Huayu Li 793e2914e4 Support full id interations (#28769) ...

Summary:
Pull Request resolved: https://github.com/pytorch/pytorch/pull/28769

Support full id interaction.

Test Plan:
* unit-tests
  * buck test caffe2/caffe2/python/operator_test:pack_ops_test --
  * buck test caffe2/caffe2/fb/dper/layer_models/tests:sparse_nn_attention_test -- test_sparse_nn_full_id

* canary
  * apply SUM + full id with max_length as 20 on SPARSE_AD_MEDIA_XRAY_V11_TOPIC_ID: f147253340 (v1: f146340704)

# of embeddings for this features is 20:
{F219139816}

The corresponding ops: two lookups, which is as expected.
```
op {
  input: "nested/dot/SPARSE_AD_MEDIA_XRAY_V11_TOPIC_ID_AUTO_FIRST_X_AUTO_UNIGRAM/Pool_Option_0/Repeat_0/sparse_lookup/w"
  input: "feature_preproc/output_features:SPARSE_AD_MEDIA_XRAY_V11_TOPIC_ID_AUTO_FIRST_X_AUTO_UNIGRAM:values"
  input: "feature_preproc/output_features:SPARSE_AD_MEDIA_XRAY_V11_TOPIC_ID_AUTO_FIRST_X_AUTO_UNIGRAM:lengths"
  output: "nested/dot/SPARSE_AD_MEDIA_XRAY_V11_TOPIC_ID_AUTO_FIRST_X_AUTO_UNIGRAM/Pool_Option_0/Repeat_0/sparse_lookup/output"
  name: ""
  type: "SparseLengthsSum"
}
op {
  input: "nested/dot/SPARSE_AD_MEDIA_XRAY_V11_TOPIC_ID_AUTO_FIRST_X_AUTO_UNIGRAM/Pool_Option_1/Repeat_0/sparse_lookup/w"
  input: "feature_preproc/output_features:SPARSE_AD_MEDIA_XRAY_V11_TOPIC_ID_AUTO_FIRST_X_AUTO_UNIGRAM:values"
  output: "nested/dot/SPARSE_AD_MEDIA_XRAY_V11_TOPIC_ID_AUTO_FIRST_X_AUTO_UNIGRAM/Pool_Option_1/Repeat_0/sparse_lookup/output"
  name: ""
  type: "Gather"
}
op {
  input: "feature_preproc/output_features:SPARSE_AD_MEDIA_XRAY_V11_TOPIC_ID_AUTO_FIRST_X_AUTO_UNIGRAM:lengths"
  input: "nested/dot/SPARSE_AD_MEDIA_XRAY_V11_TOPIC_ID_AUTO_FIRST_X_AUTO_UNIGRAM/Pool_Option_1/Repeat_0/sparse_lookup/output"
  output: "nested/dot/SPARSE_AD_MEDIA_XRAY_V11_TOPIC_ID_AUTO_FIRST_X_AUTO_UNIGRAM/Pool_Option_1/Repeat_0/full_id/PackSegments/embedding_packed"
  name: ""
  type: "PackSegments"
  arg {
    name: "max_length"
    i: 20
  }
  arg {
    name: "pad_minf"
    i: 0
  }
}
op {
  input: "nested/dot/SPARSE_AD_MEDIA_XRAY_V11_TOPIC_ID_AUTO_FIRST_X_AUTO_UNIGRAM/Pool_Option_1/Repeat_0/full_id/PackSegments/embedding_packed"
  output: "nested/dot/SPARSE_AD_MEDIA_XRAY_V11_TOPIC_ID_AUTO_FIRST_X_AUTO_UNIGRAM/Pool_Option_1/Repeat_0/full_id/Reshape/reshaped_record"
  output: "nested/dot/SPARSE_AD_MEDIA_XRAY_V11_TOPIC_ID_AUTO_FIRST_X_AUTO_UNIGRAM/Pool_Option_1/Repeat_0/full_id/Reshape/old_shape"
  name: ""
  type: "Reshape"
  arg {
    name: "shape"
    ints: -1
    ints: 1280
  }
}
op {
