cavis/contrib/attic/nd4j-remote/nd4j-json-server/README.md

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[WIP] Remote inference (#96) * fix pad javadoc and @see links. (#72) Signed-off-by: Robert Altena <Rob@Ra-ai.com> * [WIP] More fixes (#73) * special tests for ConstantTadHelper/ConstantShapeHelper Signed-off-by: raver119 <raver119@gmail.com> * release methods for data buffers Signed-off-by: raver119 <raver119@gmail.com> * delete temporary buffer Java side Signed-off-by: raver119 <raver119@gmail.com> * delete temporary buffer Java side Signed-off-by: raver119 <raver119@gmail.com> * delete temporary TadPack C++/Java side (#74) Signed-off-by: raver119 <raver119@gmail.com> * Zoo model TF import test updates (#75) * argLine fix, update compression_gru comment * updated comment for xception * undid but commented argLine change * updated xlnet comment * copyright headers * - new NDArray methods like()/ulike() (#77) - fix for depthwise_conv2d_bp + special test Signed-off-by: raver119 <raver119@gmail.com> * upsampling2d fix CUDA Signed-off-by: raver119 <raver119@gmail.com> * DL4J trace logging (#79) * MLN/CG trace logging for debugging Signed-off-by: AlexDBlack <blacka101@gmail.com> * Tiny tweak Signed-off-by: AlexDBlack <blacka101@gmail.com> * strided_slice_bp shape fn leak fix Signed-off-by: raver119 <raver119@gmail.com> * SameDiff fixes and naming (#78) * remove SDVariable inplace methods * import methods * npe fix in OpVal * removed SameDiff inplace ops from tests * Naming updates, moved to centralized methods in SameDiff, should use op_#:# for everything * quick fixes * javadoc * SDVariable eval with placeholders * use regex match * better matching * fix javadoc. (#76) * fix javadoc. Signed-off-by: Robert Altena <Rob@Ra-ai.com> * replace most @see with @link s. Signed-off-by: Robert Altena <Rob@Ra-ai.com> * 4 additional tests Signed-off-by: raver119 <raver119@gmail.com> * Various DL4J/ND4J fixes (#81) * #7954 Force refresh of UI when switching tabs on overview page Signed-off-by: AlexDBlack <blacka101@gmail.com> * #8017 Concurrent modification exception (synchronize) fix Signed-off-by: AlexDBlack <blacka101@gmail.com> * #8033 Don't initialize updater in middle of writing memory crash dump Signed-off-by: AlexDBlack <blacka101@gmail.com> * #8208 Fix shape checks for ND4J int[] creator methods Signed-off-by: AlexDBlack <blacka101@gmail.com> * #6385 #7992 Keras import naming fixes + cleanup Signed-off-by: AlexDBlack <blacka101@gmail.com> * #8016 Upsampling3D - add NDHWC format support Signed-off-by: AlexDBlack <blacka101@gmail.com> * Refactor NativeOps.h to export C functions * Actually export functions from NativeOps.h * Adapt the Java wrappers in ND4J generated with JavaCPP * Create C wrappers for some of the C++ classes currently used by ND4J * remove duplicate code in createBufferDetached. (#83) Signed-off-by: Robert Altena <Rob@Ra-ai.com> * Keras model import - updater lr fix (#84) * Keras model import - updater lr fix Signed-off-by: eraly <susan.eraly@gmail.com> * Keras model import - updater lr fix, cleanup Signed-off-by: eraly <susan.eraly@gmail.com> * Fix functions of OpaqueVariablesSet * SameDiff Convolution Config validation, better output methods (#82) * Conv Config validation & tests Signed-off-by: Ryan Nett <rnett@skymind.io> * stackOutputs utility method Signed-off-by: Ryan Nett <rnett@skymind.io> * use constructor for validation, support negative kernel sizes (infered from weights) Signed-off-by: Ryan Nett <rnett@skymind.io> * better output methods Signed-off-by: Ryan Nett <rnett@skymind.io> * move output to be with fit and evaluate Signed-off-by: Ryan Nett <rnett@skymind.io> * fixes Signed-off-by: Ryan Nett <rnett@skymind.io> * more fixes Signed-off-by: Ryan Nett <rnett@skymind.io> * refactor duplicate code from pad methods. (#86) * refactor duplicate code from pad methods. Signed-off-by: Robert Altena <Rob@Ra-ai.com> * replace