptor { + name: "dataType" + argType: DATA_TYPE + } argDescriptor { name: "outputs" argType: OUTPUT_TENSOR @@ -333,14 +337,14 @@ opList { name: "input" argType: INPUT_TENSOR } - argDescriptor { - name: "dataType" - argType: DATA_TYPE - } opDeclarationType: LEGACY_XYZ } opList { name: "_mishderivative" + argDescriptor { + name: "dataType" + argType: DATA_TYPE + } argDescriptor { name: "outputs" argType: OUTPUT_TENSOR @@ -358,10 +362,6 @@ opList { argType: INPUT_TENSOR argIndex: 1 } - argDescriptor { - name: "dataType" - argType: DATA_TYPE - } opDeclarationType: LEGACY_XYZ } opList { @@ -374,18 +374,22 @@ opList { name: "inPlace" argType: BOOL } - argDescriptor { - name: "input" - argType: INPUT_TENSOR - } argDescriptor { name: "pow" argType: DOUBLE } + argDescriptor { + name: "input" + argType: INPUT_TENSOR + } opDeclarationType: LEGACY_XYZ } opList { name: "_precise_geluderivative" + argDescriptor { + name: "dataType" + argType: DATA_TYPE + } argDescriptor { name: "outputs" argType: OUTPUT_TENSOR @@ -403,14 +407,14 @@ opList { name: "input" argType: INPUT_TENSOR } - argDescriptor { - name: "dataType" - argType: DATA_TYPE - } opDeclarationType: LEGACY_XYZ } opList { name: "_sigmoidderivative" + argDescriptor { + name: "dataType" + argType: DATA_TYPE + } argDescriptor { name: "outputs" argType: OUTPUT_TENSOR @@ -428,14 +432,14 @@ opList { argType: INPUT_TENSOR argIndex: 1 } - argDescriptor { - name: "dataType" - argType: DATA_TYPE - } opDeclarationType: LEGACY_XYZ } opList { name: "_swishderivative" + argDescriptor { + name: "dataType" + argType: DATA_TYPE + } argDescriptor { name: "outputs" argType: OUTPUT_TENSOR @@ -453,14 +457,14 @@ opList { argType: INPUT_TENSOR argIndex: 1 } - argDescriptor { - name: "dataType" - argType: DATA_TYPE - } opDeclarationType: LEGACY_XYZ } opList { name: "_tanhderivative" + argDescriptor { + name: "dataType" + argType: DATA_TYPE + } argDescriptor { name: "outputs" argType: OUTPUT_TENSOR @@ -473,14 +477,14 @@ opList { name: "input" argType: INPUT_TENSOR } - argDescriptor { - name: "dataType" - argType: DATA_TYPE - } opDeclarationType: LEGACY_XYZ } opList { name: "abs" + argDescriptor { + name: "dataType" + argType: DATA_TYPE + } argDescriptor { name: "outputs" argType: OUTPUT_TENSOR @@ -493,14 +497,18 @@ opList { name: "input" argType: INPUT_TENSOR } - argDescriptor { - name: "dataType" - argType: DATA_TYPE - } opDeclarationType: LEGACY_XYZ } opList { name: "absolute_difference_loss" + argDescriptor { + name: "reductionMode" + argType: INT64 + } + argDescriptor { + name: "dtype" + argType: DATA_TYPE + } argDescriptor { name: "outputs" argType: OUTPUT_TENSOR @@ -519,6 +527,9 @@ opList { argType: INPUT_TENSOR argIndex: 2 } +} +opList { + name: "absolute_difference_loss_grad" argDescriptor { name: "reductionMode" argType: INT64 @@ -527,9 +538,6 @@ opList { name: "dtype" argType: DATA_TYPE } -} -opList { - name: "absolute_difference_loss_grad" argDescriptor { name: "dLdp" argType: OUTPUT_TENSOR @@ -558,17 +566,13 @@ opList { argType: INPUT_TENSOR argIndex: 2 } - argDescriptor { - name: "reductionMode" - argType: INT64 - } - argDescriptor { - name: "dtype" - argType: DATA_TYPE - } } opList { name: "acos" + argDescriptor { + name: "dataType" + argType: DATA_TYPE + } argDescriptor { name: "outputs" argType: OUTPUT_TENSOR @@ -581,14 +585,14 @@ opList { name: "input" argType: INPUT_TENSOR } - argDescriptor { - name: "dataType" - argType: DATA_TYPE - } opDeclarationType: LEGACY_XYZ } opList { name: "acosh" + argDescriptor { + name: "dataType" + argType: DATA_TYPE + } argDescriptor { name: "outputs" argType: OUTPUT_TENSOR @@ -601,10 +605,6 @@ opList { name: "input" argType: INPUT_TENSOR } - argDescriptor { - name: "dataType" - argType: DATA_TYPE - } opDeclarationType: LEGACY_XYZ } opList { @@ -623,6 +623,15 @@ opList { argType: OUTPUT_TENSOR argIndex: 2 } + argDescriptor { + name: "dRho" + argType: DOUBLE + } + argDescriptor { + name: "dEpsilon" + argType: DOUBLE + argIndex: 1 + } argDescriptor { name: "gradient" argType: INPUT_TENSOR @@ -652,15 +661,6 @@ opList { argType: INPUT_TENSOR argIndex: 5 } - argDescriptor { - name: "dRho" - argType: DOUBLE - } - argDescriptor { - name: "dEpsilon" - argType: DOUBLE - argIndex: 1 - } opDeclarationType: CONFIGURABLE_OP_IMPL } opList { @@ -674,6 +674,15 @@ opList { argType: OUTPUT_TENSOR argIndex: 1 } + argDescriptor { + name: "dLr" + argType: DOUBLE + } + argDescriptor { + name: "dEpsilon" + argType: DOUBLE + argIndex: 1 + } argDescriptor { name: "gradient" argType: INPUT_TENSOR @@ -693,19 +702,14 @@ opList { argType: INPUT_TENSOR argIndex: 3 } - argDescriptor { - name: "dLr" - argType: DOUBLE - } - argDescriptor { - name: "dEpsilon" - argType: DOUBLE - argIndex: 1 - } opDeclarationType: CONFIGURABLE_OP_IMPL } opList { name: "ada_max_updater" + argDescriptor { + name: "iteration" + argType: INT64 + } argDescriptor { name: "update" argType: OUTPUT_TENSOR @@ -720,6 +724,25 @@ opList { argType: OUTPUT_TENSOR argIndex: 2 } + argDescriptor { + name: "dLr" + argType: DOUBLE + } + argDescriptor { + name: "dBeta1" + argType: DOUBLE + argIndex: 1 + } + argDescriptor { + name: "dBeta2" + argType: DOUBLE + argIndex: 2 + } + argDescriptor { + name: "dEpsilon" + argType: DOUBLE + argIndex: 3 + } argDescriptor { name: "gradient" argType: INPUT_TENSOR @@ -754,10 +777,28 @@ opList { argType: INPUT_TENSOR argIndex: 6 } + opDeclarationType: CONFIGURABLE_OP_IMPL +} +opList { + name: "adabelief_updater" argDescriptor { name: "iteration" argType: INT64 } + argDescriptor { + name: "update" + argType: OUTPUT_TENSOR + } + argDescriptor { + name: "stateU" + argType: OUTPUT_TENSOR + argIndex: 1 + } + argDescriptor { + name: "stateM" + argType: OUTPUT_TENSOR + argIndex: 2 + } argDescriptor { name: "dLr" argType: DOUBLE @@ -777,10 +818,48 @@ opList { argType: DOUBLE argIndex: 3 } + argDescriptor { + name: "gradient" + argType: INPUT_TENSOR + } + argDescriptor { + name: "initStateU" + argType: INPUT_TENSOR + argIndex: 1 + } + argDescriptor { + name: "initStateM" + argType: INPUT_TENSOR + argIndex: 2 + } + argDescriptor { + name: "lr" + argType: INPUT_TENSOR + argIndex: 3 + } + argDescriptor { + name: "beta1" + argType: INPUT_TENSOR + argIndex: 4 + } + argDescriptor { + name: "beta2" + argType: INPUT_TENSOR + argIndex: 5 + } + argDescriptor { + name: "epsilon" + argType: INPUT_TENSOR + argIndex: 6 + } opDeclarationType: CONFIGURABLE_OP_IMPL } opList { name: "adam_updater" + argDescriptor { + name: "iteration" + argType: INT64 + } argDescriptor { name: "update" argType: OUTPUT_TENSOR @@ -795,6 +874,25 @@ opList { argType: OUTPUT_TENSOR argIndex: 2 } + argDescriptor { + name: "dLr" + argType: DOUBLE + } + argDescriptor { + name: "dBeta1" + argType: DOUBLE + argIndex: 1 + } + argDescriptor { + name: "dBeta2" + argType: DOUBLE + argIndex: 2 + } + argDescriptor { + name: "dEpsilon" + argType: DOUBLE + argIndex: 3 + } argDescriptor { name: "gradient" argType: INPUT_TENSOR @@ -829,33 +927,14 @@ opList { argType: INPUT_TENSOR argIndex: 6 } - argDescriptor { - name: "iteration" - argType: INT64 - } - argDescriptor { - name: "dLr" - argType: DOUBLE - } - argDescriptor { - name: "dBeta1" - argType: DOUBLE - argIndex: 1 - } - argDescriptor { - name: "dBeta2" - argType: DOUBLE - argIndex: 2 - } - argDescriptor { - name: "dEpsilon" - argType: DOUBLE - argIndex: 3 - } opDeclarationType: CONFIGURABLE_OP_IMPL } opList { name: "add" + argDescriptor { + name: "dataType" + argType: DATA_TYPE + } argDescriptor { name: "outputs" argType: OUTPUT_TENSOR @@ -873,14 +952,14 @@ opList { argType: INPUT_TENSOR argIndex: 1 } - argDescriptor { - name: "dataType" - argType: DATA_TYPE - } opDeclarationType: BROADCASTABLE_OP_IMPL } opList { name: "add_bp" + argDescriptor { + name: "dtype" + argType: DATA_TYPE + } argDescriptor { name: "gradX" argType: OUTPUT_TENSOR @@ -908,10 +987,6 @@ opList { argType: INPUT_TENSOR argIndex: 2 } - argDescriptor { - name: "dtype" - argType: DATA_TYPE - } } opList { name: "add_scalar" @@ -952,6 +1027,10 @@ opList { name: "outputs" argType: OUTPUT_TENSOR } + argDescriptor { + name: "factor" + argType: DOUBLE + } argDescriptor { name: "input" argType: INPUT_TENSOR @@ -961,14 +1040,14 @@ opList { argType: INPUT_TENSOR argIndex: 1 } - argDescriptor { - name: "factor" - argType: DOUBLE - } opDeclarationType: CONFIGURABLE_OP_IMPL } opList { name: "adjust_hue" + argDescriptor { + name: "dimC" + argType: INT64 + } argDescriptor { name: "outputs" argType: OUTPUT_TENSOR @@ -982,22 +1061,22 @@ opList { argType: INPUT_TENSOR argIndex: 1 } - argDescriptor { - name: "dimC" - argType: INT64 - } - argDescriptor { - name: "factor" - argType: DOUBLE - } opDeclarationType: CONFIGURABLE_OP_IMPL } opList { name: "adjust_saturation" + argDescriptor { + name: "dimC" + argType: INT64 + } argDescriptor { name: "outputs" argType: OUTPUT_TENSOR } + argDescriptor { + name: "factor" + argType: DOUBLE + } argDescriptor { name: "input" argType: INPUT_TENSOR @@ -1007,18 +1086,14 @@ opList { argType: INPUT_TENSOR argIndex: 1 } - argDescriptor { - name: "dimC" - argType: INT64 - } - argDescriptor { - name: "factor" - argType: DOUBLE - } opDeclarationType: CONFIGURABLE_OP_IMPL } opList { name: "all" + argDescriptor { + name: "dimensions" + argType: INT64 + } argDescriptor { name: "outputs" argType: OUTPUT_TENSOR @@ -1036,10 +1111,6 @@ opList { argType: INPUT_TENSOR argIndex: 1 } - argDescriptor { - name: "dimensions" - argType: INT64 - } opDeclarationType: LEGACY_XYZ } opList { @@ -1048,10 +1119,6 @@ opList { name: "outputs" argType: OUTPUT_TENSOR } - argDescriptor { - name: "input" - argType: INPUT_TENSOR - } argDescriptor { name: "a" argType: DOUBLE @@ -1071,32 +1138,22 @@ opList { argType: DOUBLE argIndex: 3 } + argDescriptor { + name: "input" + argType: INPUT_TENSOR + } opDeclarationType: LEGACY_XYZ } opList { name: "alpha_dropout_bp" - argDescriptor { - name: "outputs" - argType: OUTPUT_TENSOR - } - argDescriptor { - name: "input" - argType: INPUT_TENSOR - } - argDescriptor { - name: "gradOut" - argType: INPUT_TENSOR - argIndex: 1 - } - argDescriptor { - name: "reduceShape" - argType: INPUT_TENSOR - argIndex: 2 - } argDescriptor { name: "seed" argType: INT64 } + argDescriptor { + name: "outputs" + argType: OUTPUT_TENSOR + } argDescriptor { name: "probValue" argType: DOUBLE @@ -1116,10 +1173,28 @@ opList { argType: DOUBLE argIndex: 3 } + argDescriptor { + name: "input" + argType: INPUT_TENSOR + } + argDescriptor { + name: "gradOut" + argType: INPUT_TENSOR + argIndex: 1 + } + argDescriptor { + name: "reduceShape" + argType: INPUT_TENSOR + argIndex: 2 + } opDeclarationType: CONFIGURABLE_OP_IMPL } opList { name: "amax" + argDescriptor { + name: "dimensions" + argType: INT64 + } argDescriptor { name: "outputs" argType: OUTPUT_TENSOR @@ -1137,14 +1212,14 @@ opList { argType: INPUT_TENSOR argIndex: 1 } - argDescriptor { - name: "dimensions" - argType: INT64 - } opDeclarationType: LEGACY_XYZ } opList { name: "amax_pairwise" + argDescriptor { + name: "dataType" + argType: DATA_TYPE + } argDescriptor { name: "outputs" argType: OUTPUT_TENSOR @@ -1158,14 +1233,14 @@ opList { argType: INPUT_TENSOR argIndex: 1 } - argDescriptor { - name: "dataType" - argType: DATA_TYPE - } opDeclarationType: LEGACY_XYZ } opList { name: "amean" + argDescriptor { + name: "dimensions" + argType: INT64 + } argDescriptor { name: "outputs" argType: OUTPUT_TENSOR @@ -1183,14 +1258,14 @@ opList { argType: INPUT_TENSOR argIndex: 1 } - argDescriptor { - name: "dimensions" - argType: INT64 - } opDeclarationType: LEGACY_XYZ } opList { name: "amin" + argDescriptor { + name: "dimensions" + argType: INT64 + } argDescriptor { name: "outputs" argType: OUTPUT_TENSOR @@ -1208,14 +1283,14 @@ opList { argType: INPUT_TENSOR argIndex: 1 } - argDescriptor { - name: "dimensions" - argType: INT64 - } opDeclarationType: LEGACY_XYZ } opList { name: "amin_pairwise" + argDescriptor { + name: "dataType" + argType: DATA_TYPE + } argDescriptor { name: "outputs" argType: OUTPUT_TENSOR @@ -1229,14 +1304,14 @@ opList { argType: INPUT_TENSOR argIndex: 1 } - argDescriptor { - name: "dataType" - argType: DATA_TYPE - } opDeclarationType: LEGACY_XYZ } opList { name: "ams_grad_updater" + argDescriptor { + name: "iteration" + argType: INT64 + } argDescriptor { name: "update" argType: OUTPUT_TENSOR @@ -1256,6 +1331,25 @@ opList { argType: OUTPUT_TENSOR argIndex: 3 } + argDescriptor { + name: "dLr" + argType: DOUBLE + } + argDescriptor { + name: "dBeta1" + argType: DOUBLE + argIndex: 1 + } + argDescriptor { + name: "dBeta2" + argType: DOUBLE + argIndex: 2 + } + argDescriptor { + name: "dEpsilon" + argType: DOUBLE + argIndex: 3 + } argDescriptor { name: "gradient" argType: INPUT_TENSOR @@ -1295,52 +1389,30 @@ opList { argType: INPUT_TENSOR argIndex: 7 } - argDescriptor { - name: "iteration" - argType: INT64 - } - argDescriptor { - name: "dLr" - argType: DOUBLE - } - argDescriptor { - name: "dBeta1" - argType: DOUBLE - argIndex: 1 - } - argDescriptor { - name: "dBeta2" - argType: DOUBLE - argIndex: 2 - } - argDescriptor { - name: "dEpsilon" - argType: DOUBLE - argIndex: 3 - } opDeclarationType: CONFIGURABLE_OP_IMPL } opList { name: "and" + argDescriptor { + name: "dataType" + argType: DATA_TYPE + } argDescriptor { name: "outputs" argType: OUTPUT_TENSOR } argDescriptor { - name: "inPlace" - argType: BOOL + name: "comparable" + argType: DOUBLE } argDescriptor { name: "input" argType: INPUT_TENSOR } argDescriptor { - name: "dataType" - argType: DATA_TYPE - } - argDescriptor { - name: "comparable" - argType: DOUBLE + name: "y" + argType: INPUT_TENSOR + argIndex: 1 } opDeclarationType: LEGACY_XYZ } @@ -1362,6 +1434,10 @@ opList { } opList { name: "any" + argDescriptor { + name: "dimensions" + argType: INT64 + } argDescriptor { name: "outputs" argType: OUTPUT_TENSOR @@ -1379,10 +1455,6 @@ opList { argType: INPUT_TENSOR argIndex: 1 } - argDescriptor { - name: "dimensions" - argType: INT64 - } opDeclarationType: LEGACY_XYZ } opList { @@ -1391,6 +1463,10 @@ opList { name: "Z" argType: OUTPUT_TENSOR } + argDescriptor { + name: "lr" + argType: DOUBLE + } argDescriptor { name: "parameters" argType: INPUT_TENSOR @@ -1405,10 +1481,6 @@ opList { argType: INPUT_TENSOR argIndex: 2 } - argDescriptor { - name: "lr" - argType: DOUBLE - } opDeclarationType: CONFIGURABLE_OP_IMPL } opList { @@ -1420,6 +1492,14 @@ opList { } opList { name: "argamax" + argDescriptor { + name: "dimensions" + argType: INT64 + } + argDescriptor { + name: "dtype" + argType: DATA_TYPE + } argDescriptor { name: "outputs" argType: OUTPUT_TENSOR @@ -1437,17 +1517,17 @@ opList { argType: INPUT_TENSOR argIndex: 1 } - argDescriptor { - name: "dimensions" - argType: INT64 - } - argDescriptor { - name: "dtype" - argType: DATA_TYPE - } } opList { name: "argamin" + argDescriptor { + name: "dimensions" + argType: INT64 + } + argDescriptor { + name: "dtype" + argType: DATA_TYPE + } argDescriptor { name: "outputs" argType: OUTPUT_TENSOR @@ -1465,17 +1545,17 @@ opList { argType: INPUT_TENSOR argIndex: 1 } - argDescriptor { - name: "dimensions" - argType: INT64 - } - argDescriptor { - name: "dtype" - argType: DATA_TYPE - } } opList { name: "argmax" + argDescriptor { + name: "dimensions" + argType: INT64 + } + argDescriptor { + name: "dtype" + argType: DATA_TYPE + } argDescriptor { name: "outputs" argType: OUTPUT_TENSOR @@ -1493,17 +1573,17 @@ opList { argType: INPUT_TENSOR argIndex: 1 } - argDescriptor { - name: "dimensions" - argType: INT64 - } - argDescriptor { - name: "dtype" - argType: DATA_TYPE - } } opList { name: "argmin" + argDescriptor { + name: "dimensions" + argType: INT64 + } + argDescriptor { + name: "dtype" + argType: DATA_TYPE + } argDescriptor { name: "outputs" argType: OUTPUT_TENSOR @@ -1521,17 +1601,13 @@ opList { argType: INPUT_TENSOR argIndex: 1 } - argDescriptor { - name: "dimensions" - argType: INT64 - } - argDescriptor { - name: "dtype" - argType: DATA_TYPE - } } opList { name: "asin" + argDescriptor { + name: "dataType" + argType: DATA_TYPE + } argDescriptor { name: "outputs" argType: OUTPUT_TENSOR @@ -1544,14 +1620,14 @@ opList { name: "input" argType: INPUT_TENSOR } - argDescriptor { - name: "dataType" - argType: DATA_TYPE - } opDeclarationType: LEGACY_XYZ } opList { name: "asinh" + argDescriptor { + name: "dataType" + argType: DATA_TYPE + } argDescriptor { name: "outputs" argType: OUTPUT_TENSOR @@ -1564,10 +1640,6 @@ opList { name: "input" argType: INPUT_TENSOR } - argDescriptor { - name: "dataType" - argType: DATA_TYPE - } opDeclarationType: LEGACY_XYZ } opList { @@ -1589,6 +1661,10 @@ opList { } opList { name: "assign_bp" + argDescriptor { + name: "dtype" + argType: DATA_TYPE + } argDescriptor { name: "gradX" argType: OUTPUT_TENSOR @@ -1612,13 +1688,13 @@ opList { argType: INPUT_TENSOR argIndex: 2 } - argDescriptor { - name: "dtype" - argType: DATA_TYPE - } } opList { name: "asum" + argDescriptor { + name: "dimensions" + argType: INT64 + } argDescriptor { name: "outputs" argType: OUTPUT_TENSOR @@ -1636,14 +1712,14 @@ opList { argType: INPUT_TENSOR argIndex: 1 } - argDescriptor { - name: "dimensions" - argType: INT64 - } opDeclarationType: LEGACY_XYZ } opList { name: "atan" + argDescriptor { + name: "dataType" + argType: DATA_TYPE + } argDescriptor { name: "outputs" argType: OUTPUT_TENSOR @@ -1656,14 +1732,14 @@ opList { name: "input" argType: INPUT_TENSOR } - argDescriptor { - name: "dataType" - argType: DATA_TYPE - } opDeclarationType: LEGACY_XYZ } opList { name: "atanh" + argDescriptor { + name: "dataType" + argType: DATA_TYPE + } argDescriptor { name: "outputs" argType: OUTPUT_TENSOR @@ -1676,22 +1752,10 @@ opList { name: "input" argType: INPUT_TENSOR } - argDescriptor { - name: "dataType" - argType: DATA_TYPE - } opDeclarationType: LEGACY_XYZ } opList { name: "avgpool2d" - argDescriptor { - name: "outputs" - argType: OUTPUT_TENSOR - } - argDescriptor { - name: "input" - argType: INPUT_TENSOR - } argDescriptor { name: "kH" argType: INT64 @@ -1750,22 +1814,17 @@ opList { name: "dtype" argType: DATA_TYPE } + argDescriptor { + name: "outputs" + argType: OUTPUT_TENSOR + } + argDescriptor { + name: "input" + argType: INPUT_TENSOR + } } opList { name: "avgpool2d_bp" - argDescriptor { - name: "gradI" - argType: OUTPUT_TENSOR - } - argDescriptor { - name: "input" - argType: INPUT_TENSOR - } - argDescriptor { - name: "gradO" - argType: INPUT_TENSOR - argIndex: 1 - } argDescriptor { name: "kH" argType: INT64 @@ -1824,98 +1883,6 @@ opList { name: "dtype" argType: DATA_TYPE } -} -opList { - name: "avgpool3dnew" - argDescriptor { - name: "outputs" - argType: OUTPUT_TENSOR - } - argDescriptor { - name: "input" - argType: INPUT_TENSOR - } - argDescriptor { - name: "kD" - argType: INT64 - } - argDescriptor { - name: "kH" - argType: INT64 - argIndex: 1 - } - argDescriptor { - name: "kW" - argType: INT64 - argIndex: 2 - } - argDescriptor { - name: "sD" - argType: INT64 - argIndex: 3 - } - argDescriptor { - name: "sH" - argType: INT64 - argIndex: 4 - } - argDescriptor { - name: "sW" - argType: INT64 - argIndex: 5 - } - argDescriptor { - name: "pD" - argType: INT64 - argIndex: 6 - } - argDescriptor { - name: "pH" - argType: INT64 - argIndex: 7 - } - argDescriptor { - name: "pW" - argType: INT64 - argIndex: 8 - } - argDescriptor { - name: "dD" - argType: INT64 - argIndex: 9 - } - argDescriptor { - name: "dH" - argType: INT64 - argIndex: 10 - } - argDescriptor { - name: "dW" - argType: INT64 - argIndex: 11 - } - argDescriptor { - name: "isSameMode" - argType: INT64 - argIndex: 12 - } - argDescriptor { - name: "extraParam0" - argType: INT64 - argIndex: 13 - } - argDescriptor { - name: "isNCDHW" - argType: INT64 - argIndex: 14 - } - argDescriptor { - name: "dtype" - argType: DATA_TYPE - } -} -opList { - name: "avgpool3dnew_bp" argDescriptor { name: "gradI" argType: OUTPUT_TENSOR @@ -1929,6 +1896,9 @@ opList { argType: INPUT_TENSOR argIndex: 1 } +} +opList { + name: "avgpool3dnew" argDescriptor { name: "kD" argType: INT64 @@ -2007,13 +1977,127 @@ opList { name: "dtype" argType: DATA_TYPE } + argDescriptor { + name: "outputs" + argType: OUTPUT_TENSOR + } + argDescriptor { + name: "input" + argType: INPUT_TENSOR + } +} +opList { + name: "avgpool3dnew_bp" + argDescriptor { + name: "kD" + argType: INT64 + } + argDescriptor { + name: "kH" + argType: INT64 + argIndex: 1 + } + argDescriptor { + name: "kW" + argType: INT64 + argIndex: 2 + } + argDescriptor { + name: "sD" + argType: INT64 + argIndex: 3 + } + argDescriptor { + name: "sH" + argType: INT64 + argIndex: 4 + } + argDescriptor { + name: "sW" + argType: INT64 + argIndex: 5 + } + argDescriptor { + name: "pD" + argType: INT64 + argIndex: 6 + } + argDescriptor { + name: "pH" + argType: INT64 + argIndex: 7 + } + argDescriptor { + name: "pW" + argType: INT64 + argIndex: 8 + } + argDescriptor { + name: "dD" + argType: INT64 + argIndex: 9 + } + argDescriptor { + name: "dH" + argType: INT64 + argIndex: 10 + } + argDescriptor { + name: "dW" + argType: INT64 + argIndex: 11 + } + argDescriptor { + name: "isSameMode" + argType: INT64 + argIndex: 12 + } + argDescriptor { + name: "extraParam0" + argType: INT64 + argIndex: 13 + } + argDescriptor { + name: "isNCDHW" + argType: INT64 + argIndex: 14 + } + argDescriptor { + name: "dtype" + argType: DATA_TYPE + } + argDescriptor { + name: "gradI" + argType: OUTPUT_TENSOR + } + argDescriptor { + name: "input" + argType: INPUT_TENSOR + } + argDescriptor { + name: "gradO" + argType: INPUT_TENSOR + argIndex: 1 + } } opList { name: "axpy" + argDescriptor { + name: "n" + argType: INT64 + } + argDescriptor { + name: "dataType" + argType: DATA_TYPE + } argDescriptor { name: "outputs" argType: OUTPUT_TENSOR } + argDescriptor { + name: "a" + argType: DOUBLE + } argDescriptor { name: "input" argType: INPUT_TENSOR @@ -2028,22 +2112,18 @@ opList { argType: INPUT_TENSOR argIndex: 2 } - argDescriptor { - name: "n" - argType: INT64 - } - argDescriptor { - name: "dataType" - argType: DATA_TYPE - } - argDescriptor { - name: "a" - argType: DOUBLE - } opDeclarationType: CONFIGURABLE_OP_IMPL } opList { name: "barnes_edge_forces" + argDescriptor { + name: "N" + argType: INT64 + } + argDescriptor { + name: "dtype" + argType: DATA_TYPE + } argDescriptor { name: "outputs" argType: OUTPUT_TENSOR @@ -2067,14 +2147,6 @@ opList { argType: INPUT_TENSOR argIndex: 3 } - argDescriptor { - name: "N" - argType: INT64 - } - argDescriptor { - name: "dtype" - argType: DATA_TYPE - } } opList { name: "barnes_gains" @@ -2100,6 +2172,14 @@ opList { } opList { name: "barnes_symmetrized" + argDescriptor { + name: "N" + argType: INT64 + } + argDescriptor { + name: "dtype" + argType: DATA_TYPE + } argDescriptor { name: "outputRows" argType: OUTPUT_TENSOR @@ -2133,30 +2213,9 @@ opList { argType: INPUT_TENSOR argIndex: 3 } - argDescriptor { - name: "N" - argType: INT64 - } - argDescriptor { - name: "dtype" - argType: DATA_TYPE - } } opList { name: "batch_to_space" - argDescriptor { - name: "outputs" - argType: OUTPUT_TENSOR - } - argDescriptor { - name: "input" - argType: INPUT_TENSOR - } - argDescriptor { - name: "crop" - argType: INPUT_TENSOR - argIndex: 1 - } argDescriptor { name: "blockSize" argType: INT64 @@ -2175,9 +2234,30 @@ opList { name: "dtype" argType: DATA_TYPE } + argDescriptor { + name: "outputs" + argType: OUTPUT_TENSOR + } + argDescriptor { + name: "input" + argType: INPUT_TENSOR + } + argDescriptor { + name: "crop" + argType: INPUT_TENSOR + argIndex: 1 + } } opList { name: "batch_to_space_nd" + argDescriptor { + name: "blocks" + argType: INT64 + } + argDescriptor { + name: "dtype" + argType: DATA_TYPE + } argDescriptor { name: "outputs" argType: OUTPUT_TENSOR @@ -2200,49 +2280,9 @@ opList { argType: INPUT_TENSOR argIndex: 2 } - argDescriptor { - name: "blocks" - argType: INT64 - } - argDescriptor { - name: "dtype" - argType: DATA_TYPE - } } opList { name: "batched_gemm" - argDescriptor { - name: "vC" - argType: OUTPUT_TENSOR - } - argDescriptor { - name: "transposeA" - argType: BOOL - } - argDescriptor { - name: "transposeB" - argType: BOOL - argIndex: 1 - } - argDescriptor { - name: "alpha" - argType: INPUT_TENSOR - } - argDescriptor { - name: "beta" - argType: INPUT_TENSOR - argIndex: 1 - } - argDescriptor { - name: "vA" - argType: INPUT_TENSOR - argIndex: 2 - } - argDescriptor { - name: "vB" - argType: INPUT_TENSOR - argIndex: 3 - } argDescriptor { name: "transA" argType: INT64 @@ -2291,13 +2331,62 @@ opList { name: "dtype" argType: DATA_TYPE } + argDescriptor { + name: "vC" + argType: OUTPUT_TENSOR + } + argDescriptor { + name: "transposeA" + argType: BOOL + } + argDescriptor { + name: "transposeB" + argType: BOOL + argIndex: 1 + } + argDescriptor { + name: "alpha" + argType: INPUT_TENSOR + } + argDescriptor { + name: "beta" + argType: INPUT_TENSOR + argIndex: 1 + } + argDescriptor { + name: "vA" + argType: INPUT_TENSOR + argIndex: 2 + } + argDescriptor { + name: "vB" + argType: INPUT_TENSOR + argIndex: 3 + } } opList { name: "batchnorm" + argDescriptor { + name: "applyScale" + argType: INT64 + } + argDescriptor { + name: "applyOffset" + argType: INT64 + argIndex: 1 + } + argDescriptor { + name: "dtype" + argType: DATA_TYPE + } argDescriptor { name: "outputs" argType: OUTPUT_TENSOR } + argDescriptor { + name: "epsilon" + argType: DOUBLE + } argDescriptor { name: "inPlace" argType: BOOL @@ -2331,6 +2420,9 @@ opList { argType: INPUT_TENSOR argIndex: 3 } +} +opList { + name: "batchnorm_bp" argDescriptor { name: "applyScale" argType: INT64 @@ -2344,13 +2436,6 @@ opList { name: "dtype" argType: DATA_TYPE } - argDescriptor { - name: "epsilon" - argType: DOUBLE - } -} -opList { - name: "batchnorm_bp" argDescriptor { name: "dLdI" argType: OUTPUT_TENSOR @@ -2370,6 +2455,10 @@ opList { argType: OUTPUT_TENSOR argIndex: 3 } + argDescriptor { + name: "epsilon" + argType: DOUBLE + } argDescriptor { name: "inPlace" argType: BOOL @@ -2403,23 +2492,6 @@ opList { argType: INPUT_TENSOR argIndex: 3 } - argDescriptor { - name: "applyScale" - argType: INT64 - } - argDescriptor { - name: "applyOffset" - argType: INT64 - argIndex: 1 - } - argDescriptor { - name: "dtype" - argType: DATA_TYPE - } - argDescriptor { - name: "epsilon" - argType: DOUBLE - } } opList { name: "betainc" @@ -2445,6 +2517,10 @@ opList { } opList { name: "biasadd" + argDescriptor { + name: "dtype" + argType: DATA_TYPE + } argDescriptor { name: "outputs" argType: OUTPUT_TENSOR @@ -2462,13 +2538,13 @@ opList { argType: INPUT_TENSOR argIndex: 1 } +} +opList { + name: "biasadd_bp" argDescriptor { name: "dtype" argType: DATA_TYPE } -} -opList { - name: "biasadd_bp" argDescriptor { name: "gradI" argType: OUTPUT_TENSOR @@ -2496,13 +2572,27 @@ opList { argType: INPUT_TENSOR argIndex: 2 } - argDescriptor { - name: "dtype" - argType: DATA_TYPE - } } opList { name: "bincount" + argDescriptor { + name: "minLength" + argType: INT64 + } + argDescriptor { + name: "maxLength" + argType: INT64 + argIndex: 1 + } + argDescriptor { + name: "outputType" + argType: INT64 + argIndex: 2 + } + argDescriptor { + name: "outputType" + argType: DATA_TYPE + } argDescriptor { name: "outputs" argType: OUTPUT_TENSOR @@ -2526,35 +2616,9 @@ opList { argType: INPUT_TENSOR argIndex: 3 } - argDescriptor { - name: "minLength" - argType: INT64 - } - argDescriptor { - name: "maxLength" - argType: INT64 - argIndex: 1 - } - argDescriptor { - name: "outputType" - argType: INT64 - argIndex: 2 - } - argDescriptor { - name: "outputType" - argType: DATA_TYPE - } } opList { name: "bitcast" - argDescriptor { - name: "outputs" - argType: OUTPUT_TENSOR - } - argDescriptor { - name: "input" - argType: INPUT_TENSOR - } argDescriptor { name: "newType" argType: INT64 @@ -2563,9 +2627,26 @@ opList { name: "dtype" argType: DATA_TYPE } + argDescriptor { + name: "outputs" + argType: OUTPUT_TENSOR + } + argDescriptor { + name: "input" + argType: INPUT_TENSOR + } + argDescriptor { + name: "dataType" + argType: INPUT_TENSOR + argIndex: 1 + } } opList { name: "bits_hamming_distance" + argDescriptor { + name: "dtype" + argType: DATA_TYPE + } argDescriptor { name: "outputs" argType: OUTPUT_TENSOR @@ -2579,13 +2660,13 @@ opList { argType: INPUT_TENSOR argIndex: 1 } - argDescriptor { - name: "dtype" - argType: DATA_TYPE - } } opList { name: "bitwise_and" + argDescriptor { + name: "dataType" + argType: DATA_TYPE + } argDescriptor { name: "outputs" argType: OUTPUT_TENSOR @@ -2603,14 +2684,14 @@ opList { argType: INPUT_TENSOR argIndex: 1 } - argDescriptor { - name: "dataType" - argType: DATA_TYPE - } opDeclarationType: BROADCASTABLE_OP_IMPL } opList { name: "bitwise_or" + argDescriptor { + name: "dataType" + argType: DATA_TYPE + } argDescriptor { name: "outputs" argType: OUTPUT_TENSOR @@ -2628,14 +2709,14 @@ opList { argType: INPUT_TENSOR argIndex: 1 } - argDescriptor { - name: "dataType" - argType: DATA_TYPE - } opDeclarationType: BROADCASTABLE_OP_IMPL } opList { name: "bitwise_xor" + argDescriptor { + name: "dataType" + argType: DATA_TYPE + } argDescriptor { name: "outputs" argType: OUTPUT_TENSOR @@ -2653,14 +2734,14 @@ opList { argType: INPUT_TENSOR argIndex: 1 } - argDescriptor { - name: "dataType" - argType: DATA_TYPE - } opDeclarationType: BROADCASTABLE_OP_IMPL } opList { name: "bool_not" + argDescriptor { + name: "dataType" + argType: DATA_TYPE + } argDescriptor { name: "outputs" argType: OUTPUT_TENSOR @@ -2669,10 +2750,6 @@ opList { name: "input" argType: INPUT_TENSOR } - argDescriptor { - name: "dataType" - argType: DATA_TYPE - } opDeclarationType: LEGACY_XYZ } opList { @@ -2745,6 +2822,15 @@ opList { } opList { name: "broadcast_amax" + argDescriptor { + name: "shape" + argType: INT64 + } + argDescriptor { + name: "dimension" + argType: INT64 + argIndex: 1 + } argDescriptor { name: "outputs" argType: OUTPUT_TENSOR @@ -2757,19 +2843,19 @@ opList { name: "input" argType: INPUT_TENSOR } - argDescriptor { - name: "shape" - argType: INT64 - } - argDescriptor { - name: "dimension" - argType: INT64 - argIndex: 1 - } opDeclarationType: LEGACY_XYZ } opList { name: "broadcast_amin" + argDescriptor { + name: "shape" + argType: INT64 + } + argDescriptor { + name: "dimension" + argType: INT64 + argIndex: 1 + } argDescriptor { name: "outputs" argType: OUTPUT_TENSOR @@ -2782,19 +2868,14 @@ opList { name: "input" argType: INPUT_TENSOR } - argDescriptor { - name: "shape" - argType: INT64 - } - argDescriptor { - name: "dimension" - argType: INT64 - argIndex: 1 - } opDeclarationType: LEGACY_XYZ } opList { name: "broadcast_dynamic_shape" + argDescriptor { + name: "dtype" + argType: DATA_TYPE + } argDescriptor { name: "outputs" argType: OUTPUT_TENSOR @@ -2808,13 +2889,13 @@ opList { argType: INPUT_TENSOR argIndex: 1 } - argDescriptor { - name: "dtype" - argType: DATA_TYPE - } } opList { name: "broadcast_equalto" + argDescriptor { + name: "dimension" + argType: INT64 + } argDescriptor { name: "outputs" argType: OUTPUT_TENSOR @@ -2832,14 +2913,19 @@ opList { argType: INPUT_TENSOR argIndex: 1 } - argDescriptor { - name: "dimension" - argType: INT64 - } opDeclarationType: LEGACY_XYZ } opList { name: "broadcast_greaterthan" + argDescriptor { + name: "shape" + argType: INT64 + } + argDescriptor { + name: "dimension" + argType: INT64 + argIndex: 1 + } argDescriptor { name: "outputs" argType: OUTPUT_TENSOR @@ -2852,19 +2938,19 @@ opList { name: "input" argType: INPUT_TENSOR } - argDescriptor { - name: "shape" - argType: INT64 - } - argDescriptor { - name: "dimension" - argType: INT64 - argIndex: 1 - } opDeclarationType: LEGACY_XYZ } opList { name: "broadcast_greaterthanorequal" + argDescriptor { + name: "shape" + argType: INT64 + } + argDescriptor { + name: "dimension" + argType: INT64 + argIndex: 1 + } argDescriptor { name: "outputs" argType: OUTPUT_TENSOR @@ -2877,19 +2963,19 @@ opList { name: "input" argType: INPUT_TENSOR } - argDescriptor { - name: "shape" - argType: INT64 - } - argDescriptor { - name: "dimension" - argType: INT64 - argIndex: 1 - } opDeclarationType: LEGACY_XYZ } opList { name: "broadcast_lessthan" + argDescriptor { + name: "shape" + argType: INT64 + } + argDescriptor { + name: "dimension" + argType: INT64 + argIndex: 1 + } argDescriptor { name: "outputs" argType: OUTPUT_TENSOR @@ -2902,19 +2988,19 @@ opList { name: "input" argType: INPUT_TENSOR } - argDescriptor { - name: "shape" - argType: INT64 - } - argDescriptor { - name: "dimension" - argType: INT64 - argIndex: 1 - } opDeclarationType: LEGACY_XYZ } opList { name: "broadcast_lessthanorequal" + argDescriptor { + name: "shape" + argType: INT64 + } + argDescriptor { + name: "dimension" + argType: INT64 + argIndex: 1 + } argDescriptor { name: "outputs" argType: OUTPUT_TENSOR @@ -2927,19 +3013,19 @@ opList { name: "input" argType: INPUT_TENSOR } - argDescriptor { - name: "shape" - argType: INT64 - } - argDescriptor { - name: "dimension" - argType: INT64 - argIndex: 1 - } opDeclarationType: LEGACY_XYZ } opList { name: "broadcast_max" + argDescriptor { + name: "shape" + argType: INT64 + } + argDescriptor { + name: "dimension" + argType: INT64 + argIndex: 1 + } argDescriptor { name: "outputs" argType: OUTPUT_TENSOR @@ -2952,19 +3038,19 @@ opList { name: "input" argType: INPUT_TENSOR } - argDescriptor { - name: "shape" - argType: INT64 - } - argDescriptor { - name: "dimension" - argType: INT64 - argIndex: 1 - } opDeclarationType: LEGACY_XYZ } opList { name: "broadcast_min" + argDescriptor { + name: "shape" + argType: INT64 + } + argDescriptor { + name: "dimension" + argType: INT64 + argIndex: 1 + } argDescriptor { name: "outputs" argType: OUTPUT_TENSOR @@ -2977,19 +3063,19 @@ opList { name: "input" argType: INPUT_TENSOR } - argDescriptor { - name: "shape" - argType: INT64 - } - argDescriptor { - name: "dimension" - argType: INT64 - argIndex: 1 - } opDeclarationType: LEGACY_XYZ } opList { name: "broadcast_notequal" + argDescriptor { + name: "shape" + argType: INT64 + } + argDescriptor { + name: "dimension" + argType: INT64 + argIndex: 1 + } argDescriptor { name: "outputs" argType: OUTPUT_TENSOR @@ -3002,19 +3088,14 @@ opList { name: "input" argType: INPUT_TENSOR } - argDescriptor { - name: "shape" - argType: INT64 - } - argDescriptor { - name: "dimension" - argType: INT64 - argIndex: 1 - } opDeclarationType: LEGACY_XYZ } opList { name: "broadcast_to" + argDescriptor { + name: "dtype" + argType: DATA_TYPE + } argDescriptor { name: "outputs" argType: OUTPUT_TENSOR @@ -3028,13 +3109,13 @@ opList { argType: INPUT_TENSOR argIndex: 1 } - argDescriptor { - name: "dtype" - argType: DATA_TYPE - } } opList { name: "broadcastadd" + argDescriptor { + name: "dimension" + argType: INT64 + } argDescriptor { name: "outputs" argType: OUTPUT_TENSOR @@ -3048,14 +3129,19 @@ opList { argType: INPUT_TENSOR argIndex: 1 } - argDescriptor { - name: "dimension" - argType: INT64 - } opDeclarationType: LEGACY_XYZ } opList { name: "broadcastcopy" + argDescriptor { + name: "shape" + argType: INT64 + } + argDescriptor { + name: "dimension" + argType: INT64 + argIndex: 1 + } argDescriptor { name: "outputs" argType: OUTPUT_TENSOR @@ -3068,19 +3154,19 @@ opList { name: "input" argType: INPUT_TENSOR } - argDescriptor { - name: "shape" - argType: INT64 - } - argDescriptor { - name: "dimension" - argType: INT64 - argIndex: 1 - } opDeclarationType: LEGACY_XYZ } opList { name: "broadcastdiv" + argDescriptor { + name: "shape" + argType: INT64 + } + argDescriptor { + name: "dimension" + argType: INT64 + argIndex: 1 + } argDescriptor { name: "outputs" argType: OUTPUT_TENSOR @@ -3093,26 +3179,17 @@ opList { name: "input" argType: INPUT_TENSOR } - argDescriptor { - name: "shape" - argType: INT64 - } - argDescriptor { - name: "dimension" - argType: INT64 - argIndex: 1 - } opDeclarationType: LEGACY_XYZ } opList { name: "broadcastgradientargs" argDescriptor { - name: "outputs" - argType: OUTPUT_TENSOR + name: "dimension" + argType: INT64 } argDescriptor { - name: "inPlace" - argType: BOOL + name: "outputs" + argType: OUTPUT_TENSOR } argDescriptor { name: "input" @@ -3123,14 +3200,19 @@ opList { argType: INPUT_TENSOR argIndex: 1 } - argDescriptor { - name: "dimension" - argType: INT64 - } opDeclarationType: OP_IMPL } opList { name: "broadcastmul" + argDescriptor { + name: "shape" + argType: INT64 + } + argDescriptor { + name: "dimension" + argType: INT64 + argIndex: 1 + } argDescriptor { name: "outputs" argType: OUTPUT_TENSOR @@ -3143,19 +3225,19 @@ opList { name: "input" argType: INPUT_TENSOR } - argDescriptor { - name: "shape" - argType: INT64 - } - argDescriptor { - name: "dimension" - argType: INT64 - argIndex: 1 - } opDeclarationType: LEGACY_XYZ } opList { name: "broadcastrdiv" + argDescriptor { + name: "shape" + argType: INT64 + } + argDescriptor { + name: "dimension" + argType: INT64 + argIndex: 1 + } argDescriptor { name: "outputs" argType: OUTPUT_TENSOR @@ -3168,19 +3250,19 @@ opList { name: "input" argType: INPUT_TENSOR } - argDescriptor { - name: "shape" - argType: INT64 - } - argDescriptor { - name: "dimension" - argType: INT64 - argIndex: 1 - } opDeclarationType: LEGACY_XYZ } opList { name: "broadcastrsub" + argDescriptor { + name: "shape" + argType: INT64 + } + argDescriptor { + name: "dimension" + argType: INT64 + argIndex: 1 + } argDescriptor { name: "outputs" argType: OUTPUT_TENSOR @@ -3193,31 +3275,10 @@ opList { name: "input" argType: INPUT_TENSOR } - argDescriptor { - name: "shape" - argType: INT64 - } - argDescriptor { - name: "dimension" - argType: INT64 - argIndex: 1 - } opDeclarationType: LEGACY_XYZ } opList { name: "broadcastsub" - argDescriptor { - name: "outputs" - argType: OUTPUT_TENSOR - } - argDescriptor { - name: "inPlace" - argType: BOOL - } - argDescriptor { - name: "input" - argType: INPUT_TENSOR - } argDescriptor { name: "shape" argType: INT64 @@ -3227,83 +3288,6 @@ opList { argType: INT64 argIndex: 1 } - opDeclarationType: LEGACY_XYZ -} -opList { - name: "car" - argDescriptor { - name: "outputs" - argType: OUTPUT_TENSOR - } - argDescriptor { - name: "to" - argType: INPUT_TENSOR - } - argDescriptor { - name: "from" - argType: INPUT_TENSOR - argIndex: 1 - } - argDescriptor { - name: "mode" - argType: INT64 - } - argDescriptor { - name: "dataType" - argType: DATA_TYPE - } - argDescriptor { - name: "compare" - argType: DOUBLE - } - argDescriptor { - name: "set" - argType: DOUBLE - argIndex: 1 - } - argDescriptor { - name: "eps" - argType: DOUBLE - argIndex: 2 - } - opDeclarationType: LEGACY_XYZ -} -opList { - name: "cas" - argDescriptor { - name: "outputs" - argType: OUTPUT_TENSOR - } - argDescriptor { - name: "input" - argType: INPUT_TENSOR - } - argDescriptor { - name: "mode" - argType: INT64 - } - argDescriptor { - name: "dataType" - argType: DATA_TYPE - } - argDescriptor { - name: "compare" - argType: DOUBLE - } - argDescriptor { - name: "set" - argType: DOUBLE - argIndex: 1 - } - argDescriptor { - name: "eps" - argType: DOUBLE - argIndex: 2 - } - opDeclarationType: LEGACY_XYZ -} -opList { - name: "cast" argDescriptor { name: "outputs" argType: OUTPUT_TENSOR @@ -3316,6 +3300,83 @@ opList { name: "input" argType: INPUT_TENSOR } + opDeclarationType: LEGACY_XYZ +} +opList { + name: "car" + argDescriptor { + name: "mode" + argType: INT64 + } + argDescriptor { + name: "dataType" + argType: DATA_TYPE + } + argDescriptor { + name: "outputs" + argType: OUTPUT_TENSOR + } + argDescriptor { + name: "compare" + argType: DOUBLE + } + argDescriptor { + name: "set" + argType: DOUBLE + argIndex: 1 + } + argDescriptor { + name: "eps" + argType: DOUBLE + argIndex: 2 + } + argDescriptor { + name: "input" + argType: INPUT_TENSOR + } + argDescriptor { + name: "y" + argType: INPUT_TENSOR + argIndex: 1 + } + opDeclarationType: LEGACY_XYZ +} +opList { + name: "cas" + argDescriptor { + name: "mode" + argType: INT64 + } + argDescriptor { + name: "dataType" + argType: DATA_TYPE + } + argDescriptor { + name: "outputs" + argType: OUTPUT_TENSOR + } + argDescriptor { + name: "compare" + argType: DOUBLE + } + argDescriptor { + name: "set" + argType: DOUBLE + argIndex: 1 + } + argDescriptor { + name: "eps" + argType: DOUBLE + argIndex: 2 + } + argDescriptor { + name: "input" + argType: INPUT_TENSOR + } + opDeclarationType: LEGACY_XYZ +} +opList { + name: "cast" argDescriptor { name: "dst" argType: INT64 @@ -3324,9 +3385,30 @@ opList { name: "dtype" argType: DATA_TYPE } + argDescriptor { + name: "outputs" + argType: OUTPUT_TENSOR + } + argDescriptor { + name: "inPlace" + argType: BOOL + } + argDescriptor { + name: "input" + argType: INPUT_TENSOR + } } opList { name: "cbow" + argDescriptor { + name: "numWorkers" + argType: INT64 + } + argDescriptor { + name: "nsRounds" + argType: INT64 + argIndex: 1 + } argDescriptor { name: "outputs" argType: OUTPUT_TENSOR @@ -3414,19 +3496,14 @@ opList { argType: INPUT_TENSOR argIndex: 14 } - argDescriptor { - name: "numWorkers" - argType: INT64 - } - argDescriptor { - name: "nsRounds" - argType: INT64 - argIndex: 1 - } opDeclarationType: CONFIGURABLE_OP_IMPL } opList { name: "ceil" + argDescriptor { + name: "dataType" + argType: DATA_TYPE + } argDescriptor { name: "outputs" argType: OUTPUT_TENSOR @@ -3439,14 +3516,18 @@ opList { name: "input" argType: INPUT_TENSOR } - argDescriptor { - name: "dataType" - argType: DATA_TYPE - } opDeclarationType: LEGACY_XYZ } opList { name: "cell_contains" + argDescriptor { + name: "dimension" + argType: INT64 + } + argDescriptor { + name: "dtype" + argType: DATA_TYPE + } argDescriptor { name: "outputs" argType: OUTPUT_TENSOR @@ -3469,17 +3550,13 @@ opList { argType: INPUT_TENSOR argIndex: 2 } - argDescriptor { - name: "dimension" - argType: INT64 - } +} +opList { + name: "check_numerics" argDescriptor { name: "dtype" argType: DATA_TYPE } -} -opList { - name: "check_numerics" argDescriptor { name: "outputs" argType: OUTPUT_TENSOR @@ -3493,10 +3570,6 @@ opList { argType: INPUT_TENSOR argIndex: 1 } - argDescriptor { - name: "dtype" - argType: DATA_TYPE - } } opList { name: "choice" @@ -3529,6 +3602,14 @@ opList { } opList { name: "choose" + argDescriptor { + name: "mode" + argType: INT64 + } + argDescriptor { + name: "dtype" + argType: DATA_TYPE + } argDescriptor { name: "outputs" argType: OUTPUT_TENSOR @@ -3538,6 +3619,10 @@ opList { argType: OUTPUT_TENSOR argIndex: 1 } + argDescriptor { + name: "scalar" + argType: DOUBLE + } argDescriptor { name: "arg" argType: INPUT_TENSOR @@ -3547,64 +3632,60 @@ opList { argType: INPUT_TENSOR argIndex: 1 } - argDescriptor { - name: "mode" - argType: INT64 - } +} +opList { + name: "clip_by_global_norm" argDescriptor { name: "dtype" argType: DATA_TYPE } - argDescriptor { - name: "scalar" - argType: DOUBLE - } -} -opList { - name: "clip_by_global_norm" argDescriptor { name: "outputs" argType: OUTPUT_TENSOR } - argDescriptor { - name: "input" - argType: INPUT_TENSOR - } - argDescriptor { - name: "dtype" - argType: DATA_TYPE - } argDescriptor { name: "clipNorm" argType: DOUBLE } + argDescriptor { + name: "input" + argType: INPUT_TENSOR + } } opList { name: "clipbyavgnorm" - argDescriptor { - name: "outputs" - argType: OUTPUT_TENSOR - } - argDescriptor { - name: "input" - argType: INPUT_TENSOR - } argDescriptor { name: "dimensions" argType: INT64 } + argDescriptor { + name: "outputs" + argType: OUTPUT_TENSOR + } argDescriptor { name: "clipNorm" argType: DOUBLE } + argDescriptor { + name: "input" + argType: INPUT_TENSOR + } opDeclarationType: CONFIGURABLE_OP_IMPL } opList { name: "clipbyavgnorm_bp" + argDescriptor { + name: "dtype" + argType: DATA_TYPE + } argDescriptor { name: "gradI" argType: OUTPUT_TENSOR } + argDescriptor { + name: "clipNorm" + argType: DOUBLE + } argDescriptor { name: "input" argType: INPUT_TENSOR @@ -3614,41 +3695,45 @@ opList { argType: INPUT_TENSOR argIndex: 1 } - argDescriptor { - name: "dtype" - argType: DATA_TYPE - } - argDescriptor { - name: "clipNorm" - argType: DOUBLE - } } opList { name: "clipbynorm" - argDescriptor { - name: "outputs" - argType: OUTPUT_TENSOR - } - argDescriptor { - name: "input" - argType: INPUT_TENSOR - } argDescriptor { name: "dimensions" argType: INT64 } + argDescriptor { + name: "outputs" + argType: OUTPUT_TENSOR + } argDescriptor { name: "clipValue" argType: DOUBLE } + argDescriptor { + name: "input" + argType: INPUT_TENSOR + } opDeclarationType: CONFIGURABLE_OP_IMPL } opList { name: "clipbynorm_bp" + argDescriptor { + name: "dimensions" + argType: INT64 + } + argDescriptor { + name: "dtype" + argType: DATA_TYPE + } argDescriptor { name: "gradI" argType: OUTPUT_TENSOR } + argDescriptor { + name: "clipValue" + argType: DOUBLE + } argDescriptor { name: "input" argType: INPUT_TENSOR @@ -3658,18 +3743,6 @@ opList { argType: INPUT_TENSOR argIndex: 1 } - argDescriptor { - name: "dimensions" - argType: INT64 - } - argDescriptor { - name: "dtype" - argType: DATA_TYPE - } - argDescriptor { - name: "clipValue" - argType: DOUBLE - } } opList { name: "clipbyvalue" @@ -3677,10 +3750,6 @@ opList { name: "outputs" argType: OUTPUT_TENSOR } - argDescriptor { - name: "input" - argType: INPUT_TENSOR - } argDescriptor { name: "left" argType: DOUBLE @@ -3690,6 +3759,10 @@ opList { argType: DOUBLE argIndex: 1 } + argDescriptor { + name: "input" + argType: INPUT_TENSOR + } opDeclarationType: CONFIGURABLE_OP_IMPL } opList { @@ -3706,19 +3779,6 @@ opList { } opList { name: "col2im" - argDescriptor { - name: "outputs" - argType: OUTPUT_TENSOR - } - argDescriptor { - name: "input" - argType: INPUT_TENSOR - } - argDescriptor { - name: "inputArrays" - argType: INPUT_TENSOR - argIndex: 1 - } argDescriptor { name: "strideY" argType: INT64 @@ -3762,13 +3822,34 @@ opList { name: "dtype" argType: DATA_TYPE } + argDescriptor { + name: "outputs" + argType: OUTPUT_TENSOR + } + argDescriptor { + name: "input" + argType: INPUT_TENSOR + } + argDescriptor { + name: "inputArrays" + argType: INPUT_TENSOR + argIndex: 1 + } } opList { name: "compare_and_bitpack" + argDescriptor { + name: "dtype" + argType: DATA_TYPE + } argDescriptor { name: "outputs" argType: OUTPUT_TENSOR } + argDescriptor { + name: "threshold" + argType: DOUBLE + } argDescriptor { name: "input" argType: INPUT_TENSOR @@ -3778,17 +3859,13 @@ opList { argType: INPUT_TENSOR argIndex: 1 } +} +opList { + name: "compat_sparse_to_dense" argDescriptor { name: "dtype" argType: DATA_TYPE } - argDescriptor { - name: "threshold" - argType: DOUBLE - } -} -opList { - name: "compat_sparse_to_dense" argDescriptor { name: "outputs" argType: OUTPUT_TENSOR @@ -3812,13 +3889,13 @@ opList { argType: INPUT_TENSOR argIndex: 3 } +} +opList { + name: "compat_string_split" argDescriptor { name: "dtype" argType: DATA_TYPE } -} -opList { - name: "compat_string_split" argDescriptor { name: "indices" argType: OUTPUT_TENSOR @@ -3847,13 +3924,17 @@ opList { argType: INPUT_TENSOR argIndex: 3 } +} +opList { + name: "concat" + argDescriptor { + name: "concatDimension" + argType: INT64 + } argDescriptor { name: "dtype" argType: DATA_TYPE } -} -opList { - name: "concat" argDescriptor { name: "outputs" argType: OUTPUT_TENSOR @@ -3871,6 +3952,9 @@ opList { argType: INPUT_TENSOR argIndex: 1 } +} +opList { + name: "concat_bp" argDescriptor { name: "concatDimension" argType: INT64 @@ -3879,9 +3963,6 @@ opList { name: "dtype" argType: DATA_TYPE } -} -opList { - name: "concat_bp" argDescriptor { name: "epsilonChunk" argType: OUTPUT_TENSOR @@ -3899,17 +3980,22 @@ opList { argType: INPUT_TENSOR argIndex: 1 } +} +opList { + name: "confusion_matrix" argDescriptor { - name: "concatDimension" + name: "numClasses" argType: INT64 } + argDescriptor { + name: "dataType" + argType: INT64 + argIndex: 1 + } argDescriptor { name: "dtype" argType: DATA_TYPE } -} -opList { - name: "confusion_matrix" argDescriptor { name: "outputs" argType: OUTPUT_TENSOR @@ -3928,35 +4014,9 @@ opList { argType: INPUT_TENSOR argIndex: 2 } - argDescriptor { - name: "dataType" - argType: INT64 - } - argDescriptor { - name: "dtype" - argType: DATA_TYPE - } } opList { name: "conv1d" - argDescriptor { - name: "outputs" - argType: OUTPUT_TENSOR - } - argDescriptor { - name: "input" - argType: INPUT_TENSOR - } - argDescriptor { - name: "weights" - argType: INPUT_TENSOR - argIndex: 1 - } - argDescriptor { - name: "bias" - argType: INPUT_TENSOR - argIndex: 2 - } argDescriptor { name: "kW" argType: INT64 @@ -3995,42 +4055,27 @@ opList { name: "dtype" argType: DATA_TYPE } + argDescriptor { + name: "outputs" + argType: OUTPUT_TENSOR + } + argDescriptor { + name: "input" + argType: INPUT_TENSOR + } + argDescriptor { + name: "weights" + argType: INPUT_TENSOR + argIndex: 1 + } + argDescriptor { + name: "bias" + argType: INPUT_TENSOR + argIndex: 2 + } } opList { name: "conv1d_bp" - argDescriptor { - name: "gradI" - argType: OUTPUT_TENSOR - } - argDescriptor { - name: "gradW" - argType: OUTPUT_TENSOR - argIndex: 1 - } - argDescriptor { - name: "gradB" - argType: OUTPUT_TENSOR - argIndex: 2 - } - argDescriptor { - name: "input" - argType: INPUT_TENSOR - } - argDescriptor { - name: "weights" - argType: INPUT_TENSOR - argIndex: 1 - } - argDescriptor { - name: "bias" - argType: INPUT_TENSOR - argIndex: 2 - } - argDescriptor { - name: "gradO" - argType: INPUT_TENSOR - argIndex: 3 - } argDescriptor { name: "kW" argType: INT64 @@ -4069,88 +4114,6 @@ opList { name: "dtype" argType: DATA_TYPE } -} -opList { - name: "conv2d" - argDescriptor { - name: "outputs" - argType: OUTPUT_TENSOR - } - argDescriptor { - name: "input" - argType: INPUT_TENSOR - } - argDescriptor { - name: "weights" - argType: INPUT_TENSOR - argIndex: 1 - } - argDescriptor { - name: "bias" - argType: INPUT_TENSOR - argIndex: 2 - } - argDescriptor { - name: "kH" - argType: INT64 - } - argDescriptor { - name: "kW" - argType: INT64 - argIndex: 1 - } - argDescriptor { - name: "sH" - argType: INT64 - argIndex: 2 - } - argDescriptor { - name: "sW" - argType: INT64 - argIndex: 3 - } - argDescriptor { - name: "pH" - argType: INT64 - argIndex: 4 - } - argDescriptor { - name: "pW" - argType: INT64 - argIndex: 5 - } - argDescriptor { - name: "dH" - argType: INT64 - argIndex: 6 - } - argDescriptor { - name: "dW" - argType: INT64 - argIndex: 7 - } - argDescriptor { - name: "isSameMode" - argType: INT64 - argIndex: 8 - } - argDescriptor { - name: "isNCHW" - argType: INT64 - argIndex: 9 - } - argDescriptor { - name: "wFormat" - argType: INT64 - argIndex: 10 - } - argDescriptor { - name: "dtype" - argType: DATA_TYPE - } -} -opList { - name: "conv2d_bp" argDescriptor { name: "gradI" argType: OUTPUT_TENSOR @@ -4184,6 +4147,9 @@ opList { argType: INPUT_TENSOR argIndex: 3 } +} +opList { + name: "conv2d" argDescriptor { name: "kH" argType: INT64 @@ -4242,9 +4208,179 @@ opList { name: "dtype" argType: DATA_TYPE } + argDescriptor { + name: "outputs" + argType: OUTPUT_TENSOR + } + argDescriptor { + name: "input" + argType: INPUT_TENSOR + } + argDescriptor { + name: "weights" + argType: INPUT_TENSOR + argIndex: 1 + } + argDescriptor { + name: "bias" + argType: INPUT_TENSOR + argIndex: 2 + } +} +opList { + name: "conv2d_bp" + argDescriptor { + name: "kH" + argType: INT64 + } + argDescriptor { + name: "kW" + argType: INT64 + argIndex: 1 + } + argDescriptor { + name: "sH" + argType: INT64 + argIndex: 2 + } + argDescriptor { + name: "sW" + argType: INT64 + argIndex: 3 + } + argDescriptor { + name: "pH" + argType: INT64 + argIndex: 4 + } + argDescriptor { + name: "pW" + argType: INT64 + argIndex: 5 + } + argDescriptor { + name: "dH" + argType: INT64 + argIndex: 6 + } + argDescriptor { + name: "dW" + argType: INT64 + argIndex: 7 + } + argDescriptor { + name: "isSameMode" + argType: INT64 + argIndex: 8 + } + argDescriptor { + name: "isNCHW" + argType: INT64 + argIndex: 9 + } + argDescriptor { + name: "wFormat" + argType: INT64 + argIndex: 10 + } + argDescriptor { + name: "dtype" + argType: DATA_TYPE + } + argDescriptor { + name: "gradI" + argType: OUTPUT_TENSOR + } + argDescriptor { + name: "gradW" + argType: OUTPUT_TENSOR + argIndex: 1 + } + argDescriptor { + name: "gradB" + argType: OUTPUT_TENSOR + argIndex: 2 + } + argDescriptor { + name: "input" + argType: INPUT_TENSOR + } + argDescriptor { + name: "weights" + argType: INPUT_TENSOR + argIndex: 1 + } + argDescriptor { + name: "bias" + argType: INPUT_TENSOR + argIndex: 2 + } + argDescriptor { + name: "gradO" + argType: INPUT_TENSOR + argIndex: 3 + } } opList { name: "conv2d_input_bp" + argDescriptor { + name: "kH" + argType: INT64 + } + argDescriptor { + name: "kW" + argType: INT64 + argIndex: 1 + } + argDescriptor { + name: "sH" + argType: INT64 + argIndex: 2 + } + argDescriptor { + name: "sW" + argType: INT64 + argIndex: 3 + } + argDescriptor { + name: "pH" + argType: INT64 + argIndex: 4 + } + argDescriptor { + name: "pW" + argType: INT64 + argIndex: 5 + } + argDescriptor { + name: "dH" + argType: INT64 + argIndex: 6 + } + argDescriptor { + name: "dW" + argType: INT64 + argIndex: 7 + } + argDescriptor { + name: "isSameMode" + argType: INT64 + argIndex: 8 + } + argDescriptor { + name: "isNCHW" + argType: INT64 + argIndex: 9 + } + argDescriptor { + name: "wFormat" + argType: INT64 + argIndex: 10 + } + argDescriptor { + name: "dtype" + argType: DATA_TYPE + } argDescriptor { name: "gradI" argType: OUTPUT_TENSOR @@ -4263,85 +4399,9 @@ opList { argType: INPUT_TENSOR argIndex: 2 } - argDescriptor { - name: "kH" - argType: INT64 - } - argDescriptor { - name: "kW" - argType: INT64 - argIndex: 1 - } - argDescriptor { - name: "sH" - argType: INT64 - argIndex: 2 - } - argDescriptor { - name: "sW" - argType: INT64 - argIndex: 3 - } - argDescriptor { - name: "pH" - argType: INT64 - argIndex: 4 - } - argDescriptor { - name: "pW" - argType: INT64 - argIndex: 5 - } - argDescriptor { - name: "dH" - argType: INT64 - argIndex: 6 - } - argDescriptor { - name: "dW" - argType: INT64 - argIndex: 7 - } - argDescriptor { - name: "isSameMode" - argType: INT64 - argIndex: 8 - } - argDescriptor { - name: "isNCHW" - argType: INT64 - argIndex: 9 - } - argDescriptor { - name: "wFormat" - argType: INT64 - argIndex: 10 - } - argDescriptor { - name: "dtype" - argType: DATA_TYPE - } } opList { name: "conv3dnew" - argDescriptor { - name: "outputs" - argType: OUTPUT_TENSOR - } - argDescriptor { - name: "input" - argType: INPUT_TENSOR - } - argDescriptor { - name: "weights" - argType: INPUT_TENSOR - argIndex: 1 - } - argDescriptor { - name: "bias" - argType: INPUT_TENSOR - argIndex: 2 - } argDescriptor { name: "kD" argType: INT64 @@ -4420,9 +4480,105 @@ opList { name: "dtype" argType: DATA_TYPE } + argDescriptor { + name: "outputs" + argType: OUTPUT_TENSOR + } + argDescriptor { + name: "input" + argType: INPUT_TENSOR + } + argDescriptor { + name: "weights" + argType: INPUT_TENSOR + argIndex: 1 + } + argDescriptor { + name: "bias" + argType: INPUT_TENSOR + argIndex: 2 + } } opList { name: "conv3dnew_bp" + argDescriptor { + name: "kD" + argType: INT64 + } + argDescriptor { + name: "kH" + argType: INT64 + argIndex: 1 + } + argDescriptor { + name: "kW" + argType: INT64 + argIndex: 2 + } + argDescriptor { + name: "sD" + argType: INT64 + argIndex: 3 + } + argDescriptor { + name: "sH" + argType: INT64 + argIndex: 4 + } + argDescriptor { + name: "sW" + argType: INT64 + argIndex: 5 + } + argDescriptor { + name: "pD" + argType: INT64 + argIndex: 6 + } + argDescriptor { + name: "pH" + argType: INT64 + argIndex: 7 + } + argDescriptor { + name: "pW" + argType: INT64 + argIndex: 8 + } + argDescriptor { + name: "dD" + argType: INT64 + argIndex: 9 + } + argDescriptor { + name: "dH" + argType: INT64 + argIndex: 10 + } + argDescriptor { + name: "dW" + argType: INT64 + argIndex: 11 + } + argDescriptor { + name: "paddingMode" + argType: INT64 + argIndex: 12 + } + argDescriptor { + name: "isNCDHW" + argType: INT64 + argIndex: 13 + } + argDescriptor { + name: "wFormat" + argType: INT64 + argIndex: 14 + } + argDescriptor { + name: "dtype" + argType: DATA_TYPE + } argDescriptor { name: "gradI" argType: OUTPUT_TENSOR @@ -4456,87 +4612,13 @@ opList { argType: INPUT_TENSOR argIndex: 3 } - argDescriptor { - name: "kD" - argType: INT64 - } - argDescriptor { - name: "kH" - argType: INT64 - argIndex: 1 - } - argDescriptor { - name: "kW" - argType: INT64 - argIndex: 2 - } - argDescriptor { - name: "sD" - argType: INT64 - argIndex: 3 - } - argDescriptor { - name: "sH" - argType: INT64 - argIndex: 4 - } - argDescriptor { - name: "sW" - argType: INT64 - argIndex: 5 - } - argDescriptor { - name: "pD" - argType: INT64 - argIndex: 6 - } - argDescriptor { - name: "pH" - argType: INT64 - argIndex: 7 - } - argDescriptor { - name: "pW" - argType: INT64 - argIndex: 8 - } - argDescriptor { - name: "dD" - argType: INT64 - argIndex: 9 - } - argDescriptor { - name: "dH" - argType: INT64 - argIndex: 10 - } - argDescriptor { - name: "dW" - argType: INT64 - argIndex: 11 - } - argDescriptor { - name: "paddingMode" - argType: INT64 - argIndex: 12 - } - argDescriptor { - name: "isNCDHW" - argType: INT64 - argIndex: 13 - } - argDescriptor { - name: "wFormat" - argType: INT64 - argIndex: 14 - } - argDescriptor { - name: "dtype" - argType: DATA_TYPE - } } opList { name: "copy" + argDescriptor { + name: "dataType" + argType: DATA_TYPE + } argDescriptor { name: "outputs" argType: OUTPUT_TENSOR @@ -4554,14 +4636,14 @@ opList { argType: INPUT_TENSOR argIndex: 1 } - argDescriptor { - name: "dataType" - argType: DATA_TYPE - } opDeclarationType: LEGACY_XYZ } opList { name: "cos" + argDescriptor { + name: "dataType" + argType: DATA_TYPE + } argDescriptor { name: "outputs" argType: OUTPUT_TENSOR @@ -4574,14 +4656,14 @@ opList { name: "input" argType: INPUT_TENSOR } - argDescriptor { - name: "dataType" - argType: DATA_TYPE - } opDeclarationType: LEGACY_XYZ } opList { name: "cosh" + argDescriptor { + name: "dataType" + argType: DATA_TYPE + } argDescriptor { name: "outputs" argType: OUTPUT_TENSOR @@ -4594,14 +4676,23 @@ opList { name: "input" argType: INPUT_TENSOR } - argDescriptor { - name: "dataType" - argType: DATA_TYPE - } opDeclarationType: LEGACY_XYZ } opList { name: "cosine_distance_loss" + argDescriptor { + name: "reductionMode" + argType: INT64 + } + argDescriptor { + name: "dimensions" + argType: INT64 + argIndex: 1 + } + argDescriptor { + name: "dtype" + argType: DATA_TYPE + } argDescriptor { name: "outputs" argType: OUTPUT_TENSOR @@ -4620,6 +4711,9 @@ opList { argType: INPUT_TENSOR argIndex: 2 } +} +opList { + name: "cosine_distance_loss_grad" argDescriptor { name: "reductionMode" argType: INT64 @@ -4633,9 +4727,6 @@ opList { name: "dtype" argType: DATA_TYPE } -} -opList { - name: "cosine_distance_loss_grad" argDescriptor { name: "dLdp" argType: OUTPUT_TENSOR @@ -4664,22 +4755,13 @@ opList { argType: INPUT_TENSOR argIndex: 2 } - argDescriptor { - name: "reductionMode" - argType: INT64 - } - argDescriptor { - name: "dimensions" - argType: INT64 - argIndex: 1 - } - argDescriptor { - name: "dtype" - argType: DATA_TYPE - } } opList { name: "cosinedistance" + argDescriptor { + name: "dimensions" + argType: INT64 + } argDescriptor { name: "outputs" argType: OUTPUT_TENSOR @@ -4702,14 +4784,14 @@ opList { argType: INPUT_TENSOR argIndex: 1 } - argDescriptor { - name: "dimensions" - argType: INT64 - } opDeclarationType: LEGACY_XYZ } opList { name: "cosinesimilarity" + argDescriptor { + name: "dimensions" + argType: INT64 + } argDescriptor { name: "outputs" argType: OUTPUT_TENSOR @@ -4732,14 +4814,14 @@ opList { argType: INPUT_TENSOR argIndex: 1 } - argDescriptor { - name: "dimensions" - argType: INT64 - } opDeclarationType: LEGACY_XYZ } opList { name: "countNonZero" + argDescriptor { + name: "dimensions" + argType: INT64 + } argDescriptor { name: "outputs" argType: OUTPUT_TENSOR @@ -4757,14 +4839,14 @@ opList { argType: INPUT_TENSOR argIndex: 1 } - argDescriptor { - name: "dimensions" - argType: INT64 - } opDeclarationType: LEGACY_XYZ } opList { name: "countZero" + argDescriptor { + name: "dimensions" + argType: INT64 + } argDescriptor { name: "outputs" argType: OUTPUT_TENSOR @@ -4782,26 +4864,10 @@ opList { argType: INPUT_TENSOR argIndex: 1 } - argDescriptor { - name: "dimensions" - argType: INT64 - } opDeclarationType: LEGACY_XYZ } opList { name: "create" - argDescriptor { - name: "outputs" - argType: OUTPUT_TENSOR - } - argDescriptor { - name: "init" - argType: BOOL - } - argDescriptor { - name: "input" - argType: INPUT_TENSOR - } argDescriptor { name: "order" argType: INT64 @@ -4815,17 +4881,21 @@ opList { name: "outputType" argType: DATA_TYPE } -} -opList { - name: "create_list" argDescriptor { name: "outputs" argType: OUTPUT_TENSOR } + argDescriptor { + name: "init" + argType: BOOL + } argDescriptor { name: "input" argType: INPUT_TENSOR } +} +opList { + name: "create_list" argDescriptor { name: "height" argType: INT64 @@ -4835,10 +4905,6 @@ opList { argType: INT64 argIndex: 1 } - opDeclarationType: LIST_OP_IMPL -} -opList { - name: "crelu" argDescriptor { name: "outputs" argType: OUTPUT_TENSOR @@ -4847,13 +4913,29 @@ opList { name: "input" argType: INPUT_TENSOR } + opDeclarationType: LIST_OP_IMPL +} +opList { + name: "crelu" argDescriptor { name: "dtype" argType: DATA_TYPE } + argDescriptor { + name: "outputs" + argType: OUTPUT_TENSOR + } + argDescriptor { + name: "input" + argType: INPUT_TENSOR + } } opList { name: "crelu_bp" + argDescriptor { + name: "dtype" + argType: DATA_TYPE + } argDescriptor { name: "epsilon" argType: OUTPUT_TENSOR @@ -4867,17 +4949,25 @@ opList { argType: INPUT_TENSOR argIndex: 1 } - argDescriptor { - name: "dtype" - argType: DATA_TYPE - } } opList { name: "crop_and_resize" + argDescriptor { + name: "method" + argType: INT64 + } + argDescriptor { + name: "dtype" + argType: DATA_TYPE + } argDescriptor { name: "outputs" argType: OUTPUT_TENSOR } + argDescriptor { + name: "extrapolationVal" + argType: DOUBLE + } argDescriptor { name: "image" argType: INPUT_TENSOR @@ -4897,18 +4987,6 @@ opList { argType: INPUT_TENSOR argIndex: 3 } - argDescriptor { - name: "method" - argType: INT64 - } - argDescriptor { - name: "dtype" - argType: DATA_TYPE - } - argDescriptor { - name: "extrapolationVal" - argType: DOUBLE - } } opList { name: "cross" @@ -4927,8 +5005,80 @@ opList { } opDeclarationType: OP_IMPL } +opList { + name: "ctc_loss" + argDescriptor { + name: "blankIndex" + argType: INT64 + } + argDescriptor { + name: "dtype" + argType: DATA_TYPE + } + argDescriptor { + name: "outputLosses" + argType: OUTPUT_TENSOR + } + argDescriptor { + name: "targetLabels" + argType: INPUT_TENSOR + } + argDescriptor { + name: "logitInput" + argType: INPUT_TENSOR + argIndex: 1 + } + argDescriptor { + name: "targetLabelLengths" + argType: INPUT_TENSOR + argIndex: 2 + } + argDescriptor { + name: "logitInputLengths" + argType: INPUT_TENSOR + argIndex: 3 + } +} +opList { + name: "ctc_loss_grad" + argDescriptor { + name: "blankIndex" + argType: INT64 + } + argDescriptor { + name: "dtype" + argType: DATA_TYPE + } + argDescriptor { + name: "outputGradients" + argType: OUTPUT_TENSOR + } + argDescriptor { + name: "targetLabels" + argType: INPUT_TENSOR + } + argDescriptor { + name: "logitInput" + argType: INPUT_TENSOR + argIndex: 1 + } + argDescriptor { + name: "targetLabelLengths" + argType: INPUT_TENSOR + argIndex: 2 + } + argDescriptor { + name: "logitInputLengths" + argType: INPUT_TENSOR + argIndex: 3 + } +} opList { name: "cube" + argDescriptor { + name: "dataType" + argType: DATA_TYPE + } argDescriptor { name: "outputs" argType: OUTPUT_TENSOR @@ -4941,10 +5091,6 @@ opList { name: "input" argType: INPUT_TENSOR } - argDescriptor { - name: "dataType" - argType: DATA_TYPE - } opDeclarationType: CONFIGURABLE_OP_IMPL } opList { @@ -4966,6 +5112,10 @@ opList { } opList { name: "cubederivative" + argDescriptor { + name: "dataType" + argType: DATA_TYPE + } argDescriptor { name: "outputs" argType: OUTPUT_TENSOR @@ -4978,14 +5128,24 @@ opList { name: "input" argType: INPUT_TENSOR } - argDescriptor { - name: "dataType" - argType: DATA_TYPE - } opDeclarationType: LEGACY_XYZ } opList { name: "cumprod" + argDescriptor { + name: "exclusive" + argType: INT64 + } + argDescriptor { + name: "reverse" + argType: INT64 + argIndex: 1 + } + argDescriptor { + name: "dimensions" + argType: INT64 + argIndex: 2 + } argDescriptor { name: "outputs" argType: OUTPUT_TENSOR @@ -5008,24 +5168,28 @@ opList { argType: INPUT_TENSOR argIndex: 1 } - argDescriptor { - name: "exclusive" - argType: INT64 - } - argDescriptor { - name: "reverse" - argType: INT64 - argIndex: 1 - } - argDescriptor { - name: "dimensions" - argType: INT64 - argIndex: 2 - } opDeclarationType: CONFIGURABLE_OP_IMPL } opList { name: "cumprod_bp" + argDescriptor { + name: "exclusive" + argType: INT64 + } + argDescriptor { + name: "reverse" + argType: INT64 + argIndex: 1 + } + argDescriptor { + name: "dimensions" + argType: INT64 + argIndex: 2 + } + argDescriptor { + name: "dtype" + argType: DATA_TYPE + } argDescriptor { name: "outputs" argType: OUTPUT_TENSOR @@ -5053,6 +5217,9 @@ opList { argType: INPUT_TENSOR argIndex: 2 } +} +opList { + name: "cumsum" argDescriptor { name: "exclusive" argType: INT64 @@ -5067,13 +5234,6 @@ opList { argType: INT64 argIndex: 2 } - argDescriptor { - name: "dtype" - argType: DATA_TYPE - } -} -opList { - name: "cumsum" argDescriptor { name: "outputs" argType: OUTPUT_TENSOR @@ -5096,24 +5256,28 @@ opList { argType: INPUT_TENSOR argIndex: 1 } - argDescriptor { - name: "exclusive" - argType: INT64 - } - argDescriptor { - name: "reverse" - argType: INT64 - argIndex: 1 - } - argDescriptor { - name: "dimensions" - argType: INT64 - argIndex: 2 - } opDeclarationType: CONFIGURABLE_OP_IMPL } opList { name: "cumsum_bp" + argDescriptor { + name: "exclusive" + argType: INT64 + } + argDescriptor { + name: "reverse" + argType: INT64 + argIndex: 1 + } + argDescriptor { + name: "dimensions" + argType: INT64 + argIndex: 2 + } + argDescriptor { + name: "dtype" + argType: DATA_TYPE + } argDescriptor { name: "outputs" argType: OUTPUT_TENSOR @@ -5141,27 +5305,13 @@ opList { argType: INPUT_TENSOR argIndex: 2 } - argDescriptor { - name: "exclusive" - argType: INT64 - } - argDescriptor { - name: "reverse" - argType: INT64 - argIndex: 1 - } - argDescriptor { - name: "dimensions" - argType: INT64 - argIndex: 2 - } - argDescriptor { - name: "dtype" - argType: DATA_TYPE - } } opList { name: "cyclic_rshift_bits" + argDescriptor { + name: "dataType" + argType: DATA_TYPE + } argDescriptor { name: "outputs" argType: OUTPUT_TENSOR @@ -5179,14 +5329,14 @@ opList { argType: INPUT_TENSOR argIndex: 1 } - argDescriptor { - name: "dataType" - argType: DATA_TYPE - } opDeclarationType: BROADCASTABLE_OP_IMPL } opList { name: "cyclic_shift_bits" + argDescriptor { + name: "dataType" + argType: DATA_TYPE + } argDescriptor { name: "outputs" argType: OUTPUT_TENSOR @@ -5204,14 +5354,14 @@ opList { argType: INPUT_TENSOR argIndex: 1 } - argDescriptor { - name: "dataType" - argType: DATA_TYPE - } opDeclarationType: BROADCASTABLE_OP_IMPL } opList { name: "decode_bitmap" + argDescriptor { + name: "dtype" + argType: DATA_TYPE + } argDescriptor { name: "updates" argType: OUTPUT_TENSOR @@ -5225,13 +5375,13 @@ opList { argType: INPUT_TENSOR argIndex: 1 } +} +opList { + name: "decode_threshold" argDescriptor { name: "dtype" argType: DATA_TYPE } -} -opList { - name: "decode_threshold" argDescriptor { name: "updates" argType: OUTPUT_TENSOR @@ -5245,31 +5395,9 @@ opList { argType: INPUT_TENSOR argIndex: 1 } - argDescriptor { - name: "dtype" - argType: DATA_TYPE - } } opList { name: "deconv2d" - argDescriptor { - name: "outputs" - argType: OUTPUT_TENSOR - } - argDescriptor { - name: "input" - argType: INPUT_TENSOR - } - argDescriptor { - name: "weights" - argType: INPUT_TENSOR - argIndex: 1 - } - argDescriptor { - name: "bias" - argType: INPUT_TENSOR - argIndex: 2 - } argDescriptor { name: "kH" argType: INT64 @@ -5328,9 +5456,85 @@ opList { name: "dtype" argType: DATA_TYPE } + argDescriptor { + name: "outputs" + argType: OUTPUT_TENSOR + } + argDescriptor { + name: "input" + argType: INPUT_TENSOR + } + argDescriptor { + name: "weights" + argType: INPUT_TENSOR + argIndex: 1 + } + argDescriptor { + name: "bias" + argType: INPUT_TENSOR + argIndex: 2 + } } opList { name: "deconv2d_bp" + argDescriptor { + name: "kH" + argType: INT64 + } + argDescriptor { + name: "kW" + argType: INT64 + argIndex: 1 + } + argDescriptor { + name: "sH" + argType: INT64 + argIndex: 2 + } + argDescriptor { + name: "sW" + argType: INT64 + argIndex: 3 + } + argDescriptor { + name: "pH" + argType: INT64 + argIndex: 4 + } + argDescriptor { + name: "pW" + argType: INT64 + argIndex: 5 + } + argDescriptor { + name: "dH" + argType: INT64 + argIndex: 6 + } + argDescriptor { + name: "dW" + argType: INT64 + argIndex: 7 + } + argDescriptor { + name: "isSameMode" + argType: INT64 + argIndex: 8 + } + argDescriptor { + name: "isNCHW" + argType: INT64 + argIndex: 9 + } + argDescriptor { + name: "wFormat" + argType: INT64 + argIndex: 10 + } + argDescriptor { + name: "dtype" + argType: DATA_TYPE + } argDescriptor { name: "gradI" argType: OUTPUT_TENSOR @@ -5364,6 +5568,9 @@ opList { argType: INPUT_TENSOR argIndex: 3 } +} +opList { + name: "deconv2d_tf" argDescriptor { name: "kH" argType: INT64 @@ -5422,9 +5629,6 @@ opList { name: "dtype" argType: DATA_TYPE } -} -opList { - name: "deconv2d_tf" argDescriptor { name: "gradI" argType: OUTPUT_TENSOR @@ -5443,85 +5647,9 @@ opList { argType: INPUT_TENSOR argIndex: 2 } - argDescriptor { - name: "kH" - argType: INT64 - } - argDescriptor { - name: "kW" - argType: INT64 - argIndex: 1 - } - argDescriptor { - name: "sH" - argType: INT64 - argIndex: 2 - } - argDescriptor { - name: "sW" - argType: INT64 - argIndex: 3 - } - argDescriptor { - name: "pH" - argType: INT64 - argIndex: 4 - } - argDescriptor { - name: "pW" - argType: INT64 - argIndex: 5 - } - argDescriptor { - name: "dH" - argType: INT64 - argIndex: 6 - } - argDescriptor { - name: "dW" - argType: INT64 - argIndex: 7 - } - argDescriptor { - name: "isSameMode" - argType: INT64 - argIndex: 8 - } - argDescriptor { - name: "isNCHW" - argType: INT64 - argIndex: 9 - } - argDescriptor { - name: "wFormat" - argType: INT64 - argIndex: 10 - } - argDescriptor { - name: "dtype" - argType: DATA_TYPE - } } opList { name: "deconv3d" - argDescriptor { - name: "outputs" - argType: OUTPUT_TENSOR - } - argDescriptor { - name: "input" - argType: INPUT_TENSOR - } - argDescriptor { - name: "weights" - argType: INPUT_TENSOR - argIndex: 1 - } - argDescriptor { - name: "bias" - argType: INPUT_TENSOR - argIndex: 2 - } argDescriptor { name: "kD" argType: INT64 @@ -5600,9 +5728,105 @@ opList { name: "dtype" argType: DATA_TYPE } + argDescriptor { + name: "outputs" + argType: OUTPUT_TENSOR + } + argDescriptor { + name: "input" + argType: INPUT_TENSOR + } + argDescriptor { + name: "weights" + argType: INPUT_TENSOR + argIndex: 1 + } + argDescriptor { + name: "bias" + argType: INPUT_TENSOR + argIndex: 2 + } } opList { name: "deconv3d_bp" + argDescriptor { + name: "kD" + argType: INT64 + } + argDescriptor { + name: "kH" + argType: INT64 + argIndex: 1 + } + argDescriptor { + name: "kW" + argType: INT64 + argIndex: 2 + } + argDescriptor { + name: "sD" + argType: INT64 + argIndex: 3 + } + argDescriptor { + name: "sH" + argType: INT64 + argIndex: 4 + } + argDescriptor { + name: "sW" + argType: INT64 + argIndex: 5 + } + argDescriptor { + name: "pD" + argType: INT64 + argIndex: 6 + } + argDescriptor { + name: "pH" + argType: INT64 + argIndex: 7 + } + argDescriptor { + name: "pW" + argType: INT64 + argIndex: 8 + } + argDescriptor { + name: "dD" + argType: INT64 + argIndex: 9 + } + argDescriptor { + name: "dH" + argType: INT64 + argIndex: 10 + } + argDescriptor { + name: "dW" + argType: INT64 + argIndex: 11 + } + argDescriptor { + name: "isSameMode" + argType: INT64 + argIndex: 12 + } + argDescriptor { + name: "isNCDHW" + argType: INT64 + argIndex: 13 + } + argDescriptor { + name: "wFormat" + argType: INT64 + argIndex: 14 + } + argDescriptor { + name: "dtype" + argType: DATA_TYPE + } argDescriptor { name: "gradI" argType: OUTPUT_TENSOR @@ -5636,84 +5860,6 @@ opList { argType: INPUT_TENSOR argIndex: 3 } - argDescriptor { - name: "kD" - argType: INT64 - } - argDescriptor { - name: "kH" - argType: INT64 - argIndex: 1 - } - argDescriptor { - name: "kW" - argType: INT64 - argIndex: 2 - } - argDescriptor { - name: "sD" - argType: INT64 - argIndex: 3 - } - argDescriptor { - name: "sH" - argType: INT64 - argIndex: 4 - } - argDescriptor { - name: "sW" - argType: INT64 - argIndex: 5 - } - argDescriptor { - name: "pD" - argType: INT64 - argIndex: 6 - } - argDescriptor { - name: "pH" - argType: INT64 - argIndex: 7 - } - argDescriptor { - name: "pW" - argType: INT64 - argIndex: 8 - } - argDescriptor { - name: "dD" - argType: INT64 - argIndex: 9 - } - argDescriptor { - name: "dH" - argType: INT64 - argIndex: 10 - } - argDescriptor { - name: "dW" - argType: INT64 - argIndex: 11 - } - argDescriptor { - name: "isSameMode" - argType: INT64 - argIndex: 12 - } - argDescriptor { - name: "isNCDHW" - argType: INT64 - argIndex: 13 - } - argDescriptor { - name: "wFormat" - argType: INT64 - argIndex: 14 - } - argDescriptor { - name: "dtype" - argType: DATA_TYPE - } } opList { name: "deconv3d_tf" @@ -5738,14 +5884,6 @@ opList { } opList { name: "depth_to_space" - argDescriptor { - name: "outputs" - argType: OUTPUT_TENSOR - } - argDescriptor { - name: "input" - argType: INPUT_TENSOR - } argDescriptor { name: "block_size" argType: INT64 @@ -5759,9 +5897,6 @@ opList { name: "dtype" argType: DATA_TYPE } -} -opList { - name: "depthwise_conv2d" argDescriptor { name: "outputs" argType: OUTPUT_TENSOR @@ -5770,16 +5905,9 @@ opList { name: "input" argType: INPUT_TENSOR } - argDescriptor { - name: "weights" - argType: INPUT_TENSOR - argIndex: 1 - } - argDescriptor { - name: "bias" - argType: INPUT_TENSOR - argIndex: 2 - } +} +opList { + name: "depthwise_conv2d" argDescriptor { name: "kH" argType: INT64 @@ -5838,9 +5966,85 @@ opList { name: "dtype" argType: DATA_TYPE } + argDescriptor { + name: "outputs" + argType: OUTPUT_TENSOR + } + argDescriptor { + name: "input" + argType: INPUT_TENSOR + } + argDescriptor { + name: "weights" + argType: INPUT_TENSOR + argIndex: 1 + } + argDescriptor { + name: "bias" + argType: INPUT_TENSOR + argIndex: 2 + } } opList { name: "depthwise_conv2d_bp" + argDescriptor { + name: "kH" + argType: INT64 + } + argDescriptor { + name: "kW" + argType: INT64 + argIndex: 1 + } + argDescriptor { + name: "sH" + argType: INT64 + argIndex: 2 + } + argDescriptor { + name: "sW" + argType: INT64 + argIndex: 3 + } + argDescriptor { + name: "pH" + argType: INT64 + argIndex: 4 + } + argDescriptor { + name: "pW" + argType: INT64 + argIndex: 5 + } + argDescriptor { + name: "dH" + argType: INT64 + argIndex: 6 + } + argDescriptor { + name: "dW" + argType: INT64 + argIndex: 7 + } + argDescriptor { + name: "isSameMode" + argType: INT64 + argIndex: 8 + } + argDescriptor { + name: "isNCHW" + argType: INT64 + argIndex: 9 + } + argDescriptor { + name: "wFormat" + argType: INT64 + argIndex: 10 + } + argDescriptor { + name: "dtype" + argType: DATA_TYPE + } argDescriptor { name: "gradI" argType: OUTPUT_TENSOR @@ -5874,67 +6078,13 @@ opList { argType: INPUT_TENSOR argIndex: 3 } - argDescriptor { - name: "kH" - argType: INT64 - } - argDescriptor { - name: "kW" - argType: INT64 - argIndex: 1 - } - argDescriptor { - name: "sH" - argType: INT64 - argIndex: 2 - } - argDescriptor { - name: "sW" - argType: INT64 - argIndex: 3 - } - argDescriptor { - name: "pH" - argType: INT64 - argIndex: 4 - } - argDescriptor { - name: "pW" - argType: INT64 - argIndex: 5 - } - argDescriptor { - name: "dH" - argType: INT64 - argIndex: 6 - } - argDescriptor { - name: "dW" - argType: INT64 - argIndex: 7 - } - argDescriptor { - name: "isSameMode" - argType: INT64 - argIndex: 8 - } - argDescriptor { - name: "isNCHW" - argType: INT64 - argIndex: 9 - } - argDescriptor { - name: "wFormat" - argType: INT64 - argIndex: 10 - } +} +opList { + name: "diag" argDescriptor { name: "dtype" argType: DATA_TYPE } -} -opList { - name: "diag" argDescriptor { name: "outputs" argType: OUTPUT_TENSOR @@ -5947,13 +6097,13 @@ opList { name: "input" argType: INPUT_TENSOR } - argDescriptor { - name: "dtype" - argType: DATA_TYPE - } } opList { name: "diag_part" + argDescriptor { + name: "dtype" + argType: DATA_TYPE + } argDescriptor { name: "outputs" argType: OUTPUT_TENSOR @@ -5966,10 +6116,6 @@ opList { name: "input" argType: INPUT_TENSOR } - argDescriptor { - name: "dtype" - argType: DATA_TYPE - } } opList { name: "digamma" @@ -5985,6 +6131,24 @@ opList { } opList { name: "dilation2d" + argDescriptor { + name: "isSameMode" + argType: INT64 + } + argDescriptor { + name: "rates" + argType: INT64 + argIndex: 1 + } + argDescriptor { + name: "strides" + argType: INT64 + argIndex: 2 + } + argDescriptor { + name: "dtype" + argType: DATA_TYPE + } argDescriptor { name: "outputs" argType: OUTPUT_TENSOR @@ -6017,31 +6181,9 @@ opList { argType: INPUT_TENSOR argIndex: 3 } - argDescriptor { - name: "isSameMode" - argType: INT64 - } - argDescriptor { - name: "rates" - argType: INT64 - argIndex: 1 - } - argDescriptor { - name: "strides" - argType: INT64 - argIndex: 2 - } - argDescriptor { - name: "dtype" - argType: DATA_TYPE - } } opList { name: "distribution_bernoulli" - argDescriptor { - name: "outputs" - argType: OUTPUT_TENSOR - } argDescriptor { name: "dataType" argType: INT64 @@ -6051,6 +6193,10 @@ opList { argType: INT64 argIndex: 1 } + argDescriptor { + name: "outputs" + argType: OUTPUT_TENSOR + } argDescriptor { name: "prob" argType: DOUBLE @@ -6059,10 +6205,6 @@ opList { } opList { name: "distribution_binomial" - argDescriptor { - name: "outputs" - argType: OUTPUT_TENSOR - } argDescriptor { name: "trials" argType: INT64 @@ -6077,6 +6219,10 @@ opList { argType: INT64 argIndex: 2 } + argDescriptor { + name: "outputs" + argType: OUTPUT_TENSOR + } argDescriptor { name: "probability" argType: DOUBLE @@ -6085,18 +6231,14 @@ opList { } opList { name: "distribution_binomial_ex" - argDescriptor { - name: "outputs" - argType: OUTPUT_TENSOR - } - argDescriptor { - name: "probabilities" - argType: INPUT_TENSOR - } argDescriptor { name: "trials" argType: INT64 } + argDescriptor { + name: "outputs" + argType: OUTPUT_TENSOR + } argDescriptor { name: "probability" argType: DOUBLE @@ -6105,10 +6247,6 @@ opList { } opList { name: "distribution_gaussian" - argDescriptor { - name: "outputs" - argType: OUTPUT_TENSOR - } argDescriptor { name: "dataType" argType: INT64 @@ -6118,6 +6256,10 @@ opList { argType: INT64 argIndex: 1 } + argDescriptor { + name: "outputs" + argType: OUTPUT_TENSOR + } argDescriptor { name: "mean" argType: DOUBLE @@ -6131,10 +6273,6 @@ opList { } opList { name: "distribution_lognormal" - argDescriptor { - name: "outputs" - argType: OUTPUT_TENSOR - } argDescriptor { name: "dataType" argType: INT64 @@ -6144,6 +6282,10 @@ opList { argType: INT64 argIndex: 1 } + argDescriptor { + name: "outputs" + argType: OUTPUT_TENSOR + } argDescriptor { name: "mean" argType: DOUBLE @@ -6157,10 +6299,6 @@ opList { } opList { name: "distribution_truncated" - argDescriptor { - name: "outputs" - argType: OUTPUT_TENSOR - } argDescriptor { name: "dataType" argType: INT64 @@ -6170,6 +6308,10 @@ opList { argType: INT64 argIndex: 1 } + argDescriptor { + name: "outputs" + argType: OUTPUT_TENSOR + } argDescriptor { name: "mean" argType: DOUBLE @@ -6183,10 +6325,6 @@ opList { } opList { name: "distribution_uniform" - argDescriptor { - name: "outputs" - argType: OUTPUT_TENSOR - } argDescriptor { name: "dataType" argType: INT64 @@ -6196,6 +6334,10 @@ opList { argType: INT64 argIndex: 1 } + argDescriptor { + name: "outputs" + argType: OUTPUT_TENSOR + } argDescriptor { name: "from" argType: DOUBLE @@ -6226,6 +6368,10 @@ opList { } opList { name: "divide" + argDescriptor { + name: "dataType" + argType: DATA_TYPE + } argDescriptor { name: "outputs" argType: OUTPUT_TENSOR @@ -6243,14 +6389,14 @@ opList { argType: INPUT_TENSOR argIndex: 1 } - argDescriptor { - name: "dataType" - argType: DATA_TYPE - } opDeclarationType: BROADCASTABLE_OP_IMPL } opList { name: "divide_bp" + argDescriptor { + name: "dtype" + argType: DATA_TYPE + } argDescriptor { name: "gradX" argType: OUTPUT_TENSOR @@ -6278,10 +6424,6 @@ opList { argType: INPUT_TENSOR argIndex: 2 } - argDescriptor { - name: "dtype" - argType: DATA_TYPE - } } opList { name: "divide_no_nan" @@ -6302,6 +6444,10 @@ opList { } opList { name: "dot" + argDescriptor { + name: "dimensions" + argType: INT64 + } argDescriptor { name: "outputs" argType: OUTPUT_TENSOR @@ -6324,14 +6470,23 @@ opList { argType: INPUT_TENSOR argIndex: 1 } - argDescriptor { - name: "dimensions" - argType: INT64 - } opDeclarationType: LEGACY_XYZ } opList { name: "dot_product_attention" + argDescriptor { + name: "normalization" + argType: INT64 + } + argDescriptor { + name: "outputWeights" + argType: INT64 + argIndex: 1 + } + argDescriptor { + name: "dtype" + argType: DATA_TYPE + } argDescriptor { name: "outputs" argType: OUTPUT_TENSOR @@ -6369,22 +6524,17 @@ opList { argType: INPUT_TENSOR argIndex: 3 } +} +opList { + name: "dot_product_attention_bp" argDescriptor { name: "normalization" argType: INT64 } - argDescriptor { - name: "outputWeights" - argType: INT64 - argIndex: 1 - } argDescriptor { name: "dtype" argType: DATA_TYPE } -} -opList { - name: "dot_product_attention_bp" argDescriptor { name: "dLdq" argType: OUTPUT_TENSOR @@ -6427,14 +6577,6 @@ opList { argType: INPUT_TENSOR argIndex: 4 } - argDescriptor { - name: "normalization" - argType: INT64 - } - argDescriptor { - name: "dtype" - argType: DATA_TYPE - } } opList { name: "draw_bounding_boxes" @@ -6460,10 +6602,18 @@ opList { } opList { name: "dropout" + argDescriptor { + name: "seed" + argType: INT64 + } argDescriptor { name: "outputs" argType: OUTPUT_TENSOR } + argDescriptor { + name: "probValue" + argType: DOUBLE + } argDescriptor { name: "input" argType: INPUT_TENSOR @@ -6473,22 +6623,22 @@ opList { argType: INPUT_TENSOR argIndex: 1 } - argDescriptor { - name: "seed" - argType: INT64 - } - argDescriptor { - name: "probValue" - argType: DOUBLE - } opDeclarationType: CONFIGURABLE_OP_IMPL } opList { name: "dropout_bp" + argDescriptor { + name: "seed" + argType: INT64 + } argDescriptor { name: "outputs" argType: OUTPUT_TENSOR } + argDescriptor { + name: "probValue" + argType: DOUBLE + } argDescriptor { name: "input" argType: INPUT_TENSOR @@ -6503,14 +6653,6 @@ opList { argType: INPUT_TENSOR argIndex: 2 } - argDescriptor { - name: "seed" - argType: INT64 - } - argDescriptor { - name: "probValue" - argType: DOUBLE - } opDeclarationType: CONFIGURABLE_OP_IMPL } opList { @@ -6519,18 +6661,26 @@ opList { name: "outputs" argType: OUTPUT_TENSOR } - argDescriptor { - name: "input" - argType: INPUT_TENSOR - } argDescriptor { name: "p" argType: DOUBLE } + argDescriptor { + name: "input" + argType: INPUT_TENSOR + } opDeclarationType: LEGACY_XYZ } opList { name: "dynamic_bidirectional_rnn" + argDescriptor { + name: "timeMajor" + argType: INT64 + } + argDescriptor { + name: "dtype" + argType: DATA_TYPE + } argDescriptor { name: "hFW" argType: OUTPUT_TENSOR @@ -6594,17 +6744,17 @@ opList { argType: INPUT_TENSOR argIndex: 8 } +} +opList { + name: "dynamic_partition" argDescriptor { - name: "timeMajor" + name: "numPartitions" argType: INT64 } argDescriptor { name: "dtype" argType: DATA_TYPE } -} -opList { - name: "dynamic_partition" argDescriptor { name: "outputList" argType: OUTPUT_TENSOR @@ -6618,17 +6768,17 @@ opList { argType: INPUT_TENSOR argIndex: 1 } +} +opList { + name: "dynamic_partition_bp" argDescriptor { - name: "numPartitions" + name: "numPartition" argType: INT64 } argDescriptor { name: "dtype" argType: DATA_TYPE } -} -opList { - name: "dynamic_partition_bp" argDescriptor { name: "outputList" argType: OUTPUT_TENSOR @@ -6647,17 +6797,17 @@ opList { argType: INPUT_TENSOR argIndex: 2 } +} +opList { + name: "dynamic_rnn" argDescriptor { - name: "numPartition" + name: "timeMajor" argType: INT64 } argDescriptor { name: "dtype" argType: DATA_TYPE } -} -opList { - name: "dynamic_rnn" argDescriptor { name: "h" argType: OUTPUT_TENSOR @@ -6691,17 +6841,17 @@ opList { argType: INPUT_TENSOR argIndex: 4 } +} +opList { + name: "dynamic_stitch" argDescriptor { - name: "timeMajor" + name: "numPartitions" argType: INT64 } argDescriptor { name: "dtype" argType: DATA_TYPE } -} -opList { - name: "dynamic_stitch" argDescriptor { name: "outputs" argType: OUTPUT_TENSOR @@ -6715,14 +6865,6 @@ opList { argType: INPUT_TENSOR argIndex: 1 } - argDescriptor { - name: "numPartitions" - argType: INT64 - } - argDescriptor { - name: "dtype" - argType: DATA_TYPE - } } opList { name: "elu" @@ -6730,14 +6872,14 @@ opList { name: "outputs" argType: OUTPUT_TENSOR } - argDescriptor { - name: "input" - argType: INPUT_TENSOR - } argDescriptor { name: "alpha" argType: DOUBLE } + argDescriptor { + name: "input" + argType: INPUT_TENSOR + } opDeclarationType: CONFIGURABLE_OP_IMPL } opList { @@ -6746,6 +6888,10 @@ opList { name: "outputs" argType: OUTPUT_TENSOR } + argDescriptor { + name: "alpha" + argType: DOUBLE + } argDescriptor { name: "input" argType: INPUT_TENSOR @@ -6755,14 +6901,18 @@ opList { argType: INPUT_TENSOR argIndex: 1 } - argDescriptor { - name: "alpha" - argType: DOUBLE - } opDeclarationType: CONFIGURABLE_OP_IMPL } opList { name: "embedding_lookup" + argDescriptor { + name: "partition_mode" + argType: INT64 + } + argDescriptor { + name: "dtype" + argType: DATA_TYPE + } argDescriptor { name: "outputs" argType: OUTPUT_TENSOR @@ -6776,17 +6926,13 @@ opList { argType: INPUT_TENSOR argIndex: 1 } - argDescriptor { - name: "partition_mode" - argType: INT64 - } +} +opList { + name: "encode_bitmap" argDescriptor { name: "dtype" argType: DATA_TYPE } -} -opList { - name: "encode_bitmap" argDescriptor { name: "encoded" argType: OUTPUT_TENSOR @@ -6796,6 +6942,10 @@ opList { argType: OUTPUT_TENSOR argIndex: 1 } + argDescriptor { + name: "threshold" + argType: DOUBLE + } argDescriptor { name: "input" argType: INPUT_TENSOR @@ -6810,17 +6960,17 @@ opList { argType: INPUT_TENSOR argIndex: 2 } +} +opList { + name: "encode_threshold" + argDescriptor { + name: "boundary" + argType: INT64 + } argDescriptor { name: "dtype" argType: DATA_TYPE } - argDescriptor { - name: "threshold" - argType: DOUBLE - } -} -opList { - name: "encode_threshold" argDescriptor { name: "updated" argType: OUTPUT_TENSOR @@ -6830,6 +6980,10 @@ opList { argType: OUTPUT_TENSOR argIndex: 1 } + argDescriptor { + name: "threshold" + argType: DOUBLE + } argDescriptor { name: "input" argType: INPUT_TENSOR @@ -6839,18 +6993,6 @@ opList { argType: INPUT_TENSOR argIndex: 1 } - argDescriptor { - name: "boundary" - argType: INT64 - } - argDescriptor { - name: "dtype" - argType: DATA_TYPE - } - argDescriptor { - name: "threshold" - argType: DOUBLE - } } opList { name: "enter" @@ -6858,6 +7000,10 @@ opList { name: "outputs" argType: OUTPUT_TENSOR } + argDescriptor { + name: "frameName" + argType: STRING + } argDescriptor { name: "isConstant" argType: BOOL @@ -6866,13 +7012,13 @@ opList { name: "input" argType: INPUT_TENSOR } - argDescriptor { - name: "frameName" - argType: STRING - } } opList { name: "entropy" + argDescriptor { + name: "dimensions" + argType: INT64 + } argDescriptor { name: "outputs" argType: OUTPUT_TENSOR @@ -6890,21 +7036,17 @@ opList { argType: INPUT_TENSOR argIndex: 1 } - argDescriptor { - name: "dimensions" - argType: INT64 - } opDeclarationType: LEGACY_XYZ } opList { name: "eps" argDescriptor { - name: "outputs" - argType: OUTPUT_TENSOR + name: "dataType" + argType: DATA_TYPE } argDescriptor { - name: "inPlace" - argType: BOOL + name: "outputs" + argType: OUTPUT_TENSOR } argDescriptor { name: "input" @@ -6915,10 +7057,6 @@ opList { argType: INPUT_TENSOR argIndex: 1 } - argDescriptor { - name: "dataType" - argType: DATA_TYPE - } opDeclarationType: LEGACY_XYZ } opList { @@ -6939,6 +7077,10 @@ opList { } opList { name: "equals" + argDescriptor { + name: "dataType" + argType: DATA_TYPE + } argDescriptor { name: "outputs" argType: OUTPUT_TENSOR @@ -6956,10 +7098,6 @@ opList { argType: INPUT_TENSOR argIndex: 1 } - argDescriptor { - name: "dataType" - argType: DATA_TYPE - } opDeclarationType: BROADCASTABLE_BOOL_OP_IMPL } opList { @@ -6980,6 +7118,10 @@ opList { } opList { name: "equals_with_eps" + argDescriptor { + name: "dimensions" + argType: INT64 + } argDescriptor { name: "outputs" argType: OUTPUT_TENSOR @@ -6988,6 +7130,10 @@ opList { name: "keepDims" argType: BOOL } + argDescriptor { + name: "eps" + argType: DOUBLE + } argDescriptor { name: "input" argType: INPUT_TENSOR @@ -6997,18 +7143,14 @@ opList { argType: INPUT_TENSOR argIndex: 1 } - argDescriptor { - name: "dimensions" - argType: INT64 - } - argDescriptor { - name: "eps" - argType: DOUBLE - } opDeclarationType: LEGACY_XYZ } opList { name: "erf" + argDescriptor { + name: "dataType" + argType: DATA_TYPE + } argDescriptor { name: "outputs" argType: OUTPUT_TENSOR @@ -7021,14 +7163,14 @@ opList { name: "input" argType: INPUT_TENSOR } - argDescriptor { - name: "dataType" - argType: DATA_TYPE - } opDeclarationType: LEGACY_XYZ } opList { name: "erfc" + argDescriptor { + name: "dataType" + argType: DATA_TYPE + } argDescriptor { name: "outputs" argType: OUTPUT_TENSOR @@ -7041,14 +7183,14 @@ opList { name: "input" argType: INPUT_TENSOR } - argDescriptor { - name: "dataType" - argType: DATA_TYPE - } opDeclarationType: LEGACY_XYZ } opList { name: "euclidean" + argDescriptor { + name: "dimensions" + argType: INT64 + } argDescriptor { name: "outputs" argType: OUTPUT_TENSOR @@ -7071,14 +7213,14 @@ opList { argType: INPUT_TENSOR argIndex: 1 } - argDescriptor { - name: "dimensions" - argType: INT64 - } opDeclarationType: LEGACY_XYZ } opList { name: "evaluate_reduction_shape" + argDescriptor { + name: "dtype" + argType: DATA_TYPE + } argDescriptor { name: "outputs" argType: OUTPUT_TENSOR @@ -7101,10 +7243,6 @@ opList { argType: INPUT_TENSOR argIndex: 1 } - argDescriptor { - name: "dtype" - argType: DATA_TYPE - } } opList { name: "exit" @@ -7112,17 +7250,21 @@ opList { name: "outputs" argType: OUTPUT_TENSOR } - argDescriptor { - name: "input" - argType: INPUT_TENSOR - } argDescriptor { name: "frameName" argType: STRING } + argDescriptor { + name: "input" + argType: INPUT_TENSOR + } } opList { name: "exp" + argDescriptor { + name: "dataType" + argType: DATA_TYPE + } argDescriptor { name: "outputs" argType: OUTPUT_TENSOR @@ -7135,22 +7277,10 @@ opList { name: "input" argType: INPUT_TENSOR } - argDescriptor { - name: "dataType" - argType: DATA_TYPE - } opDeclarationType: LEGACY_XYZ } opList { name: "expand_dims" - argDescriptor { - name: "outputs" - argType: OUTPUT_TENSOR - } - argDescriptor { - name: "input" - argType: INPUT_TENSOR - } argDescriptor { name: "dimensions" argType: INT64 @@ -7159,9 +7289,6 @@ opList { name: "dtype" argType: DATA_TYPE } -} -opList { - name: "expm1" argDescriptor { name: "outputs" argType: OUTPUT_TENSOR @@ -7174,41 +7301,44 @@ opList { name: "input" argType: INPUT_TENSOR } +} +opList { + name: "expm1" argDescriptor { name: "dataType" argType: DATA_TYPE } - opDeclarationType: LEGACY_XYZ -} -opList { - name: "expose" argDescriptor { name: "outputs" argType: OUTPUT_TENSOR } argDescriptor { - name: "input" - argType: INPUT_TENSOR - } - argDescriptor { - name: "dtype" - argType: DATA_TYPE - } -} -opList { - name: "extract_image_patches" - argDescriptor { - name: "outputs" - argType: OUTPUT_TENSOR - } - argDescriptor { - name: "sameMode" + name: "inPlace" argType: BOOL } argDescriptor { name: "input" argType: INPUT_TENSOR } + opDeclarationType: LEGACY_XYZ +} +opList { + name: "expose" + argDescriptor { + name: "dtype" + argType: DATA_TYPE + } + argDescriptor { + name: "outputs" + argType: OUTPUT_TENSOR + } + argDescriptor { + name: "input" + argType: INPUT_TENSOR + } +} +opList { + name: "extract_image_patches" argDescriptor { name: "ksizeRows" argType: INT64 @@ -7247,13 +7377,21 @@ opList { name: "dtype" argType: DATA_TYPE } -} -opList { - name: "eye" argDescriptor { name: "outputs" argType: OUTPUT_TENSOR } + argDescriptor { + name: "sameMode" + argType: BOOL + } + argDescriptor { + name: "input" + argType: INPUT_TENSOR + } +} +opList { + name: "eye" argDescriptor { name: "numRows" argType: INT64 @@ -7277,13 +7415,30 @@ opList { name: "dtype" argType: DATA_TYPE } + argDescriptor { + name: "outputs" + argType: OUTPUT_TENSOR + } argDescriptor { name: "dataType" argType: DOUBLE } + argDescriptor { + name: "numRows" + argType: INPUT_TENSOR + } + argDescriptor { + name: "numCols" + argType: INPUT_TENSOR + argIndex: 1 + } } opList { name: "fake_quant_with_min_max_args" + argDescriptor { + name: "numBits" + argType: INT64 + } argDescriptor { name: "outputs" argType: OUTPUT_TENSOR @@ -7292,14 +7447,6 @@ opList { name: "narrowRange" argType: BOOL } - argDescriptor { - name: "input" - argType: INPUT_TENSOR - } - argDescriptor { - name: "numBits" - argType: INT64 - } argDescriptor { name: "min" argType: DOUBLE @@ -7309,9 +7456,17 @@ opList { argType: DOUBLE argIndex: 1 } + argDescriptor { + name: "input" + argType: INPUT_TENSOR + } } opList { name: "fake_quant_with_min_max_vars" + argDescriptor { + name: "numBits" + argType: INT64 + } argDescriptor { name: "outputs" argType: OUTPUT_TENSOR @@ -7320,24 +7475,6 @@ opList { name: "narrowed" argType: BOOL } - argDescriptor { - name: "input" - argType: INPUT_TENSOR - } - argDescriptor { - name: "min" - argType: INPUT_TENSOR - argIndex: 1 - } - argDescriptor { - name: "max" - argType: INPUT_TENSOR - argIndex: 2 - } - argDescriptor { - name: "numBits" - argType: INT64 - } argDescriptor { name: "m" argType: DOUBLE @@ -7347,10 +7484,28 @@ opList { argType: DOUBLE argIndex: 1 } + argDescriptor { + name: "input" + argType: INPUT_TENSOR + } + argDescriptor { + name: "min" + argType: INPUT_TENSOR + argIndex: 1 + } + argDescriptor { + name: "max" + argType: INPUT_TENSOR + argIndex: 2 + } opDeclarationType: CONFIGURABLE_OP_IMPL } opList { name: "fake_quant_with_min_max_vars_per_channel" + argDescriptor { + name: "numBits" + argType: INT64 + } argDescriptor { name: "outputs" argType: OUTPUT_TENSOR @@ -7373,27 +7528,10 @@ opList { argType: INPUT_TENSOR argIndex: 2 } - argDescriptor { - name: "numBits" - argType: INT64 - } opDeclarationType: CONFIGURABLE_OP_IMPL } opList { name: "fill" - argDescriptor { - name: "outputs" - argType: OUTPUT_TENSOR - } - argDescriptor { - name: "shape" - argType: INPUT_TENSOR - } - argDescriptor { - name: "outputs" - argType: INPUT_TENSOR - argIndex: 1 - } argDescriptor { name: "dtype" argType: INT64 @@ -7402,10 +7540,23 @@ opList { name: "dtype" argType: DATA_TYPE } + argDescriptor { + name: "outputs" + argType: OUTPUT_TENSOR + } argDescriptor { name: "value" argType: DOUBLE } + argDescriptor { + name: "shape" + argType: INPUT_TENSOR + } + argDescriptor { + name: "outputs" + argType: INPUT_TENSOR + argIndex: 1 + } } opList { name: "fill_as" @@ -7421,6 +7572,10 @@ opList { } opList { name: "firas_sparse" + argDescriptor { + name: "dtype" + argType: DATA_TYPE + } argDescriptor { name: "outputs" argType: OUTPUT_TENSOR @@ -7429,13 +7584,13 @@ opList { name: "input" argType: INPUT_TENSOR } - argDescriptor { - name: "dtype" - argType: DATA_TYPE - } } opList { name: "first_index" + argDescriptor { + name: "dimensions" + argType: INT64 + } argDescriptor { name: "outputs" argType: OUTPUT_TENSOR @@ -7444,14 +7599,6 @@ opList { name: "keepDims" argType: BOOL } - argDescriptor { - name: "input" - argType: INPUT_TENSOR - } - argDescriptor { - name: "dimensions" - argType: INT64 - } argDescriptor { name: "compare" argType: DOUBLE @@ -7461,18 +7608,14 @@ opList { argType: DOUBLE argIndex: 1 } - opDeclarationType: LEGACY_XYZ -} -opList { - name: "flatten" - argDescriptor { - name: "outputs" - argType: OUTPUT_TENSOR - } argDescriptor { name: "input" argType: INPUT_TENSOR } + opDeclarationType: LEGACY_XYZ +} +opList { + name: "flatten" argDescriptor { name: "order" argType: INT64 @@ -7481,9 +7624,6 @@ opList { name: "dtype" argType: DATA_TYPE } -} -opList { - name: "flatten_2d" argDescriptor { name: "outputs" argType: OUTPUT_TENSOR @@ -7492,17 +7632,32 @@ opList { name: "input" argType: INPUT_TENSOR } +} +opList { + name: "flatten_2d" argDescriptor { - name: "dimensions" + name: "flattenDimension" argType: INT64 } argDescriptor { name: "dtype" argType: DATA_TYPE } + argDescriptor { + name: "outputs" + argType: OUTPUT_TENSOR + } + argDescriptor { + name: "input" + argType: INPUT_TENSOR + } } opList { name: "floor" + argDescriptor { + name: "dataType" + argType: DATA_TYPE + } argDescriptor { name: "outputs" argType: OUTPUT_TENSOR @@ -7515,14 +7670,14 @@ opList { name: "input" argType: INPUT_TENSOR } - argDescriptor { - name: "dataType" - argType: DATA_TYPE - } opDeclarationType: LEGACY_XYZ } opList { name: "floordiv" + argDescriptor { + name: "dataType" + argType: DATA_TYPE + } argDescriptor { name: "outputs" argType: OUTPUT_TENSOR @@ -7540,14 +7695,14 @@ opList { argType: INPUT_TENSOR argIndex: 1 } - argDescriptor { - name: "dataType" - argType: DATA_TYPE - } opDeclarationType: BROADCASTABLE_OP_IMPL } opList { name: "floordiv_bp" + argDescriptor { + name: "dtype" + argType: DATA_TYPE + } argDescriptor { name: "gradX" argType: OUTPUT_TENSOR @@ -7575,13 +7730,13 @@ opList { argType: INPUT_TENSOR argIndex: 2 } - argDescriptor { - name: "dtype" - argType: DATA_TYPE - } } opList { name: "floormod" + argDescriptor { + name: "dataType" + argType: DATA_TYPE + } argDescriptor { name: "outputs" argType: OUTPUT_TENSOR @@ -7599,14 +7754,14 @@ opList { argType: INPUT_TENSOR argIndex: 1 } - argDescriptor { - name: "dataType" - argType: DATA_TYPE - } opDeclarationType: BROADCASTABLE_OP_IMPL } opList { name: "floormod_bp" + argDescriptor { + name: "dtype" + argType: DATA_TYPE + } argDescriptor { name: "gradX" argType: OUTPUT_TENSOR @@ -7634,13 +7789,13 @@ opList { argType: INPUT_TENSOR argIndex: 2 } - argDescriptor { - name: "dtype" - argType: DATA_TYPE - } } opList { name: "fmod" + argDescriptor { + name: "dataType" + argType: DATA_TYPE + } argDescriptor { name: "outputs" argType: OUTPUT_TENSOR @@ -7658,10 +7813,6 @@ opList { argType: INPUT_TENSOR argIndex: 1 } - argDescriptor { - name: "dataType" - argType: DATA_TYPE - } opDeclarationType: LEGACY_XYZ } opList { @@ -7683,6 +7834,19 @@ opList { } opList { name: "fused_batch_norm" + argDescriptor { + name: "dataFormat" + argType: INT64 + } + argDescriptor { + name: "isTraining" + argType: INT64 + argIndex: 1 + } + argDescriptor { + name: "dtype" + argType: DATA_TYPE + } argDescriptor { name: "y" argType: OUTPUT_TENSOR @@ -7697,6 +7861,10 @@ opList { argType: OUTPUT_TENSOR argIndex: 2 } + argDescriptor { + name: "epsilon" + argType: DOUBLE + } argDescriptor { name: "input" argType: INPUT_TENSOR @@ -7726,26 +7894,17 @@ opList { argType: INPUT_TENSOR argIndex: 5 } +} +opList { + name: "gather" argDescriptor { - name: "dataFormat" + name: "dimensions" argType: INT64 } - argDescriptor { - name: "isTraining" - argType: INT64 - argIndex: 1 - } argDescriptor { name: "dtype" argType: DATA_TYPE } - argDescriptor { - name: "epsilon" - argType: DOUBLE - } -} -opList { - name: "gather" argDescriptor { name: "outputs" argType: OUTPUT_TENSOR @@ -7768,17 +7927,13 @@ opList { argType: INPUT_TENSOR argIndex: 2 } - argDescriptor { - name: "dimensions" - argType: INT64 - } +} +opList { + name: "gather_list" argDescriptor { name: "dtype" argType: DATA_TYPE } -} -opList { - name: "gather_list" argDescriptor { name: "outputs" argType: OUTPUT_TENSOR @@ -7792,14 +7947,14 @@ opList { argType: INPUT_TENSOR argIndex: 1 } - argDescriptor { - name: "dtype" - argType: DATA_TYPE - } opDeclarationType: LIST_OP_IMPL } opList { name: "gather_nd" + argDescriptor { + name: "dtype" + argType: DATA_TYPE + } argDescriptor { name: "outputs" argType: OUTPUT_TENSOR @@ -7817,13 +7972,13 @@ opList { argType: INPUT_TENSOR argIndex: 1 } - argDescriptor { - name: "dtype" - argType: DATA_TYPE - } } opList { name: "gelu" + argDescriptor { + name: "dataType" + argType: DATA_TYPE + } argDescriptor { name: "outputs" argType: OUTPUT_TENSOR @@ -7841,22 +7996,18 @@ opList { name: "input" argType: INPUT_TENSOR } - argDescriptor { - name: "dataType" - argType: DATA_TYPE - } opDeclarationType: LEGACY_XYZ } opList { name: "get_seed" - argDescriptor { - name: "outputs" - argType: OUTPUT_TENSOR - } argDescriptor { name: "dtype" argType: DATA_TYPE } + argDescriptor { + name: "outputs" + argType: OUTPUT_TENSOR + } } opList { name: "gradientbackwards" @@ -7876,6 +8027,10 @@ opList { } opList { name: "greater" + argDescriptor { + name: "dataType" + argType: DATA_TYPE + } argDescriptor { name: "outputs" argType: OUTPUT_TENSOR @@ -7893,14 +8048,14 @@ opList { argType: INPUT_TENSOR argIndex: 1 } - argDescriptor { - name: "dataType" - argType: DATA_TYPE - } opDeclarationType: BROADCASTABLE_BOOL_OP_IMPL } opList { name: "greater_equal" + argDescriptor { + name: "dataType" + argType: DATA_TYPE + } argDescriptor { name: "outputs" argType: OUTPUT_TENSOR @@ -7918,10 +8073,6 @@ opList { argType: INPUT_TENSOR argIndex: 1 } - argDescriptor { - name: "dataType" - argType: DATA_TYPE - } opDeclarationType: BROADCASTABLE_BOOL_OP_IMPL } opList { @@ -7975,6 +8126,10 @@ opList { } opList { name: "gru" + argDescriptor { + name: "dtype" + argType: DATA_TYPE + } argDescriptor { name: "h" argType: OUTPUT_TENSOR @@ -8003,13 +8158,13 @@ opList { argType: INPUT_TENSOR argIndex: 4 } +} +opList { + name: "gruCell" argDescriptor { name: "dtype" argType: DATA_TYPE } -} -opList { - name: "gruCell" argDescriptor { name: "r" argType: OUTPUT_TENSOR @@ -8058,13 +8213,13 @@ opList { argType: INPUT_TENSOR argIndex: 5 } +} +opList { + name: "gruCell_bp" argDescriptor { name: "dtype" argType: DATA_TYPE } -} -opList { - name: "gruCell_bp" argDescriptor { name: "dLdx" argType: OUTPUT_TENSOR @@ -8143,13 +8298,13 @@ opList { argType: INPUT_TENSOR argIndex: 9 } +} +opList { + name: "gru_bp" argDescriptor { name: "dtype" argType: DATA_TYPE } -} -opList { - name: "gru_bp" argDescriptor { name: "dLdx" argType: OUTPUT_TENSOR @@ -8203,13 +8358,13 @@ opList { argType: INPUT_TENSOR argIndex: 5 } - argDescriptor { - name: "dtype" - argType: DATA_TYPE - } } opList { name: "hammingdistance" + argDescriptor { + name: "dimensions" + argType: INT64 + } argDescriptor { name: "outputs" argType: OUTPUT_TENSOR @@ -8232,14 +8387,14 @@ opList { argType: INPUT_TENSOR argIndex: 1 } - argDescriptor { - name: "dimensions" - argType: INT64 - } opDeclarationType: LEGACY_XYZ } opList { name: "hard_sigmoid" + argDescriptor { + name: "dataType" + argType: DATA_TYPE + } argDescriptor { name: "outputs" argType: OUTPUT_TENSOR @@ -8252,14 +8407,14 @@ opList { name: "input" argType: INPUT_TENSOR } - argDescriptor { - name: "dataType" - argType: DATA_TYPE - } opDeclarationType: LEGACY_XYZ } opList { name: "hard_sigmoidderivative" + argDescriptor { + name: "dataType" + argType: DATA_TYPE + } argDescriptor { name: "outputs" argType: OUTPUT_TENSOR @@ -8272,10 +8427,6 @@ opList { name: "input" argType: INPUT_TENSOR } - argDescriptor { - name: "dataType" - argType: DATA_TYPE - } opDeclarationType: LEGACY_XYZ } opList { @@ -8309,6 +8460,10 @@ opList { } opList { name: "hardtanh" + argDescriptor { + name: "dataType" + argType: DATA_TYPE + } argDescriptor { name: "outputs" argType: OUTPUT_TENSOR @@ -8321,10 +8476,6 @@ opList { name: "input" argType: INPUT_TENSOR } - argDescriptor { - name: "dataType" - argType: DATA_TYPE - } opDeclarationType: CONFIGURABLE_OP_IMPL } opList { @@ -8346,6 +8497,10 @@ opList { } opList { name: "hardtanhderivative" + argDescriptor { + name: "dataType" + argType: DATA_TYPE + } argDescriptor { name: "outputs" argType: OUTPUT_TENSOR @@ -8358,14 +8513,14 @@ opList { name: "input" argType: INPUT_TENSOR } - argDescriptor { - name: "dataType" - argType: DATA_TYPE - } opDeclarationType: LEGACY_XYZ } opList { name: "hashcode" + argDescriptor { + name: "dtype" + argType: DATA_TYPE + } argDescriptor { name: "outputs" argType: OUTPUT_TENSOR @@ -8374,13 +8529,13 @@ opList { name: "input" argType: INPUT_TENSOR } - argDescriptor { - name: "dtype" - argType: DATA_TYPE - } } opList { name: "hasinf" + argDescriptor { + name: "dimensions" + argType: INT64 + } argDescriptor { name: "outputs" argType: OUTPUT_TENSOR @@ -8393,14 +8548,14 @@ opList { name: "input" argType: INPUT_TENSOR } - argDescriptor { - name: "dimensions" - argType: INT64 - } opDeclarationType: LEGACY_XYZ } opList { name: "hasnan" + argDescriptor { + name: "dimensions" + argType: INT64 + } argDescriptor { name: "outputs" argType: OUTPUT_TENSOR @@ -8413,14 +8568,18 @@ opList { name: "input" argType: INPUT_TENSOR } - argDescriptor { - name: "dimensions" - argType: INT64 - } opDeclarationType: LEGACY_XYZ } opList { name: "hinge_loss" + argDescriptor { + name: "reductionMode" + argType: INT64 + } + argDescriptor { + name: "dtype" + argType: DATA_TYPE + } argDescriptor { name: "outputs" argType: OUTPUT_TENSOR @@ -8439,6 +8598,9 @@ opList { argType: INPUT_TENSOR argIndex: 2 } +} +opList { + name: "hinge_loss_grad" argDescriptor { name: "reductionMode" argType: INT64 @@ -8447,9 +8609,6 @@ opList { name: "dtype" argType: DATA_TYPE } -} -opList { - name: "hinge_loss_grad" argDescriptor { name: "dLdp" argType: OUTPUT_TENSOR @@ -8478,25 +8637,9 @@ opList { argType: INPUT_TENSOR argIndex: 2 } - argDescriptor { - name: "reductionMode" - argType: INT64 - } - argDescriptor { - name: "dtype" - argType: DATA_TYPE - } } opList { name: "histogram" - argDescriptor { - name: "outputs" - argType: OUTPUT_TENSOR - } - argDescriptor { - name: "input" - argType: INPUT_TENSOR - } argDescriptor { name: "numBins" argType: INT64 @@ -8505,9 +8648,25 @@ opList { name: "dtype" argType: DATA_TYPE } + argDescriptor { + name: "outputs" + argType: OUTPUT_TENSOR + } + argDescriptor { + name: "input" + argType: INPUT_TENSOR + } } opList { name: "histogram_fixed_width" + argDescriptor { + name: "nbins" + argType: INT64 + } + argDescriptor { + name: "dtype" + argType: DATA_TYPE + } argDescriptor { name: "outputs" argType: OUTPUT_TENSOR @@ -8526,17 +8685,13 @@ opList { argType: INPUT_TENSOR argIndex: 2 } - argDescriptor { - name: "nbins" - argType: INT64 - } - argDescriptor { - name: "dtype" - argType: DATA_TYPE - } } opList { name: "hsv_to_rgb" + argDescriptor { + name: "dimC" + argType: INT64 + } argDescriptor { name: "outputs" argType: OUTPUT_TENSOR @@ -8545,18 +8700,26 @@ opList { name: "input" argType: INPUT_TENSOR } - argDescriptor { - name: "dimC" - argType: INT64 - } opDeclarationType: CONFIGURABLE_OP_IMPL } opList { name: "huber_loss" + argDescriptor { + name: "reductionMode" + argType: INT64 + } + argDescriptor { + name: "dtype" + argType: DATA_TYPE + } argDescriptor { name: "outputs" argType: OUTPUT_TENSOR } + argDescriptor { + name: "delta" + argType: DOUBLE + } argDescriptor { name: "predictions" argType: INPUT_TENSOR @@ -8571,6 +8734,9 @@ opList { argType: INPUT_TENSOR argIndex: 2 } +} +opList { + name: "huber_loss_grad" argDescriptor { name: "reductionMode" argType: INT64 @@ -8579,13 +8745,6 @@ opList { name: "dtype" argType: DATA_TYPE } - argDescriptor { - name: "delta" - argType: DOUBLE - } -} -opList { - name: "huber_loss_grad" argDescriptor { name: "dLdp" argType: OUTPUT_TENSOR @@ -8600,6 +8759,10 @@ opList { argType: OUTPUT_TENSOR argIndex: 2 } + argDescriptor { + name: "delta" + argType: DOUBLE + } argDescriptor { name: "predictions" argType: INPUT_TENSOR @@ -8614,21 +8777,13 @@ opList { argType: INPUT_TENSOR argIndex: 2 } - argDescriptor { - name: "reductionMode" - argType: INT64 - } - argDescriptor { - name: "dtype" - argType: DATA_TYPE - } - argDescriptor { - name: "delta" - argType: DOUBLE - } } opList { name: "identity" + argDescriptor { + name: "dataType" + argType: DATA_TYPE + } argDescriptor { name: "outputs" argType: OUTPUT_TENSOR @@ -8641,10 +8796,6 @@ opList { name: "input" argType: INPUT_TENSOR } - argDescriptor { - name: "dataType" - argType: DATA_TYPE - } opDeclarationType: OP_IMPL } opList { @@ -8666,6 +8817,10 @@ opList { } opList { name: "identity_n" + argDescriptor { + name: "dtype" + argType: DATA_TYPE + } argDescriptor { name: "outputs" argType: OUTPUT_TENSOR @@ -8674,10 +8829,6 @@ opList { name: "input" argType: INPUT_TENSOR } - argDescriptor { - name: "dtype" - argType: DATA_TYPE - } } opList { name: "igamma" @@ -8715,19 +8866,6 @@ opList { } opList { name: "im2col" - argDescriptor { - name: "outputs" - argType: OUTPUT_TENSOR - } - argDescriptor { - name: "input" - argType: INPUT_TENSOR - } - argDescriptor { - name: "inputArrays" - argType: INPUT_TENSOR - argIndex: 1 - } argDescriptor { name: "kernelHeight" argType: INT64 @@ -8771,26 +8909,26 @@ opList { name: "dtype" argType: DATA_TYPE } - argDescriptor { - name: "zeroPadVal" - argType: DOUBLE - } -} -opList { - name: "im2col_bp" argDescriptor { name: "outputs" argType: OUTPUT_TENSOR } + argDescriptor { + name: "zeroPadVal" + argType: DOUBLE + } argDescriptor { name: "input" argType: INPUT_TENSOR } argDescriptor { - name: "gradAtOutput" + name: "inputArrays" argType: INPUT_TENSOR argIndex: 1 } +} +opList { + name: "im2col_bp" argDescriptor { name: "kernelHeight" argType: INT64 @@ -8834,13 +8972,34 @@ opList { name: "dtype" argType: DATA_TYPE } + argDescriptor { + name: "outputs" + argType: OUTPUT_TENSOR + } argDescriptor { name: "zeroPadVal" argType: DOUBLE } + argDescriptor { + name: "input" + argType: INPUT_TENSOR + } + argDescriptor { + name: "gradAtOutput" + argType: INPUT_TENSOR + argIndex: 1 + } } opList { name: "image_resize" + argDescriptor { + name: "method" + argType: INT64 + } + argDescriptor { + name: "dtype" + argType: DATA_TYPE + } argDescriptor { name: "outputs" argType: OUTPUT_TENSOR @@ -8863,17 +9022,17 @@ opList { argType: INPUT_TENSOR argIndex: 1 } +} +opList { + name: "in_top_k" argDescriptor { - name: "method" + name: "k" argType: INT64 } argDescriptor { name: "dtype" argType: DATA_TYPE } -} -opList { - name: "in_top_k" argDescriptor { name: "outputs" argType: OUTPUT_TENSOR @@ -8891,17 +9050,13 @@ opList { argType: INPUT_TENSOR argIndex: 1 } - argDescriptor { - name: "k" - argType: INT64 - } - argDescriptor { - name: "dtype" - argType: DATA_TYPE - } } opList { name: "invert_permutation" + argDescriptor { + name: "dataType" + argType: DATA_TYPE + } argDescriptor { name: "outputs" argType: OUTPUT_TENSOR @@ -8914,10 +9069,6 @@ opList { name: "input" argType: INPUT_TENSOR } - argDescriptor { - name: "dataType" - argType: DATA_TYPE - } opDeclarationType: CONFIGURABLE_OP_IMPL } opList { @@ -8970,6 +9121,10 @@ opList { } opList { name: "isfinite" + argDescriptor { + name: "dataType" + argType: DATA_TYPE + } argDescriptor { name: "outputs" argType: OUTPUT_TENSOR @@ -8982,14 +9137,14 @@ opList { name: "input" argType: INPUT_TENSOR } - argDescriptor { - name: "dataType" - argType: DATA_TYPE - } opDeclarationType: LEGACY_XYZ } opList { name: "isinf" + argDescriptor { + name: "dataType" + argType: DATA_TYPE + } argDescriptor { name: "outputs" argType: OUTPUT_TENSOR @@ -9002,14 +9157,14 @@ opList { name: "input" argType: INPUT_TENSOR } - argDescriptor { - name: "dataType" - argType: DATA_TYPE - } opDeclarationType: LEGACY_XYZ } opList { name: "ismax" + argDescriptor { + name: "dimensions" + argType: INT64 + } argDescriptor { name: "outputs" argType: OUTPUT_TENSOR @@ -9018,14 +9173,14 @@ opList { name: "input" argType: INPUT_TENSOR } - argDescriptor { - name: "dimensions" - argType: INT64 - } opDeclarationType: CONFIGURABLE_OP_IMPL } opList { name: "isnan" + argDescriptor { + name: "dataType" + argType: DATA_TYPE + } argDescriptor { name: "outputs" argType: OUTPUT_TENSOR @@ -9038,14 +9193,14 @@ opList { name: "input" argType: INPUT_TENSOR } - argDescriptor { - name: "dataType" - argType: DATA_TYPE - } opDeclarationType: LEGACY_XYZ } opList { name: "jaccarddistance" + argDescriptor { + name: "dimensions" + argType: INT64 + } argDescriptor { name: "outputs" argType: OUTPUT_TENSOR @@ -9068,14 +9223,14 @@ opList { argType: INPUT_TENSOR argIndex: 1 } - argDescriptor { - name: "dimensions" - argType: INT64 - } opDeclarationType: LEGACY_XYZ } opList { name: "knn_mindistance" + argDescriptor { + name: "dtype" + argType: DATA_TYPE + } argDescriptor { name: "outputs" argType: OUTPUT_TENSOR @@ -9099,13 +9254,13 @@ opList { argType: INPUT_TENSOR argIndex: 3 } +} +opList { + name: "l2_loss" argDescriptor { name: "dtype" argType: DATA_TYPE } -} -opList { - name: "l2_loss" argDescriptor { name: "outputs" argType: OUTPUT_TENSOR @@ -9114,13 +9269,13 @@ opList { name: "input" argType: INPUT_TENSOR } - argDescriptor { - name: "dtype" - argType: DATA_TYPE - } } opList { name: "last_index" + argDescriptor { + name: "dimensions" + argType: INT64 + } argDescriptor { name: "outputs" argType: OUTPUT_TENSOR @@ -9129,14 +9284,6 @@ opList { name: "keepDims" argType: BOOL } - argDescriptor { - name: "input" - argType: INPUT_TENSOR - } - argDescriptor { - name: "dimensions" - argType: INT64 - } argDescriptor { name: "compare" argType: DOUBLE @@ -9146,16 +9293,24 @@ opList { argType: DOUBLE argIndex: 1 } + argDescriptor { + name: "input" + argType: INPUT_TENSOR + } opDeclarationType: LEGACY_XYZ } opList { name: "layer_norm" + argDescriptor { + name: "dimensions" + argType: INT64 + } argDescriptor { name: "outputs" argType: OUTPUT_TENSOR } argDescriptor { - name: "channelsFirst" + name: "noBias" argType: BOOL } argDescriptor { @@ -9172,14 +9327,18 @@ opList { argType: INPUT_TENSOR argIndex: 2 } - argDescriptor { - name: "dimensions" - argType: INT64 - } opDeclarationType: CONFIGURABLE_OP_IMPL } opList { name: "layer_norm_bp" + argDescriptor { + name: "dimensions" + argType: INT64 + } + argDescriptor { + name: "dtype" + argType: DATA_TYPE + } argDescriptor { name: "dLdx" argType: OUTPUT_TENSOR @@ -9195,7 +9354,7 @@ opList { argIndex: 2 } argDescriptor { - name: "channelsFirst" + name: "noBias" argType: BOOL } argDescriptor { @@ -9232,14 +9391,6 @@ opList { argType: INPUT_TENSOR argIndex: 6 } - argDescriptor { - name: "dimensions" - argType: INT64 - } - argDescriptor { - name: "dtype" - argType: DATA_TYPE - } } opList { name: "leakyrelu" @@ -9248,17 +9399,13 @@ opList { argType: OUTPUT_TENSOR } argDescriptor { - name: "inPlace" - argType: BOOL + name: "alpha" + argType: DOUBLE } argDescriptor { name: "input" argType: INPUT_TENSOR } - argDescriptor { - name: "alpha" - argType: DOUBLE - } opDeclarationType: LEGACY_XYZ } opList { @@ -9268,21 +9415,21 @@ opList { argType: OUTPUT_TENSOR } argDescriptor { - name: "inPlace" - argType: BOOL + name: "alpha" + argType: DOUBLE } argDescriptor { name: "input" argType: INPUT_TENSOR } - argDescriptor { - name: "alpha" - argType: DOUBLE - } opDeclarationType: LEGACY_XYZ } opList { name: "less" + argDescriptor { + name: "dataType" + argType: DATA_TYPE + } argDescriptor { name: "outputs" argType: OUTPUT_TENSOR @@ -9300,14 +9447,14 @@ opList { argType: INPUT_TENSOR argIndex: 1 } - argDescriptor { - name: "dataType" - argType: DATA_TYPE - } opDeclarationType: BROADCASTABLE_BOOL_OP_IMPL } opList { name: "less_equal" + argDescriptor { + name: "dataType" + argType: DATA_TYPE + } argDescriptor { name: "outputs" argType: OUTPUT_TENSOR @@ -9325,10 +9472,6 @@ opList { argType: INPUT_TENSOR argIndex: 1 } - argDescriptor { - name: "dataType" - argType: DATA_TYPE - } opDeclarationType: BROADCASTABLE_BOOL_OP_IMPL } opList { @@ -9377,10 +9520,27 @@ opList { } opList { name: "lin_space" + argDescriptor { + name: "dataType" + argType: INT64 + } + argDescriptor { + name: "dataType" + argType: DATA_TYPE + } argDescriptor { name: "outputs" argType: OUTPUT_TENSOR } + argDescriptor { + name: "start" + argType: DOUBLE + } + argDescriptor { + name: "stop" + argType: DOUBLE + argIndex: 1 + } argDescriptor { name: "start" argType: INPUT_TENSOR @@ -9395,45 +9555,23 @@ opList { argType: INPUT_TENSOR argIndex: 2 } - argDescriptor { - name: "dataType" - argType: INT64 - } - argDescriptor { - name: "dataType" - argType: DATA_TYPE - } - argDescriptor { - name: "start" - argType: DOUBLE - } - argDescriptor { - name: "stop" - argType: DOUBLE - argIndex: 1 - } } opList { name: "linspace_random" - argDescriptor { - name: "outputs" - argType: OUTPUT_TENSOR - } argDescriptor { name: "length" argType: INT64 } argDescriptor { - name: "dataType" - argType: INT64 - argIndex: 1 + name: "outputs" + argType: OUTPUT_TENSOR } argDescriptor { name: "from" argType: DOUBLE } argDescriptor { - name: "step" + name: "to" argType: DOUBLE argIndex: 1 } @@ -9441,6 +9579,10 @@ opList { } opList { name: "listdiff" + argDescriptor { + name: "dtype" + argType: DATA_TYPE + } argDescriptor { name: "output1" argType: OUTPUT_TENSOR @@ -9459,13 +9601,13 @@ opList { argType: INPUT_TENSOR argIndex: 1 } - argDescriptor { - name: "dtype" - argType: DATA_TYPE - } } opList { name: "log" + argDescriptor { + name: "dataType" + argType: DATA_TYPE + } argDescriptor { name: "outputs" argType: OUTPUT_TENSOR @@ -9478,14 +9620,14 @@ opList { name: "input" argType: INPUT_TENSOR } - argDescriptor { - name: "dataType" - argType: DATA_TYPE - } opDeclarationType: LEGACY_XYZ } opList { name: "log1p" + argDescriptor { + name: "dataType" + argType: DATA_TYPE + } argDescriptor { name: "outputs" argType: OUTPUT_TENSOR @@ -9498,18 +9640,26 @@ opList { name: "input" argType: INPUT_TENSOR } - argDescriptor { - name: "dataType" - argType: DATA_TYPE - } opDeclarationType: LEGACY_XYZ } opList { name: "log_loss" + argDescriptor { + name: "reductionMode" + argType: INT64 + } + argDescriptor { + name: "dtype" + argType: DATA_TYPE + } argDescriptor { name: "outputs" argType: OUTPUT_TENSOR } + argDescriptor { + name: "epsilon" + argType: DOUBLE + } argDescriptor { name: "predictions" argType: INPUT_TENSOR @@ -9524,6 +9674,9 @@ opList { argType: INPUT_TENSOR argIndex: 2 } +} +opList { + name: "log_loss_grad" argDescriptor { name: "reductionMode" argType: INT64 @@ -9532,13 +9685,6 @@ opList { name: "dtype" argType: DATA_TYPE } - argDescriptor { - name: "epsilon" - argType: DOUBLE - } -} -opList { - name: "log_loss_grad" argDescriptor { name: "dLdp" argType: OUTPUT_TENSOR @@ -9553,6 +9699,10 @@ opList { argType: OUTPUT_TENSOR argIndex: 2 } + argDescriptor { + name: "epsilon" + argType: DOUBLE + } argDescriptor { name: "predictions" argType: INPUT_TENSOR @@ -9567,21 +9717,13 @@ opList { argType: INPUT_TENSOR argIndex: 2 } - argDescriptor { - name: "reductionMode" - argType: INT64 - } +} +opList { + name: "log_matrix_determinant" argDescriptor { name: "dtype" argType: DATA_TYPE } - argDescriptor { - name: "epsilon" - argType: DOUBLE - } -} -opList { - name: "log_matrix_determinant" argDescriptor { name: "outputs" argType: OUTPUT_TENSOR @@ -9594,13 +9736,17 @@ opList { name: "input" argType: INPUT_TENSOR } +} +opList { + name: "log_poisson_loss" + argDescriptor { + name: "reductionMode" + argType: INT64 + } argDescriptor { name: "dtype" argType: DATA_TYPE } -} -opList { - name: "log_poisson_loss" argDescriptor { name: "outputs" argType: OUTPUT_TENSOR @@ -9623,6 +9769,9 @@ opList { argType: INPUT_TENSOR argIndex: 2 } +} +opList { + name: "log_poisson_loss_grad" argDescriptor { name: "reductionMode" argType: INT64 @@ -9631,9 +9780,6 @@ opList { name: "dtype" argType: DATA_TYPE } -} -opList { - name: "log_poisson_loss_grad" argDescriptor { name: "dLdp" argType: OUTPUT_TENSOR @@ -9666,17 +9812,13 @@ opList { argType: INPUT_TENSOR argIndex: 2 } - argDescriptor { - name: "reductionMode" - argType: INT64 - } - argDescriptor { - name: "dtype" - argType: DATA_TYPE - } } opList { name: "log_softmax" + argDescriptor { + name: "dimension" + argType: INT64 + } argDescriptor { name: "outputs" argType: OUTPUT_TENSOR @@ -9685,14 +9827,14 @@ opList { name: "input" argType: INPUT_TENSOR } - argDescriptor { - name: "dimension" - argType: INT64 - } opDeclarationType: CONFIGURABLE_OP_IMPL } opList { name: "log_softmax_bp" + argDescriptor { + name: "dimension" + argType: INT64 + } argDescriptor { name: "gradI" argType: OUTPUT_TENSOR @@ -9706,10 +9848,6 @@ opList { argType: INPUT_TENSOR argIndex: 1 } - argDescriptor { - name: "dimension" - argType: INT64 - } opDeclarationType: CONFIGURABLE_OP_IMPL } opList { @@ -9718,18 +9856,22 @@ opList { name: "outputs" argType: OUTPUT_TENSOR } - argDescriptor { - name: "input" - argType: INPUT_TENSOR - } argDescriptor { name: "base" argType: DOUBLE } + argDescriptor { + name: "input" + argType: INPUT_TENSOR + } opDeclarationType: LEGACY_XYZ } opList { name: "logdet" + argDescriptor { + name: "dtype" + argType: DATA_TYPE + } argDescriptor { name: "outputs" argType: OUTPUT_TENSOR @@ -9738,13 +9880,13 @@ opList { name: "input" argType: INPUT_TENSOR } - argDescriptor { - name: "dtype" - argType: DATA_TYPE - } } opList { name: "logentropy" + argDescriptor { + name: "dimensions" + argType: INT64 + } argDescriptor { name: "outputs" argType: OUTPUT_TENSOR @@ -9762,14 +9904,14 @@ opList { argType: INPUT_TENSOR argIndex: 1 } - argDescriptor { - name: "dimensions" - argType: INT64 - } opDeclarationType: LEGACY_XYZ } opList { name: "logsigmoid" + argDescriptor { + name: "dataType" + argType: DATA_TYPE + } argDescriptor { name: "outputs" argType: OUTPUT_TENSOR @@ -9782,10 +9924,6 @@ opList { name: "input" argType: INPUT_TENSOR } - argDescriptor { - name: "dataType" - argType: DATA_TYPE - } opDeclarationType: LEGACY_XYZ } opList { @@ -9794,14 +9932,14 @@ opList { name: "outputs" argType: OUTPUT_TENSOR } - argDescriptor { - name: "input" - argType: INPUT_TENSOR - } argDescriptor { name: "frameName" argType: STRING } + argDescriptor { + name: "input" + argType: INPUT_TENSOR + } } opList { name: "lrelu" @@ -9809,14 +9947,14 @@ opList { name: "outputs" argType: OUTPUT_TENSOR } - argDescriptor { - name: "input" - argType: INPUT_TENSOR - } argDescriptor { name: "alpha" argType: DOUBLE } + argDescriptor { + name: "input" + argType: INPUT_TENSOR + } opDeclarationType: CONFIGURABLE_OP_IMPL } opList { @@ -9825,6 +9963,10 @@ opList { name: "outputs" argType: OUTPUT_TENSOR } + argDescriptor { + name: "alpha" + argType: DOUBLE + } argDescriptor { name: "input" argType: INPUT_TENSOR @@ -9834,14 +9976,14 @@ opList { argType: INPUT_TENSOR argIndex: 1 } - argDescriptor { - name: "alpha" - argType: DOUBLE - } opDeclarationType: CONFIGURABLE_OP_IMPL } opList { name: "lrn" + argDescriptor { + name: "depth" + argType: INT64 + } argDescriptor { name: "outputs" argType: OUTPUT_TENSOR @@ -9850,14 +9992,6 @@ opList { name: "inPlace" argType: BOOL } - argDescriptor { - name: "input" - argType: INPUT_TENSOR - } - argDescriptor { - name: "depth" - argType: INT64 - } argDescriptor { name: "bias" argType: DOUBLE @@ -9872,10 +10006,18 @@ opList { argType: DOUBLE argIndex: 2 } + argDescriptor { + name: "input" + argType: INPUT_TENSOR + } opDeclarationType: CONFIGURABLE_OP_IMPL } opList { name: "lrn_bp" + argDescriptor { + name: "depth" + argType: INT64 + } argDescriptor { name: "gradI" argType: OUTPUT_TENSOR @@ -9884,6 +10026,20 @@ opList { name: "inPlace" argType: BOOL } + argDescriptor { + name: "bias" + argType: DOUBLE + } + argDescriptor { + name: "alpha" + argType: DOUBLE + argIndex: 1 + } + argDescriptor { + name: "beta" + argType: DOUBLE + argIndex: 2 + } argDescriptor { name: "input" argType: INPUT_TENSOR @@ -9893,28 +10049,23 @@ opList { argType: INPUT_TENSOR argIndex: 1 } - argDescriptor { - name: "depth" - argType: INT64 - } - argDescriptor { - name: "bias" - argType: DOUBLE - } - argDescriptor { - name: "alpha" - argType: DOUBLE - argIndex: 1 - } - argDescriptor { - name: "beta" - argType: DOUBLE - argIndex: 2 - } opDeclarationType: CONFIGURABLE_OP_IMPL } opList { name: "lstm" + argDescriptor { + name: "peephole" + argType: INT64 + } + argDescriptor { + name: "projection" + argType: INT64 + argIndex: 1 + } + argDescriptor { + name: "dtype" + argType: DATA_TYPE + } argDescriptor { name: "h" argType: OUTPUT_TENSOR @@ -9924,6 +10075,20 @@ opList { argType: OUTPUT_TENSOR argIndex: 1 } + argDescriptor { + name: "clippingCellValue" + argType: DOUBLE + } + argDescriptor { + name: "clippingProjValue" + argType: DOUBLE + argIndex: 1 + } + argDescriptor { + name: "forgetBias" + argType: DOUBLE + argIndex: 2 + } argDescriptor { name: "input" argType: INPUT_TENSOR @@ -9963,12 +10128,15 @@ opList { argType: INPUT_TENSOR argIndex: 7 } +} +opList { + name: "lstmBlock" argDescriptor { name: "peephole" argType: INT64 } argDescriptor { - name: "projection" + name: "dataFormat" argType: INT64 argIndex: 1 } @@ -9976,23 +10144,6 @@ opList { name: "dtype" argType: DATA_TYPE } - argDescriptor { - name: "clippingCellValue" - argType: DOUBLE - } - argDescriptor { - name: "clippingProjValue" - argType: DOUBLE - argIndex: 1 - } - argDescriptor { - name: "forgetBias" - argType: DOUBLE - argIndex: 2 - } -} -opList { - name: "lstmBlock" argDescriptor { name: "i" argType: OUTPUT_TENSOR @@ -10027,6 +10178,15 @@ opList { argType: OUTPUT_TENSOR argIndex: 6 } + argDescriptor { + name: "forgetBias" + argType: DOUBLE + } + argDescriptor { + name: "clippingCellValue" + argType: DOUBLE + argIndex: 1 + } argDescriptor { name: "maxTSLength" argType: INPUT_TENSOR @@ -10071,31 +10231,17 @@ opList { argType: INPUT_TENSOR argIndex: 8 } +} +opList { + name: "lstmBlockCell" argDescriptor { name: "peephole" argType: INT64 } - argDescriptor { - name: "dataFormat" - argType: INT64 - argIndex: 1 - } argDescriptor { name: "dtype" argType: DATA_TYPE } - argDescriptor { - name: "forgetBias" - argType: DOUBLE - } - argDescriptor { - name: "clippingCellValue" - argType: DOUBLE - argIndex: 1 - } -} -opList { - name: "lstmBlockCell" argDescriptor { name: "i" argType: OUTPUT_TENSOR @@ -10130,6 +10276,15 @@ opList { argType: OUTPUT_TENSOR argIndex: 6 } + argDescriptor { + name: "forgetBias" + argType: DOUBLE + } + argDescriptor { + name: "clippingCellValue" + argType: DOUBLE + argIndex: 1 + } argDescriptor { name: "xt" argType: INPUT_TENSOR @@ -10169,26 +10324,22 @@ opList { argType: INPUT_TENSOR argIndex: 7 } +} +opList { + name: "lstmCell" argDescriptor { name: "peephole" argType: INT64 } + argDescriptor { + name: "projection" + argType: INT64 + argIndex: 1 + } argDescriptor { name: "dtype" argType: DATA_TYPE } - argDescriptor { - name: "forgetBias" - argType: DOUBLE - } - argDescriptor { - name: "clippingCellValue" - argType: DOUBLE - argIndex: 1 - } -} -opList { - name: "lstmCell" argDescriptor { name: "ht" argType: OUTPUT_TENSOR @@ -10198,6 +10349,20 @@ opList { argType: OUTPUT_TENSOR argIndex: 1 } + argDescriptor { + name: "clippingCellValue" + argType: DOUBLE + } + argDescriptor { + name: "clippingProjValue" + argType: DOUBLE + argIndex: 1 + } + argDescriptor { + name: "forgetBias" + argType: DOUBLE + argIndex: 2 + } argDescriptor { name: "xt" argType: INPUT_TENSOR @@ -10237,36 +10402,37 @@ opList { argType: INPUT_TENSOR argIndex: 7 } +} +opList { + name: "lstmLayer" argDescriptor { - name: "peephole" + name: "dataFormat" argType: INT64 } argDescriptor { - name: "projection" + name: "directionMode" argType: INT64 argIndex: 1 } + argDescriptor { + name: "gateAct" + argType: INT64 + argIndex: 2 + } + argDescriptor { + name: "cellAct" + argType: INT64 + argIndex: 3 + } + argDescriptor { + name: "outAct" + argType: INT64 + argIndex: 4 + } argDescriptor { name: "dtype" argType: DATA_TYPE } - argDescriptor { - name: "clippingCellValue" - argType: DOUBLE - } - argDescriptor { - name: "clippingProjValue" - argType: DOUBLE - argIndex: 1 - } - argDescriptor { - name: "forgetBias" - argType: DOUBLE - argIndex: 2 - } -} -opList { - name: "lstmLayer" argDescriptor { name: "h" argType: OUTPUT_TENSOR @@ -10320,6 +10486,40 @@ opList { argType: BOOL argIndex: 7 } + argDescriptor { + name: "cellClip" + argType: DOUBLE + } + argDescriptor { + name: "gateAlpha" + argType: DOUBLE + argIndex: 1 + } + argDescriptor { + name: "gateBeta" + argType: DOUBLE + argIndex: 2 + } + argDescriptor { + name: "cellAlpha" + argType: DOUBLE + argIndex: 3 + } + argDescriptor { + name: "cellBeta" + argType: DOUBLE + argIndex: 4 + } + argDescriptor { + name: "outAlpha" + argType: DOUBLE + argIndex: 5 + } + argDescriptor { + name: "outBeta" + argType: DOUBLE + argIndex: 6 + } argDescriptor { name: "input" argType: INPUT_TENSOR @@ -10359,34 +10559,45 @@ opList { argType: INPUT_TENSOR argIndex: 7 } - argDescriptor { - name: "dataFormat" - argType: INT64 - } - argDescriptor { - name: "directionMode" - argType: INT64 - argIndex: 1 - } +} +opList { + name: "lstmLayerCell" argDescriptor { name: "gateAct" argType: INT64 - argIndex: 2 } argDescriptor { name: "cellAct" argType: INT64 - argIndex: 3 + argIndex: 1 } argDescriptor { name: "outAct" argType: INT64 - argIndex: 4 + argIndex: 2 } argDescriptor { name: "dtype" argType: DATA_TYPE } + argDescriptor { + name: "h" + argType: OUTPUT_TENSOR + } + argDescriptor { + name: "c" + argType: OUTPUT_TENSOR + argIndex: 1 + } + argDescriptor { + name: "hasBiases" + argType: BOOL + } + argDescriptor { + name: "hasPH" + argType: BOOL + argIndex: 1 + } argDescriptor { name: "cellClip" argType: DOUBLE @@ -10421,27 +10632,6 @@ opList { argType: DOUBLE argIndex: 6 } -} -opList { - name: "lstmLayerCell" - argDescriptor { - name: "h" - argType: OUTPUT_TENSOR - } - argDescriptor { - name: "c" - argType: OUTPUT_TENSOR - argIndex: 1 - } - argDescriptor { - name: "hasBiases" - argType: BOOL - } - argDescriptor { - name: "hasPH" - argType: BOOL - argIndex: 1 - } argDescriptor { name: "input" argType: INPUT_TENSOR @@ -10476,6 +10666,9 @@ opList { argType: INPUT_TENSOR argIndex: 6 } +} +opList { + name: "lstmLayerCellBp" argDescriptor { name: "gateAct" argType: INT64 @@ -10494,43 +10687,6 @@ opList { name: "dtype" argType: DATA_TYPE } - argDescriptor { - name: "cellClip" - argType: DOUBLE - } - argDescriptor { - name: "gateAlpha" - argType: DOUBLE - argIndex: 1 - } - argDescriptor { - name: "gateBeta" - argType: DOUBLE - argIndex: 2 - } - argDescriptor { - name: "cellAlpha" - argType: DOUBLE - argIndex: 3 - } - argDescriptor { - name: "cellBeta" - argType: DOUBLE - argIndex: 4 - } - argDescriptor { - name: "outAlpha" - argType: DOUBLE - argIndex: 5 - } - argDescriptor { - name: "outBeta" - argType: DOUBLE - argIndex: 6 - } -} -opList { - name: "lstmLayerCellBp" argDescriptor { name: "dLdx" argType: OUTPUT_TENSOR @@ -10574,6 +10730,40 @@ opList { argType: BOOL argIndex: 1 } + argDescriptor { + name: "cellClip" + argType: DOUBLE + } + argDescriptor { + name: "gateAlpha" + argType: DOUBLE + argIndex: 1 + } + argDescriptor { + name: "gateBeta" + argType: DOUBLE + argIndex: 2 + } + argDescriptor { + name: "cellAlpha" + argType: DOUBLE + argIndex: 3 + } + argDescriptor { + name: "cellBeta" + argType: DOUBLE + argIndex: 4 + } + argDescriptor { + name: "outAlpha" + argType: DOUBLE + argIndex: 5 + } + argDescriptor { + name: "outBeta" + argType: DOUBLE + argIndex: 6 + } argDescriptor { name: "input" argType: INPUT_TENSOR @@ -10613,61 +10803,37 @@ opList { argType: INPUT_TENSOR argIndex: 7 } +} +opList { + name: "lstmLayer_bp" argDescriptor { - name: "gateAct" + name: "dataFormat" argType: INT64 } argDescriptor { - name: "cellAct" + name: "directionMode" argType: INT64 argIndex: 1 } argDescriptor { - name: "outAct" + name: "gateAct" argType: INT64 argIndex: 2 } + argDescriptor { + name: "cellAct" + argType: INT64 + argIndex: 3 + } + argDescriptor { + name: "outAct" + argType: INT64 + argIndex: 4 + } argDescriptor { name: "dtype" argType: DATA_TYPE } - argDescriptor { - name: "cellClip" - argType: DOUBLE - } - argDescriptor { - name: "gateAlpha" - argType: DOUBLE - argIndex: 1 - } - argDescriptor { - name: "gateBeta" - argType: DOUBLE - argIndex: 2 - } - argDescriptor { - name: "cellAlpha" - argType: DOUBLE - argIndex: 3 - } - argDescriptor { - name: "cellBeta" - argType: DOUBLE - argIndex: 4 - } - argDescriptor { - name: "outAlpha" - argType: DOUBLE - argIndex: 5 - } - argDescriptor { - name: "outBeta" - argType: DOUBLE - argIndex: 6 - } -} -opList { - name: "lstmLayer_bp" argDescriptor { name: "dLdx" argType: OUTPUT_TENSOR @@ -10741,6 +10907,40 @@ opList { argType: BOOL argIndex: 7 } + argDescriptor { + name: "cellClip" + argType: DOUBLE + } + argDescriptor { + name: "gateAlpha" + argType: DOUBLE + argIndex: 1 + } + argDescriptor { + name: "gateBeta" + argType: DOUBLE + argIndex: 2 + } + argDescriptor { + name: "cellAlpha" + argType: DOUBLE + argIndex: 3 + } + argDescriptor { + name: "cellBeta" + argType: DOUBLE + argIndex: 4 + } + argDescriptor { + name: "outAlpha" + argType: DOUBLE + argIndex: 5 + } + argDescriptor { + name: "outBeta" + argType: DOUBLE + argIndex: 6 + } argDescriptor { name: "input" argType: INPUT_TENSOR @@ -10800,71 +11000,13 @@ opList { argType: INPUT_TENSOR argIndex: 11 } - argDescriptor { - name: "dataFormat" - argType: INT64 - } - argDescriptor { - name: "directionMode" - argType: INT64 - argIndex: 1 - } - argDescriptor { - name: "gateAct" - argType: INT64 - argIndex: 2 - } - argDescriptor { - name: "cellAct" - argType: INT64 - argIndex: 3 - } - argDescriptor { - name: "outAct" - argType: INT64 - argIndex: 4 - } +} +opList { + name: "lstsq" argDescriptor { name: "dtype" argType: DATA_TYPE } - argDescriptor { - name: "cellClip" - argType: DOUBLE - } - argDescriptor { - name: "gateAlpha" - argType: DOUBLE - argIndex: 1 - } - argDescriptor { - name: "gateBeta" - argType: DOUBLE - argIndex: 2 - } - argDescriptor { - name: "cellAlpha" - argType: DOUBLE - argIndex: 3 - } - argDescriptor { - name: "cellBeta" - argType: DOUBLE - argIndex: 4 - } - argDescriptor { - name: "outAlpha" - argType: DOUBLE - argIndex: 5 - } - argDescriptor { - name: "outBeta" - argType: DOUBLE - argIndex: 6 - } -} -opList { - name: "lstsq" argDescriptor { name: "outputs" argType: OUTPUT_TENSOR @@ -10873,6 +11015,10 @@ opList { name: "fastFlag" argType: BOOL } + argDescriptor { + name: "l2_factor" + argType: DOUBLE + } argDescriptor { name: "a" argType: INPUT_TENSOR @@ -10882,17 +11028,13 @@ opList { argType: INPUT_TENSOR argIndex: 1 } +} +opList { + name: "lu" argDescriptor { name: "dtype" argType: DATA_TYPE } - argDescriptor { - name: "l2_factor" - argType: DOUBLE - } -} -opList { - name: "lu" argDescriptor { name: "outputs" argType: OUTPUT_TENSOR @@ -10906,13 +11048,13 @@ opList { name: "input" argType: INPUT_TENSOR } - argDescriptor { - name: "dtype" - argType: DATA_TYPE - } } opList { name: "manhattan" + argDescriptor { + name: "dimensions" + argType: INT64 + } argDescriptor { name: "outputs" argType: OUTPUT_TENSOR @@ -10935,14 +11077,14 @@ opList { argType: INPUT_TENSOR argIndex: 1 } - argDescriptor { - name: "dimensions" - argType: INT64 - } opDeclarationType: LEGACY_XYZ } opList { name: "match_condition" + argDescriptor { + name: "dimensions" + argType: INT64 + } argDescriptor { name: "outputs" argType: OUTPUT_TENSOR @@ -10951,14 +11093,6 @@ opList { name: "keepDims" argType: BOOL } - argDescriptor { - name: "input" - argType: INPUT_TENSOR - } - argDescriptor { - name: "dimensions" - argType: INT64 - } argDescriptor { name: "compare" argType: DOUBLE @@ -10968,18 +11102,14 @@ opList { argType: DOUBLE argIndex: 1 } - opDeclarationType: LEGACY_XYZ -} -opList { - name: "match_condition_transform" - argDescriptor { - name: "outputs" - argType: OUTPUT_TENSOR - } argDescriptor { name: "input" argType: INPUT_TENSOR } + opDeclarationType: LEGACY_XYZ +} +opList { + name: "match_condition_transform" argDescriptor { name: "mode" argType: INT64 @@ -10988,32 +11118,19 @@ opList { name: "dataType" argType: DATA_TYPE } - argDescriptor { - name: "compare" - argType: DOUBLE - } - opDeclarationType: LEGACY_XYZ -} -opList { - name: "matmul" argDescriptor { name: "outputs" argType: OUTPUT_TENSOR } argDescriptor { - name: "transposeX" - argType: BOOL + name: "compare" + argType: DOUBLE } argDescriptor { - name: "transposeY" - argType: BOOL + name: "eps" + argType: DOUBLE argIndex: 1 } - argDescriptor { - name: "transposeZ" - argType: BOOL - argIndex: 2 - } argDescriptor { name: "input" argType: INPUT_TENSOR @@ -11023,6 +11140,10 @@ opList { argType: INPUT_TENSOR argIndex: 1 } + opDeclarationType: LEGACY_XYZ +} +opList { + name: "matmul" argDescriptor { name: "transX" argType: INT64 @@ -11041,6 +11162,24 @@ opList { name: "dtype" argType: DATA_TYPE } + argDescriptor { + name: "outputs" + argType: OUTPUT_TENSOR + } + argDescriptor { + name: "transposeX" + argType: BOOL + } + argDescriptor { + name: "transposeY" + argType: BOOL + argIndex: 1 + } + argDescriptor { + name: "transposeZ" + argType: BOOL + argIndex: 2 + } argDescriptor { name: "alpha" argType: DOUBLE @@ -11050,9 +11189,36 @@ opList { argType: DOUBLE argIndex: 1 } + argDescriptor { + name: "input" + argType: INPUT_TENSOR + } + argDescriptor { + name: "y" + argType: INPUT_TENSOR + argIndex: 1 + } } opList { name: "matmul_bp" + argDescriptor { + name: "transX" + argType: INT64 + } + argDescriptor { + name: "transY" + argType: INT64 + argIndex: 1 + } + argDescriptor { + name: "transZ" + argType: INT64 + argIndex: 2 + } + argDescriptor { + name: "dtype" + argType: DATA_TYPE + } argDescriptor { name: "dldx" argType: OUTPUT_TENSOR @@ -11062,6 +11228,15 @@ opList { argType: OUTPUT_TENSOR argIndex: 1 } + argDescriptor { + name: "alpha" + argType: DOUBLE + } + argDescriptor { + name: "beta" + argType: DOUBLE + argIndex: 1 + } argDescriptor { name: "input" argType: INPUT_TENSOR @@ -11086,36 +11261,18 @@ opList { argType: INPUT_TENSOR argIndex: 4 } - argDescriptor { - name: "transX" - argType: INT64 - } - argDescriptor { - name: "transY" - argType: INT64 - argIndex: 1 - } - argDescriptor { - name: "transZ" - argType: INT64 - argIndex: 2 - } - argDescriptor { - name: "dtype" - argType: DATA_TYPE - } - argDescriptor { - name: "alpha" - argType: DOUBLE - } - argDescriptor { - name: "beta" - argType: DOUBLE - argIndex: 1 - } } opList { name: "matrix_band_part" + argDescriptor { + name: "minLower" + argType: INT64 + } + argDescriptor { + name: "maxUpper" + argType: INT64 + argIndex: 1 + } argDescriptor { name: "outputs" argType: OUTPUT_TENSOR @@ -11134,19 +11291,14 @@ opList { argType: INPUT_TENSOR argIndex: 2 } - argDescriptor { - name: "minLower" - argType: INT64 - } - argDescriptor { - name: "maxUpper" - argType: INT64 - argIndex: 1 - } opDeclarationType: CONFIGURABLE_OP_IMPL } opList { name: "matrix_determinant" + argDescriptor { + name: "dtype" + argType: DATA_TYPE + } argDescriptor { name: "outputs" argType: OUTPUT_TENSOR @@ -11159,13 +11311,13 @@ opList { name: "input" argType: INPUT_TENSOR } +} +opList { + name: "matrix_diag" argDescriptor { name: "dtype" argType: DATA_TYPE } -} -opList { - name: "matrix_diag" argDescriptor { name: "outputs" argType: OUTPUT_TENSOR @@ -11178,13 +11330,13 @@ opList { name: "diagonal" argType: INPUT_TENSOR } +} +opList { + name: "matrix_diag_part" argDescriptor { name: "dtype" argType: DATA_TYPE } -} -opList { - name: "matrix_diag_part" argDescriptor { name: "outputs" argType: OUTPUT_TENSOR @@ -11197,10 +11349,6 @@ opList { name: "input" argType: INPUT_TENSOR } - argDescriptor { - name: "dtype" - argType: DATA_TYPE - } } opList { name: "matrix_inverse" @@ -11241,6 +11389,10 @@ opList { } opList { name: "max_pairwise" + argDescriptor { + name: "dataType" + argType: DATA_TYPE + } argDescriptor { name: "outputs" argType: OUTPUT_TENSOR @@ -11254,32 +11406,10 @@ opList { argType: INPUT_TENSOR argIndex: 1 } - argDescriptor { - name: "dataType" - argType: DATA_TYPE - } opDeclarationType: LEGACY_XYZ } opList { name: "max_pool_with_argmax" - argDescriptor { - name: "outputs" - argType: OUTPUT_TENSOR - } - argDescriptor { - name: "indices" - argType: OUTPUT_TENSOR - argIndex: 1 - } - argDescriptor { - name: "input" - argType: INPUT_TENSOR - } - argDescriptor { - name: "outArgMax" - argType: INPUT_TENSOR - argIndex: 1 - } argDescriptor { name: "kH" argType: INT64 @@ -11338,6 +11468,24 @@ opList { name: "dtype" argType: DATA_TYPE } + argDescriptor { + name: "outputs" + argType: OUTPUT_TENSOR + } + argDescriptor { + name: "indices" + argType: OUTPUT_TENSOR + argIndex: 1 + } + argDescriptor { + name: "input" + argType: INPUT_TENSOR + } + argDescriptor { + name: "outArgMax" + argType: INPUT_TENSOR + argIndex: 1 + } } opList { name: "max_scalar" @@ -11358,6 +11506,10 @@ opList { } opList { name: "maximum" + argDescriptor { + name: "dataType" + argType: DATA_TYPE + } argDescriptor { name: "outputs" argType: OUTPUT_TENSOR @@ -11375,14 +11527,14 @@ opList { argType: INPUT_TENSOR argIndex: 1 } - argDescriptor { - name: "dataType" - argType: DATA_TYPE - } opDeclarationType: BROADCASTABLE_OP_IMPL } opList { name: "maximum_bp" + argDescriptor { + name: "dtype" + argType: DATA_TYPE + } argDescriptor { name: "gradX" argType: OUTPUT_TENSOR @@ -11406,41 +11558,25 @@ opList { argType: INPUT_TENSOR argIndex: 2 } - argDescriptor { - name: "dtype" - argType: DATA_TYPE - } } opList { name: "maxout" + argDescriptor { + name: "dataType" + argType: DATA_TYPE + } argDescriptor { name: "outputs" argType: OUTPUT_TENSOR } - argDescriptor { - name: "inPlace" - argType: BOOL - } argDescriptor { name: "input" argType: INPUT_TENSOR } - argDescriptor { - name: "dataType" - argType: DATA_TYPE - } opDeclarationType: LEGACY_XYZ } opList { name: "maxpool2d" - argDescriptor { - name: "outputs" - argType: OUTPUT_TENSOR - } - argDescriptor { - name: "input" - argType: INPUT_TENSOR - } argDescriptor { name: "kH" argType: INT64 @@ -11499,22 +11635,17 @@ opList { name: "dtype" argType: DATA_TYPE } + argDescriptor { + name: "outputs" + argType: OUTPUT_TENSOR + } + argDescriptor { + name: "input" + argType: INPUT_TENSOR + } } opList { name: "maxpool2d_bp" - argDescriptor { - name: "gradI" - argType: OUTPUT_TENSOR - } - argDescriptor { - name: "input" - argType: INPUT_TENSOR - } - argDescriptor { - name: "gradO" - argType: INPUT_TENSOR - argIndex: 1 - } argDescriptor { name: "kH" argType: INT64 @@ -11573,98 +11704,6 @@ opList { name: "dtype" argType: DATA_TYPE } -} -opList { - name: "maxpool3dnew" - argDescriptor { - name: "outputs" - argType: OUTPUT_TENSOR - } - argDescriptor { - name: "input" - argType: INPUT_TENSOR - } - argDescriptor { - name: "kD" - argType: INT64 - } - argDescriptor { - name: "kH" - argType: INT64 - argIndex: 1 - } - argDescriptor { - name: "kW" - argType: INT64 - argIndex: 2 - } - argDescriptor { - name: "sD" - argType: INT64 - argIndex: 3 - } - argDescriptor { - name: "sH" - argType: INT64 - argIndex: 4 - } - argDescriptor { - name: "sW" - argType: INT64 - argIndex: 5 - } - argDescriptor { - name: "pD" - argType: INT64 - argIndex: 6 - } - argDescriptor { - name: "pH" - argType: INT64 - argIndex: 7 - } - argDescriptor { - name: "pW" - argType: INT64 - argIndex: 8 - } - argDescriptor { - name: "dD" - argType: INT64 - argIndex: 9 - } - argDescriptor { - name: "dH" - argType: INT64 - argIndex: 10 - } - argDescriptor { - name: "dW" - argType: INT64 - argIndex: 11 - } - argDescriptor { - name: "isSameMode" - argType: INT64 - argIndex: 12 - } - argDescriptor { - name: "extraParam0" - argType: INT64 - argIndex: 13 - } - argDescriptor { - name: "isNCDHW" - argType: INT64 - argIndex: 14 - } - argDescriptor { - name: "dtype" - argType: DATA_TYPE - } -} -opList { - name: "maxpool3dnew_bp" argDescriptor { name: "gradI" argType: OUTPUT_TENSOR @@ -11678,6 +11717,9 @@ opList { argType: INPUT_TENSOR argIndex: 1 } +} +opList { + name: "maxpool3dnew" argDescriptor { name: "kD" argType: INT64 @@ -11756,9 +11798,124 @@ opList { name: "dtype" argType: DATA_TYPE } + argDescriptor { + name: "outputs" + argType: OUTPUT_TENSOR + } + argDescriptor { + name: "input" + argType: INPUT_TENSOR + } + argDescriptor { + name: "arrayOutput" + argType: INPUT_TENSOR + argIndex: 1 + } +} +opList { + name: "maxpool3dnew_bp" + argDescriptor { + name: "kD" + argType: INT64 + } + argDescriptor { + name: "kH" + argType: INT64 + argIndex: 1 + } + argDescriptor { + name: "kW" + argType: INT64 + argIndex: 2 + } + argDescriptor { + name: "sD" + argType: INT64 + argIndex: 3 + } + argDescriptor { + name: "sH" + argType: INT64 + argIndex: 4 + } + argDescriptor { + name: "sW" + argType: INT64 + argIndex: 5 + } + argDescriptor { + name: "pD" + argType: INT64 + argIndex: 6 + } + argDescriptor { + name: "pH" + argType: INT64 + argIndex: 7 + } + argDescriptor { + name: "pW" + argType: INT64 + argIndex: 8 + } + argDescriptor { + name: "dD" + argType: INT64 + argIndex: 9 + } + argDescriptor { + name: "dH" + argType: INT64 + argIndex: 10 + } + argDescriptor { + name: "dW" + argType: INT64 + argIndex: 11 + } + argDescriptor { + name: "isSameMode" + argType: INT64 + argIndex: 12 + } + argDescriptor { + name: "extraParam0" + argType: INT64 + argIndex: 13 + } + argDescriptor { + name: "isNCDHW" + argType: INT64 + argIndex: 14 + } + argDescriptor { + name: "dtype" + argType: DATA_TYPE + } + argDescriptor { + name: "gradI" + argType: OUTPUT_TENSOR + } + argDescriptor { + name: "input" + argType: INPUT_TENSOR + } + argDescriptor { + name: "gradO" + argType: INPUT_TENSOR + argIndex: 1 + } } opList { name: "mean_pairwssqerr_loss" + argDescriptor { + name: "reductionMode" + argType: INT64 + } + argDescriptor { + name: "dtype" + argType: DATA_TYPE + } argDescriptor { name: "outputs" argType: OUTPUT_TENSOR @@ -11777,17 +11934,17 @@ opList { argType: INPUT_TENSOR argIndex: 2 } - argDescriptor { - name: "reductionMode" - argType: INT64 - } - argDescriptor { - name: "dtype" - argType: DATA_TYPE - } } opList { name: "mean_pairwssqerr_loss_grad" + argDescriptor { + name: "reductionMode" + argType: INT64 + } + argDescriptor { + name: "dtype" + argType: DATA_TYPE + } argDescriptor { name: "dLdp" argType: OUTPUT_TENSOR @@ -11816,6 +11973,9 @@ opList { argType: INPUT_TENSOR argIndex: 2 } +} +opList { + name: "mean_sqerr_loss" argDescriptor { name: "reductionMode" argType: INT64 @@ -11824,9 +11984,6 @@ opList { name: "dtype" argType: DATA_TYPE } -} -opList { - name: "mean_sqerr_loss" argDescriptor { name: "outputs" argType: OUTPUT_TENSOR @@ -11845,6 +12002,9 @@ opList { argType: INPUT_TENSOR argIndex: 2 } +} +opList { + name: "mean_sqerr_loss_grad" argDescriptor { name: "reductionMode" argType: INT64 @@ -11853,9 +12013,6 @@ opList { name: "dtype" argType: DATA_TYPE } -} -opList { - name: "mean_sqerr_loss_grad" argDescriptor { name: "dLdp" argType: OUTPUT_TENSOR @@ -11884,14 +12041,6 @@ opList { argType: INPUT_TENSOR argIndex: 2 } - argDescriptor { - name: "reductionMode" - argType: INT64 - } - argDescriptor { - name: "dtype" - argType: DATA_TYPE - } } opList { name: "merge" @@ -11906,6 +12055,10 @@ opList { } opList { name: "mergeadd" + argDescriptor { + name: "dataType" + argType: DATA_TYPE + } argDescriptor { name: "outputs" argType: OUTPUT_TENSOR @@ -11918,14 +12071,14 @@ opList { name: "inArrs" argType: INPUT_TENSOR } - argDescriptor { - name: "dataType" - argType: DATA_TYPE - } opDeclarationType: OP_IMPL } opList { name: "mergeadd_bp" + argDescriptor { + name: "dtype" + argType: DATA_TYPE + } argDescriptor { name: "outArrs" argType: OUTPUT_TENSOR @@ -11939,10 +12092,6 @@ opList { argType: INPUT_TENSOR argIndex: 1 } - argDescriptor { - name: "dtype" - argType: DATA_TYPE - } } opList { name: "mergeavg" @@ -11958,6 +12107,10 @@ opList { } opList { name: "mergeavg_bp" + argDescriptor { + name: "dtype" + argType: DATA_TYPE + } argDescriptor { name: "outArrs" argType: OUTPUT_TENSOR @@ -11971,10 +12124,6 @@ opList { argType: INPUT_TENSOR argIndex: 1 } - argDescriptor { - name: "dtype" - argType: DATA_TYPE - } } opList { name: "mergemax" @@ -11990,6 +12139,10 @@ opList { } opList { name: "mergemax_bp" + argDescriptor { + name: "dtype" + argType: DATA_TYPE + } argDescriptor { name: "outArrs" argType: OUTPUT_TENSOR @@ -12003,21 +12156,9 @@ opList { argType: INPUT_TENSOR argIndex: 1 } - argDescriptor { - name: "dtype" - argType: DATA_TYPE - } } opList { name: "mergemaxindex" - argDescriptor { - name: "outputs" - argType: OUTPUT_TENSOR - } - argDescriptor { - name: "inArrs" - argType: INPUT_TENSOR - } argDescriptor { name: "dataType" argType: INT64 @@ -12026,6 +12167,14 @@ opList { name: "dtype" argType: DATA_TYPE } + argDescriptor { + name: "outputs" + argType: OUTPUT_TENSOR + } + argDescriptor { + name: "inArrs" + argType: INPUT_TENSOR + } } opList { name: "mergesum" @@ -12040,6 +12189,14 @@ opList { } opList { name: "meshgrid" + argDescriptor { + name: "swapFirst2Dims" + argType: INT64 + } + argDescriptor { + name: "dtype" + argType: DATA_TYPE + } argDescriptor { name: "outArrs" argType: OUTPUT_TENSOR @@ -12052,14 +12209,6 @@ opList { name: "inArrs" argType: INPUT_TENSOR } - argDescriptor { - name: "swapFirst2Dims" - argType: INT64 - } - argDescriptor { - name: "dtype" - argType: DATA_TYPE - } } opList { name: "meta_postulate" @@ -12067,6 +12216,15 @@ opList { name: "outputs" argType: OUTPUT_TENSOR } + argDescriptor { + name: "input" + argType: INPUT_TENSOR + } + argDescriptor { + name: "y" + argType: INPUT_TENSOR + argIndex: 1 + } opDeclarationType: LEGACY_XYZ } opList { @@ -12083,31 +12241,26 @@ opList { name: "outputs" argType: OUTPUT_TENSOR } - argDescriptor { - name: "input" - argType: INPUT_TENSOR - } - argDescriptor { - name: "y" - argType: INPUT_TENSOR - argIndex: 1 - } opDeclarationType: LEGACY_XYZ } opList { name: "meta_reduce" - argDescriptor { - name: "outputs" - argType: OUTPUT_TENSOR - } argDescriptor { name: "dimensions" argType: INT64 } + argDescriptor { + name: "outputs" + argType: OUTPUT_TENSOR + } opDeclarationType: LEGACY_XYZ } opList { name: "min_pairwise" + argDescriptor { + name: "dataType" + argType: DATA_TYPE + } argDescriptor { name: "outputs" argType: OUTPUT_TENSOR @@ -12121,14 +12274,14 @@ opList { argType: INPUT_TENSOR argIndex: 1 } - argDescriptor { - name: "dataType" - argType: DATA_TYPE - } opDeclarationType: LEGACY_XYZ } opList { name: "minimum" + argDescriptor { + name: "dataType" + argType: DATA_TYPE + } argDescriptor { name: "outputs" argType: OUTPUT_TENSOR @@ -12146,14 +12299,14 @@ opList { argType: INPUT_TENSOR argIndex: 1 } - argDescriptor { - name: "dataType" - argType: DATA_TYPE - } opDeclarationType: BROADCASTABLE_OP_IMPL } opList { name: "minimum_bp" + argDescriptor { + name: "dtype" + argType: DATA_TYPE + } argDescriptor { name: "gradX" argType: OUTPUT_TENSOR @@ -12177,13 +12330,17 @@ opList { argType: INPUT_TENSOR argIndex: 2 } +} +opList { + name: "mirror_pad" + argDescriptor { + name: "mode" + argType: INT64 + } argDescriptor { name: "dtype" argType: DATA_TYPE } -} -opList { - name: "mirror_pad" argDescriptor { name: "outputs" argType: OUTPUT_TENSOR @@ -12201,17 +12358,13 @@ opList { argType: INPUT_TENSOR argIndex: 1 } - argDescriptor { - name: "mode" - argType: INT64 - } - argDescriptor { - name: "dtype" - argType: DATA_TYPE - } } opList { name: "mish" + argDescriptor { + name: "dataType" + argType: DATA_TYPE + } argDescriptor { name: "outputs" argType: OUTPUT_TENSOR @@ -12224,14 +12377,14 @@ opList { name: "input" argType: INPUT_TENSOR } - argDescriptor { - name: "dataType" - argType: DATA_TYPE - } opDeclarationType: LEGACY_XYZ } opList { name: "mod" + argDescriptor { + name: "dataType" + argType: DATA_TYPE + } argDescriptor { name: "outputs" argType: OUTPUT_TENSOR @@ -12249,14 +12402,14 @@ opList { argType: INPUT_TENSOR argIndex: 1 } - argDescriptor { - name: "dataType" - argType: DATA_TYPE - } opDeclarationType: BROADCASTABLE_OP_IMPL } opList { name: "mod_bp" + argDescriptor { + name: "dtype" + argType: DATA_TYPE + } argDescriptor { name: "gradX" argType: OUTPUT_TENSOR @@ -12284,13 +12437,17 @@ opList { argType: INPUT_TENSOR argIndex: 2 } +} +opList { + name: "moments" + argDescriptor { + name: "dimensions" + argType: INT64 + } argDescriptor { name: "dtype" argType: DATA_TYPE } -} -opList { - name: "moments" argDescriptor { name: "means" argType: OUTPUT_TENSOR @@ -12300,6 +12457,10 @@ opList { argType: OUTPUT_TENSOR argIndex: 1 } + argDescriptor { + name: "keepDims" + argType: DOUBLE + } argDescriptor { name: "input" argType: INPUT_TENSOR @@ -12314,18 +12475,6 @@ opList { argType: INPUT_TENSOR argIndex: 2 } - argDescriptor { - name: "dimensions" - argType: INT64 - } - argDescriptor { - name: "dtype" - argType: DATA_TYPE - } - argDescriptor { - name: "keepDims" - argType: DOUBLE - } } opList { name: "mul_scalar" @@ -12334,18 +12483,30 @@ opList { argType: OUTPUT_TENSOR } argDescriptor { - name: "input" - argType: INPUT_TENSOR + name: "inPlace" + argType: BOOL } argDescriptor { - name: "y" + name: "input" argType: INPUT_TENSOR - argIndex: 1 } opDeclarationType: LEGACY_XYZ } opList { name: "multi_head_dot_product_attention" + argDescriptor { + name: "normalization" + argType: INT64 + } + argDescriptor { + name: "weights" + argType: INT64 + argIndex: 1 + } + argDescriptor { + name: "dtype" + argType: DATA_TYPE + } argDescriptor { name: "outputs" argType: OUTPUT_TENSOR @@ -12398,22 +12559,17 @@ opList { argType: INPUT_TENSOR argIndex: 7 } +} +opList { + name: "multi_head_dot_product_attention_bp" argDescriptor { name: "normalization" argType: INT64 } - argDescriptor { - name: "weights" - argType: INT64 - argIndex: 1 - } argDescriptor { name: "dtype" argType: DATA_TYPE } -} -opList { - name: "multi_head_dot_product_attention_bp" argDescriptor { name: "dLdq" argType: OUTPUT_TENSOR @@ -12496,17 +12652,13 @@ opList { argType: INPUT_TENSOR argIndex: 8 } - argDescriptor { - name: "normalization" - argType: INT64 - } - argDescriptor { - name: "dtype" - argType: DATA_TYPE - } } opList { name: "multiply" + argDescriptor { + name: "dataType" + argType: DATA_TYPE + } argDescriptor { name: "outputs" argType: OUTPUT_TENSOR @@ -12524,14 +12676,14 @@ opList { argType: INPUT_TENSOR argIndex: 1 } - argDescriptor { - name: "dataType" - argType: DATA_TYPE - } opDeclarationType: BROADCASTABLE_OP_IMPL } opList { name: "multiply_bp" + argDescriptor { + name: "dtype" + argType: DATA_TYPE + } argDescriptor { name: "gradX" argType: OUTPUT_TENSOR @@ -12559,13 +12711,13 @@ opList { argType: INPUT_TENSOR argIndex: 2 } - argDescriptor { - name: "dtype" - argType: DATA_TYPE - } } opList { name: "nadam_updater" + argDescriptor { + name: "iteration" + argType: INT64 + } argDescriptor { name: "update" argType: OUTPUT_TENSOR @@ -12580,6 +12732,25 @@ opList { argType: OUTPUT_TENSOR argIndex: 2 } + argDescriptor { + name: "dLr" + argType: DOUBLE + } + argDescriptor { + name: "dBeta1" + argType: DOUBLE + argIndex: 1 + } + argDescriptor { + name: "dBeta2" + argType: DOUBLE + argIndex: 2 + } + argDescriptor { + name: "dEpsilon" + argType: DOUBLE + argIndex: 3 + } argDescriptor { name: "gradient" argType: INPUT_TENSOR @@ -12614,33 +12785,14 @@ opList { argType: INPUT_TENSOR argIndex: 6 } - argDescriptor { - name: "iteration" - argType: INT64 - } - argDescriptor { - name: "dLr" - argType: DOUBLE - } - argDescriptor { - name: "dBeta1" - argType: DOUBLE - argIndex: 1 - } - argDescriptor { - name: "dBeta2" - argType: DOUBLE - argIndex: 2 - } - argDescriptor { - name: "dEpsilon" - argType: DOUBLE - argIndex: 3 - } opDeclarationType: CONFIGURABLE_OP_IMPL } opList { name: "neg" + argDescriptor { + name: "dataType" + argType: DATA_TYPE + } argDescriptor { name: "outputs" argType: OUTPUT_TENSOR @@ -12653,10 +12805,6 @@ opList { name: "input" argType: INPUT_TENSOR } - argDescriptor { - name: "dataType" - argType: DATA_TYPE - } opDeclarationType: LEGACY_XYZ } opList { @@ -12670,6 +12818,15 @@ opList { argType: OUTPUT_TENSOR argIndex: 1 } + argDescriptor { + name: "dLr" + argType: DOUBLE + } + argDescriptor { + name: "dMomentum" + argType: DOUBLE + argIndex: 1 + } argDescriptor { name: "gradient" argType: INPUT_TENSOR @@ -12689,15 +12846,6 @@ opList { argType: INPUT_TENSOR argIndex: 3 } - argDescriptor { - name: "dLr" - argType: DOUBLE - } - argDescriptor { - name: "dMomentum" - argType: DOUBLE - argIndex: 1 - } opDeclarationType: CONFIGURABLE_OP_IMPL } opList { @@ -12706,17 +12854,25 @@ opList { name: "outputs" argType: OUTPUT_TENSOR } - argDescriptor { - name: "input" - argType: INPUT_TENSOR - } argDescriptor { name: "frameName" argType: STRING } + argDescriptor { + name: "input" + argType: INPUT_TENSOR + } } opList { name: "non_max_suppression" + argDescriptor { + name: "maxOutputSize" + argType: INT64 + } + argDescriptor { + name: "dtype" + argType: DATA_TYPE + } argDescriptor { name: "outputs" argType: OUTPUT_TENSOR @@ -12736,7 +12892,7 @@ opList { argIndex: 2 } argDescriptor { - name: "overlayThreshold" + name: "iouThreshold" argType: INPUT_TENSOR argIndex: 3 } @@ -12745,6 +12901,9 @@ opList { argType: INPUT_TENSOR argIndex: 4 } +} +opList { + name: "non_max_suppression_overlaps" argDescriptor { name: "maxOutputSize" argType: INT64 @@ -12754,7 +12913,11 @@ opList { argType: DATA_TYPE } argDescriptor { - name: "iouThreshold" + name: "outputs" + argType: OUTPUT_TENSOR + } + argDescriptor { + name: "overlapThreshold" argType: DOUBLE } argDescriptor { @@ -12762,13 +12925,6 @@ opList { argType: DOUBLE argIndex: 1 } -} -opList { - name: "non_max_suppression_overlaps" - argDescriptor { - name: "outputs" - argType: OUTPUT_TENSOR - } argDescriptor { name: "boxes" argType: INPUT_TENSOR @@ -12778,6 +12934,24 @@ opList { argType: INPUT_TENSOR argIndex: 1 } + argDescriptor { + name: "maxOutSize" + argType: INPUT_TENSOR + argIndex: 2 + } + argDescriptor { + name: "iouThreshold" + argType: INPUT_TENSOR + argIndex: 3 + } + argDescriptor { + name: "scoreThreshold" + argType: INPUT_TENSOR + argIndex: 4 + } +} +opList { + name: "non_max_suppression_v3" argDescriptor { name: "maxOutputSize" argType: INT64 @@ -12786,18 +12960,6 @@ opList { name: "dtype" argType: DATA_TYPE } - argDescriptor { - name: "overlapThreshold" - argType: DOUBLE - } - argDescriptor { - name: "scoreThreshold" - argType: DOUBLE - argIndex: 1 - } -} -opList { - name: "non_max_suppression_v3" argDescriptor { name: "outputs" argType: OUTPUT_TENSOR @@ -12826,14 +12988,6 @@ opList { argType: INPUT_TENSOR argIndex: 4 } - argDescriptor { - name: "maxOutputSize" - argType: INT64 - } - argDescriptor { - name: "dtype" - argType: DATA_TYPE - } } opList { name: "noop" @@ -12850,9 +13004,13 @@ opList { opList { name: "norm" argDescriptor { - name: "outputs" + name: "*output" argType: OUTPUT_TENSOR } + argDescriptor { + name: "mode" + argType: DOUBLE + } argDescriptor { name: "input" argType: INPUT_TENSOR @@ -12862,14 +13020,14 @@ opList { argType: INPUT_TENSOR argIndex: 1 } - argDescriptor { - name: "mode" - argType: DOUBLE - } opDeclarationType: REDUCTION_OP_IMPL } opList { name: "normalize_moments" + argDescriptor { + name: "dtype" + argType: DATA_TYPE + } argDescriptor { name: "resMeans" argType: OUTPUT_TENSOR @@ -12879,6 +13037,10 @@ opList { argType: OUTPUT_TENSOR argIndex: 1 } + argDescriptor { + name: "shift" + argType: DOUBLE + } argDescriptor { name: "counts" argType: INPUT_TENSOR @@ -12903,21 +13065,21 @@ opList { argType: INPUT_TENSOR argIndex: 4 } - argDescriptor { - name: "dtype" - argType: DATA_TYPE - } - argDescriptor { - name: "shift" - argType: DOUBLE - } } opList { name: "not" + argDescriptor { + name: "dataType" + argType: DATA_TYPE + } argDescriptor { name: "outputs" argType: OUTPUT_TENSOR } + argDescriptor { + name: "comparable" + argType: DOUBLE + } argDescriptor { name: "input" argType: INPUT_TENSOR @@ -12927,18 +13089,14 @@ opList { argType: INPUT_TENSOR argIndex: 1 } - argDescriptor { - name: "dataType" - argType: DATA_TYPE - } - argDescriptor { - name: "comparable" - argType: DOUBLE - } opDeclarationType: LEGACY_XYZ } opList { name: "not_equals" + argDescriptor { + name: "dataType" + argType: DATA_TYPE + } argDescriptor { name: "outputs" argType: OUTPUT_TENSOR @@ -12956,10 +13114,6 @@ opList { argType: INPUT_TENSOR argIndex: 1 } - argDescriptor { - name: "dataType" - argType: DATA_TYPE - } opDeclarationType: BROADCASTABLE_BOOL_OP_IMPL } opList { @@ -12996,6 +13150,14 @@ opList { } opList { name: "nth_element" + argDescriptor { + name: "reverse" + argType: INT64 + } + argDescriptor { + name: "dtype" + argType: DATA_TYPE + } argDescriptor { name: "outputs" argType: OUTPUT_TENSOR @@ -13013,17 +13175,13 @@ opList { argType: INPUT_TENSOR argIndex: 1 } - argDescriptor { - name: "reverse" - argType: INT64 - } - argDescriptor { - name: "dtype" - argType: DATA_TYPE - } } opList { name: "old_assign" + argDescriptor { + name: "dataType" + argType: DATA_TYPE + } argDescriptor { name: "outputs" argType: OUTPUT_TENSOR @@ -13036,18 +13194,41 @@ opList { name: "input" argType: INPUT_TENSOR } - argDescriptor { - name: "dataType" - argType: DATA_TYPE - } opDeclarationType: LEGACY_XYZ } opList { name: "onehot" + argDescriptor { + name: "dimensions" + argType: INT64 + } + argDescriptor { + name: "depth" + argType: INT64 + argIndex: 1 + } + argDescriptor { + name: "dataType" + argType: INT64 + argIndex: 2 + } + argDescriptor { + name: "dtype" + argType: DATA_TYPE + } argDescriptor { name: "outputs" argType: OUTPUT_TENSOR } + argDescriptor { + name: "on" + argType: DOUBLE + } + argDescriptor { + name: "off" + argType: DOUBLE + argIndex: 1 + } argDescriptor { name: "input" argType: INPUT_TENSOR @@ -13067,36 +13248,13 @@ opList { argType: INPUT_TENSOR argIndex: 3 } - argDescriptor { - name: "dimensions" - argType: INT64 - } - argDescriptor { - name: "depth" - argType: INT64 - argIndex: 1 - } - argDescriptor { - name: "dataType" - argType: INT64 - argIndex: 2 - } - argDescriptor { - name: "dtype" - argType: DATA_TYPE - } - argDescriptor { - name: "on" - argType: DOUBLE - } - argDescriptor { - name: "off" - argType: DOUBLE - argIndex: 1 - } } opList { name: "oneminus" + argDescriptor { + name: "dataType" + argType: DATA_TYPE + } argDescriptor { name: "outputs" argType: OUTPUT_TENSOR @@ -13109,22 +13267,10 @@ opList { name: "input" argType: INPUT_TENSOR } - argDescriptor { - name: "dataType" - argType: DATA_TYPE - } opDeclarationType: LEGACY_XYZ } opList { name: "ones_as" - argDescriptor { - name: "outputs" - argType: OUTPUT_TENSOR - } - argDescriptor { - name: "input" - argType: INPUT_TENSOR - } argDescriptor { name: "dataType" argType: INT64 @@ -13133,9 +13279,21 @@ opList { name: "dtype" argType: DATA_TYPE } + argDescriptor { + name: "outputs" + argType: OUTPUT_TENSOR + } + argDescriptor { + name: "input" + argType: INPUT_TENSOR + } } opList { name: "or" + argDescriptor { + name: "dataType" + argType: DATA_TYPE + } argDescriptor { name: "outputs" argType: OUTPUT_TENSOR @@ -13144,23 +13302,14 @@ opList { name: "inPlace" argType: BOOL } - argDescriptor { - name: "input" - argType: INPUT_TENSOR - } - argDescriptor { - name: "y" - argType: INPUT_TENSOR - argIndex: 1 - } - argDescriptor { - name: "dataType" - argType: DATA_TYPE - } argDescriptor { name: "comparable" argType: DOUBLE } + argDescriptor { + name: "input" + argType: INPUT_TENSOR + } opDeclarationType: LEGACY_XYZ } opList { @@ -13181,6 +13330,10 @@ opList { } opList { name: "order" + argDescriptor { + name: "dtype" + argType: DATA_TYPE + } argDescriptor { name: "outputs" argType: OUTPUT_TENSOR @@ -13189,17 +13342,25 @@ opList { name: "input" argType: INPUT_TENSOR } - argDescriptor { - name: "dtype" - argType: DATA_TYPE - } } opList { name: "pad" + argDescriptor { + name: "mode" + argType: INT64 + } + argDescriptor { + name: "dtype" + argType: DATA_TYPE + } argDescriptor { name: "outputs" argType: OUTPUT_TENSOR } + argDescriptor { + name: "padValue" + argType: DOUBLE + } argDescriptor { name: "input" argType: INPUT_TENSOR @@ -13209,21 +13370,13 @@ opList { argType: INPUT_TENSOR argIndex: 1 } - argDescriptor { - name: "mode" - argType: INT64 - } +} +opList { + name: "parallel_stack" argDescriptor { name: "dtype" argType: DATA_TYPE } - argDescriptor { - name: "padValue" - argType: DOUBLE - } -} -opList { - name: "parallel_stack" argDescriptor { name: "outputs" argType: OUTPUT_TENSOR @@ -13237,21 +13390,9 @@ opList { argType: INPUT_TENSOR argIndex: 1 } - argDescriptor { - name: "dtype" - argType: DATA_TYPE - } } opList { name: "percentile" - argDescriptor { - name: "outputs" - argType: OUTPUT_TENSOR - } - argDescriptor { - name: "input" - argType: INPUT_TENSOR - } argDescriptor { name: "dimensions" argType: INT64 @@ -13260,6 +13401,10 @@ opList { name: "dtype" argType: DATA_TYPE } + argDescriptor { + name: "outputs" + argType: OUTPUT_TENSOR + } argDescriptor { name: "q" argType: DOUBLE @@ -13274,9 +13419,21 @@ opList { argType: DOUBLE argIndex: 2 } + argDescriptor { + name: "input" + argType: INPUT_TENSOR + } } opList { name: "permute" + argDescriptor { + name: "reverseDims" + argType: INT64 + } + argDescriptor { + name: "dtype" + argType: DATA_TYPE + } argDescriptor { name: "outputs" argType: OUTPUT_TENSOR @@ -13286,18 +13443,10 @@ opList { argType: INPUT_TENSOR } argDescriptor { - name: "permuteDims" + name: "permutationVector" argType: INPUT_TENSOR argIndex: 1 } - argDescriptor { - name: "reverseDims" - argType: INT64 - } - argDescriptor { - name: "dtype" - argType: DATA_TYPE - } } opList { name: "pick_list" @@ -13318,14 +13467,6 @@ opList { } opList { name: "pnormpool2d" - argDescriptor { - name: "outputs" - argType: OUTPUT_TENSOR - } - argDescriptor { - name: "input" - argType: INPUT_TENSOR - } argDescriptor { name: "kY" argType: INT64 @@ -13384,22 +13525,17 @@ opList { name: "dtype" argType: DATA_TYPE } -} -opList { - name: "pnormpool2d_bp" argDescriptor { - name: "gradI" + name: "outputs" argType: OUTPUT_TENSOR } argDescriptor { name: "input" argType: INPUT_TENSOR } - argDescriptor { - name: "gradO" - argType: INPUT_TENSOR - argIndex: 1 - } +} +opList { + name: "pnormpool2d_bp" argDescriptor { name: "kH" argType: INT64 @@ -13458,13 +13594,39 @@ opList { name: "dtype" argType: DATA_TYPE } + argDescriptor { + name: "gradI" + argType: OUTPUT_TENSOR + } argDescriptor { name: "eps" argType: DOUBLE } + argDescriptor { + name: "input" + argType: INPUT_TENSOR + } + argDescriptor { + name: "gradO" + argType: INPUT_TENSOR + argIndex: 1 + } } opList { name: "pointwise_conv2d" + argDescriptor { + name: "isNCHW" + argType: INT64 + } + argDescriptor { + name: "wFormat" + argType: INT64 + argIndex: 1 + } + argDescriptor { + name: "dtype" + argType: DATA_TYPE + } argDescriptor { name: "outputs" argType: OUTPUT_TENSOR @@ -13483,19 +13645,6 @@ opList { argType: INPUT_TENSOR argIndex: 2 } - argDescriptor { - name: "isNCHW" - argType: INT64 - } - argDescriptor { - name: "wFormat" - argType: INT64 - argIndex: 1 - } - argDescriptor { - name: "dtype" - argType: DATA_TYPE - } } opList { name: "polygamma" @@ -13544,6 +13693,10 @@ opList { name: "inPlace" argType: BOOL } + argDescriptor { + name: "pow" + argType: DOUBLE + } argDescriptor { name: "input" argType: INPUT_TENSOR @@ -13553,14 +13706,14 @@ opList { argType: INPUT_TENSOR argIndex: 1 } - argDescriptor { - name: "pow" - argType: DOUBLE - } opDeclarationType: LEGACY_XYZ } opList { name: "pow_pairwise" + argDescriptor { + name: "dataType" + argType: DATA_TYPE + } argDescriptor { name: "outputs" argType: OUTPUT_TENSOR @@ -13578,14 +13731,14 @@ opList { argType: INPUT_TENSOR argIndex: 1 } - argDescriptor { - name: "dataType" - argType: DATA_TYPE - } opDeclarationType: LEGACY_XYZ } opList { name: "precise_gelu" + argDescriptor { + name: "dataType" + argType: DATA_TYPE + } argDescriptor { name: "outputs" argType: OUTPUT_TENSOR @@ -13603,14 +13756,14 @@ opList { name: "input" argType: INPUT_TENSOR } - argDescriptor { - name: "dataType" - argType: DATA_TYPE - } opDeclarationType: LEGACY_XYZ } opList { name: "prelu" + argDescriptor { + name: "sharedAxes" + argType: INT64 + } argDescriptor { name: "outputs" argType: OUTPUT_TENSOR @@ -13624,14 +13777,14 @@ opList { argType: INPUT_TENSOR argIndex: 1 } - argDescriptor { - name: "sharedAxes" - argType: INT64 - } opDeclarationType: CONFIGURABLE_OP_IMPL } opList { name: "prelu_bp" + argDescriptor { + name: "sharedAxes" + argType: INT64 + } argDescriptor { name: "dLdI" argType: OUTPUT_TENSOR @@ -13665,14 +13818,14 @@ opList { argType: INPUT_TENSOR argIndex: 4 } - argDescriptor { - name: "sharedAxes" - argType: INT64 - } opDeclarationType: CONFIGURABLE_OP_IMPL } opList { name: "print_affinity" + argDescriptor { + name: "dtype" + argType: DATA_TYPE + } argDescriptor { name: "outputs" argType: OUTPUT_TENSOR @@ -13681,13 +13834,13 @@ opList { name: "input" argType: INPUT_TENSOR } +} +opList { + name: "print_variable" argDescriptor { name: "dtype" argType: DATA_TYPE } -} -opList { - name: "print_variable" argDescriptor { name: "outputs" argType: OUTPUT_TENSOR @@ -13705,10 +13858,6 @@ opList { argType: INPUT_TENSOR argIndex: 1 } - argDescriptor { - name: "dtype" - argType: DATA_TYPE - } } opList { name: "probablistic_merge" @@ -13716,6 +13865,10 @@ opList { name: "outputs" argType: OUTPUT_TENSOR } + argDescriptor { + name: "probability" + argType: DOUBLE + } argDescriptor { name: "input" argType: INPUT_TENSOR @@ -13725,14 +13878,14 @@ opList { argType: INPUT_TENSOR argIndex: 1 } - argDescriptor { - name: "probability" - argType: DOUBLE - } opDeclarationType: LEGACY_XYZ } opList { name: "qr" + argDescriptor { + name: "dtype" + argType: DATA_TYPE + } argDescriptor { name: "outputQ" argType: OUTPUT_TENSOR @@ -13750,32 +13903,36 @@ opList { name: "input" argType: INPUT_TENSOR } +} +opList { + name: "random_bernoulli" argDescriptor { name: "dtype" argType: DATA_TYPE } -} -opList { - name: "random_bernoulli" argDescriptor { name: "outputs" argType: OUTPUT_TENSOR } + argDescriptor { + name: "f" + argType: DOUBLE + } argDescriptor { name: "input" argType: INPUT_TENSOR } +} +opList { + name: "random_crop" + argDescriptor { + name: "seed" + argType: INT64 + } argDescriptor { name: "dtype" argType: DATA_TYPE } - argDescriptor { - name: "f" - argType: DOUBLE - } -} -opList { - name: "random_crop" argDescriptor { name: "outputs" argType: OUTPUT_TENSOR @@ -13789,21 +13946,9 @@ opList { argType: INPUT_TENSOR argIndex: 1 } - argDescriptor { - name: "seed" - argType: INT64 - } - argDescriptor { - name: "dtype" - argType: DATA_TYPE - } } opList { name: "random_exponential" - argDescriptor { - name: "outputs" - argType: OUTPUT_TENSOR - } argDescriptor { name: "shape" argType: INT64 @@ -13812,6 +13957,10 @@ opList { name: "dtype" argType: DATA_TYPE } + argDescriptor { + name: "outputs" + argType: OUTPUT_TENSOR + } argDescriptor { name: "lambda" argType: DOUBLE @@ -13819,6 +13968,14 @@ opList { } opList { name: "random_gamma" + argDescriptor { + name: "seed" + argType: INT64 + } + argDescriptor { + name: "dtype" + argType: DATA_TYPE + } argDescriptor { name: "outputs" argType: OUTPUT_TENSOR @@ -13837,17 +13994,17 @@ opList { argType: INPUT_TENSOR argIndex: 2 } +} +opList { + name: "random_multinomial" argDescriptor { - name: "seed" + name: "dimC" argType: INT64 } argDescriptor { name: "dtype" argType: DATA_TYPE } -} -opList { - name: "random_multinomial" argDescriptor { name: "outputs" argType: OUTPUT_TENSOR @@ -13861,17 +14018,13 @@ opList { argType: INPUT_TENSOR argIndex: 1 } - argDescriptor { - name: "dimC" - argType: INT64 - } +} +opList { + name: "random_normal" argDescriptor { name: "dtype" argType: DATA_TYPE } -} -opList { - name: "random_normal" argDescriptor { name: "outputs" argType: OUTPUT_TENSOR @@ -13880,13 +14033,17 @@ opList { name: "input" argType: INPUT_TENSOR } +} +opList { + name: "random_poisson" + argDescriptor { + name: "seed" + argType: INT64 + } argDescriptor { name: "dtype" argType: DATA_TYPE } -} -opList { - name: "random_poisson" argDescriptor { name: "outputs" argType: OUTPUT_TENSOR @@ -13900,17 +14057,13 @@ opList { argType: INPUT_TENSOR argIndex: 1 } - argDescriptor { - name: "seed" - argType: INT64 - } - argDescriptor { - name: "dtype" - argType: DATA_TYPE - } } opList { name: "random_shuffle" + argDescriptor { + name: "seeds" + argType: INT64 + } argDescriptor { name: "outputs" argType: OUTPUT_TENSOR @@ -13919,10 +14072,6 @@ opList { name: "input" argType: INPUT_TENSOR } - argDescriptor { - name: "seeds" - argType: INT64 - } opDeclarationType: OP_IMPL } opList { @@ -13931,10 +14080,6 @@ opList { name: "outputs" argType: OUTPUT_TENSOR } - argDescriptor { - name: "shape" - argType: INPUT_TENSOR - } argDescriptor { name: "mean" argType: DOUBLE @@ -13944,27 +14089,13 @@ opList { argType: DOUBLE argIndex: 1 } -} -opList { - name: "randomuniform" - argDescriptor { - name: "outputs" - argType: OUTPUT_TENSOR - } argDescriptor { name: "shape" argType: INPUT_TENSOR } - argDescriptor { - name: "min" - argType: INPUT_TENSOR - argIndex: 1 - } - argDescriptor { - name: "max" - argType: INPUT_TENSOR - argIndex: 2 - } +} +opList { + name: "randomuniform" argDescriptor { name: "dtype" argType: INT64 @@ -13978,6 +14109,10 @@ opList { name: "dataType" argType: DATA_TYPE } + argDescriptor { + name: "outputs" + argType: OUTPUT_TENSOR + } argDescriptor { name: "min" argType: DOUBLE @@ -13987,27 +14122,23 @@ opList { argType: DOUBLE argIndex: 1 } -} -opList { - name: "range" argDescriptor { - name: "outputs" - argType: OUTPUT_TENSOR - } - argDescriptor { - name: "from" + name: "shape" argType: INPUT_TENSOR } argDescriptor { - name: "to" + name: "min" argType: INPUT_TENSOR argIndex: 1 } argDescriptor { - name: "step" + name: "max" argType: INPUT_TENSOR argIndex: 2 } +} +opList { + name: "range" argDescriptor { name: "from" argType: INT64 @@ -14026,6 +14157,10 @@ opList { name: "dtype" argType: DATA_TYPE } + argDescriptor { + name: "outputs" + argType: OUTPUT_TENSOR + } argDescriptor { name: "from" argType: DOUBLE @@ -14040,9 +14175,27 @@ opList { argType: DOUBLE argIndex: 2 } + argDescriptor { + name: "from" + argType: INPUT_TENSOR + } + argDescriptor { + name: "to" + argType: INPUT_TENSOR + argIndex: 1 + } + argDescriptor { + name: "step" + argType: INPUT_TENSOR + argIndex: 2 + } } opList { name: "rank" + argDescriptor { + name: "dtype" + argType: DATA_TYPE + } argDescriptor { name: "outputs" argType: OUTPUT_TENSOR @@ -14055,13 +14208,13 @@ opList { name: "input" argType: INPUT_TENSOR } - argDescriptor { - name: "dtype" - argType: DATA_TYPE - } } opList { name: "rational_tanh" + argDescriptor { + name: "dataType" + argType: DATA_TYPE + } argDescriptor { name: "outputs" argType: OUTPUT_TENSOR @@ -14074,14 +14227,14 @@ opList { name: "input" argType: INPUT_TENSOR } - argDescriptor { - name: "dataType" - argType: DATA_TYPE - } opDeclarationType: LEGACY_XYZ } opList { name: "rational_tanh_derivative" + argDescriptor { + name: "dataType" + argType: DATA_TYPE + } argDescriptor { name: "outputs" argType: OUTPUT_TENSOR @@ -14094,10 +14247,6 @@ opList { name: "input" argType: INPUT_TENSOR } - argDescriptor { - name: "dataType" - argType: DATA_TYPE - } opDeclarationType: LEGACY_XYZ } opList { @@ -14135,18 +14284,27 @@ opList { name: "outputs" argType: OUTPUT_TENSOR } - argDescriptor { - name: "inPlace" - argType: BOOL - } argDescriptor { name: "input" argType: INPUT_TENSOR } + argDescriptor { + name: "y" + argType: INPUT_TENSOR + argIndex: 1 + } opDeclarationType: LEGACY_XYZ } opList { name: "read_list" + argDescriptor { + name: "index" + argType: INT64 + } + argDescriptor { + name: "importDataType" + argType: DATA_TYPE + } argDescriptor { name: "outputs" argType: OUTPUT_TENSOR @@ -14160,18 +14318,14 @@ opList { argType: INPUT_TENSOR argIndex: 1 } - argDescriptor { - name: "index" - argType: INT64 - } - argDescriptor { - name: "importDataType" - argType: DATA_TYPE - } opDeclarationType: LIST_OP_IMPL } opList { name: "realdiv" + argDescriptor { + name: "dataType" + argType: DATA_TYPE + } argDescriptor { name: "outputs" argType: OUTPUT_TENSOR @@ -14189,14 +14343,14 @@ opList { argType: INPUT_TENSOR argIndex: 1 } - argDescriptor { - name: "dataType" - argType: DATA_TYPE - } opDeclarationType: BROADCASTABLE_OP_IMPL } opList { name: "realdiv_bp" + argDescriptor { + name: "dtype" + argType: DATA_TYPE + } argDescriptor { name: "gradX" argType: OUTPUT_TENSOR @@ -14220,13 +14374,13 @@ opList { argType: INPUT_TENSOR argIndex: 2 } - argDescriptor { - name: "dtype" - argType: DATA_TYPE - } } opList { name: "rectified_tanh" + argDescriptor { + name: "dataType" + argType: DATA_TYPE + } argDescriptor { name: "outputs" argType: OUTPUT_TENSOR @@ -14239,14 +14393,14 @@ opList { name: "input" argType: INPUT_TENSOR } - argDescriptor { - name: "dataType" - argType: DATA_TYPE - } opDeclarationType: LEGACY_XYZ } opList { name: "rectified_tanh_derivative" + argDescriptor { + name: "dataType" + argType: DATA_TYPE + } argDescriptor { name: "outputs" argType: OUTPUT_TENSOR @@ -14259,10 +14413,6 @@ opList { name: "input" argType: INPUT_TENSOR } - argDescriptor { - name: "dataType" - argType: DATA_TYPE - } opDeclarationType: LEGACY_XYZ } opList { @@ -14296,6 +14446,14 @@ opList { } opList { name: "reduce_dot_bp" + argDescriptor { + name: "dimensions" + argType: INT64 + } + argDescriptor { + name: "dtype" + argType: DATA_TYPE + } argDescriptor { name: "gradX" argType: OUTPUT_TENSOR @@ -14333,34 +14491,9 @@ opList { argType: INPUT_TENSOR argIndex: 4 } - argDescriptor { - name: "dimensions" - argType: INT64 - } - argDescriptor { - name: "dtype" - argType: DATA_TYPE - } } opList { name: "reduce_logsumexp" - argDescriptor { - name: "outputs" - argType: OUTPUT_TENSOR - } - argDescriptor { - name: "keepDim" - argType: BOOL - } - argDescriptor { - name: "input" - argType: INPUT_TENSOR - } - argDescriptor { - name: "dimensions" - argType: INPUT_TENSOR - argIndex: 1 - } argDescriptor { name: "dimensions" argType: INT64 @@ -14369,13 +14502,38 @@ opList { name: "dtype" argType: DATA_TYPE } + argDescriptor { + name: "outputs" + argType: OUTPUT_TENSOR + } argDescriptor { name: "keepDims" argType: DOUBLE } + argDescriptor { + name: "keepDims" + argType: BOOL + } + argDescriptor { + name: "input" + argType: INPUT_TENSOR + } + argDescriptor { + name: "dimensions" + argType: INPUT_TENSOR + argIndex: 1 + } } opList { name: "reduce_max" + argDescriptor { + name: "dimensions" + argType: INT64 + } + argDescriptor { + name: "dtype" + argType: DATA_TYPE + } argDescriptor { name: "outputs" argType: OUTPUT_TENSOR @@ -14393,17 +14551,17 @@ opList { argType: INPUT_TENSOR argIndex: 1 } - argDescriptor { - name: "dimensions" - argType: INT64 - } - argDescriptor { - name: "dtype" - argType: DATA_TYPE - } } opList { name: "reduce_max_bp" + argDescriptor { + name: "dimensions" + argType: INT64 + } + argDescriptor { + name: "dtype" + argType: DATA_TYPE + } argDescriptor { name: "gradI" argType: OUTPUT_TENSOR @@ -14426,17 +14584,17 @@ opList { argType: INPUT_TENSOR argIndex: 2 } - argDescriptor { - name: "dimensions" - argType: INT64 - } - argDescriptor { - name: "dtype" - argType: DATA_TYPE - } } opList { name: "reduce_mean" + argDescriptor { + name: "dimensions" + argType: INT64 + } + argDescriptor { + name: "dtype" + argType: DATA_TYPE + } argDescriptor { name: "outputs" argType: OUTPUT_TENSOR @@ -14454,17 +14612,17 @@ opList { argType: INPUT_TENSOR argIndex: 1 } - argDescriptor { - name: "dimensions" - argType: INT64 - } - argDescriptor { - name: "dtype" - argType: DATA_TYPE - } } opList { name: "reduce_mean_bp" + argDescriptor { + name: "dimensions" + argType: INT64 + } + argDescriptor { + name: "dtype" + argType: DATA_TYPE + } argDescriptor { name: "gradI" argType: OUTPUT_TENSOR @@ -14487,17 +14645,17 @@ opList { argType: INPUT_TENSOR argIndex: 2 } - argDescriptor { - name: "dimensions" - argType: INT64 - } - argDescriptor { - name: "dtype" - argType: DATA_TYPE - } } opList { name: "reduce_min" + argDescriptor { + name: "dimensions" + argType: INT64 + } + argDescriptor { + name: "dtype" + argType: DATA_TYPE + } argDescriptor { name: "outputs" argType: OUTPUT_TENSOR @@ -14515,17 +14673,17 @@ opList { argType: INPUT_TENSOR argIndex: 1 } - argDescriptor { - name: "dimensions" - argType: INT64 - } - argDescriptor { - name: "dtype" - argType: DATA_TYPE - } } opList { name: "reduce_min_bp" + argDescriptor { + name: "dimensions" + argType: INT64 + } + argDescriptor { + name: "dtype" + argType: DATA_TYPE + } argDescriptor { name: "gradI" argType: OUTPUT_TENSOR @@ -14548,17 +14706,17 @@ opList { argType: INPUT_TENSOR argIndex: 2 } - argDescriptor { - name: "dimensions" - argType: INT64 - } - argDescriptor { - name: "dtype" - argType: DATA_TYPE - } } opList { name: "reduce_norm1" + argDescriptor { + name: "dimensions" + argType: INT64 + } + argDescriptor { + name: "dtype" + argType: DATA_TYPE + } argDescriptor { name: "outputs" argType: OUTPUT_TENSOR @@ -14576,17 +14734,17 @@ opList { argType: INPUT_TENSOR argIndex: 1 } - argDescriptor { - name: "dimensions" - argType: INT64 - } - argDescriptor { - name: "dtype" - argType: DATA_TYPE - } } opList { name: "reduce_norm1_bp" + argDescriptor { + name: "dimensions" + argType: INT64 + } + argDescriptor { + name: "dtype" + argType: DATA_TYPE + } argDescriptor { name: "gradI" argType: OUTPUT_TENSOR @@ -14609,17 +14767,17 @@ opList { argType: INPUT_TENSOR argIndex: 2 } - argDescriptor { - name: "dimensions" - argType: INT64 - } - argDescriptor { - name: "dtype" - argType: DATA_TYPE - } } opList { name: "reduce_norm2" + argDescriptor { + name: "dimensions" + argType: INT64 + } + argDescriptor { + name: "dtype" + argType: DATA_TYPE + } argDescriptor { name: "outputs" argType: OUTPUT_TENSOR @@ -14637,17 +14795,17 @@ opList { argType: INPUT_TENSOR argIndex: 1 } - argDescriptor { - name: "dimensions" - argType: INT64 - } - argDescriptor { - name: "dtype" - argType: DATA_TYPE - } } opList { name: "reduce_norm2_bp" + argDescriptor { + name: "dimensions" + argType: INT64 + } + argDescriptor { + name: "dtype" + argType: DATA_TYPE + } argDescriptor { name: "gradI" argType: OUTPUT_TENSOR @@ -14670,17 +14828,13 @@ opList { argType: INPUT_TENSOR argIndex: 2 } - argDescriptor { - name: "dimensions" - argType: INT64 - } - argDescriptor { - name: "dtype" - argType: DATA_TYPE - } } opList { name: "reduce_norm_max" + argDescriptor { + name: "dtype" + argType: DATA_TYPE + } argDescriptor { name: "outputs" argType: OUTPUT_TENSOR @@ -14698,13 +14852,17 @@ opList { argType: INPUT_TENSOR argIndex: 1 } +} +opList { + name: "reduce_norm_max_bp" + argDescriptor { + name: "dimensions" + argType: INT64 + } argDescriptor { name: "dtype" argType: DATA_TYPE } -} -opList { - name: "reduce_norm_max_bp" argDescriptor { name: "gradI" argType: OUTPUT_TENSOR @@ -14727,17 +14885,13 @@ opList { argType: INPUT_TENSOR argIndex: 2 } +} +opList { + name: "reduce_normmax" argDescriptor { name: "dimensions" argType: INT64 } - argDescriptor { - name: "dtype" - argType: DATA_TYPE - } -} -opList { - name: "reduce_normmax" argDescriptor { name: "outputs" argType: OUTPUT_TENSOR @@ -14755,14 +14909,18 @@ opList { argType: INPUT_TENSOR argIndex: 1 } - argDescriptor { - name: "dimensions" - argType: INT64 - } opDeclarationType: LEGACY_XYZ } opList { name: "reduce_prod" + argDescriptor { + name: "dimensions" + argType: INT64 + } + argDescriptor { + name: "dtype" + argType: DATA_TYPE + } argDescriptor { name: "outputs" argType: OUTPUT_TENSOR @@ -14780,17 +14938,17 @@ opList { argType: INPUT_TENSOR argIndex: 1 } - argDescriptor { - name: "dimensions" - argType: INT64 - } - argDescriptor { - name: "dtype" - argType: DATA_TYPE - } } opList { name: "reduce_prod_bp" + argDescriptor { + name: "dimensions" + argType: INT64 + } + argDescriptor { + name: "dtype" + argType: DATA_TYPE + } argDescriptor { name: "gradI" argType: OUTPUT_TENSOR @@ -14813,17 +14971,17 @@ opList { argType: INPUT_TENSOR argIndex: 2 } - argDescriptor { - name: "dimensions" - argType: INT64 - } - argDescriptor { - name: "dtype" - argType: DATA_TYPE - } } opList { name: "reduce_sqnorm" + argDescriptor { + name: "dimensions" + argType: INT64 + } + argDescriptor { + name: "dtype" + argType: DATA_TYPE + } argDescriptor { name: "gradI" argType: OUTPUT_TENSOR @@ -14841,6 +14999,9 @@ opList { argType: INPUT_TENSOR argIndex: 1 } +} +opList { + name: "reduce_sqnorm_bp" argDescriptor { name: "dimensions" argType: INT64 @@ -14849,9 +15010,6 @@ opList { name: "dtype" argType: DATA_TYPE } -} -opList { - name: "reduce_sqnorm_bp" argDescriptor { name: "gradI" argType: OUTPUT_TENSOR @@ -14874,34 +15032,17 @@ opList { argType: INPUT_TENSOR argIndex: 2 } - argDescriptor { - name: "dimensions" - argType: INT64 - } - argDescriptor { - name: "dtype" - argType: DATA_TYPE - } } opList { name: "reduce_stdev" - argDescriptor { - name: "outputs" - argType: OUTPUT_TENSOR - } - argDescriptor { - name: "input" - argType: INPUT_TENSOR - } - argDescriptor { - name: "dimensions" - argType: INPUT_TENSOR - argIndex: 1 - } argDescriptor { name: "dtype" argType: DATA_TYPE } + argDescriptor { + name: "outputs" + argType: OUTPUT_TENSOR + } argDescriptor { name: "keepDims" argType: DOUBLE @@ -14911,9 +15052,26 @@ opList { argType: DOUBLE argIndex: 1 } + argDescriptor { + name: "input" + argType: INPUT_TENSOR + } + argDescriptor { + name: "dimensions" + argType: INPUT_TENSOR + argIndex: 1 + } } opList { name: "reduce_stdev_bp" + argDescriptor { + name: "dimensions" + argType: INT64 + } + argDescriptor { + name: "dtype" + argType: DATA_TYPE + } argDescriptor { name: "gradI" argType: OUTPUT_TENSOR @@ -14927,6 +15085,15 @@ opList { argType: BOOL argIndex: 1 } + argDescriptor { + name: "keepDims" + argType: DOUBLE + } + argDescriptor { + name: "biasCorrected" + argType: DOUBLE + argIndex: 1 + } argDescriptor { name: "input" argType: INPUT_TENSOR @@ -14941,26 +15108,17 @@ opList { argType: INPUT_TENSOR argIndex: 2 } - argDescriptor { - name: "dimensions" - argType: INT64 - } - argDescriptor { - name: "dtype" - argType: DATA_TYPE - } - argDescriptor { - name: "keepDims" - argType: DOUBLE - } - argDescriptor { - name: "biasCorrected" - argType: DOUBLE - argIndex: 1 - } } opList { name: "reduce_sum" + argDescriptor { + name: "dimensions" + argType: INT64 + } + argDescriptor { + name: "dtype" + argType: DATA_TYPE + } argDescriptor { name: "outputs" argType: OUTPUT_TENSOR @@ -14978,6 +15136,9 @@ opList { argType: INPUT_TENSOR argIndex: 1 } +} +opList { + name: "reduce_sum_bp" argDescriptor { name: "dimensions" argType: INT64 @@ -14986,9 +15147,6 @@ opList { name: "dtype" argType: DATA_TYPE } -} -opList { - name: "reduce_sum_bp" argDescriptor { name: "gradI" argType: OUTPUT_TENSOR @@ -15011,34 +15169,17 @@ opList { argType: INPUT_TENSOR argIndex: 2 } - argDescriptor { - name: "dimensions" - argType: INT64 - } - argDescriptor { - name: "dtype" - argType: DATA_TYPE - } } opList { name: "reduce_variance" - argDescriptor { - name: "outputs" - argType: OUTPUT_TENSOR - } - argDescriptor { - name: "input" - argType: INPUT_TENSOR - } - argDescriptor { - name: "dimensions" - argType: INPUT_TENSOR - argIndex: 1 - } argDescriptor { name: "dtype" argType: DATA_TYPE } + argDescriptor { + name: "outputs" + argType: OUTPUT_TENSOR + } argDescriptor { name: "keepDims" argType: DOUBLE @@ -15048,9 +15189,26 @@ opList { argType: DOUBLE argIndex: 1 } + argDescriptor { + name: "input" + argType: INPUT_TENSOR + } + argDescriptor { + name: "dimensions" + argType: INPUT_TENSOR + argIndex: 1 + } } opList { name: "reduce_variance_bp" + argDescriptor { + name: "dimensions" + argType: INT64 + } + argDescriptor { + name: "dtype" + argType: DATA_TYPE + } argDescriptor { name: "gradI" argType: OUTPUT_TENSOR @@ -15064,6 +15222,15 @@ opList { argType: BOOL argIndex: 1 } + argDescriptor { + name: "keepDims" + argType: DOUBLE + } + argDescriptor { + name: "biasCorrected" + argType: DOUBLE + argIndex: 1 + } argDescriptor { name: "input" argType: INPUT_TENSOR @@ -15078,23 +15245,6 @@ opList { argType: INPUT_TENSOR argIndex: 2 } - argDescriptor { - name: "dimensions" - argType: INT64 - } - argDescriptor { - name: "dtype" - argType: DATA_TYPE - } - argDescriptor { - name: "keepDims" - argType: DOUBLE - } - argDescriptor { - name: "biasCorrected" - argType: DOUBLE - argIndex: 1 - } } opList { name: "relu" @@ -15106,18 +15256,22 @@ opList { name: "inPlace" argType: BOOL } - argDescriptor { - name: "input" - argType: INPUT_TENSOR - } argDescriptor { name: "cutoff" argType: DOUBLE } + argDescriptor { + name: "input" + argType: INPUT_TENSOR + } opDeclarationType: CONFIGURABLE_OP_IMPL } opList { name: "relu6" + argDescriptor { + name: "dtype" + argType: DATA_TYPE + } argDescriptor { name: "outputs" argType: OUTPUT_TENSOR @@ -15126,18 +15280,14 @@ opList { name: "inPlace" argType: BOOL } - argDescriptor { - name: "input" - argType: INPUT_TENSOR - } - argDescriptor { - name: "dtype" - argType: DATA_TYPE - } argDescriptor { name: "cutoff" argType: DOUBLE } + argDescriptor { + name: "input" + argType: INPUT_TENSOR + } opDeclarationType: CONFIGURABLE_OP_IMPL } opList { @@ -15146,6 +15296,10 @@ opList { name: "gradI" argType: OUTPUT_TENSOR } + argDescriptor { + name: "cutoff" + argType: DOUBLE + } argDescriptor { name: "input" argType: INPUT_TENSOR @@ -15155,10 +15309,6 @@ opList { argType: INPUT_TENSOR argIndex: 1 } - argDescriptor { - name: "cutoff" - argType: DOUBLE - } opDeclarationType: CONFIGURABLE_OP_IMPL } opList { @@ -15167,6 +15317,10 @@ opList { name: "outputs" argType: OUTPUT_TENSOR } + argDescriptor { + name: "scalar" + argType: DOUBLE + } argDescriptor { name: "input" argType: INPUT_TENSOR @@ -15176,14 +15330,14 @@ opList { argType: INPUT_TENSOR argIndex: 1 } - argDescriptor { - name: "scalar" - argType: DOUBLE - } opDeclarationType: CONFIGURABLE_OP_IMPL } opList { name: "relu_layer" + argDescriptor { + name: "dtype" + argType: DATA_TYPE + } argDescriptor { name: "outputs" argType: OUTPUT_TENSOR @@ -15202,13 +15356,13 @@ opList { argType: INPUT_TENSOR argIndex: 2 } - argDescriptor { - name: "dtype" - argType: DATA_TYPE - } } opList { name: "remainder" + argDescriptor { + name: "dataType" + argType: DATA_TYPE + } argDescriptor { name: "outputs" argType: OUTPUT_TENSOR @@ -15226,10 +15380,6 @@ opList { argType: INPUT_TENSOR argIndex: 1 } - argDescriptor { - name: "dataType" - argType: DATA_TYPE - } opDeclarationType: LEGACY_XYZ } opList { @@ -15250,14 +15400,6 @@ opList { } opList { name: "repeat" - argDescriptor { - name: "outputs" - argType: OUTPUT_TENSOR - } - argDescriptor { - name: "input" - argType: INPUT_TENSOR - } argDescriptor { name: "dimensions" argType: INT64 @@ -15266,6 +15408,14 @@ opList { name: "dtype" argType: DATA_TYPE } + argDescriptor { + name: "outputs" + argType: OUTPUT_TENSOR + } + argDescriptor { + name: "input" + argType: INPUT_TENSOR + } } opList { name: "replace_nans" @@ -15274,21 +15424,25 @@ opList { argType: OUTPUT_TENSOR } argDescriptor { - name: "inPlace" - argType: BOOL + name: "set" + argType: DOUBLE } argDescriptor { name: "input" argType: INPUT_TENSOR } - argDescriptor { - name: "set" - argType: DOUBLE - } opDeclarationType: LEGACY_XYZ } opList { name: "reshape" + argDescriptor { + name: "shapeArr" + argType: INT64 + } + argDescriptor { + name: "dtype" + argType: DATA_TYPE + } argDescriptor { name: "outputs" argType: OUTPUT_TENSOR @@ -15302,17 +15456,13 @@ opList { argType: INPUT_TENSOR argIndex: 1 } - argDescriptor { - name: "shapeArr" - argType: INT64 - } +} +opList { + name: "reshapeas" argDescriptor { name: "dtype" argType: DATA_TYPE } -} -opList { - name: "reshapeas" argDescriptor { name: "outputs" argType: OUTPUT_TENSOR @@ -15326,13 +15476,22 @@ opList { argType: INPUT_TENSOR argIndex: 1 } +} +opList { + name: "resize_area" + argDescriptor { + name: "height" + argType: INT64 + } + argDescriptor { + name: "width" + argType: INT64 + argIndex: 1 + } argDescriptor { name: "dtype" argType: DATA_TYPE } -} -opList { - name: "resize_area" argDescriptor { name: "outputs" argType: OUTPUT_TENSOR @@ -15350,22 +15509,13 @@ opList { argType: INPUT_TENSOR argIndex: 1 } - argDescriptor { - name: "height" - argType: INT64 - } - argDescriptor { - name: "width" - argType: INT64 - argIndex: 1 - } +} +opList { + name: "resize_bicubic" argDescriptor { name: "dtype" argType: DATA_TYPE } -} -opList { - name: "resize_bicubic" argDescriptor { name: "outputs" argType: OUTPUT_TENSOR @@ -15388,35 +15538,9 @@ opList { argType: INPUT_TENSOR argIndex: 1 } - argDescriptor { - name: "dtype" - argType: DATA_TYPE - } } opList { name: "resize_bilinear" - argDescriptor { - name: "outputs" - argType: OUTPUT_TENSOR - } - argDescriptor { - name: "alignCorners" - argType: BOOL - } - argDescriptor { - name: "halfPixelCenters" - argType: BOOL - argIndex: 1 - } - argDescriptor { - name: "image" - argType: INPUT_TENSOR - } - argDescriptor { - name: "newImageSize" - argType: INPUT_TENSOR - argIndex: 1 - } argDescriptor { name: "height" argType: INT64 @@ -15430,9 +15554,35 @@ opList { name: "dtype" argType: DATA_TYPE } + argDescriptor { + name: "outputs" + argType: OUTPUT_TENSOR + } + argDescriptor { + name: "alignCorners" + argType: BOOL + } + argDescriptor { + name: "halfPixelCenter" + argType: BOOL + argIndex: 1 + } + argDescriptor { + name: "image" + argType: INPUT_TENSOR + } + argDescriptor { + name: "newImageSize" + argType: INPUT_TENSOR + argIndex: 1 + } } opList { name: "resize_images" + argDescriptor { + name: "dtype" + argType: DATA_TYPE + } argDescriptor { name: "outputs" argType: OUTPUT_TENSOR @@ -15460,13 +15610,22 @@ opList { argType: INPUT_TENSOR argIndex: 2 } +} +opList { + name: "resize_nearest_neighbor" + argDescriptor { + name: "height" + argType: INT64 + } + argDescriptor { + name: "width" + argType: INT64 + argIndex: 1 + } argDescriptor { name: "dtype" argType: DATA_TYPE } -} -opList { - name: "resize_nearest_neighbor" argDescriptor { name: "outputs" argType: OUTPUT_TENSOR @@ -15489,19 +15648,6 @@ opList { argType: INPUT_TENSOR argIndex: 1 } - argDescriptor { - name: "height" - argType: INT64 - } - argDescriptor { - name: "width" - argType: INT64 - argIndex: 1 - } - argDescriptor { - name: "dtype" - argType: DATA_TYPE - } } opList { name: "restorev2" @@ -15512,6 +15658,10 @@ opList { } opList { name: "reverse" + argDescriptor { + name: "dimensions" + argType: INT64 + } argDescriptor { name: "outputs" argType: OUTPUT_TENSOR @@ -15525,14 +15675,18 @@ opList { argType: INPUT_TENSOR argIndex: 1 } - argDescriptor { - name: "dimensions" - argType: INT64 - } opDeclarationType: CONFIGURABLE_OP_IMPL } opList { name: "reverse_bp" + argDescriptor { + name: "dimensions" + argType: INT64 + } + argDescriptor { + name: "dtype" + argType: DATA_TYPE + } argDescriptor { name: "outputs" argType: OUTPUT_TENSOR @@ -15551,30 +15705,9 @@ opList { argType: INPUT_TENSOR argIndex: 2 } - argDescriptor { - name: "dimensions" - argType: INT64 - } - argDescriptor { - name: "dtype" - argType: DATA_TYPE - } } opList { name: "reverse_sequence" - argDescriptor { - name: "outputs" - argType: OUTPUT_TENSOR - } - argDescriptor { - name: "input" - argType: INPUT_TENSOR - } - argDescriptor { - name: "seqLengths" - argType: INPUT_TENSOR - argIndex: 1 - } argDescriptor { name: "seqDim" argType: INT64 @@ -15588,6 +15721,19 @@ opList { name: "dtype" argType: DATA_TYPE } + argDescriptor { + name: "outputs" + argType: OUTPUT_TENSOR + } + argDescriptor { + name: "input" + argType: INPUT_TENSOR + } + argDescriptor { + name: "seqLengths" + argType: INPUT_TENSOR + argIndex: 1 + } } opList { name: "reverse_v2" @@ -15602,6 +15748,10 @@ opList { } opList { name: "reversedivide" + argDescriptor { + name: "dataType" + argType: DATA_TYPE + } argDescriptor { name: "outputs" argType: OUTPUT_TENSOR @@ -15619,14 +15769,14 @@ opList { argType: INPUT_TENSOR argIndex: 1 } - argDescriptor { - name: "dataType" - argType: DATA_TYPE - } opDeclarationType: BROADCASTABLE_OP_IMPL } opList { name: "reversedivide_bp" + argDescriptor { + name: "dtype" + argType: DATA_TYPE + } argDescriptor { name: "gradX" argType: OUTPUT_TENSOR @@ -15654,10 +15804,6 @@ opList { argType: INPUT_TENSOR argIndex: 2 } - argDescriptor { - name: "dtype" - argType: DATA_TYPE - } } opList { name: "reversemod" @@ -15678,6 +15824,10 @@ opList { } opList { name: "reversemod_bp" + argDescriptor { + name: "dtype" + argType: DATA_TYPE + } argDescriptor { name: "gradX" argType: OUTPUT_TENSOR @@ -15701,13 +15851,13 @@ opList { argType: INPUT_TENSOR argIndex: 2 } - argDescriptor { - name: "dtype" - argType: DATA_TYPE - } } opList { name: "reversesubtract" + argDescriptor { + name: "dataType" + argType: DATA_TYPE + } argDescriptor { name: "outputs" argType: OUTPUT_TENSOR @@ -15725,14 +15875,14 @@ opList { argType: INPUT_TENSOR argIndex: 1 } - argDescriptor { - name: "dataType" - argType: DATA_TYPE - } opDeclarationType: BROADCASTABLE_OP_IMPL } opList { name: "reversesubtract_bp" + argDescriptor { + name: "dtype" + argType: DATA_TYPE + } argDescriptor { name: "gradX" argType: OUTPUT_TENSOR @@ -15760,21 +15910,9 @@ opList { argType: INPUT_TENSOR argIndex: 2 } - argDescriptor { - name: "dtype" - argType: DATA_TYPE - } } opList { name: "rgb_to_grs" - argDescriptor { - name: "outputs" - argType: OUTPUT_TENSOR - } - argDescriptor { - name: "input" - argType: INPUT_TENSOR - } argDescriptor { name: "dimC" argType: INT64 @@ -15783,9 +15921,21 @@ opList { name: "dtype" argType: DATA_TYPE } + argDescriptor { + name: "outputs" + argType: OUTPUT_TENSOR + } + argDescriptor { + name: "input" + argType: INPUT_TENSOR + } } opList { name: "rgb_to_hsv" + argDescriptor { + name: "dimC" + argType: INT64 + } argDescriptor { name: "outputs" argType: OUTPUT_TENSOR @@ -15794,14 +15944,14 @@ opList { name: "input" argType: INPUT_TENSOR } - argDescriptor { - name: "dimC" - argType: INT64 - } opDeclarationType: CONFIGURABLE_OP_IMPL } opList { name: "rgb_to_yiq" + argDescriptor { + name: "dimC" + argType: INT64 + } argDescriptor { name: "outputs" argType: OUTPUT_TENSOR @@ -15810,14 +15960,14 @@ opList { name: "input" argType: INPUT_TENSOR } - argDescriptor { - name: "dimC" - argType: INT64 - } opDeclarationType: CONFIGURABLE_OP_IMPL } opList { name: "rgb_to_yuv" + argDescriptor { + name: "dimC" + argType: INT64 + } argDescriptor { name: "outputs" argType: OUTPUT_TENSOR @@ -15826,14 +15976,14 @@ opList { name: "input" argType: INPUT_TENSOR } - argDescriptor { - name: "dimC" - argType: INT64 - } opDeclarationType: CONFIGURABLE_OP_IMPL } opList { name: "rint" + argDescriptor { + name: "dataType" + argType: DATA_TYPE + } argDescriptor { name: "outputs" argType: OUTPUT_TENSOR @@ -15846,10 +15996,6 @@ opList { name: "input" argType: INPUT_TENSOR } - argDescriptor { - name: "dataType" - argType: DATA_TYPE - } opDeclarationType: OP_IMPL } opList { @@ -15863,6 +16009,20 @@ opList { argType: OUTPUT_TENSOR argIndex: 1 } + argDescriptor { + name: "dLr" + argType: DOUBLE + } + argDescriptor { + name: "dRmsDecay" + argType: DOUBLE + argIndex: 1 + } + argDescriptor { + name: "dEpsilon" + argType: DOUBLE + argIndex: 2 + } argDescriptor { name: "gradient" argType: INPUT_TENSOR @@ -15887,24 +16047,14 @@ opList { argType: INPUT_TENSOR argIndex: 4 } - argDescriptor { - name: "dLr" - argType: DOUBLE - } - argDescriptor { - name: "dRmsDecay" - argType: DOUBLE - argIndex: 1 - } - argDescriptor { - name: "dEpsilon" - argType: DOUBLE - argIndex: 2 - } opDeclarationType: CONFIGURABLE_OP_IMPL } opList { name: "roll" + argDescriptor { + name: "shift" + argType: INT64 + } argDescriptor { name: "outputs" argType: OUTPUT_TENSOR @@ -15923,14 +16073,14 @@ opList { argType: INPUT_TENSOR argIndex: 2 } - argDescriptor { - name: "shift" - argType: INT64 - } opDeclarationType: CONFIGURABLE_OP_IMPL } opList { name: "round" + argDescriptor { + name: "dataType" + argType: DATA_TYPE + } argDescriptor { name: "outputs" argType: OUTPUT_TENSOR @@ -15943,14 +16093,14 @@ opList { name: "input" argType: INPUT_TENSOR } - argDescriptor { - name: "dataType" - argType: DATA_TYPE - } opDeclarationType: LEGACY_XYZ } opList { name: "rshift_bits" + argDescriptor { + name: "dataType" + argType: DATA_TYPE + } argDescriptor { name: "outputs" argType: OUTPUT_TENSOR @@ -15968,14 +16118,14 @@ opList { argType: INPUT_TENSOR argIndex: 1 } - argDescriptor { - name: "dataType" - argType: DATA_TYPE - } opDeclarationType: BROADCASTABLE_OP_IMPL } opList { name: "rsqrt" + argDescriptor { + name: "dataType" + argType: DATA_TYPE + } argDescriptor { name: "outputs" argType: OUTPUT_TENSOR @@ -15988,10 +16138,6 @@ opList { name: "input" argType: INPUT_TENSOR } - argDescriptor { - name: "dataType" - argType: DATA_TYPE - } opDeclarationType: LEGACY_XYZ } opList { @@ -16098,6 +16244,10 @@ opList { } opList { name: "scatter_list" + argDescriptor { + name: "dtype" + argType: DATA_TYPE + } argDescriptor { name: "outputs" argType: OUTPUT_TENSOR @@ -16116,10 +16266,6 @@ opList { argType: INPUT_TENSOR argIndex: 2 } - argDescriptor { - name: "dtype" - argType: DATA_TYPE - } opDeclarationType: LIST_OP_IMPL } opList { @@ -16217,6 +16363,10 @@ opList { } opList { name: "scatter_nd" + argDescriptor { + name: "dtype" + argType: DATA_TYPE + } argDescriptor { name: "outputs" argType: OUTPUT_TENSOR @@ -16244,10 +16394,6 @@ opList { argType: INPUT_TENSOR argIndex: 2 } - argDescriptor { - name: "dtype" - argType: DATA_TYPE - } } opList { name: "scatter_nd_add" @@ -16421,35 +16567,13 @@ opList { } argDescriptor { name: "indices" - argType: INT64 - } - argDescriptor { - name: "dimension" - argType: INT64 - argIndex: 1 + argType: INPUT_TENSOR + argIndex: 2 } opDeclarationType: CONFIGURABLE_OP_IMPL } opList { name: "sconv2d" - argDescriptor { - name: "*output" - argType: OUTPUT_TENSOR - } - argDescriptor { - name: "*input" - argType: INPUT_TENSOR - } - argDescriptor { - name: "*weightsDepth" - argType: INPUT_TENSOR - argIndex: 1 - } - argDescriptor { - name: "bias" - argType: INPUT_TENSOR - argIndex: 2 - } argDescriptor { name: "kH" argType: INT64 @@ -16508,9 +16632,85 @@ opList { name: "dtype" argType: DATA_TYPE } + argDescriptor { + name: "*output" + argType: OUTPUT_TENSOR + } + argDescriptor { + name: "*input" + argType: INPUT_TENSOR + } + argDescriptor { + name: "*weightsDepth" + argType: INPUT_TENSOR + argIndex: 1 + } + argDescriptor { + name: "bias" + argType: INPUT_TENSOR + argIndex: 2 + } } opList { name: "sconv2d_bp" + argDescriptor { + name: "kH" + argType: INT64 + } + argDescriptor { + name: "kW" + argType: INT64 + argIndex: 1 + } + argDescriptor { + name: "sH" + argType: INT64 + argIndex: 2 + } + argDescriptor { + name: "sW" + argType: INT64 + argIndex: 3 + } + argDescriptor { + name: "pH" + argType: INT64 + argIndex: 4 + } + argDescriptor { + name: "pW" + argType: INT64 + argIndex: 5 + } + argDescriptor { + name: "dH" + argType: INT64 + argIndex: 6 + } + argDescriptor { + name: "dW" + argType: INT64 + argIndex: 7 + } + argDescriptor { + name: "isSameMode" + argType: INT64 + argIndex: 8 + } + argDescriptor { + name: "isNCHW" + argType: INT64 + argIndex: 9 + } + argDescriptor { + name: "wFormat" + argType: INT64 + argIndex: 10 + } + argDescriptor { + name: "dtype" + argType: DATA_TYPE + } argDescriptor { name: "*gradI" argType: OUTPUT_TENSOR @@ -16545,71 +16745,17 @@ opList { argIndex: 2 } argDescriptor { - name: "weightsPoint" + name: "bias" argType: INPUT_TENSOR argIndex: 3 } - argDescriptor { - name: "kH" - argType: INT64 - } - argDescriptor { - name: "kW" - argType: INT64 - argIndex: 1 - } - argDescriptor { - name: "sH" - argType: INT64 - argIndex: 2 - } - argDescriptor { - name: "sW" - argType: INT64 - argIndex: 3 - } - argDescriptor { - name: "pH" - argType: INT64 - argIndex: 4 - } - argDescriptor { - name: "pW" - argType: INT64 - argIndex: 5 - } - argDescriptor { - name: "dH" - argType: INT64 - argIndex: 6 - } - argDescriptor { - name: "dW" - argType: INT64 - argIndex: 7 - } - argDescriptor { - name: "isSameMode" - argType: INT64 - argIndex: 8 - } - argDescriptor { - name: "isNCHW" - argType: INT64 - argIndex: 9 - } - argDescriptor { - name: "wFormat" - argType: INT64 - argIndex: 10 - } - argDescriptor { - name: "dtype" - argType: DATA_TYPE - } } opList { name: "segment_max" + argDescriptor { + name: "dtype" + argType: DATA_TYPE + } argDescriptor { name: "segmentedOutput" argType: OUTPUT_TENSOR @@ -16623,13 +16769,13 @@ opList { argType: INPUT_TENSOR argIndex: 1 } - argDescriptor { - name: "dtype" - argType: DATA_TYPE - } } opList { name: "segment_max_bp" + argDescriptor { + name: "dtype" + argType: DATA_TYPE + } argDescriptor { name: "outputs" argType: OUTPUT_TENSOR @@ -16653,13 +16799,13 @@ opList { argType: INPUT_TENSOR argIndex: 2 } - argDescriptor { - name: "dtype" - argType: DATA_TYPE - } } opList { name: "segment_mean" + argDescriptor { + name: "dtype" + argType: DATA_TYPE + } argDescriptor { name: "segmentedOutput" argType: OUTPUT_TENSOR @@ -16673,13 +16819,13 @@ opList { argType: INPUT_TENSOR argIndex: 1 } - argDescriptor { - name: "dtype" - argType: DATA_TYPE - } } opList { name: "segment_mean_bp" + argDescriptor { + name: "dtype" + argType: DATA_TYPE + } argDescriptor { name: "outputs" argType: OUTPUT_TENSOR @@ -16703,13 +16849,13 @@ opList { argType: INPUT_TENSOR argIndex: 2 } - argDescriptor { - name: "dtype" - argType: DATA_TYPE - } } opList { name: "segment_min" + argDescriptor { + name: "dtype" + argType: DATA_TYPE + } argDescriptor { name: "segmentedOutput" argType: OUTPUT_TENSOR @@ -16723,13 +16869,13 @@ opList { argType: INPUT_TENSOR argIndex: 1 } - argDescriptor { - name: "dtype" - argType: DATA_TYPE - } } opList { name: "segment_min_bp" + argDescriptor { + name: "dtype" + argType: DATA_TYPE + } argDescriptor { name: "outputs" argType: OUTPUT_TENSOR @@ -16753,13 +16899,13 @@ opList { argType: INPUT_TENSOR argIndex: 2 } - argDescriptor { - name: "dtype" - argType: DATA_TYPE - } } opList { name: "segment_prod" + argDescriptor { + name: "dtype" + argType: DATA_TYPE + } argDescriptor { name: "segmentedOutput" argType: OUTPUT_TENSOR @@ -16773,13 +16919,13 @@ opList { argType: INPUT_TENSOR argIndex: 1 } +} +opList { + name: "segment_prod_bp" argDescriptor { name: "dtype" argType: DATA_TYPE } -} -opList { - name: "segment_prod_bp" argDescriptor { name: "outputs" argType: OUTPUT_TENSOR @@ -16803,13 +16949,13 @@ opList { argType: INPUT_TENSOR argIndex: 2 } +} +opList { + name: "segment_sum" argDescriptor { name: "dtype" argType: DATA_TYPE } -} -opList { - name: "segment_sum" argDescriptor { name: "segmentedOutput" argType: OUTPUT_TENSOR @@ -16823,13 +16969,13 @@ opList { argType: INPUT_TENSOR argIndex: 1 } +} +opList { + name: "segment_sum_bp" argDescriptor { name: "dtype" argType: DATA_TYPE } -} -opList { - name: "segment_sum_bp" argDescriptor { name: "outputs" argType: OUTPUT_TENSOR @@ -16848,13 +16994,13 @@ opList { argType: INPUT_TENSOR argIndex: 2 } +} +opList { + name: "select" argDescriptor { name: "dtype" argType: DATA_TYPE } -} -opList { - name: "select" argDescriptor { name: "outputs" argType: OUTPUT_TENSOR @@ -16873,13 +17019,13 @@ opList { argType: INPUT_TENSOR argIndex: 2 } - argDescriptor { - name: "dtype" - argType: DATA_TYPE - } } opList { name: "selu" + argDescriptor { + name: "dataType" + argType: DATA_TYPE + } argDescriptor { name: "outputs" argType: OUTPUT_TENSOR @@ -16892,10 +17038,6 @@ opList { name: "input" argType: INPUT_TENSOR } - argDescriptor { - name: "dataType" - argType: DATA_TYPE - } opDeclarationType: CONFIGURABLE_OP_IMPL } opList { @@ -16917,6 +17059,10 @@ opList { } opList { name: "seluderivative" + argDescriptor { + name: "dataType" + argType: DATA_TYPE + } argDescriptor { name: "outputs" argType: OUTPUT_TENSOR @@ -16929,14 +17075,18 @@ opList { name: "input" argType: INPUT_TENSOR } - argDescriptor { - name: "dataType" - argType: DATA_TYPE - } opDeclarationType: LEGACY_XYZ } opList { name: "sequence_mask" + argDescriptor { + name: "maxInd" + argType: INT64 + } + argDescriptor { + name: "dtype" + argType: DATA_TYPE + } argDescriptor { name: "outputs" argType: OUTPUT_TENSOR @@ -16954,22 +17104,13 @@ opList { argType: INPUT_TENSOR argIndex: 1 } - argDescriptor { - name: "maxInd" - argType: INT64 - } - argDescriptor { - name: "dataType" - argType: INT64 - argIndex: 1 - } - argDescriptor { - name: "dtype" - argType: DATA_TYPE - } } opList { name: "set" + argDescriptor { + name: "dataType" + argType: DATA_TYPE + } argDescriptor { name: "outputs" argType: OUTPUT_TENSOR @@ -16983,10 +17124,6 @@ opList { argType: INPUT_TENSOR argIndex: 1 } - argDescriptor { - name: "dataType" - argType: DATA_TYPE - } opDeclarationType: LEGACY_XYZ } opList { @@ -17008,14 +17145,6 @@ opList { } opList { name: "set_seed" - argDescriptor { - name: "outputs" - argType: OUTPUT_TENSOR - } - argDescriptor { - name: "input" - argType: INPUT_TENSOR - } argDescriptor { name: "seed" argType: INT64 @@ -17024,9 +17153,21 @@ opList { name: "dtype" argType: DATA_TYPE } + argDescriptor { + name: "outputs" + argType: OUTPUT_TENSOR + } + argDescriptor { + name: "input" + argType: INPUT_TENSOR + } } opList { name: "setrange" + argDescriptor { + name: "dataType" + argType: DATA_TYPE + } argDescriptor { name: "outputs" argType: OUTPUT_TENSOR @@ -17035,14 +17176,6 @@ opList { name: "inPlace" argType: BOOL } - argDescriptor { - name: "input" - argType: INPUT_TENSOR - } - argDescriptor { - name: "dataType" - argType: DATA_TYPE - } argDescriptor { name: "min" argType: DOUBLE @@ -17052,6 +17185,10 @@ opList { argType: DOUBLE argIndex: 1 } + argDescriptor { + name: "input" + argType: INPUT_TENSOR + } opDeclarationType: LEGACY_XYZ } opList { @@ -17076,6 +17213,10 @@ opList { name: "outputs" argType: OUTPUT_TENSOR } + argDescriptor { + name: "lr" + argType: DOUBLE + } argDescriptor { name: "input" argType: INPUT_TENSOR @@ -17085,14 +17226,14 @@ opList { argType: INPUT_TENSOR argIndex: 1 } - argDescriptor { - name: "lr" - argType: DOUBLE - } opDeclarationType: CONFIGURABLE_OP_IMPL } opList { name: "shannonentropy" + argDescriptor { + name: "dimensions" + argType: INT64 + } argDescriptor { name: "outputs" argType: OUTPUT_TENSOR @@ -17110,14 +17251,14 @@ opList { argType: INPUT_TENSOR argIndex: 1 } - argDescriptor { - name: "dimensions" - argType: INT64 - } opDeclarationType: LEGACY_XYZ } opList { name: "shape_of" + argDescriptor { + name: "dtype" + argType: DATA_TYPE + } argDescriptor { name: "outputs" argType: OUTPUT_TENSOR @@ -17130,13 +17271,13 @@ opList { name: "input" argType: INPUT_TENSOR } - argDescriptor { - name: "dtype" - argType: DATA_TYPE - } } opList { name: "shapes_of" + argDescriptor { + name: "dtype" + argType: DATA_TYPE + } argDescriptor { name: "outputs" argType: OUTPUT_TENSOR @@ -17149,13 +17290,13 @@ opList { name: "input" argType: INPUT_TENSOR } - argDescriptor { - name: "dtype" - argType: DATA_TYPE - } } opList { name: "shift_bits" + argDescriptor { + name: "dataType" + argType: DATA_TYPE + } argDescriptor { name: "outputs" argType: OUTPUT_TENSOR @@ -17173,18 +17314,26 @@ opList { argType: INPUT_TENSOR argIndex: 1 } - argDescriptor { - name: "dataType" - argType: DATA_TYPE - } opDeclarationType: BROADCASTABLE_OP_IMPL } opList { name: "sigm_cross_entropy_loss" + argDescriptor { + name: "reductionMode" + argType: INT64 + } + argDescriptor { + name: "dtype" + argType: DATA_TYPE + } argDescriptor { name: "outputs" argType: OUTPUT_TENSOR } + argDescriptor { + name: "labelsSmoothing" + argType: DOUBLE + } argDescriptor { name: "logits" argType: INPUT_TENSOR @@ -17199,6 +17348,9 @@ opList { argType: INPUT_TENSOR argIndex: 2 } +} +opList { + name: "sigm_cross_entropy_loss_grad" argDescriptor { name: "reductionMode" argType: INT64 @@ -17207,13 +17359,6 @@ opList { name: "dtype" argType: DATA_TYPE } - argDescriptor { - name: "labelsSmoothing" - argType: DOUBLE - } -} -opList { - name: "sigm_cross_entropy_loss_grad" argDescriptor { name: "dLdp" argType: OUTPUT_TENSOR @@ -17228,6 +17373,10 @@ opList { argType: OUTPUT_TENSOR argIndex: 2 } + argDescriptor { + name: "labelSmoothing" + argType: DOUBLE + } argDescriptor { name: "logits" argType: INPUT_TENSOR @@ -17242,21 +17391,13 @@ opList { argType: INPUT_TENSOR argIndex: 2 } - argDescriptor { - name: "reductionMode" - argType: INT64 - } - argDescriptor { - name: "dtype" - argType: DATA_TYPE - } - argDescriptor { - name: "labelSmoothing" - argType: DOUBLE - } } opList { name: "sigmoid" + argDescriptor { + name: "dataType" + argType: DATA_TYPE + } argDescriptor { name: "outputs" argType: OUTPUT_TENSOR @@ -17269,10 +17410,6 @@ opList { name: "input" argType: INPUT_TENSOR } - argDescriptor { - name: "dataType" - argType: DATA_TYPE - } opDeclarationType: CONFIGURABLE_OP_IMPL } opList { @@ -17294,6 +17431,10 @@ opList { } opList { name: "sign" + argDescriptor { + name: "dataType" + argType: DATA_TYPE + } argDescriptor { name: "outputs" argType: OUTPUT_TENSOR @@ -17306,14 +17447,14 @@ opList { name: "input" argType: INPUT_TENSOR } - argDescriptor { - name: "dataType" - argType: DATA_TYPE - } opDeclarationType: LEGACY_XYZ } opList { name: "sin" + argDescriptor { + name: "dataType" + argType: DATA_TYPE + } argDescriptor { name: "outputs" argType: OUTPUT_TENSOR @@ -17326,14 +17467,14 @@ opList { name: "input" argType: INPUT_TENSOR } - argDescriptor { - name: "dataType" - argType: DATA_TYPE - } opDeclarationType: LEGACY_XYZ } opList { name: "sinh" + argDescriptor { + name: "dataType" + argType: DATA_TYPE + } argDescriptor { name: "outputs" argType: OUTPUT_TENSOR @@ -17346,14 +17487,14 @@ opList { name: "input" argType: INPUT_TENSOR } - argDescriptor { - name: "dataType" - argType: DATA_TYPE - } opDeclarationType: LEGACY_XYZ } opList { name: "size" + argDescriptor { + name: "dtype" + argType: DATA_TYPE + } argDescriptor { name: "outputs" argType: OUTPUT_TENSOR @@ -17362,21 +17503,9 @@ opList { name: "input" argType: INPUT_TENSOR } - argDescriptor { - name: "dtype" - argType: DATA_TYPE - } } opList { name: "size_at" - argDescriptor { - name: "outputs" - argType: OUTPUT_TENSOR - } - argDescriptor { - name: "input" - argType: INPUT_TENSOR - } argDescriptor { name: "dimensions" argType: INT64 @@ -17385,6 +17514,14 @@ opList { name: "dtype" argType: DATA_TYPE } + argDescriptor { + name: "outputs" + argType: OUTPUT_TENSOR + } + argDescriptor { + name: "input" + argType: INPUT_TENSOR + } } opList { name: "size_list" @@ -17400,6 +17537,15 @@ opList { } opList { name: "skipgram" + argDescriptor { + name: "numWorkers" + argType: INT64 + } + argDescriptor { + name: "nsRounds" + argType: INT64 + argIndex: 1 + } argDescriptor { name: "outputs" argType: OUTPUT_TENSOR @@ -17472,19 +17618,18 @@ opList { argType: INPUT_TENSOR argIndex: 11 } - argDescriptor { - name: "numWorkers" - argType: INT64 - } - argDescriptor { - name: "nsRounds" - argType: INT64 - argIndex: 1 - } opDeclarationType: CONFIGURABLE_OP_IMPL } opList { name: "slice" + argDescriptor { + name: "size" + argType: INT64 + } + argDescriptor { + name: "dtype" + argType: DATA_TYPE + } argDescriptor { name: "outputs" argType: OUTPUT_TENSOR @@ -17503,6 +17648,9 @@ opList { argType: INPUT_TENSOR argIndex: 2 } +} +opList { + name: "slice_bp" argDescriptor { name: "size" argType: INT64 @@ -17511,9 +17659,6 @@ opList { name: "dtype" argType: DATA_TYPE } -} -opList { - name: "slice_bp" argDescriptor { name: "outputs" argType: OUTPUT_TENSOR @@ -17537,17 +17682,17 @@ opList { argType: INPUT_TENSOR argIndex: 3 } - argDescriptor { - name: "size" - argType: INT64 - } - argDescriptor { - name: "dtype" - argType: DATA_TYPE - } } opList { name: "softmax" + argDescriptor { + name: "dimension" + argType: INT64 + } + argDescriptor { + name: "dataType" + argType: DATA_TYPE + } argDescriptor { name: "outputs" argType: OUTPUT_TENSOR @@ -17560,18 +17705,14 @@ opList { name: "input" argType: INPUT_TENSOR } - argDescriptor { - name: "dimension" - argType: INT64 - } - argDescriptor { - name: "dataType" - argType: DATA_TYPE - } opDeclarationType: CONFIGURABLE_OP_IMPL } opList { name: "softmax_bp" + argDescriptor { + name: "dimension" + argType: INT64 + } argDescriptor { name: "gradI" argType: OUTPUT_TENSOR @@ -17585,18 +17726,26 @@ opList { argType: INPUT_TENSOR argIndex: 1 } - argDescriptor { - name: "dimension" - argType: INT64 - } opDeclarationType: CONFIGURABLE_OP_IMPL } opList { name: "softmax_cross_entropy_loss" + argDescriptor { + name: "reductionMode" + argType: INT64 + } + argDescriptor { + name: "dtype" + argType: DATA_TYPE + } argDescriptor { name: "outputs" argType: OUTPUT_TENSOR } + argDescriptor { + name: "labelsSmoothing" + argType: DOUBLE + } argDescriptor { name: "logits" argType: INPUT_TENSOR @@ -17611,6 +17760,9 @@ opList { argType: INPUT_TENSOR argIndex: 2 } +} +opList { + name: "softmax_cross_entropy_loss_grad" argDescriptor { name: "reductionMode" argType: INT64 @@ -17619,13 +17771,6 @@ opList { name: "dtype" argType: DATA_TYPE } - argDescriptor { - name: "labelsSmoothing" - argType: DOUBLE - } -} -opList { - name: "softmax_cross_entropy_loss_grad" argDescriptor { name: "dLdp" argType: OUTPUT_TENSOR @@ -17640,6 +17785,10 @@ opList { argType: OUTPUT_TENSOR argIndex: 2 } + argDescriptor { + name: "labelsSmoothing" + argType: DOUBLE + } argDescriptor { name: "logits" argType: INPUT_TENSOR @@ -17654,21 +17803,17 @@ opList { argType: INPUT_TENSOR argIndex: 2 } +} +opList { + name: "softmax_cross_entropy_loss_with_logits" argDescriptor { - name: "reductionMode" + name: "classesDim" argType: INT64 } argDescriptor { name: "dtype" argType: DATA_TYPE } - argDescriptor { - name: "labelsSmoothing" - argType: DOUBLE - } -} -opList { - name: "softmax_cross_entropy_loss_with_logits" argDescriptor { name: "outputs" argType: OUTPUT_TENSOR @@ -17682,6 +17827,9 @@ opList { argType: INPUT_TENSOR argIndex: 1 } +} +opList { + name: "softmax_cross_entropy_loss_with_logits_grad" argDescriptor { name: "classesDim" argType: INT64 @@ -17690,9 +17838,6 @@ opList { name: "dtype" argType: DATA_TYPE } -} -opList { - name: "softmax_cross_entropy_loss_with_logits_grad" argDescriptor { name: "outputs" argType: OUTPUT_TENSOR @@ -17711,17 +17856,13 @@ opList { argType: INPUT_TENSOR argIndex: 1 } - argDescriptor { - name: "classesDim" - argType: INT64 - } - argDescriptor { - name: "dtype" - argType: DATA_TYPE - } } opList { name: "softplus" + argDescriptor { + name: "dataType" + argType: DATA_TYPE + } argDescriptor { name: "outputs" argType: OUTPUT_TENSOR @@ -17734,10 +17875,6 @@ opList { name: "input" argType: INPUT_TENSOR } - argDescriptor { - name: "dataType" - argType: DATA_TYPE - } opDeclarationType: CONFIGURABLE_OP_IMPL } opList { @@ -17759,6 +17896,10 @@ opList { } opList { name: "softsign" + argDescriptor { + name: "dataType" + argType: DATA_TYPE + } argDescriptor { name: "outputs" argType: OUTPUT_TENSOR @@ -17771,10 +17912,6 @@ opList { name: "input" argType: INPUT_TENSOR } - argDescriptor { - name: "dataType" - argType: DATA_TYPE - } opDeclarationType: CONFIGURABLE_OP_IMPL } opList { @@ -17796,6 +17933,10 @@ opList { } opList { name: "softsignderivative" + argDescriptor { + name: "dataType" + argType: DATA_TYPE + } argDescriptor { name: "outputs" argType: OUTPUT_TENSOR @@ -17808,14 +17949,14 @@ opList { name: "input" argType: INPUT_TENSOR } - argDescriptor { - name: "dataType" - argType: DATA_TYPE - } opDeclarationType: LEGACY_XYZ } opList { name: "solve" + argDescriptor { + name: "dtype" + argType: DATA_TYPE + } argDescriptor { name: "outputs" argType: OUTPUT_TENSOR @@ -17838,13 +17979,13 @@ opList { argType: INPUT_TENSOR argIndex: 2 } +} +opList { + name: "solve_ls" argDescriptor { name: "dtype" argType: DATA_TYPE } -} -opList { - name: "solve_ls" argDescriptor { name: "outputs" argType: OUTPUT_TENSOR @@ -17853,6 +17994,10 @@ opList { name: "fastFlag" argType: BOOL } + argDescriptor { + name: "l2_factor" + argType: DOUBLE + } argDescriptor { name: "a" argType: INPUT_TENSOR @@ -17862,14 +18007,6 @@ opList { argType: INPUT_TENSOR argIndex: 1 } - argDescriptor { - name: "dtype" - argType: DATA_TYPE - } - argDescriptor { - name: "l2_factor" - argType: DOUBLE - } } opList { name: "somepoolingpool2d" @@ -17901,12 +18038,26 @@ opList { opList { name: "space_to_batch" argDescriptor { - name: "outputs" - argType: OUTPUT_TENSOR + name: "blockSize" + argType: INT64 } argDescriptor { - name: "inPlace" - argType: BOOL + name: "paddingTop" + argType: INT64 + argIndex: 1 + } + argDescriptor { + name: "paddingBottom" + argType: INT64 + argIndex: 2 + } + argDescriptor { + name: "dtype" + argType: DATA_TYPE + } + argDescriptor { + name: "outputs" + argType: OUTPUT_TENSOR } argDescriptor { name: "input" @@ -17917,17 +18068,17 @@ opList { argType: INPUT_TENSOR argIndex: 1 } +} +opList { + name: "space_to_batch_nd" argDescriptor { - name: "blockSize" + name: "blocks" argType: INT64 } argDescriptor { name: "dtype" argType: DATA_TYPE } -} -opList { - name: "space_to_batch_nd" argDescriptor { name: "outputs" argType: OUTPUT_TENSOR @@ -17950,25 +18101,9 @@ opList { argType: INPUT_TENSOR argIndex: 2 } - argDescriptor { - name: "blocks" - argType: INT64 - } - argDescriptor { - name: "dtype" - argType: DATA_TYPE - } } opList { name: "space_to_depth" - argDescriptor { - name: "outputs" - argType: OUTPUT_TENSOR - } - argDescriptor { - name: "input" - argType: INPUT_TENSOR - } argDescriptor { name: "block_size" argType: INT64 @@ -17982,9 +18117,21 @@ opList { name: "dtype" argType: DATA_TYPE } + argDescriptor { + name: "outputs" + argType: OUTPUT_TENSOR + } + argDescriptor { + name: "input" + argType: INPUT_TENSOR + } } opList { name: "sparse_softmax_cross_entropy_loss_with_logits" + argDescriptor { + name: "dtype" + argType: DATA_TYPE + } argDescriptor { name: "outputs" argType: OUTPUT_TENSOR @@ -17998,13 +18145,13 @@ opList { argType: INPUT_TENSOR argIndex: 1 } +} +opList { + name: "sparse_softmax_cross_entropy_loss_with_logits_grad" argDescriptor { name: "dtype" argType: DATA_TYPE } -} -opList { - name: "sparse_softmax_cross_entropy_loss_with_logits_grad" argDescriptor { name: "dLdp" argType: OUTPUT_TENSOR @@ -18018,26 +18165,9 @@ opList { argType: INPUT_TENSOR argIndex: 1 } - argDescriptor { - name: "dtype" - argType: DATA_TYPE - } } opList { name: "split" - argDescriptor { - name: "outArrs" - argType: OUTPUT_TENSOR - } - argDescriptor { - name: "a" - argType: INPUT_TENSOR - } - argDescriptor { - name: "b" - argType: INPUT_TENSOR - argIndex: 1 - } argDescriptor { name: "numSplit" argType: INT64 @@ -18051,9 +18181,26 @@ opList { name: "dtype" argType: DATA_TYPE } + argDescriptor { + name: "outArrs" + argType: OUTPUT_TENSOR + } + argDescriptor { + name: "a" + argType: INPUT_TENSOR + } + argDescriptor { + name: "b" + argType: INPUT_TENSOR + argIndex: 1 + } } opList { name: "split_list" + argDescriptor { + name: "dtype" + argType: DATA_TYPE + } argDescriptor { name: "outputs" argType: OUTPUT_TENSOR @@ -18072,14 +18219,14 @@ opList { argType: INPUT_TENSOR argIndex: 2 } - argDescriptor { - name: "dtype" - argType: DATA_TYPE - } opDeclarationType: LIST_OP_IMPL } opList { name: "split_string" + argDescriptor { + name: "dtype" + argType: DATA_TYPE + } argDescriptor { name: "outputs" argType: OUTPUT_TENSOR @@ -18093,13 +18240,22 @@ opList { argType: INPUT_TENSOR argIndex: 1 } +} +opList { + name: "split_v" + argDescriptor { + name: "dimensions" + argType: INT64 + } + argDescriptor { + name: "numSplit" + argType: INT64 + argIndex: 1 + } argDescriptor { name: "dtype" argType: DATA_TYPE } -} -opList { - name: "split_v" argDescriptor { name: "outputs" argType: OUTPUT_TENSOR @@ -18118,22 +18274,13 @@ opList { argType: INPUT_TENSOR argIndex: 2 } - argDescriptor { - name: "dimensions" - argType: INT64 - } - argDescriptor { - name: "numSplit" - argType: INT64 - argIndex: 1 - } - argDescriptor { - name: "dtype" - argType: DATA_TYPE - } } opList { name: "sqrt" + argDescriptor { + name: "dataType" + argType: DATA_TYPE + } argDescriptor { name: "outputs" argType: OUTPUT_TENSOR @@ -18146,10 +18293,6 @@ opList { name: "input" argType: INPUT_TENSOR } - argDescriptor { - name: "dataType" - argType: DATA_TYPE - } opDeclarationType: LEGACY_XYZ } opList { @@ -18166,6 +18309,10 @@ opList { } opList { name: "square" + argDescriptor { + name: "dataType" + argType: DATA_TYPE + } argDescriptor { name: "outputs" argType: OUTPUT_TENSOR @@ -18178,14 +18325,14 @@ opList { name: "input" argType: INPUT_TENSOR } - argDescriptor { - name: "dataType" - argType: DATA_TYPE - } opDeclarationType: OP_IMPL } opList { name: "squaredsubtract" + argDescriptor { + name: "dataType" + argType: DATA_TYPE + } argDescriptor { name: "outputs" argType: OUTPUT_TENSOR @@ -18203,14 +18350,14 @@ opList { argType: INPUT_TENSOR argIndex: 1 } - argDescriptor { - name: "dataType" - argType: DATA_TYPE - } opDeclarationType: BROADCASTABLE_OP_IMPL } opList { name: "squaredsubtract_bp" + argDescriptor { + name: "dtype" + argType: DATA_TYPE + } argDescriptor { name: "gradX" argType: OUTPUT_TENSOR @@ -18234,13 +18381,17 @@ opList { argType: INPUT_TENSOR argIndex: 2 } +} +opList { + name: "squeeze" + argDescriptor { + name: "_a" + argType: INT64 + } argDescriptor { name: "dtype" argType: DATA_TYPE } -} -opList { - name: "squeeze" argDescriptor { name: "outputs" argType: OUTPUT_TENSOR @@ -18254,17 +18405,13 @@ opList { argType: INPUT_TENSOR argIndex: 1 } - argDescriptor { - name: "_a" - argType: INT64 - } +} +opList { + name: "sru" argDescriptor { name: "dtype" argType: DATA_TYPE } -} -opList { - name: "sru" argDescriptor { name: "h" argType: OUTPUT_TENSOR @@ -18298,13 +18445,13 @@ opList { argType: INPUT_TENSOR argIndex: 4 } +} +opList { + name: "sruCell" argDescriptor { name: "dtype" argType: DATA_TYPE } -} -opList { - name: "sruCell" argDescriptor { name: "ht" argType: OUTPUT_TENSOR @@ -18333,13 +18480,13 @@ opList { argType: INPUT_TENSOR argIndex: 3 } +} +opList { + name: "sru_bi" argDescriptor { name: "dtype" argType: DATA_TYPE } -} -opList { - name: "sru_bi" argDescriptor { name: "ht" argType: OUTPUT_TENSOR @@ -18373,13 +18520,13 @@ opList { argType: INPUT_TENSOR argIndex: 4 } +} +opList { + name: "sru_bi_bp" argDescriptor { name: "dtype" argType: DATA_TYPE } -} -opList { - name: "sru_bi_bp" argDescriptor { name: "gradI" argType: OUTPUT_TENSOR @@ -18438,13 +18585,13 @@ opList { argType: INPUT_TENSOR argIndex: 7 } +} +opList { + name: "sru_bp" argDescriptor { name: "dtype" argType: DATA_TYPE } -} -opList { - name: "sru_bp" argDescriptor { name: "gradX" argType: OUTPUT_TENSOR @@ -18503,13 +18650,13 @@ opList { argType: INPUT_TENSOR argIndex: 7 } - argDescriptor { - name: "dtype" - argType: DATA_TYPE - } } opList { name: "stabilize" + argDescriptor { + name: "dataType" + argType: DATA_TYPE + } argDescriptor { name: "outputs" argType: OUTPUT_TENSOR @@ -18518,14 +18665,6 @@ opList { name: "inPlace" argType: BOOL } - argDescriptor { - name: "input" - argType: INPUT_TENSOR - } - argDescriptor { - name: "dataType" - argType: DATA_TYPE - } argDescriptor { name: "realMin" argType: DOUBLE @@ -18540,10 +18679,22 @@ opList { argType: DOUBLE argIndex: 2 } + argDescriptor { + name: "input" + argType: INPUT_TENSOR + } opDeclarationType: LEGACY_XYZ } opList { name: "stack" + argDescriptor { + name: "dimensions" + argType: INT64 + } + argDescriptor { + name: "dtype" + argType: DATA_TYPE + } argDescriptor { name: "outputs" argType: OUTPUT_TENSOR @@ -18557,17 +18708,13 @@ opList { argType: INPUT_TENSOR argIndex: 1 } - argDescriptor { - name: "dimensions" - argType: INT64 - } +} +opList { + name: "stack_list" argDescriptor { name: "dtype" argType: DATA_TYPE } -} -opList { - name: "stack_list" argDescriptor { name: "outputs" argType: OUTPUT_TENSOR @@ -18576,14 +18723,14 @@ opList { name: "list" argType: INPUT_TENSOR } - argDescriptor { - name: "dtype" - argType: DATA_TYPE - } opDeclarationType: LIST_OP_IMPL } opList { name: "standardize" + argDescriptor { + name: "dimensions" + argType: INT64 + } argDescriptor { name: "outputs" argType: OUTPUT_TENSOR @@ -18597,14 +18744,18 @@ opList { argType: INPUT_TENSOR argIndex: 1 } - argDescriptor { - name: "dimensions" - argType: INT64 - } opDeclarationType: CONFIGURABLE_OP_IMPL } opList { name: "standardize_bp" + argDescriptor { + name: "dimensions" + argType: INT64 + } + argDescriptor { + name: "dtype" + argType: DATA_TYPE + } argDescriptor { name: "outputs" argType: OUTPUT_TENSOR @@ -18623,17 +18774,13 @@ opList { argType: INPUT_TENSOR argIndex: 2 } - argDescriptor { - name: "dimensions" - argType: INT64 - } +} +opList { + name: "static_bidirectional_rnn" argDescriptor { name: "dtype" argType: DATA_TYPE } -} -opList { - name: "static_bidirectional_rnn" argDescriptor { name: "h" argType: OUTPUT_TENSOR @@ -18692,13 +18839,13 @@ opList { argType: INPUT_TENSOR argIndex: 8 } +} +opList { + name: "static_rnn" argDescriptor { name: "dtype" argType: DATA_TYPE } -} -opList { - name: "static_rnn" argDescriptor { name: "h" argType: OUTPUT_TENSOR @@ -18732,19 +18879,19 @@ opList { argType: INPUT_TENSOR argIndex: 4 } - argDescriptor { - name: "dtype" - argType: DATA_TYPE - } } opList { name: "std" + argDescriptor { + name: "dimensions" + argType: INT64 + } argDescriptor { name: "outputs" argType: OUTPUT_TENSOR } argDescriptor { - name: "newFormat" + name: "biasCorrected" argType: BOOL } argDescriptor { @@ -18756,10 +18903,6 @@ opList { name: "input" argType: INPUT_TENSOR } - argDescriptor { - name: "dimensions" - argType: INT64 - } opDeclarationType: LEGACY_XYZ } opList { @@ -18772,18 +18915,22 @@ opList { name: "inPlace" argType: BOOL } - argDescriptor { - name: "input" - argType: INPUT_TENSOR - } argDescriptor { name: "cutoff" argType: DOUBLE } + argDescriptor { + name: "input" + argType: INPUT_TENSOR + } opDeclarationType: LEGACY_XYZ } opList { name: "stop_gradient" + argDescriptor { + name: "dataType" + argType: DATA_TYPE + } argDescriptor { name: "outputs" argType: OUTPUT_TENSOR @@ -18796,37 +18943,10 @@ opList { name: "input" argType: INPUT_TENSOR } - argDescriptor { - name: "dataType" - argType: DATA_TYPE - } opDeclarationType: OP_IMPL } opList { name: "strided_slice" - argDescriptor { - name: "outputs" - argType: OUTPUT_TENSOR - } - argDescriptor { - name: "input" - argType: INPUT_TENSOR - } - argDescriptor { - name: "v_begin" - argType: INPUT_TENSOR - argIndex: 1 - } - argDescriptor { - name: "v_end" - argType: INPUT_TENSOR - argIndex: 2 - } - argDescriptor { - name: "v_stride" - argType: INPUT_TENSOR - argIndex: 3 - } argDescriptor { name: "begin_mask" argType: INT64 @@ -18855,9 +18975,60 @@ opList { name: "dtype" argType: DATA_TYPE } + argDescriptor { + name: "outputs" + argType: OUTPUT_TENSOR + } + argDescriptor { + name: "input" + argType: INPUT_TENSOR + } + argDescriptor { + name: "v_begin" + argType: INPUT_TENSOR + argIndex: 1 + } + argDescriptor { + name: "v_end" + argType: INPUT_TENSOR + argIndex: 2 + } + argDescriptor { + name: "v_stride" + argType: INPUT_TENSOR + argIndex: 3 + } } opList { name: "strided_slice_bp" + argDescriptor { + name: "begin_mask" + argType: INT64 + } + argDescriptor { + name: "ellipsis_mask" + argType: INT64 + argIndex: 1 + } + argDescriptor { + name: "end_mask" + argType: INT64 + argIndex: 2 + } + argDescriptor { + name: "new_axis_mask" + argType: INT64 + argIndex: 3 + } + argDescriptor { + name: "shrink_axis_mask" + argType: INT64 + argIndex: 4 + } + argDescriptor { + name: "dtype" + argType: DATA_TYPE + } argDescriptor { name: "outputs" argType: OUTPUT_TENSOR @@ -18886,34 +19057,6 @@ opList { argType: INPUT_TENSOR argIndex: 4 } - argDescriptor { - name: "begin_mask" - argType: INT64 - } - argDescriptor { - name: "ellipsis_mask" - argType: INT64 - argIndex: 1 - } - argDescriptor { - name: "end_mask" - argType: INT64 - argIndex: 2 - } - argDescriptor { - name: "new_axis_mask" - argType: INT64 - argIndex: 3 - } - argDescriptor { - name: "shrink_axis_mask" - argType: INT64 - argIndex: 4 - } - argDescriptor { - name: "dtype" - argType: DATA_TYPE - } } opList { name: "sub_scalar" @@ -18921,18 +19064,23 @@ opList { name: "outputs" argType: OUTPUT_TENSOR } - argDescriptor { - name: "inPlace" - argType: BOOL - } argDescriptor { name: "input" argType: INPUT_TENSOR } + argDescriptor { + name: "y" + argType: INPUT_TENSOR + argIndex: 1 + } opDeclarationType: LEGACY_XYZ } opList { name: "subtract" + argDescriptor { + name: "dataType" + argType: DATA_TYPE + } argDescriptor { name: "outputs" argType: OUTPUT_TENSOR @@ -18950,14 +19098,14 @@ opList { argType: INPUT_TENSOR argIndex: 1 } - argDescriptor { - name: "dataType" - argType: DATA_TYPE - } opDeclarationType: BROADCASTABLE_OP_IMPL } opList { name: "subtract_bp" + argDescriptor { + name: "dtype" + argType: DATA_TYPE + } argDescriptor { name: "gradX" argType: OUTPUT_TENSOR @@ -18985,13 +19133,13 @@ opList { argType: INPUT_TENSOR argIndex: 2 } +} +opList { + name: "sufficient_statistics" argDescriptor { name: "dtype" argType: DATA_TYPE } -} -opList { - name: "sufficient_statistics" argDescriptor { name: "dataCount" argType: OUTPUT_TENSOR @@ -19025,19 +19173,33 @@ opList { argType: INPUT_TENSOR argIndex: 2 } +} +opList { + name: "svd" + argDescriptor { + name: "fullUV" + argType: INT64 + } + argDescriptor { + name: "calcUV" + argType: INT64 + argIndex: 1 + } + argDescriptor { + name: "switchNum" + argType: INT64 + argIndex: 2 + } argDescriptor { name: "dtype" argType: DATA_TYPE } -} -opList { - name: "svd" argDescriptor { name: "outputs" argType: OUTPUT_TENSOR } argDescriptor { - name: "fullUV" + name: "full_matrices" argType: BOOL } argDescriptor { @@ -19064,27 +19226,13 @@ opList { argType: INPUT_TENSOR argIndex: 3 } - argDescriptor { - name: "fullUV" - argType: INT64 - } - argDescriptor { - name: "calcUV" - argType: INT64 - argIndex: 1 - } - argDescriptor { - name: "switchNum" - argType: INT64 - argIndex: 2 - } - argDescriptor { - name: "dtype" - argType: DATA_TYPE - } } opList { name: "swish" + argDescriptor { + name: "dataType" + argType: DATA_TYPE + } argDescriptor { name: "outputs" argType: OUTPUT_TENSOR @@ -19097,10 +19245,6 @@ opList { name: "input" argType: INPUT_TENSOR } - argDescriptor { - name: "dataType" - argType: DATA_TYPE - } opDeclarationType: LEGACY_XYZ } opList { @@ -19109,6 +19253,10 @@ opList { name: "outputs" argType: OUTPUT_TENSOR } + argDescriptor { + name: "frameName" + argType: STRING + } argDescriptor { name: "input" argType: INPUT_TENSOR @@ -19118,13 +19266,13 @@ opList { argType: INPUT_TENSOR argIndex: 1 } - argDescriptor { - name: "frameName" - argType: STRING - } } opList { name: "tan" + argDescriptor { + name: "dataType" + argType: DATA_TYPE + } argDescriptor { name: "outputs" argType: OUTPUT_TENSOR @@ -19137,14 +19285,14 @@ opList { name: "input" argType: INPUT_TENSOR } - argDescriptor { - name: "dataType" - argType: DATA_TYPE - } opDeclarationType: LEGACY_XYZ } opList { name: "tanderivative" + argDescriptor { + name: "dataType" + argType: DATA_TYPE + } argDescriptor { name: "outputs" argType: OUTPUT_TENSOR @@ -19153,14 +19301,14 @@ opList { name: "input" argType: INPUT_TENSOR } - argDescriptor { - name: "dataType" - argType: DATA_TYPE - } opDeclarationType: LEGACY_XYZ } opList { name: "tanh" + argDescriptor { + name: "dataType" + argType: DATA_TYPE + } argDescriptor { name: "outputs" argType: OUTPUT_TENSOR @@ -19173,10 +19321,6 @@ opList { name: "input" argType: INPUT_TENSOR } - argDescriptor { - name: "dataType" - argType: DATA_TYPE - } opDeclarationType: CONFIGURABLE_OP_IMPL } opList { @@ -19198,6 +19342,10 @@ opList { } opList { name: "tear" + argDescriptor { + name: "dtype" + argType: DATA_TYPE + } argDescriptor { name: "outE" argType: OUTPUT_TENSOR @@ -19206,21 +19354,17 @@ opList { name: "input" argType: INPUT_TENSOR } - argDescriptor { - name: "dtype" - argType: DATA_TYPE - } } opList { name: "tensorarrayv3" - argDescriptor { - name: "outputs" - argType: OUTPUT_TENSOR - } argDescriptor { name: "dataType" argType: INT64 } + argDescriptor { + name: "outputs" + argType: OUTPUT_TENSOR + } } opList { name: "tensorarraywritev3" @@ -19235,6 +19379,10 @@ opList { } opList { name: "tensordot" + argDescriptor { + name: "dimensionsY" + argType: INT64 + } argDescriptor { name: "outputs" argType: OUTPUT_TENSOR @@ -19262,26 +19410,9 @@ opList { argType: INPUT_TENSOR argIndex: 1 } - argDescriptor { - name: "dimensionsY" - argType: INT64 - } } opList { name: "tensormmul" - argDescriptor { - name: "c" - argType: OUTPUT_TENSOR - } - argDescriptor { - name: "a" - argType: INPUT_TENSOR - } - argDescriptor { - name: "b" - argType: INPUT_TENSOR - argIndex: 1 - } argDescriptor { name: "axe0_size" argType: INT64 @@ -19295,9 +19426,30 @@ opList { name: "dtype" argType: DATA_TYPE } + argDescriptor { + name: "c" + argType: OUTPUT_TENSOR + } + argDescriptor { + name: "a" + argType: INPUT_TENSOR + } + argDescriptor { + name: "b" + argType: INPUT_TENSOR + argIndex: 1 + } } opList { name: "tensormmul_bp" + argDescriptor { + name: "axe0Size" + argType: INT64 + } + argDescriptor { + name: "dtype" + argType: DATA_TYPE + } argDescriptor { name: "dLdA" argType: OUTPUT_TENSOR @@ -19321,14 +19473,6 @@ opList { argType: INPUT_TENSOR argIndex: 2 } - argDescriptor { - name: "axe0Size" - argType: INT64 - } - argDescriptor { - name: "dtype" - argType: DATA_TYPE - } } opList { name: "test_output_reshape" @@ -19344,6 +19488,10 @@ opList { } opList { name: "test_scalar" + argDescriptor { + name: "dtype" + argType: DATA_TYPE + } argDescriptor { name: "outputs" argType: OUTPUT_TENSOR @@ -19352,21 +19500,17 @@ opList { name: "input" argType: INPUT_TENSOR } - argDescriptor { - name: "dtype" - argType: DATA_TYPE - } } opList { name: "testcustom" - argDescriptor { - name: "outputs" - argType: OUTPUT_TENSOR - } argDescriptor { name: "dtype" argType: DATA_TYPE } + argDescriptor { + name: "outputs" + argType: OUTPUT_TENSOR + } } opList { name: "testop2i2o" @@ -19400,6 +19544,10 @@ opList { } opList { name: "tf_atan2" + argDescriptor { + name: "dataType" + argType: DATA_TYPE + } argDescriptor { name: "outputs" argType: OUTPUT_TENSOR @@ -19417,10 +19565,6 @@ opList { argType: INPUT_TENSOR argIndex: 1 } - argDescriptor { - name: "dataType" - argType: DATA_TYPE - } opDeclarationType: BROADCASTABLE_OP_IMPL } opList { @@ -19433,14 +19577,14 @@ opList { name: "inPlace" argType: BOOL } - argDescriptor { - name: "input" - argType: INPUT_TENSOR - } argDescriptor { name: "cutoff" argType: DOUBLE } + argDescriptor { + name: "input" + argType: INPUT_TENSOR + } opDeclarationType: CONFIGURABLE_OP_IMPL } opList { @@ -19449,6 +19593,10 @@ opList { name: "dLdI" argType: OUTPUT_TENSOR } + argDescriptor { + name: "cutoff" + argType: DOUBLE + } argDescriptor { name: "input" argType: INPUT_TENSOR @@ -19458,14 +19606,18 @@ opList { argType: INPUT_TENSOR argIndex: 1 } - argDescriptor { - name: "cutoff" - argType: DOUBLE - } opDeclarationType: CONFIGURABLE_OP_IMPL } opList { name: "tile" + argDescriptor { + name: "dimensions" + argType: INT64 + } + argDescriptor { + name: "dtype" + argType: DATA_TYPE + } argDescriptor { name: "outputs" argType: OUTPUT_TENSOR @@ -19483,17 +19635,17 @@ opList { argType: INPUT_TENSOR argIndex: 1 } +} +opList { + name: "tile_bp" argDescriptor { - name: "dimensions" + name: "repeat" argType: INT64 } argDescriptor { name: "dtype" argType: DATA_TYPE } -} -opList { - name: "tile_bp" argDescriptor { name: "gradI" argType: OUTPUT_TENSOR @@ -19507,17 +19659,13 @@ opList { argType: INPUT_TENSOR argIndex: 1 } - argDescriptor { - name: "repeat" - argType: INT64 - } +} +opList { + name: "tile_to_shape" argDescriptor { name: "dtype" argType: DATA_TYPE } -} -opList { - name: "tile_to_shape" argDescriptor { name: "outputs" argType: OUTPUT_TENSOR @@ -19526,13 +19674,13 @@ opList { name: "input" argType: INPUT_TENSOR } +} +opList { + name: "tile_to_shape_bp" argDescriptor { name: "dtype" argType: DATA_TYPE } -} -opList { - name: "tile_to_shape_bp" argDescriptor { name: "gradX" argType: OUTPUT_TENSOR @@ -19546,13 +19694,13 @@ opList { argType: INPUT_TENSOR argIndex: 1 } - argDescriptor { - name: "dtype" - argType: DATA_TYPE - } } opList { name: "timesoneminus" + argDescriptor { + name: "dataType" + argType: DATA_TYPE + } argDescriptor { name: "outputs" argType: OUTPUT_TENSOR @@ -19565,14 +19713,14 @@ opList { name: "input" argType: INPUT_TENSOR } - argDescriptor { - name: "dataType" - argType: DATA_TYPE - } opDeclarationType: LEGACY_XYZ } opList { name: "to_double" + argDescriptor { + name: "dtype" + argType: DATA_TYPE + } argDescriptor { name: "outputs" argType: OUTPUT_TENSOR @@ -19581,13 +19729,13 @@ opList { name: "input" argType: INPUT_TENSOR } - argDescriptor { - name: "dtype" - argType: DATA_TYPE - } } opList { name: "to_float16" + argDescriptor { + name: "dtype" + argType: DATA_TYPE + } argDescriptor { name: "outputs" argType: OUTPUT_TENSOR @@ -19596,13 +19744,13 @@ opList { name: "input" argType: INPUT_TENSOR } - argDescriptor { - name: "dtype" - argType: DATA_TYPE - } } opList { name: "to_float32" + argDescriptor { + name: "dtype" + argType: DATA_TYPE + } argDescriptor { name: "outputs" argType: OUTPUT_TENSOR @@ -19611,13 +19759,13 @@ opList { name: "input" argType: INPUT_TENSOR } - argDescriptor { - name: "dtype" - argType: DATA_TYPE - } } opList { name: "to_int32" + argDescriptor { + name: "dtype" + argType: DATA_TYPE + } argDescriptor { name: "outputs" argType: OUTPUT_TENSOR @@ -19626,13 +19774,13 @@ opList { name: "input" argType: INPUT_TENSOR } - argDescriptor { - name: "dtype" - argType: DATA_TYPE - } } opList { name: "to_int64" + argDescriptor { + name: "dtype" + argType: DATA_TYPE + } argDescriptor { name: "outputs" argType: OUTPUT_TENSOR @@ -19641,13 +19789,13 @@ opList { name: "input" argType: INPUT_TENSOR } - argDescriptor { - name: "dtype" - argType: DATA_TYPE - } } opList { name: "to_uint32" + argDescriptor { + name: "dtype" + argType: DATA_TYPE + } argDescriptor { name: "outputs" argType: OUTPUT_TENSOR @@ -19656,13 +19804,13 @@ opList { name: "input" argType: INPUT_TENSOR } - argDescriptor { - name: "dtype" - argType: DATA_TYPE - } } opList { name: "to_uint64" + argDescriptor { + name: "dtype" + argType: DATA_TYPE + } argDescriptor { name: "outputs" argType: OUTPUT_TENSOR @@ -19671,10 +19819,6 @@ opList { name: "input" argType: INPUT_TENSOR } - argDescriptor { - name: "dtype" - argType: DATA_TYPE - } } opList { name: "toggle_bits" @@ -19690,6 +19834,14 @@ opList { } opList { name: "top_k" + argDescriptor { + name: "k" + argType: INT64 + } + argDescriptor { + name: "dtype" + argType: DATA_TYPE + } argDescriptor { name: "values" argType: OUTPUT_TENSOR @@ -19707,17 +19859,13 @@ opList { name: "input" argType: INPUT_TENSOR } - argDescriptor { - name: "k" - argType: INT64 - } +} +opList { + name: "trace" argDescriptor { name: "dtype" argType: DATA_TYPE } -} -opList { - name: "trace" argDescriptor { name: "outputs" argType: OUTPUT_TENSOR @@ -19726,13 +19874,13 @@ opList { name: "input" argType: INPUT_TENSOR } +} +opList { + name: "transpose" argDescriptor { name: "dtype" argType: DATA_TYPE } -} -opList { - name: "transpose" argDescriptor { name: "outputs" argType: OUTPUT_TENSOR @@ -19746,17 +19894,9 @@ opList { argType: INPUT_TENSOR argIndex: 1 } - argDescriptor { - name: "dtype" - argType: DATA_TYPE - } } opList { name: "tri" - argDescriptor { - name: "outputs" - argType: OUTPUT_TENSOR - } argDescriptor { name: "row" argType: INT64 @@ -19775,9 +19915,17 @@ opList { name: "dtype" argType: DATA_TYPE } + argDescriptor { + name: "outputs" + argType: OUTPUT_TENSOR + } } opList { name: "triangular_solve" + argDescriptor { + name: "dtype" + argType: DATA_TYPE + } argDescriptor { name: "outputs" argType: OUTPUT_TENSOR @@ -19810,21 +19958,9 @@ opList { argType: INPUT_TENSOR argIndex: 3 } - argDescriptor { - name: "dtype" - argType: DATA_TYPE - } } opList { name: "triu" - argDescriptor { - name: "outputs" - argType: OUTPUT_TENSOR - } - argDescriptor { - name: "input" - argType: INPUT_TENSOR - } argDescriptor { name: "diag" argType: INT64 @@ -19833,9 +19969,25 @@ opList { name: "dtype" argType: DATA_TYPE } + argDescriptor { + name: "outputs" + argType: OUTPUT_TENSOR + } + argDescriptor { + name: "input" + argType: INPUT_TENSOR + } } opList { name: "triu_bp" + argDescriptor { + name: "diag" + argType: INT64 + } + argDescriptor { + name: "dtype" + argType: DATA_TYPE + } argDescriptor { name: "gradI" argType: OUTPUT_TENSOR @@ -19849,17 +20001,13 @@ opList { argType: INPUT_TENSOR argIndex: 1 } - argDescriptor { - name: "diag" - argType: INT64 - } - argDescriptor { - name: "dtype" - argType: DATA_TYPE - } } opList { name: "truncatediv" + argDescriptor { + name: "dataType" + argType: DATA_TYPE + } argDescriptor { name: "outputs" argType: OUTPUT_TENSOR @@ -19877,14 +20025,14 @@ opList { argType: INPUT_TENSOR argIndex: 1 } - argDescriptor { - name: "dataType" - argType: DATA_TYPE - } opDeclarationType: BROADCASTABLE_OP_IMPL } opList { name: "unique" + argDescriptor { + name: "dtype" + argType: DATA_TYPE + } argDescriptor { name: "values" argType: OUTPUT_TENSOR @@ -19898,13 +20046,13 @@ opList { name: "input" argType: INPUT_TENSOR } +} +opList { + name: "unique_with_counts" argDescriptor { name: "dtype" argType: DATA_TYPE } -} -opList { - name: "unique_with_counts" argDescriptor { name: "values" argType: OUTPUT_TENSOR @@ -19923,13 +20071,17 @@ opList { name: "input" argType: INPUT_TENSOR } +} +opList { + name: "unsorted_segment_max" + argDescriptor { + name: "numSegments" + argType: INT64 + } argDescriptor { name: "dtype" argType: DATA_TYPE } -} -opList { - name: "unsorted_segment_max" argDescriptor { name: "segmentedOutput" argType: OUTPUT_TENSOR @@ -19948,17 +20100,17 @@ opList { argType: INPUT_TENSOR argIndex: 2 } - argDescriptor { - name: "numSegments" - argType: INT64 - } - argDescriptor { - name: "dtype" - argType: DATA_TYPE - } } opList { name: "unsorted_segment_max_bp" + argDescriptor { + name: "numSegments" + argType: INT64 + } + argDescriptor { + name: "dtype" + argType: DATA_TYPE + } argDescriptor { name: "outputs" argType: OUTPUT_TENSOR @@ -19977,17 +20129,17 @@ opList { argType: INPUT_TENSOR argIndex: 2 } - argDescriptor { - name: "numSegments" - argType: INT64 - } - argDescriptor { - name: "dtype" - argType: DATA_TYPE - } } opList { name: "unsorted_segment_mean" + argDescriptor { + name: "numSegments" + argType: INT64 + } + argDescriptor { + name: "dtype" + argType: DATA_TYPE + } argDescriptor { name: "segmentedOutput" argType: OUTPUT_TENSOR @@ -20006,17 +20158,17 @@ opList { argType: INPUT_TENSOR argIndex: 2 } - argDescriptor { - name: "numSegments" - argType: INT64 - } - argDescriptor { - name: "dtype" - argType: DATA_TYPE - } } opList { name: "unsorted_segment_mean_bp" + argDescriptor { + name: "numSegments" + argType: INT64 + } + argDescriptor { + name: "dtype" + argType: DATA_TYPE + } argDescriptor { name: "outputs" argType: OUTPUT_TENSOR @@ -20035,17 +20187,17 @@ opList { argType: INPUT_TENSOR argIndex: 2 } - argDescriptor { - name: "numSegments" - argType: INT64 - } - argDescriptor { - name: "dtype" - argType: DATA_TYPE - } } opList { name: "unsorted_segment_min" + argDescriptor { + name: "numSegments" + argType: INT64 + } + argDescriptor { + name: "dtype" + argType: DATA_TYPE + } argDescriptor { name: "segmentedOutput" argType: OUTPUT_TENSOR @@ -20064,17 +20216,17 @@ opList { argType: INPUT_TENSOR argIndex: 2 } - argDescriptor { - name: "numSegments" - argType: INT64 - } - argDescriptor { - name: "dtype" - argType: DATA_TYPE - } } opList { name: "unsorted_segment_min_bp" + argDescriptor { + name: "numSegments" + argType: INT64 + } + argDescriptor { + name: "dtype" + argType: DATA_TYPE + } argDescriptor { name: "outputs" argType: OUTPUT_TENSOR @@ -20093,17 +20245,17 @@ opList { argType: INPUT_TENSOR argIndex: 2 } - argDescriptor { - name: "numSegments" - argType: INT64 - } - argDescriptor { - name: "dtype" - argType: DATA_TYPE - } } opList { name: "unsorted_segment_prod" + argDescriptor { + name: "numSegments" + argType: INT64 + } + argDescriptor { + name: "dtype" + argType: DATA_TYPE + } argDescriptor { name: "segmentedOutput" argType: OUTPUT_TENSOR @@ -20122,17 +20274,17 @@ opList { argType: INPUT_TENSOR argIndex: 2 } - argDescriptor { - name: "numSegments" - argType: INT64 - } - argDescriptor { - name: "dtype" - argType: DATA_TYPE - } } opList { name: "unsorted_segment_prod_bp" + argDescriptor { + name: "numSegments" + argType: INT64 + } + argDescriptor { + name: "dtype" + argType: DATA_TYPE + } argDescriptor { name: "outputs" argType: OUTPUT_TENSOR @@ -20151,17 +20303,17 @@ opList { argType: INPUT_TENSOR argIndex: 2 } - argDescriptor { - name: "numSegments" - argType: INT64 - } - argDescriptor { - name: "dtype" - argType: DATA_TYPE - } } opList { name: "unsorted_segment_sqrt_n" + argDescriptor { + name: "numSegments" + argType: INT64 + } + argDescriptor { + name: "dtype" + argType: DATA_TYPE + } argDescriptor { name: "segmentedOutput" argType: OUTPUT_TENSOR @@ -20180,17 +20332,17 @@ opList { argType: INPUT_TENSOR argIndex: 2 } - argDescriptor { - name: "numSegments" - argType: INT64 - } - argDescriptor { - name: "dtype" - argType: DATA_TYPE - } } opList { name: "unsorted_segment_sqrt_n_bp" + argDescriptor { + name: "numSegments" + argType: INT64 + } + argDescriptor { + name: "dtype" + argType: DATA_TYPE + } argDescriptor { name: "outputs" argType: OUTPUT_TENSOR @@ -20209,6 +20361,9 @@ opList { argType: INPUT_TENSOR argIndex: 2 } +} +opList { + name: "unsorted_segment_sum" argDescriptor { name: "numSegments" argType: INT64 @@ -20217,9 +20372,6 @@ opList { name: "dtype" argType: DATA_TYPE } -} -opList { - name: "unsorted_segment_sum" argDescriptor { name: "segmentedOutput" argType: OUTPUT_TENSOR @@ -20238,6 +20390,9 @@ opList { argType: INPUT_TENSOR argIndex: 2 } +} +opList { + name: "unsorted_segment_sum_bp" argDescriptor { name: "numSegments" argType: INT64 @@ -20246,9 +20401,6 @@ opList { name: "dtype" argType: DATA_TYPE } -} -opList { - name: "unsorted_segment_sum_bp" argDescriptor { name: "outputs" argType: OUTPUT_TENSOR @@ -20267,25 +20419,9 @@ opList { argType: INPUT_TENSOR argIndex: 2 } - argDescriptor { - name: "numSegments" - argType: INT64 - } - argDescriptor { - name: "dtype" - argType: DATA_TYPE - } } opList { name: "unstack" - argDescriptor { - name: "outArrs" - argType: OUTPUT_TENSOR - } - argDescriptor { - name: "input" - argType: INPUT_TENSOR - } argDescriptor { name: "dimensions" argType: INT64 @@ -20299,6 +20435,14 @@ opList { name: "dtype" argType: DATA_TYPE } + argDescriptor { + name: "outArrs" + argType: OUTPUT_TENSOR + } + argDescriptor { + name: "input" + argType: INPUT_TENSOR + } } opList { name: "unstack_list" @@ -20314,18 +20458,6 @@ opList { } opList { name: "upsampling2d" - argDescriptor { - name: "outputs" - argType: OUTPUT_TENSOR - } - argDescriptor { - name: "nchw" - argType: BOOL - } - argDescriptor { - name: "input" - argType: INPUT_TENSOR - } argDescriptor { name: "factorH" argType: INT64 @@ -20344,9 +20476,29 @@ opList { name: "dtype" argType: DATA_TYPE } + argDescriptor { + name: "outputs" + argType: OUTPUT_TENSOR + } + argDescriptor { + name: "nchw" + argType: BOOL + } + argDescriptor { + name: "input" + argType: INPUT_TENSOR + } } opList { name: "upsampling2d_bp" + argDescriptor { + name: "scaleW" + argType: INT64 + } + argDescriptor { + name: "dtype" + argType: DATA_TYPE + } argDescriptor { name: "gradI" argType: OUTPUT_TENSOR @@ -20364,29 +20516,9 @@ opList { argType: INPUT_TENSOR argIndex: 1 } - argDescriptor { - name: "scaleW" - argType: INT64 - } - argDescriptor { - name: "dtype" - argType: DATA_TYPE - } } opList { name: "upsampling3d" - argDescriptor { - name: "outputs" - argType: OUTPUT_TENSOR - } - argDescriptor { - name: "ncdhw" - argType: BOOL - } - argDescriptor { - name: "input" - argType: INPUT_TENSOR - } argDescriptor { name: "factorD" argType: INT64 @@ -20410,9 +20542,29 @@ opList { name: "dtype" argType: DATA_TYPE } + argDescriptor { + name: "outputs" + argType: OUTPUT_TENSOR + } + argDescriptor { + name: "ncdhw" + argType: BOOL + } + argDescriptor { + name: "input" + argType: INPUT_TENSOR + } } opList { name: "upsampling3d_bp" + argDescriptor { + name: "isNCDHW" + argType: INT64 + } + argDescriptor { + name: "dtype" + argType: DATA_TYPE + } argDescriptor { name: "gradI" argType: OUTPUT_TENSOR @@ -20430,17 +20582,13 @@ opList { argType: INPUT_TENSOR argIndex: 1 } - argDescriptor { - name: "isNCDHW" - argType: INT64 - } - argDescriptor { - name: "dtype" - argType: DATA_TYPE - } } opList { name: "var" + argDescriptor { + name: "dimensions" + argType: INT64 + } argDescriptor { name: "outputs" argType: OUTPUT_TENSOR @@ -20458,10 +20606,6 @@ opList { name: "input" argType: INPUT_TENSOR } - argDescriptor { - name: "dimensions" - argType: INT64 - } opDeclarationType: LEGACY_XYZ } opList { @@ -20488,6 +20632,10 @@ opList { } opList { name: "where_np" + argDescriptor { + name: "dtype" + argType: DATA_TYPE + } argDescriptor { name: "outputs" argType: OUTPUT_TENSOR @@ -20506,13 +20654,13 @@ opList { argType: INPUT_TENSOR argIndex: 2 } - argDescriptor { - name: "dtype" - argType: DATA_TYPE - } } opList { name: "write_list" + argDescriptor { + name: "idx" + argType: INT64 + } argDescriptor { name: "outputs" argType: OUTPUT_TENSOR @@ -20526,18 +20674,22 @@ opList { argType: INPUT_TENSOR argIndex: 1 } - argDescriptor { - name: "idx" - argType: INT64 - } opDeclarationType: LIST_OP_IMPL } opList { name: "xor" + argDescriptor { + name: "dataType" + argType: DATA_TYPE + } argDescriptor { name: "outputs" argType: OUTPUT_TENSOR } + argDescriptor { + name: "comparable" + argType: DOUBLE + } argDescriptor { name: "input" argType: INPUT_TENSOR @@ -20547,14 +20699,6 @@ opList { argType: INPUT_TENSOR argIndex: 1 } - argDescriptor { - name: "dataType" - argType: DATA_TYPE - } - argDescriptor { - name: "comparable" - argType: DOUBLE - } opDeclarationType: LEGACY_XYZ } opList { @@ -20575,6 +20719,14 @@ opList { } opList { name: "xw_plus_b" + argDescriptor { + name: "bTranspose" + argType: INT64 + } + argDescriptor { + name: "dtype" + argType: DATA_TYPE + } argDescriptor { name: "outputs" argType: OUTPUT_TENSOR @@ -20593,6 +20745,9 @@ opList { argType: INPUT_TENSOR argIndex: 2 } +} +opList { + name: "xw_plus_b_bp" argDescriptor { name: "bTranspose" argType: INT64 @@ -20601,9 +20756,6 @@ opList { name: "dtype" argType: DATA_TYPE } -} -opList { - name: "xw_plus_b_bp" argDescriptor { name: "dLdx" argType: OUTPUT_TENSOR @@ -20637,17 +20789,13 @@ opList { argType: INPUT_TENSOR argIndex: 3 } - argDescriptor { - name: "bTranspose" - argType: INT64 - } - argDescriptor { - name: "dtype" - argType: DATA_TYPE - } } opList { name: "yiq_to_rgb" + argDescriptor { + name: "dimC" + argType: INT64 + } argDescriptor { name: "outputs" argType: OUTPUT_TENSOR @@ -20656,14 +20804,14 @@ opList { name: "input" argType: INPUT_TENSOR } - argDescriptor { - name: "dimC" - argType: INT64 - } opDeclarationType: CONFIGURABLE_OP_IMPL } opList { name: "yuv_to_rgb" + argDescriptor { + name: "dimC" + argType: INT64 + } argDescriptor { name: "outputs" argType: OUTPUT_TENSOR @@ -20672,14 +20820,14 @@ opList { name: "input" argType: INPUT_TENSOR } - argDescriptor { - name: "dimC" - argType: INT64 - } opDeclarationType: CONFIGURABLE_OP_IMPL } opList { name: "zero_fraction" + argDescriptor { + name: "dtype" + argType: DATA_TYPE + } argDescriptor { name: "outputs" argType: OUTPUT_TENSOR @@ -20688,21 +20836,17 @@ opList { name: "input" argType: INPUT_TENSOR } - argDescriptor { - name: "dtype" - argType: DATA_TYPE - } } opList { name: "zeros_as" - argDescriptor { - name: "outputs" - argType: OUTPUT_TENSOR - } argDescriptor { name: "dtype" argType: DATA_TYPE } + argDescriptor { + name: "outputs" + argType: OUTPUT_TENSOR + } } opList { name: "zeros_like" @@ -20717,6 +20861,10 @@ opList { } opList { name: "zeroslike" + argDescriptor { + name: "dataType" + argType: INT64 + } argDescriptor { name: "outputs" argType: OUTPUT_TENSOR @@ -20729,13 +20877,13 @@ opList { name: "input" argType: INPUT_TENSOR } - argDescriptor { - name: "dataType" - argType: INT64 - } } opList { name: "zeta" + argDescriptor { + name: "dataType" + argType: DATA_TYPE + } argDescriptor { name: "outputs" argType: OUTPUT_TENSOR @@ -20753,10 +20901,6 @@ opList { argType: INPUT_TENSOR argIndex: 1 } - argDescriptor { - name: "dataType" - argType: DATA_TYPE - } opDeclarationType: CONFIGURABLE_OP_IMPL } opList { diff --git a/nd4j/samediff-import/samediff-import-onnx/src/main/kotlin/org/nd4j/samediff/frameworkimport/onnx/opdefs/OnnxOpDescriptorLoader.kt b/nd4j/samediff-import/samediff-import-onnx/src/main/kotlin/org/nd4j/samediff/frameworkimport/onnx/opdefs/OnnxOpDescriptorLoader.kt index 9a27836bb..972d67667 100644 --- a/nd4j/samediff-import/samediff-import-onnx/src/main/kotlin/org/nd4j/samediff/frameworkimport/onnx/opdefs/OnnxOpDescriptorLoader.kt +++ b/nd4j/samediff-import/samediff-import-onnx/src/main/kotlin/org/nd4j/samediff/frameworkimport/onnx/opdefs/OnnxOpDescriptorLoader.kt @@ -21,6 +21,7 @@ package org.nd4j.samediff.frameworkimport.onnx.opdefs import onnx.Onnx import org.apache.commons.io.IOUtils +import org.nd4j.common.config.ND4JClassLoading import org.nd4j.common.io.ClassPathResource import org.nd4j.ir.MapperNamespace import org.nd4j.ir.OpNamespace @@ -37,11 +38,11 @@ import java.nio.charset.Charset class OnnxOpDescriptorLoader: OpDescriptorLoader { - val onnxFileNameTextDefault = "onnx-op-defs.pb" + val onnxFileNameTextDefault = "/onnx-op-defs.pb" val onnxFileSpecifierProperty = "samediff.import.onnxdescriptors" - val onnxMappingRulSetDefaultFile = "onnx-mapping-ruleset.pbtxt" + val onnxMappingRulSetDefaultFile = "/onnx-mapping-ruleset.pbtxt" val onnxRulesetSpecifierProperty = "samediff.import.onnxmappingrules" val nd4jOpDescriptors = nd4jOpList() var mapperDefSet: MapperNamespace.MappingDefinitionSet? = mappingProcessDefinitionSet() @@ -55,7 +56,7 @@ class OnnxOpDescriptorLoader: OpDescriptorLoader { override fun nd4jOpList(): OpNamespace.OpDescriptorList { val fileName = System.getProperty(nd4jFileSpecifierProperty, nd4jFileNameTextDefault) - val nd4jOpDescriptorResourceStream = ClassPathResource(fileName).inputStream + val nd4jOpDescriptorResourceStream = ClassPathResource(fileName, ND4JClassLoading.getNd4jClassloader()).inputStream val resourceString = IOUtils.toString(nd4jOpDescriptorResourceStream, Charset.defaultCharset()) val descriptorListBuilder = OpNamespace.OpDescriptorList.newBuilder() TextFormat.merge(resourceString,descriptorListBuilder) @@ -72,7 +73,7 @@ class OnnxOpDescriptorLoader: OpDescriptorLoader { if(cachedOpDefs != null) return cachedOpDefs!! val fileName = System.getProperty(onnxFileSpecifierProperty, onnxFileNameTextDefault) - val stream = ClassPathResource(fileName).inputStream + val stream = ClassPathResource(fileName,ND4JClassLoading.getNd4jClassloader()).inputStream val ret = HashMap() val graphProto = Onnx.GraphProto.parseFrom(stream) @@ -88,7 +89,7 @@ class OnnxOpDescriptorLoader: OpDescriptorLoader { if(mapperDefSet != null) return mapperDefSet!! val fileName = System.getProperty(onnxRulesetSpecifierProperty, onnxMappingRulSetDefaultFile) - val string = IOUtils.toString(ClassPathResource(fileName).inputStream, Charset.defaultCharset()) + val string = IOUtils.toString(ClassPathResource(fileName,ND4JClassLoading.getNd4jClassloader()).inputStream, Charset.defaultCharset()) val declarationBuilder = MapperNamespace.MappingDefinitionSet.newBuilder() TextFormat.merge(string,declarationBuilder) val ret = declarationBuilder.build() diff --git a/nd4j/samediff-import/samediff-import-tensorflow/src/main/kotlin/org/nd4j/samediff/frameworkimport/tensorflow/definitions/TensorflowOpDeclarations.kt b/nd4j/samediff-import/samediff-import-tensorflow/src/main/kotlin/org/nd4j/samediff/frameworkimport/tensorflow/definitions/TensorflowOpDeclarations.kt index a8a13be46..94a6a416a 100644 --- a/nd4j/samediff-import/samediff-import-tensorflow/src/main/kotlin/org/nd4j/samediff/frameworkimport/tensorflow/definitions/TensorflowOpDeclarations.kt +++ b/nd4j/samediff-import/samediff-import-tensorflow/src/main/kotlin/org/nd4j/samediff/frameworkimport/tensorflow/definitions/TensorflowOpDeclarations.kt @@ -1461,7 +1461,7 @@ val nonMaxSuppressionV1 = multipleNameMapping(inputFrameworkOpNames = listOf("No argIndex = 1 } )), - valueMapping(mutableMapOf("overlayThreshold" to "iou_threshold")), + valueMapping(mutableMapOf("iouThreshold" to "iou_threshold")), convertNDArrayInputToNumericalAttr(mutableMapOf("maxOutputSize" to "max_output_size"))) ,tensorflowOpRegistry = tensorflowOpRegistry) @@ -1470,7 +1470,7 @@ val nonMaxSuppressionV1 = multipleNameMapping(inputFrameworkOpNames = listOf("No val nonMaxSuppressionV2 = multipleNameMapping(inputFrameworkOpNames = listOf("NonMaxSuppressionV2"), opName = "non_max_suppression", tensorNames = mutableMapOf("boxes" to "boxes","scales" to "scores", - "overlayThreshold" to "iou_threshold","maxOutputSize" to "max_output_size"), + "iouThreshold" to "iou_threshold","maxOutputSize" to "max_output_size"), attributeMappingRules = listOf( argDescriptorConstant(listOf( ArgDescriptor { @@ -1763,7 +1763,7 @@ val resizeBiCubic = multipleNameMapping(inputFrameworkOpNames = listOf("ResizeBi tensorNames = mutableMapOf("image" to "images","size" to "size"),tensorflowOpRegistry = tensorflowOpRegistry) val resizeBiLinear = multipleNameMapping(inputFrameworkOpNames = listOf("ResizeBilinear"),opName = "resize_bilinear", - attributeMappingRules = listOf(valueMapping(mutableMapOf("alignCorners" to "align_corners","halfPixelCenters" to "half_pixel_centers"))), + attributeMappingRules = listOf(valueMapping(mutableMapOf("alignCorners" to "align_corners","halfPixelCenter" to "half_pixel_centers"))), tensorNames = mutableMapOf("image" to "images","newImageSize" to "size"),tensorflowOpRegistry = tensorflowOpRegistry) val resizeNearestNeighbor = multipleNameMapping(inputFrameworkOpNames = listOf("ResizeNearestNeighbor"),opName = "resize_nearest_neighbor", @@ -1861,12 +1861,12 @@ val scatterSub = multipleNameMapping(inputFrameworkOpNames = listOf("ScatterSub" //TODO: note: TF expects indices, we don't support them? val scatterUpdate = multipleNameMapping(inputFrameworkOpNames = listOf("ScatterUpdate"),opName = "scatter_update", - attributeMappingRules = listOf(ndarrayToIntList(mutableMapOf("indices" to "indices"))), - tensorNames = mutableMapOf("operand" to "ref","updates" to "updates"),tensorflowOpRegistry = tensorflowOpRegistry) + attributeMappingRules = listOf(), + tensorNames = mutableMapOf("operand" to "ref","updates" to "updates","indices" to "indices"),tensorflowOpRegistry = tensorflowOpRegistry) val tensorScatterUpdate = multipleNameMapping(inputFrameworkOpNames = listOf("TensorScatterUpdate"),opName = "scatter_update", - attributeMappingRules = listOf(ndarrayToIntList(mutableMapOf("indices" to "indices"))), - tensorNames = mutableMapOf("operand" to "tensor","updates" to "updates"),tensorflowOpRegistry = tensorflowOpRegistry) + attributeMappingRules = listOf(), + tensorNames = mutableMapOf("operand" to "tensor","updates" to "updates","indices" to "indices"),tensorflowOpRegistry = tensorflowOpRegistry) //L2Loss val l2Loss = multipleNameMapping(inputFrameworkOpNames = listOf("L2Loss"),opName = "l2_loss", attributeMappingRules = listOf(valueMapping(mutableMapOf("dtype" to "T"))), diff --git a/nd4j/samediff-import/samediff-import-tensorflow/src/main/kotlin/org/nd4j/samediff/frameworkimport/tensorflow/opdefs/TensorflowOpDescriptorLoader.kt b/nd4j/samediff-import/samediff-import-tensorflow/src/main/kotlin/org/nd4j/samediff/frameworkimport/tensorflow/opdefs/TensorflowOpDescriptorLoader.kt index 0c269630c..5d8258745 100644 --- a/nd4j/samediff-import/samediff-import-tensorflow/src/main/kotlin/org/nd4j/samediff/frameworkimport/tensorflow/opdefs/TensorflowOpDescriptorLoader.kt +++ b/nd4j/samediff-import/samediff-import-tensorflow/src/main/kotlin/org/nd4j/samediff/frameworkimport/tensorflow/opdefs/TensorflowOpDescriptorLoader.kt @@ -20,6 +20,7 @@ package org.nd4j.samediff.frameworkimport.tensorflow.opdefs import org.apache.commons.io.IOUtils +import org.nd4j.common.config.ND4JClassLoading import org.nd4j.common.io.ClassPathResource import org.nd4j.ir.MapperNamespace import org.nd4j.ir.OpNamespace @@ -37,10 +38,10 @@ import java.nio.charset.Charset class TensorflowOpDescriptorLoader: OpDescriptorLoader { - val tensorflowFileNameTextDefault = "tensorflow-op-def.pbtxt" + val tensorflowFileNameTextDefault = "/tensorflow-op-def.pbtxt" val tensorflowFileSpecifierProperty = "samediff.import.tensorflowdescriptors" - val tensorflowMappingRulSetDefaultFile = "tensorflow-mapping-ruleset.pbtxt" + val tensorflowMappingRulSetDefaultFile = "/tensorflow-mapping-ruleset.pbtxt" val tensorflowRulesetSpecifierProperty = "samediff.import.tensorflowmappingrules" val nd4jOpDescriptors = nd4jOpList() var mapperDefSet: MapperNamespace.MappingDefinitionSet? = mappingProcessDefinitionSet() @@ -51,7 +52,7 @@ class TensorflowOpDescriptorLoader: OpDescriptorLoader { override fun nd4jOpList(): OpNamespace.OpDescriptorList { val fileName = System.getProperty(nd4jFileSpecifierProperty, nd4jFileNameTextDefault) - val nd4jOpDescriptorResourceStream = ClassPathResource(fileName).inputStream + val nd4jOpDescriptorResourceStream = ClassPathResource(fileName,ND4JClassLoading.getNd4jClassloader()).inputStream val resourceString = IOUtils.toString(nd4jOpDescriptorResourceStream, Charset.defaultCharset()) val descriptorListBuilder = OpNamespace.OpDescriptorList.newBuilder() TextFormat.merge(resourceString,descriptorListBuilder) @@ -69,7 +70,7 @@ class TensorflowOpDescriptorLoader: OpDescriptorLoader { return cachedOpList!! } val fileName = System.getProperty(tensorflowFileSpecifierProperty, tensorflowFileNameTextDefault) - val string = IOUtils.toString(ClassPathResource(fileName).inputStream, Charset.defaultCharset()) + val string = IOUtils.toString(ClassPathResource(fileName,ND4JClassLoading.getNd4jClassloader()).inputStream, Charset.defaultCharset()) val tfListBuilder = OpList.newBuilder() TextFormat.merge(string, tfListBuilder) val ret = HashMap() @@ -86,7 +87,7 @@ class TensorflowOpDescriptorLoader: OpDescriptorLoader { if(mapperDefSet != null) return mapperDefSet!! val fileName = System.getProperty(tensorflowRulesetSpecifierProperty, tensorflowMappingRulSetDefaultFile) - val string = IOUtils.toString(ClassPathResource(fileName).inputStream, Charset.defaultCharset()) + val string = IOUtils.toString(ClassPathResource(fileName,ND4JClassLoading.getNd4jClassloader()).inputStream, Charset.defaultCharset()) val declarationBuilder = MapperNamespace.MappingDefinitionSet.newBuilder() try { TextFormat.merge(string,declarationBuilder) diff --git a/nd4j/samediff-import/samediff-import-tensorflow/src/main/resources/tensorflow-mapping-ruleset.pbtxt b/nd4j/samediff-import/samediff-import-tensorflow/src/main/resources/tensorflow-mapping-ruleset.pbtxt index 400b9233a..96303b8f3 100644 --- a/nd4j/samediff-import/samediff-import-tensorflow/src/main/resources/tensorflow-mapping-ruleset.pbtxt +++ b/nd4j/samediff-import/samediff-import-tensorflow/src/main/resources/tensorflow-mapping-ruleset.pbtxt @@ -1706,6 +1706,7 @@ mappings { rule { ruleName: "ndarrayinputtonumericalattribute" functionName: "ndarrayinputtonumericalattribute" + outputIntName: "numSegments" inputToOutput { key: "numSegments" value: "num_segments" @@ -1951,6 +1952,7 @@ mappings { rule { ruleName: "ndarraytointattributevalue" functionName: "ndarraytointattributevalue" + outputIntName: "dimensions" inputToOutput { key: "dimensions" value: "reduction_indices" @@ -2084,6 +2086,7 @@ mappings { rule { ruleName: "ndarraytointattributevalue" functionName: "ndarraytointattributevalue" + outputIntName: "dimensions" inputToOutput { key: "dimensions" value: "reduction_indices" @@ -2372,10 +2375,10 @@ mappings { rule { ruleName: "valuemapping" functionName: "valuemapping" + outputIntName: "fullUV" inputBooleanName: "compute_uv" inputBooleanName: "full_matrices" outputBooleanName: "computeUv" - outputBooleanName: "fullUV" inputToOutput { key: "computeUv" value: "compute_uv" @@ -2391,9 +2394,9 @@ mappings { ruleName: "invertbooleannumber" functionName: "invertbooleannumber" outputIntName: "calcUV" + outputIntName: "fullUV" inputBooleanName: "compute_uv" inputBooleanName: "full_matrices" - outputBooleanName: "fullUV" inputToOutput { key: "calcUV" value: "compute_uv" @@ -4823,6 +4826,7 @@ mappings { rule { ruleName: "ndarraytointattributevalue" functionName: "ndarraytointattributevalue" + outputIntName: "dimensions" inputToOutput { key: "dimensions" value: "axis" @@ -5298,7 +5302,7 @@ mappings { functionName: "stringequals" inputStringAttrName: "padding" inputStringAttrName: "padding" - outputBooleanName: "isSameMode" + outputIntName: "isSameMode" inputToOutput { key: "isSameMode" value: "padding" @@ -6140,10 +6144,10 @@ mappings { rule { ruleName: "invertbooleannumber" functionName: "invertbooleannumber" + outputIntName: "exclusive" + outputIntName: "reverse" inputBooleanName: "exclusive" inputBooleanName: "reverse" - outputBooleanName: "exclusive" - outputBooleanName: "reverse" inputToOutput { key: "exclusive" value: "exclusive" @@ -6815,6 +6819,7 @@ mappings { rule { ruleName: "ndarrayinputtonumericalattribute" functionName: "ndarrayinputtonumericalattribute" + outputIntName: "numSegments" inputToOutput { key: "numSegments" value: "num_segments" @@ -7065,6 +7070,7 @@ mappings { rule { ruleName: "ndarrayinputtonumericalattribute" functionName: "ndarrayinputtonumericalattribute" + outputDoubleName: "start" outputDoubleName: "stop" inputToOutput { key: "start" @@ -7227,6 +7233,7 @@ mappings { rule { ruleName: "ndarrayinputtonumericalattribute" functionName: "ndarrayinputtonumericalattribute" + outputIntName: "numSegments" inputToOutput { key: "numSegments" value: "num_segments" @@ -8895,7 +8902,7 @@ mappings { inputTensorName: "max_output_size" outputTensorName: "boxes" outputTensorName: "scales" - outputTensorName: "overlayThreshold" + outputTensorName: "iouThreshold" outputTensorName: "maxOutputSize" inputToOutput { key: "boxes" @@ -8906,7 +8913,7 @@ mappings { value: "scores" } inputToOutput { - key: "overlayThreshold" + key: "iouThreshold" value: "iou_threshold" } inputToOutput { @@ -8935,6 +8942,7 @@ mappings { rule { ruleName: "ndarrayinputtonumericalattribute" functionName: "ndarrayinputtonumericalattribute" + outputIntName: "maxOutputSize" inputToOutput { key: "maxOutputSize" value: "max_output_size" @@ -9014,6 +9022,9 @@ mappings { rule { ruleName: "ndarrayinputtonumericalattribute" functionName: "ndarrayinputtonumericalattribute" + outputIntName: "depth" + outputDoubleName: "on" + outputDoubleName: "off" inputToOutput { key: "on" value: "on_value" @@ -9226,6 +9237,7 @@ mappings { rule { ruleName: "ndarrayinputtonumericalattribute" functionName: "ndarrayinputtonumericalattribute" + outputIntName: "numSegments" inputToOutput { key: "numSegments" value: "num_segments" @@ -9285,13 +9297,13 @@ mappings { inputBooleanName: "align_corners" inputBooleanName: "half_pixel_centers" outputBooleanName: "alignCorners" - outputBooleanName: "halfPixelCenters" + outputBooleanName: "halfPixelCenter" inputToOutput { key: "alignCorners" value: "align_corners" } inputToOutput { - key: "halfPixelCenters" + key: "halfPixelCenter" value: "half_pixel_centers" } ruleType: "attribute" @@ -9689,7 +9701,7 @@ mappings { functionName: "valuemapping" inputFloatName: "iou_threshold" inputToOutput { - key: "overlayThreshold" + key: "iouThreshold" value: "iou_threshold" } ruleType: "attribute" @@ -9698,6 +9710,7 @@ mappings { rule { ruleName: "ndarrayinputtonumericalattribute" functionName: "ndarrayinputtonumericalattribute" + outputIntName: "maxOutputSize" inputToOutput { key: "maxOutputSize" value: "max_output_size" @@ -9923,6 +9936,7 @@ mappings { rule { ruleName: "ndarraytointattributevalue" functionName: "ndarraytointattributevalue" + outputIntName: "dimensions" inputToOutput { key: "dimensions" value: "reduction_indices" @@ -10163,6 +10177,7 @@ mappings { rule { ruleName: "ndarraytointattributevalue" functionName: "ndarraytointattributevalue" + outputIntName: "dimensions" inputToOutput { key: "dimensions" value: "reduction_indices" @@ -10323,6 +10338,8 @@ mappings { rule { ruleName: "ndarrayinputtonumericalattribute" functionName: "ndarrayinputtonumericalattribute" + outputDoubleName: "min" + outputDoubleName: "max" inputToOutput { key: "min" value: "minval" @@ -11779,6 +11796,7 @@ mappings { rule { ruleName: "ndarraytointattributevalue" functionName: "ndarraytointattributevalue" + outputIntName: "dimensions" inputToOutput { key: "dimensions" value: "reduction_indices" @@ -12463,6 +12481,7 @@ mappings { rule { ruleName: "ndarrayinputtonumericalattribute" functionName: "ndarrayinputtonumericalattribute" + outputIntName: "concatDimension" inputToOutput { key: "concatDimension" value: "concat_dim" @@ -12958,8 +12977,8 @@ mappings { rule { ruleName: "invertbooleannumber" functionName: "invertbooleannumber" + outputIntName: "reverse" inputBooleanName: "reverse" - outputBooleanName: "reverse" inputToOutput { key: "reverse" value: "reverse" @@ -13194,6 +13213,9 @@ mappings { rule { ruleName: "ndarrayinputtonumericalattribute" functionName: "ndarrayinputtonumericalattribute" + outputIntName: "from" + outputIntName: "to" + outputIntName: "step" inputToOutput { key: "from" value: "start" @@ -14358,6 +14380,7 @@ mappings { rule { ruleName: "ndarraytointattributevalue" functionName: "ndarraytointattributevalue" + outputIntName: "dimensions" inputToOutput { key: "dimensions" value: "reduction_indices" @@ -14580,6 +14603,7 @@ mappings { rule { ruleName: "ndarrayinputtonumericalattribute" functionName: "ndarrayinputtonumericalattribute" + outputIntName: "concatDimension" inputToOutput { key: "concatDimension" value: "axis" @@ -14689,6 +14713,7 @@ mappings { rule { ruleName: "ndarraytointattributevalue" functionName: "ndarraytointattributevalue" + outputIntName: "dimensions" inputToOutput { key: "dimensions" value: "reduction_indices" @@ -15391,8 +15416,10 @@ mappings { functionName: "ndarraymapping" inputTensorName: "ref" inputTensorName: "updates" + inputTensorName: "indices" outputTensorName: "operand" outputTensorName: "updates" + outputTensorName: "indices" inputToOutput { key: "operand" value: "ref" @@ -15401,18 +15428,11 @@ mappings { key: "updates" value: "updates" } - ruleType: "tensor" - inputFrameworkOpName: "ScatterUpdate" - } - rule { - ruleName: "ndarraytointattributevalue" - functionName: "ndarraytointattributevalue" - outputIntName: "indices" inputToOutput { key: "indices" value: "indices" } - ruleType: "attribute" + ruleType: "tensor" inputFrameworkOpName: "ScatterUpdate" } } @@ -15539,8 +15559,10 @@ mappings { functionName: "ndarraymapping" inputTensorName: "tensor" inputTensorName: "updates" + inputTensorName: "indices" outputTensorName: "operand" outputTensorName: "updates" + outputTensorName: "indices" inputToOutput { key: "operand" value: "tensor" @@ -15549,18 +15571,11 @@ mappings { key: "updates" value: "updates" } - ruleType: "tensor" - inputFrameworkOpName: "TensorScatterUpdate" - } - rule { - ruleName: "ndarraytointattributevalue" - functionName: "ndarraytointattributevalue" - outputIntName: "indices" inputToOutput { key: "indices" value: "indices" } - ruleType: "attribute" + ruleType: "tensor" inputFrameworkOpName: "TensorScatterUpdate" } } @@ -15647,10 +15662,10 @@ mappings { rule { ruleName: "invertbooleannumber" functionName: "invertbooleannumber" + outputIntName: "exclusive" + outputIntName: "reverse" inputBooleanName: "exclusive" inputBooleanName: "reverse" - outputBooleanName: "exclusive" - outputBooleanName: "reverse" inputToOutput { key: "exclusive" value: "exclusive" diff --git a/nd4j/samediff-import/samediff-import-tensorflow/tensorflow-processes.pbtxt b/nd4j/samediff-import/samediff-import-tensorflow/tensorflow-processes.pbtxt index 400b9233a..96303b8f3 100644 --- a/nd4j/samediff-import/samediff-import-tensorflow/tensorflow-processes.pbtxt +++ b/nd4j/samediff-import/samediff-import-tensorflow/tensorflow-processes.pbtxt @@ -1706,6 +1706,7 @@ mappings { rule { ruleName: "ndarrayinputtonumericalattribute" functionName: "ndarrayinputtonumericalattribute" + outputIntName: "numSegments" inputToOutput { key: "numSegments" value: "num_segments" @@ -1951,6 +1952,7 @@ mappings { rule { ruleName: "ndarraytointattributevalue" functionName: "ndarraytointattributevalue" + outputIntName: "dimensions" inputToOutput { key: "dimensions" value: "reduction_indices" @@ -2084,6 +2086,7 @@ mappings { rule { ruleName: "ndarraytointattributevalue" functionName: "ndarraytointattributevalue" + outputIntName: "dimensions" inputToOutput { key: "dimensions" value: "reduction_indices" @@ -2372,10 +2375,10 @@ mappings { rule { ruleName: "valuemapping" functionName: "valuemapping" + outputIntName: "fullUV" inputBooleanName: "compute_uv" inputBooleanName: "full_matrices" outputBooleanName: "computeUv" - outputBooleanName: "fullUV" inputToOutput { key: "computeUv" value: "compute_uv" @@ -2391,9 +2394,9 @@ mappings { ruleName: "invertbooleannumber" functionName: "invertbooleannumber" outputIntName: "calcUV" + outputIntName: "fullUV" inputBooleanName: "compute_uv" inputBooleanName: "full_matrices" - outputBooleanName: "fullUV" inputToOutput { key: "calcUV" value: "compute_uv" @@ -4823,6 +4826,7 @@ mappings { rule { ruleName: "ndarraytointattributevalue" functionName: "ndarraytointattributevalue" + outputIntName: "dimensions" inputToOutput { key: "dimensions" value: "axis" @@ -5298,7 +5302,7 @@ mappings { functionName: "stringequals" inputStringAttrName: "padding" inputStringAttrName: "padding" - outputBooleanName: "isSameMode" + outputIntName: "isSameMode" inputToOutput { key: "isSameMode" value: "padding" @@ -6140,10 +6144,10 @@ mappings { rule { ruleName: "invertbooleannumber" functionName: "invertbooleannumber" + outputIntName: "exclusive" + outputIntName: "reverse" inputBooleanName: "exclusive" inputBooleanName: "reverse" - outputBooleanName: "exclusive" - outputBooleanName: "reverse" inputToOutput { key: "exclusive" value: "exclusive" @@ -6815,6 +6819,7 @@ mappings { rule { ruleName: "ndarrayinputtonumericalattribute" functionName: "ndarrayinputtonumericalattribute" + outputIntName: "numSegments" inputToOutput { key: "numSegments" value: "num_segments" @@ -7065,6 +7070,7 @@ mappings { rule { ruleName: "ndarrayinputtonumericalattribute" functionName: "ndarrayinputtonumericalattribute" + outputDoubleName: "start" outputDoubleName: "stop" inputToOutput { key: "start" @@ -7227,6 +7233,7 @@ mappings { rule { ruleName: "ndarrayinputtonumericalattribute" functionName: "ndarrayinputtonumericalattribute" + outputIntName: "numSegments" inputToOutput { key: "numSegments" value: "num_segments" @@ -8895,7 +8902,7 @@ mappings { inputTensorName: "max_output_size" outputTensorName: "boxes" outputTensorName: "scales" - outputTensorName: "overlayThreshold" + outputTensorName: "iouThreshold" outputTensorName: "maxOutputSize" inputToOutput { key: "boxes" @@ -8906,7 +8913,7 @@ mappings { value: "scores" } inputToOutput { - key: "overlayThreshold" + key: "iouThreshold" value: "iou_threshold" } inputToOutput { @@ -8935,6 +8942,7 @@ mappings { rule { ruleName: "ndarrayinputtonumericalattribute" functionName: "ndarrayinputtonumericalattribute" + outputIntName: "maxOutputSize" inputToOutput { key: "maxOutputSize" value: "max_output_size" @@ -9014,6 +9022,9 @@ mappings { rule { ruleName: "ndarrayinputtonumericalattribute" functionName: "ndarrayinputtonumericalattribute" + outputIntName: "depth" + outputDoubleName: "on" + outputDoubleName: "off" inputToOutput { key: "on" value: "on_value" @@ -9226,6 +9237,7 @@ mappings { rule { ruleName: "ndarrayinputtonumericalattribute" functionName: "ndarrayinputtonumericalattribute" + outputIntName: "numSegments" inputToOutput { key: "numSegments" value: "num_segments" @@ -9285,13 +9297,13 @@ mappings { inputBooleanName: "align_corners" inputBooleanName: "half_pixel_centers" outputBooleanName: "alignCorners" - outputBooleanName: "halfPixelCenters" + outputBooleanName: "halfPixelCenter" inputToOutput { key: "alignCorners" value: "align_corners" } inputToOutput { - key: "halfPixelCenters" + key: "halfPixelCenter" value: "half_pixel_centers" } ruleType: "attribute" @@ -9689,7 +9701,7 @@ mappings { functionName: "valuemapping" inputFloatName: "iou_threshold" inputToOutput { - key: "overlayThreshold" + key: "iouThreshold" value: "iou_threshold" } ruleType: "attribute" @@ -9698,6 +9710,7 @@ mappings { rule { ruleName: "ndarrayinputtonumericalattribute" functionName: "ndarrayinputtonumericalattribute" + outputIntName: "maxOutputSize" inputToOutput { key: "maxOutputSize" value: "max_output_size" @@ -9923,6 +9936,7 @@ mappings { rule { ruleName: "ndarraytointattributevalue" functionName: "ndarraytointattributevalue" + outputIntName: "dimensions" inputToOutput { key: "dimensions" value: "reduction_indices" @@ -10163,6 +10177,7 @@ mappings { rule { ruleName: "ndarraytointattributevalue" functionName: "ndarraytointattributevalue" + outputIntName: "dimensions" inputToOutput { key: "dimensions" value: "reduction_indices" @@ -10323,6 +10338,8 @@ mappings { rule { ruleName: "ndarrayinputtonumericalattribute" functionName: "ndarrayinputtonumericalattribute" + outputDoubleName: "min" + outputDoubleName: "max" inputToOutput { key: "min" value: "minval" @@ -11779,6 +11796,7 @@ mappings { rule { ruleName: "ndarraytointattributevalue" functionName: "ndarraytointattributevalue" + outputIntName: "dimensions" inputToOutput { key: "dimensions" value: "reduction_indices" @@ -12463,6 +12481,7 @@ mappings { rule { ruleName: "ndarrayinputtonumericalattribute" functionName: "ndarrayinputtonumericalattribute" + outputIntName: "concatDimension" inputToOutput { key: "concatDimension" value: "concat_dim" @@ -12958,8 +12977,8 @@ mappings { rule { ruleName: "invertbooleannumber" functionName: "invertbooleannumber" + outputIntName: "reverse" inputBooleanName: "reverse" - outputBooleanName: "reverse" inputToOutput { key: "reverse" value: "reverse" @@ -13194,6 +13213,9 @@ mappings { rule { ruleName: "ndarrayinputtonumericalattribute" functionName: "ndarrayinputtonumericalattribute" + outputIntName: "from" + outputIntName: "to" + outputIntName: "step" inputToOutput { key: "from" value: "start" @@ -14358,6 +14380,7 @@ mappings { rule { ruleName: "ndarraytointattributevalue" functionName: "ndarraytointattributevalue" + outputIntName: "dimensions" inputToOutput { key: "dimensions" value: "reduction_indices" @@ -14580,6 +14603,7 @@ mappings { rule { ruleName: "ndarrayinputtonumericalattribute" functionName: "ndarrayinputtonumericalattribute" + outputIntName: "concatDimension" inputToOutput { key: "concatDimension" value: "axis" @@ -14689,6 +14713,7 @@ mappings { rule { ruleName: "ndarraytointattributevalue" functionName: "ndarraytointattributevalue" + outputIntName: "dimensions" inputToOutput { key: "dimensions" value: "reduction_indices" @@ -15391,8 +15416,10 @@ mappings { functionName: "ndarraymapping" inputTensorName: "ref" inputTensorName: "updates" + inputTensorName: "indices" outputTensorName: "operand" outputTensorName: "updates" + outputTensorName: "indices" inputToOutput { key: "operand" value: "ref" @@ -15401,18 +15428,11 @@ mappings { key: "updates" value: "updates" } - ruleType: "tensor" - inputFrameworkOpName: "ScatterUpdate" - } - rule { - ruleName: "ndarraytointattributevalue" - functionName: "ndarraytointattributevalue" - outputIntName: "indices" inputToOutput { key: "indices" value: "indices" } - ruleType: "attribute" + ruleType: "tensor" inputFrameworkOpName: "ScatterUpdate" } } @@ -15539,8 +15559,10 @@ mappings { functionName: "ndarraymapping" inputTensorName: "tensor" inputTensorName: "updates" + inputTensorName: "indices" outputTensorName: "operand" outputTensorName: "updates" + outputTensorName: "indices" inputToOutput { key: "operand" value: "tensor" @@ -15549,18 +15571,11 @@ mappings { key: "updates" value: "updates" } - ruleType: "tensor" - inputFrameworkOpName: "TensorScatterUpdate" - } - rule { - ruleName: "ndarraytointattributevalue" - functionName: "ndarraytointattributevalue" - outputIntName: "indices" inputToOutput { key: "indices" value: "indices" } - ruleType: "attribute" + ruleType: "tensor" inputFrameworkOpName: "TensorScatterUpdate" } } @@ -15647,10 +15662,10 @@ mappings { rule { ruleName: "invertbooleannumber" functionName: "invertbooleannumber" + outputIntName: "exclusive" + outputIntName: "reverse" inputBooleanName: "exclusive" inputBooleanName: "reverse" - outputBooleanName: "exclusive" - outputBooleanName: "reverse" inputToOutput { key: "exclusive" value: "exclusive"