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[MXNET-432] Add Foreach#11531

Merged

piiswrong merged 135 commits intoapache:masterfrom zheng-da:foreach1

Jul 2, 2018

+2,217-21

Commits on Jul 2, 2018

Test input a graph.
zheng-da
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Update foreach to execute the subgraph.
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print inputs/outputs in foreach.
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Remove print.
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add test code for foreach.
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exec foreach outside the engine.
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Implements forward of foreach.
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Add support for variable numbers of inputs and outputs.
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Add a python wrapper for foreach.
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Fix the order of inputs.
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hide C version of foreach.
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fix a bug temporarily.
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add test with lstm.
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Test free variables.
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change for the new interface of InputGraph attribute.
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Add attribute to the subgraph.
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Handle free variables.
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Get all input symbols of a subgraph.
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Fix shape, dtype and storage inference.
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reorganize the output of foreach.
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Add a gluon RNN unroll with symbol foreach.
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print unnecessary print.
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have imperative and symbolic foreach.
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Fix an error after moving foreach.
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Fix imperative foreach
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Fix a minor problem.
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Use CachedOp to execute subgraph.
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update TODO.
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make foreach op use FStatefulComputeEx.
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Add backward.
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Fix bugs.
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enable backward test in lstm.
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Fix a bug in foreach backward for free variables.
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change for the new CachedOp.
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Detect the backward computation.
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Fix bugs in foreach.
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fix tests.
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update tests.
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check state shape.
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enable nested foreach.
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remove print.
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fix a bug in test.
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handle infer storage type for backward.
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address comments.
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address comments.
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move some common functions out.
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address comments.
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fix lint.
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Fix lint.
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add doc.
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undo modification in imperative.h
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add doc and remove example code.
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fix lint.
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fix lint.
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Fix lint.
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make nd.foreach and sym.foreach consistent.
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fix compile error.
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address comments.
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update.
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check for loop only works for dense arrays.
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move control flow op out of nn/
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fix include.
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add a test in gluon.
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small fix.
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remove subgraph_name
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create loop state for reuse in the future.
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work for GPU.
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Fix tests.
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Fix bugs caused by ctypes (#29 )

Junru Shao
authored and
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Add save/load json in testcases for foreach (#30 )

Junru Shao
authored and
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support subgraph in stateful executor.
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Fix compilation.
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move code.
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Revert "remove subgraph_name"
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cut graph.
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rename new var nodes.
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fix a bug when a subgraph has variable nodes.
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Fix a bug of getting symbols.
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copy var nodes.
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Fix getting op states.
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fix lint error.
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address comments.
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fix lint error.
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simplify the execution of subgraph in the main thread.
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fix lint error.
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avoid waiting for computation in each iteration.
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reuse cached op for inference.
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share memory across mini-batches.
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reuse memory.
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add tests for multiple batches.
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remove entry.
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add benchmark for foreach.
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benchmark large batch size.
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Fix the benchmark for GPU.
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address comments.
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update shape/dtype/storage inference.
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update contrib API docs.
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support nested foreach.
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use a single CachedOp for all iterations.
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use large dim.
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update benchmark.
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update benchmark.
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update benchmark.
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update benchmark.
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return symbol arrays correctly in MXSymbolCutSubgraph.
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return symbol arrays in MXSymbolGetInputSymbols.
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fix lint error.
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use cachedop to infer storage in backward.
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fix scala API.
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update comments.
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fix scala.
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fix test.
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fix attribute name.
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move benchmark.
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fix the mapping of operator inputs/outputs and subgraph inputs/outputs.
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add tests for dtype/shape inference.
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reorganize tests.
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fix a bug of cutting NodeEntry.
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fix lint error.
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handle the case that outputs are inputs.
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handle the case that inputs aren't used.
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handle the case without output data.
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fix a bug in foreach backward.
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fix a bug when there isn't output data.
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Fix lint error.
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test diff Gluon RNN cells.
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test all symbol RNN cells.
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adjust the test precision.
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Fix a bug in getting a list of variable names.
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fix lint error.
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Test 1D array.
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fix a bug when subgraph inputs and outputs share NDArray.
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fix.
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fix
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add comments.
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