switch with if. Signed-off-by: Robert Altena <Rob@Ra-ai.com> * Various ND4J/DL4J fixes and improvements (#87) * Reshape and reallocate - small fixes Signed-off-by: AlexDBlack <blacka101@gmail.com> * Reshape and reallocate - small fixes Signed-off-by: AlexDBlack <blacka101@gmail.com> * #6488 ElementWiseVertex broadcast support Signed-off-by: AlexDBlack <blacka101@gmail.com> * Constructors and broadcast supported it Transforms.max/min Signed-off-by: AlexDBlack <blacka101@gmail.com> * #8054 ElementWiseVertex now supports broadcast inputs Signed-off-by: AlexDBlack <blacka101@gmail.com> * #8057 Nd4j.create overload dtype fix Signed-off-by: AlexDBlack <blacka101@gmail.com> * #7551 ND4J Shape validation fix Signed-off-by: AlexDBlack <blacka101@gmail.com> * [WIP] Numpy boolean import (#91) * numpy bool type Signed-off-by: raver119 <raver119@gmail.com> * numpy bool java side Signed-off-by: raver119 <raver119@gmail.com> * remove create method with unused parameter. (#89) * remove create method with unused parameter. * removed more unused methods. Signed-off-by: Robert Altena <Rob@Ra-ai.com> * removing more unused code. Signed-off-by: Robert Altena <Rob@Ra-ai.com> * last removal of unused code. Signed-off-by: Robert Altena <Rob@Ra-ai.com> * remove createSparse methods. (#92) Signed-off-by: Robert Altena <Rob@Ra-ai.com> * Various ND4J/DL4J fixes (#90) * Deprecate Old*Op instances Signed-off-by: AlexDBlack <blacka101@gmail.com> * #8063 #8054 Broadcast exceptions + cleanup inplace ops Signed-off-by: AlexDBlack <blacka101@gmail.com> * Small fix Signed-off-by: AlexDBlack <blacka101@gmail.com> * Remove bad test condition Signed-off-by: AlexDBlack <blacka101@gmail.com> * #7993 Fix shape function issue in crop_and_resize op Signed-off-by: AlexDBlack <blacka101@gmail.com> * DL4J SameDiff lambda layer fix Signed-off-by: AlexDBlack <blacka101@gmail.com> * #8029 Fix for pnorm backprop math Signed-off-by: AlexDBlack <blacka101@gmail.com> * #8038 Fix Op profiler NaN/Inf triggering + add tests (#93) Signed-off-by: AlexDBlack <blacka101@gmail.com> * createUninitializedDetached refactoring. (#94) * wip * update interface, add null implementations. * Breaking one test in a weird way. Signed-off-by: Robert Altena <Rob@Ra-ai.com> * createUninitializedDetached refactored. Signed-off-by: Robert Altena <Rob@Ra-ai.com> * cuda build fix for issues introduced by recent refactoring Signed-off-by: raver119 <raver119@gmail.com> * initial commit Signed-off-by: raver119 <raver119@gmail.com> * deps tweaks Signed-off-by: raver119 <raver119@gmail.com> * initial prototype Signed-off-by: raver119 <raver119@gmail.com> * modules reorganized Signed-off-by: raver119 <raver119@gmail.com> * gprc module moved to nd4j-remote as well Signed-off-by: raver119 <raver119@gmail.com> * gprc module moved to nd4j-remote as well Signed-off-by: raver119 <raver119@gmail.com> * serving prototype Signed-off-by: raver119 <raver119@gmail.com> * serving prototype Signed-off-by: raver119 <raver119@gmail.com> * serving prototype Signed-off-by: raver119 <raver119@gmail.com> * serving prototype Signed-off-by: raver119 <raver119@gmail.com> * [WIP] More of CUDA (#95) * initial commit Signed-off-by: raver119 <raver119@gmail.com> * Implementation of hashcode cuda helper. Working edition. * Fixed parallel test input arangements. * Fixed tests for hashcode op. * Fixed shape calculation for image:crop_and_resize op and test. * NativeOps tests. Initial test suite. * Added tests for indexReduce methods. * Added test on execBroadcast with NDArray as dimensions. * Added test on execBroadcastBool with NDArray as dimensions. * Added tests on execPairwiseTransform and execPairwiseTransofrmBool. * Added tests for execReduce with scalar results. * Added reduce tests for non-empty dims array. * Added tests for reduce3. * Added tests for execScalar. * Added tests for execSummaryStats. * - provide cpu/cuda code for batch_to_space - testing it Signed-off-by: Yurii <yurii@skymind.io> * - remove old test for batch_to_space (had wrong format and numbers were not checked) Signed-off-by: Yurii <yurii@skymind.io> * Fixed complilation errors with test. * Added test for execTransformFloat. * Added test for execTransformSame. * Added test for execTransformBool. * Added test for execTransformStrict. * Added tests for execScalar/execScalarBool with TADs. * Added test for flatten. * - provide cpu/cuda code for space_to_Batch operaion Signed-off-by: Yurii <yurii@skymind.io> * Added test for concat. * comment unnecessary stuff in s_t_b Signed-off-by: Yurii <yurii@skymind.io> * Added test for specialConcat. * Added tests for memcpy/set routines. * Fixed pullRow cuda test. * Added pullRow test. * Added average test. * - correct typo in NDArray::applyPairwiseTransform(nd4j::pairwise::BoolOps op...) Signed-off-by: Yurii <yurii@skymind.io> * - debugging and fixing cuda tests in JavaInteropTests file Signed-off-by: Yurii <yurii@skymind.io> * - correct some tests Signed-off-by: Yurii <yurii@skymind.io> * Added test for shuffle. * Fixed ops declarations. * Restored omp and added shuffle test. * Added convertTypes test. * Added tests for execRandom. Eliminated usage of RandomBuffer with NativeOps. * Added sort tests. * Added tests for execCustomOp. * - further debuging and fixing tests terminated with crash Signed-off-by: Yurii <yurii@skymind.io> * Added tests for calculateOutputShapes. * Addded Benchmarks test. * Commented benchmark tests. * change assertion Signed-off-by: raver119 <raver119@gmail.com> * Added tests for apply_sgd op. Added cpu helper for that op. * Implement cuda helper for aplly_sgd op. Fixed tests for NativeOps. * Added test for assign broadcastable. * Added tests for assign_bp op. * Added tests for axpy op. * - assign/execScalar/execTransformAny signature change - minor test fix Signed-off-by: raver119 <raver119@gmail.com> * Fixed axpy op. * meh Signed-off-by: raver119 <raver119@gmail.com> * - fix tests for nativeOps::concat Signed-off-by: Yurii <yurii@skymind.io> * sequential transform/scalar Signed-off-by: raver119 <raver119@gmail.com> * allow nested parallelism Signed-off-by: raver119 <raver119@gmail.com> * assign_bp leak fix Signed-off-by: raver119 <raver119@gmail.com> * block setRNG fix Signed-off-by: raver119 <raver119@gmail.com> * enable parallelism by default Signed-off-by: raver119 <raver119@gmail.com> * enable nested parallelism by default Signed-off-by: raver119 <raver119@gmail.com> * Added cuda implementation for row_count helper. * Added implementation for tnse gains op helper. * - take into account possible situations when input arrays are empty in reduce_ cuda stuff Signed-off-by: Yurii <yurii@skymind.io> * Implemented tsne/edge_forces op cuda-based helper. Parallelized cpu-based helper for edge_forces. * Added kernel for tsne/symmetrized op heleper. * Implementation of tsne/symmetrized op cuda helper. Working edition. * Eliminated waste printfs. * Added test for broadcastgradientargs op. * host-only fallback for empty reduce float Signed-off-by: raver119 <raver119@gmail.com> * - some tests fixes Signed-off-by: Yurii <yurii@skymind.io> * - correct the rest of reduce_ stuff Signed-off-by: Yurii <yurii@skymind.io> * - further correction of reduce_ stuff Signed-off-by: Yurii <yurii@skymind.io> * Added test for Cbow op. Also added cuda implementation for cbow helpers. * - improve code of stack operation for scalar case Signed-off-by: Yurii <yurii@skymind.io> * - provide cuda kernel for gatherND operation Signed-off-by: Yurii <yurii@skymind.io> * Implementation of cbow helpers with cuda kernels. * minor tests tweaks Signed-off-by: raver119 <raver119@gmail.com> * minor tests tweaks Signed-off-by: raver119 <raver119@gmail.com> * - further correction of cuda stuff Signed-off-by: Yurii <yurii@skymind.io> * Implementatation of cbow op helper with cuda