Shugeo strided slice bp fix2 (#33)
* Fixed crash and restored brocken functionality for strided slice. * Added comments for strided_slice_bp main step.master
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73b5a508fc
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679e42199a
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@ -620,14 +620,15 @@ namespace nd4j {
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// FIXME: remove this method once we get 1D vectors supported
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// FIXME: remove this method once we get 1D vectors supported
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vectorize(input_shape);
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vectorize(input_shape);
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REQUIRE_TRUE(_preprocess_strided_slice(&indices, &final_shape, input_shape, begin, end, strides, begin_mask, ellipsis_mask, end_mask, new_axis_mask, shrink_axis_mask, &is_identity, &is_simple_slice, &is_dim0), 0, "StridedSliceBP: shape calculation failed");
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REQUIRE_TRUE(_preprocess_strided_slice(&indices, &final_shape, input_shape, begin, end, strides, begin_mask, ellipsis_mask, end_mask, new_axis_mask, shrink_axis_mask, &is_identity, &is_simple_slice, &is_dim0), 0, "StridedSliceBP: shape calculation failed");
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//REQUIRE_TRUE(epsNext->isSameShape(final_shape), 0, "StridedSlice_bp: gradOut shape should be equals to output from strided_slice op.");
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//Zero output array, so unused elements have 0 gradient
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//Zero output array, so unused elements have 0 gradient
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output->nullify();
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output->nullify();
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std::sort(indices.begin(), indices.end());
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//
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if(indices.size() == 3 && (indices[1] - indices[0]) == 1) {
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// the first case: only for scalar gradient step
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if(epsNext->lengthOf() == 1 && (indices.size() == 3 && (indices[1] - indices[0]) == 1 || (indices[2] - indices[0] == 1))) {
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output->p(indices[0], *epsNext);
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output->p(indices[0], *epsNext);
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}
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}
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else {
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else { // else for other cases
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auto sub = (*output)(indices, true, true);
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auto sub = (*output)(indices, true, true);
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sub.assign(epsNext);
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sub.assign(epsNext);
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}
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}
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@ -248,7 +248,7 @@ TEST_F(DeclarableOpsTests6, Test_StridedSlice_BP_1) {
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// auto e = NDArrayFactory::create<int>('c', {1}, {zero});
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// auto e = NDArrayFactory::create<int>('c', {1}, {zero});
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// auto s = NDArrayFactory::create<int>('c', {1}, {1});
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// auto s = NDArrayFactory::create<int>('c', {1}, {1});
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auto grad = NDArrayFactory::create<double>('c', {5,4});
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auto grad = NDArrayFactory::create<double>('c', {5});
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matrix.linspace(1);
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matrix.linspace(1);
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grad.linspace(1);
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grad.linspace(1);
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@ -264,6 +264,7 @@ TEST_F(DeclarableOpsTests6, Test_StridedSlice_BP_1) {
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delete result;
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delete result;
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}
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}
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TEST_F(DeclarableOpsTests6, Test_StridedSlice_BP_2) {
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TEST_F(DeclarableOpsTests6, Test_StridedSlice_BP_2) {
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int zero = 0;
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int zero = 0;
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auto matrix = NDArrayFactory::create<double>('c', {1, 2});
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auto matrix = NDArrayFactory::create<double>('c', {1, 2});
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@ -287,6 +288,31 @@ TEST_F(DeclarableOpsTests6, Test_StridedSlice_BP_2) {
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delete result;
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delete result;
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}
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}
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TEST_F(DeclarableOpsTests6, Test_StridedSlice_BP_3) {
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int zero = 0;
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auto matrix = NDArrayFactory::create<float>('c', {4, 8192});
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// auto b = NDArrayFactory::create<int>('c', {1}, {zero});
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// auto e = NDArrayFactory::create<int>('c', {1}, {zero});
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// auto s = NDArrayFactory::create<int>('c', {1}, {1});
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auto grad = NDArrayFactory::create<double>('c', {4, 256});
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matrix.linspace(1);
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grad.linspace(1);
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nd4j::ops::strided_slice_bp op;
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auto result = op.execute({&matrix, &grad}, {}, {1, 0, 1, 0, 0, 0, 0, 0, 256, 1, 1});
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ASSERT_EQ(Status::OK(), result->status());
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auto z = result->at(0);
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z->printShapeInfo("Output shape");
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z->printIndexedBuffer("Output");
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//ASSERT_TRUE(exp.equalsTo(z));
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delete result;
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}
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TEST_F(DeclarableOpsTests6, Test_Simple_Scalar_1) {
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TEST_F(DeclarableOpsTests6, Test_Simple_Scalar_1) {
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auto x = NDArrayFactory::create<double>('c', {1, 1}, {2.0f});
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auto x = NDArrayFactory::create<double>('c', {1, 1}, {2.0f});
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auto exp = NDArrayFactory::create<double>('c', {1, 1}, {4.0f});
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auto exp = NDArrayFactory::create<double>('c', {1, 1}, {4.0f});
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