kernels. Working edition. * Skip random testing for cudablas case. * lstmBlockCell context fix Signed-off-by: raver119 <raver119@gmail.com> * Added tests for ELU and ELU_BP ops. * Added tests for eq_scalar, gt_scalar, gte_scalar and lte_scalar ops. * Added tests for neq_scalar. * Added test for noop. * - further work on clipbynorm_bp Signed-off-by: Yurii <yurii@skymind.io> * - get rid of concat op call, use instead direct concat helper call Signed-off-by: Yurii <yurii@skymind.io> * lstmBlockCell context fix Signed-off-by: raver119 <raver119@gmail.com> * Added tests for lrelu and lrelu_bp. * Added tests for selu and selu_bp. * Fixed lrelu derivative helpers. * - some corrections in lstm Signed-off-by: Yurii <yurii@skymind.io> * operator * result shape fix Signed-off-by: raver119 <raver119@gmail.com> * - correct typo in lstmCell Signed-off-by: Yurii <yurii@skymind.io> * few tests fixed Signed-off-by: raver119 <raver119@gmail.com> * CUDA inverse broadcast bool fix Signed-off-by: raver119 <raver119@gmail.com> * disable MMAP test for CUDA Signed-off-by: raver119 <raver119@gmail.com> * BooleanOp syncToDevice Signed-off-by: raver119 <raver119@gmail.com> * meh Signed-off-by: raver119 <raver119@gmail.com> * additional data types for im2col/col2im Signed-off-by: raver119 <raver119@gmail.com> * Added test for firas_sparse op. * one more RandomBuffer test excluded Signed-off-by: raver119 <raver119@gmail.com> * Added tests for flatten op. * Added test for Floor op. * bunch of tests fixed Signed-off-by: raver119 <raver119@gmail.com> * mmulDot tests fixed Signed-off-by: raver119 <raver119@gmail.com> * more tests fixed Signed-off-by: raver119 <raver119@gmail.com> * Implemented floordiv_bp op and tests. * Fixed scalar case with cuda implementation for bds. * - work on cuda kernel for clip_by_norm backprop op is completed Signed-off-by: Yurii <yurii@skymind.io> * Eliminate cbow crach. * more tests fixed Signed-off-by: raver119 <raver119@gmail.com> * more tests fixed Signed-off-by: raver119 <raver119@gmail.com> * Eliminated abortion with batched nlp test. * more tests fixed Signed-off-by: raver119 <raver119@gmail.com> * Fixed shared flag initializing. * disabled bunch of cpu workspaces tests Signed-off-by: raver119 <raver119@gmail.com> * scalar operators fix: missing registerSpecialUse call Signed-off-by: raver119 <raver119@gmail.com> * Fixed logdet for cuda and tests. * - correct clipBynorm_bp Signed-off-by: Yurii <yurii@skymind.io> * Fixed crop_and_resize shape datatype. * - correct some mmul tests Signed-off-by: Yurii <yurii@skymind.io> * build fix Signed-off-by: raver119 <raver119@gmail.com> * exclude two methods for JNI Signed-off-by: raver119 <raver119@gmail.com> * exclude two methods for JNI Signed-off-by: raver119 <raver119@gmail.com> * exclude two methods for JNI (#97) Signed-off-by: raver119 <raver119@gmail.com> * temporary stack fix Signed-off-by: raver119 <raver119@gmail.com> * downgrade jetty to latest stable version Signed-off-by: raver119 <raver119@gmail.com> * test and profiles Signed-off-by: raver119 <raver119@gmail.com> * Servlet skeleton * one test case Signed-off-by: raver119 <raver119@gmail.com> * one test case Signed-off-by: raver119 <raver119@gmail.com> * compilation fix Signed-off-by: raver119 <raver119@gmail.com> * draft improvements Signed-off-by: raver119 <raver119@gmail.com> * draft improvements Signed-off-by: raver119 <raver119@gmail.com> * proof of concept works Signed-off-by: raver119 <raver119@gmail.com> * proof of concept works Signed-off-by: raver119 <raver119@gmail.com> * Servlet Signed-off-by: Alexander Stoyakin <alexander.stoyakin@gmail.com> * logging + simple timing Signed-off-by: raver119 <raver119@gmail.com> * Content type fixed Signed-off-by: Alexander Stoyakin <alexander.stoyakin@gmail.com> * Profile required Signed-off-by: Alexander Stoyakin <alexander.stoyakin@gmail.com> * Servlet tests Signed-off-by: Alexander Stoyakin <alexander.stoyakin@gmail.com> * Post test Signed-off-by: Alexander Stoyakin <alexander.stoyakin@gmail.com> * Tests added: Signed-off-by: Alexander Stoyakin <alexander.stoyakin@gmail.com> * Minor tweaks Signed-off-by: Alexander Stoyakin <alexander.stoyakin@gmail.com> * Constants used Signed-off-by: Alexander Stoyakin <alexander.stoyakin@gmail.com> * Check content type Signed-off-by: Alexander Stoyakin <alexander.stoyakin@gmail.com> * Some tests Signed-off-by: Alexander Stoyakin <alexander.stoyakin@gmail.com> * Errors checking Signed-off-by: Alexander Stoyakin <alexander.stoyakin@gmail.com> * Constraints and tests Signed-off-by: Alexander Stoyakin <alexander.stoyakin@gmail.com> * Minor tweaks Signed-off-by: Alexander Stoyakin <alexander.stoyakin@gmail.com> * Dl4j servlet skeleton Signed-off-by: Alexander Stoyakin <alexander.stoyakin@gmail.com> * Moving class to dl4j Signed-off-by: Alexander Stoyakin <alexander.stoyakin@gmail.com> * Builder extended Signed-off-by: Alexander Stoyakin <alexander.stoyakin@gmail.com> * initial dl4j commit Signed-off-by: raver119 <raver119@gmail.com> * unirest version change Signed-off-by: raver119 <raver119@gmail.com> * temp fallback Signed-off-by: raver119 <raver119@gmail.com> * Reverted unirest version Signed-off-by: Alexander Stoyakin <alexander.stoyakin@gmail.com> * Reverted unirest version Signed-off-by: Alexander Stoyakin <alexander.stoyakin@gmail.com> * revert back unirest version change Signed-off-by: raver119 <raver119@gmail.com> * revert unirest change Signed-off-by: raver119 <raver119@gmail.com> * some additional checks in builder Signed-off-by: raver119 <raver119@gmail.com> * few more fields Signed-off-by: raver119 <raver119@gmail.com> * Test added Signed-off-by: Alexander Stoyakin <alexander.stoyakin@gmail.com> * lombok Signed-off-by: raver119 <raver119@gmail.com> * Tests added Signed-off-by: Alexander Stoyakin <alexander.stoyakin@gmail.com> * deps Signed-off-by: raver119 <raver119@gmail.com> * profiles re-introduced Signed-off-by: raver119 <raver119@gmail.com> * Added tests Signed-off-by: Alexander Stoyakin <alexander.stoyakin@gmail.com> * Model servlet Signed-off-by: Alexander Stoyakin <alexander.stoyakin@gmail.com> * builders Signed-off-by: raver119 <raver119@gmail.com> * builders Signed-off-by: raver119 <raver119@gmail.com> * Servlet skeleton Signed-off-by: Alexander Stoyakin <alexander.stoyakin@gmail.com> * Servlet tests Signed-off-by: Alexander Stoyakin <alexander.stoyakin@gmail.com> * builders Signed-off-by: raver119 <raver119@gmail.com> * get rid of old class Signed-off-by: raver119 <raver119@gmail.com> * use PI for inference Signed-off-by: raver119 <raver119@gmail.com> * superbuilder Signed-off-by: raver119 <raver119@gmail.com> * get back builder Signed-off-by: raver119 <raver119@gmail.com> * Servlet builder Signed-off-by: Alexander Stoyakin <alexander.stoyakin@gmail.com> * PI setup Signed-off-by: raver119 <raver119@gmail.com> * get rid of superbuilder Signed-off-by: raver119 <raver119@gmail.com> * SameDiffServlet inheritance constructor Signed-off-by: raver119 <raver119@gmail.com> * dl4jservlet attached to samediffservlet Signed-off-by: raver119 <raver119@gmail.com> * builder types fix Signed-off-by: raver119 <raver119@gmail.com> * dummy model Signed-off-by: raver119 <raver119@gmail.com> * single out Signed-off-by: raver119 <raver119@gmail.com> * loss Signed-off-by: raver119 <raver119@gmail.com> * Tests added Signed-off-by: Alexander Stoyakin <alexander.stoyakin@gmail.com> * missed builder type Signed-off-by: raver119 <raver119@gmail.com> * working serving example Signed-off-by: raver119 <raver119@gmail.com> * sd model fix Signed-off-by: raver119 <raver119@gmail.com> * fix unirest version Signed-off-by: raver119 <raver119@gmail.com> * More tests Signed-off-by: AlexDBlack <blacka101@gmail.com> * Tests added: Signed-off-by: Alexander Stoyakin <alexander.stoyakin@gmail.com> * Minor tests fixes Signed-off-by: Alexander Stoyakin <alexander.stoyakin@gmail.com> * Tests fixed Signed-off-by: Alexander Stoyakin <alexander.stoyakin@gmail.com> * Build fixed Signed-off-by: Alexander Stoyakin <alexander.stoyakin@gmail.com> * Test added Signed-off-by: Alexander Stoyakin <alexander.stoyakin@gmail.com> * Tests fixed Signed-off-by: Alexander Stoyakin <alexander.stoyakin@gmail.com> * Ser/deser added Signed-off-by: Alexander Stoyakin <alexander.stoyakin@gmail.com> * one more unirest fix Signed-off-by: raver119 <raver119@gmail.com> * Custom serializers Signed-off-by: Alexander Stoyakin <alexander.stoyakin@gmail.com> * Tests disabled Signed-off-by: Alexander Stoyakin <alexander.stoyakin@gmail.com> * revert back unirest version change Signed-off-by: raver119 <raver119@gmail.com> * update Signed-off-by: raver119 <raver119@gmail.com> * some default fields values Signed-off-by: raver119 <raver119@gmail.com> * some comments/javadoc Signed-off-by: raver119 <raver119@gmail.com> * - move serde impls to client module - get rid of INDArray serde for now Signed-off-by: raver119 <raver119@gmail.com> * jackson-based serde for float[], double[] and String Signed-off-by: raver119 <raver119@gmail.com> * more of basic ser/de + tests Signed-off-by: raver119 <raver119@gmail.com> * minor api changes Signed-off-by: raver119 <raver119@gmail.com> * change imports/signatures Signed-off-by: raver119 <raver119@gmail.com> * Optional parralel inference Signed-off-by: Alexander Stoyakin <alexander.stoyakin@gmail.com> * Insert pause between tests as workaround for unavailable port issue Signed-off-by: Alexander Stoyakin <alexander.stoyakin@gmail.com> * few unused imports removed Signed-off-by: raver119 <raver119@gmail.com> * Models usage Signed-off-by: Alexander Stoyakin <alexander.stoyakin@gmail.com> * Models usage Signed-off-by: Alexander Stoyakin <alexander.stoyakin@gmail.com> * - InputAdapter + OutputAdapter = InferenceAdapter - JsonModelServer now allows separate configuration of InputAdapter and OutputAdapter Signed-off-by: raver119 <raver119@gmail.com> * unused import Signed-off-by: raver119 <raver119@gmail.com> * input adapter.. Signed-off-by: raver119 <raver119@gmail.com> * minor signature change Signed-off-by: raver119 <raver119@gmail.com> * few more signatures updated Signed-off-by: raver119 <raver119@gmail.com> * input/output adapter Signed-off-by: raver119 <raver119@gmail.com> * Tests added Signed-off-by: Alexander Stoyakin <alexander.stoyakin@gmail.com> * javadocs added Signed-off-by: Alexander Stoyakin <alexander.stoyakin@gmail.com> * Test fixed Signed-off-by: Alexander Stoyakin <alexander.stoyakin@gmail.com> * minor polishing Signed-off-by: raver119 <raver119@gmail.com> * more of javadoc Signed-off-by: raver119 <raver119@gmail.com> * signature change Signed-off-by: raver119 <raver119@gmail.com>
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## SameDiff model serving
This modules provides JSON-based serving of SameDiff models
## Example
First of all we'll create server instance. Most probably you'll do it in application that will be running in container
```java
val server = SameDiffJsonModelServer.<String, Sentiment>builder()
.adapter(new StringToSentimentAdapter())
.model(mySameDiffModel)
.port(8080)
.serializer(new SentimentSerializer())
.deserializer(new StringDeserializer())
.build();
server.start();
server.join();
```
Now, presumably in some other container, we'll set up remote inference client:
```java
val client = JsonRemoteInference.<String, Sentiment>builder()
.endpointAddress("http://youraddress:8080/v1/serving")
.serializer(new StringSerializer())
.deserializer(new SentimentDeserializer())
.build();
Sentiment result = client.predict(myText);
```
On top of that, there's async call available, for cases when you need to chain multiple requests to one or multiple remote model servers.
```java
Future<Sentiment> result = client.predictAsync(myText);
```