  input: "nested/dot/SPARSE_AD_MEDIA_XRAY_V11_TOPIC_ID_AUTO_FIRST_X_AUTO_UNIGRAM/Pool_Option_1/Repeat_0/full_id/Reshape/reshaped_record"
  output: "nested/dot/SPARSE_AD_MEDIA_XRAY_V11_TOPIC_ID_AUTO_FIRST_X_AUTO_UNIGRAM/Pool_Option_1/Repeat_0/full_id/split/output_0"
  output: "nested/dot/SPARSE_AD_MEDIA_XRAY_V11_TOPIC_ID_AUTO_FIRST_X_AUTO_UNIGRAM/Pool_Option_1/Repeat_0/full_id/split/output_1"
  output: "nested/dot/SPARSE_AD_MEDIA_XRAY_V11_TOPIC_ID_AUTO_FIRST_X_AUTO_UNIGRAM/Pool_Option_1/Repeat_0/full_id/split/output_2"
  output: "nested/dot/SPARSE_AD_MEDIA_XRAY_V11_TOPIC_ID_AUTO_FIRST_X_AUTO_UNIGRAM/Pool_Option_1/Repeat_0/full_id/split/output_3"
  output: "nested/dot/SPARSE_AD_MEDIA_XRAY_V11_TOPIC_ID_AUTO_FIRST_X_AUTO_UNIGRAM/Pool_Option_1/Repeat_0/full_id/split/output_4"
  output: "nested/dot/SPARSE_AD_MEDIA_XRAY_V11_TOPIC_ID_AUTO_FIRST_X_AUTO_UNIGRAM/Pool_Option_1/Repeat_0/full_id/split/output_5"
  output: "nested/dot/SPARSE_AD_MEDIA_XRAY_V11_TOPIC_ID_AUTO_FIRST_X_AUTO_UNIGRAM/Pool_Option_1/Repeat_0/full_id/split/output_6"
  output: "nested/dot/SPARSE_AD_MEDIA_XRAY_V11_TOPIC_ID_AUTO_FIRST_X_AUTO_UNIGRAM/Pool_Option_1/Repeat_0/full_id/split/output_7"
  output: "nested/dot/SPARSE_AD_MEDIA_XRAY_V11_TOPIC_ID_AUTO_FIRST_X_AUTO_UNIGRAM/Pool_Option_1/Repeat_0/full_id/split/output_8"
  output: "nested/dot/SPARSE_AD_MEDIA_XRAY_V11_TOPIC_ID_AUTO_FIRST_X_AUTO_UNIGRAM/Pool_Option_1/Repeat_0/full_id/split/output_9"
  output: "nested/dot/SPARSE_AD_MEDIA_XRAY_V11_TOPIC_ID_AUTO_FIRST_X_AUTO_UNIGRAM/Pool_Option_1/Repeat_0/full_id/split/output_10"
  output: "nested/dot/SPARSE_AD_MEDIA_XRAY_V11_TOPIC_ID_AUTO_FIRST_X_AUTO_UNIGRAM/Pool_Option_1/Repeat_0/full_id/split/output_11"
  output: "nested/dot/SPARSE_AD_MEDIA_XRAY_V11_TOPIC_ID_AUTO_FIRST_X_AUTO_UNIGRAM/Pool_Option_1/Repeat_0/full_id/split/output_12"
  output: "nested/dot/SPARSE_AD_MEDIA_XRAY_V11_TOPIC_ID_AUTO_FIRST_X_AUTO_UNIGRAM/Pool_Option_1/Repeat_0/full_id/split/output_13"
  output: "nested/dot/SPARSE_AD_MEDIA_XRAY_V11_TOPIC_ID_AUTO_FIRST_X_AUTO_UNIGRAM/Pool_Option_1/Repeat_0/full_id/split/output_14"
  output: "nested/dot/SPARSE_AD_MEDIA_XRAY_V11_TOPIC_ID_AUTO_FIRST_X_AUTO_UNIGRAM/Pool_Option_1/Repeat_0/full_id/split/output_15"
  output: "nested/dot/SPARSE_AD_MEDIA_XRAY_V11_TOPIC_ID_AUTO_FIRST_X_AUTO_UNIGRAM/Pool_Option_1/Repeat_0/full_id/split/output_16"
  output: "nested/dot/SPARSE_AD_MEDIA_XRAY_V11_TOPIC_ID_AUTO_FIRST_X_AUTO_UNIGRAM/Pool_Option_1/Repeat_0/full_id/split/output_17"
  output: "nested/dot/SPARSE_AD_MEDIA_XRAY_V11_TOPIC_ID_AUTO_FIRST_X_AUTO_UNIGRAM/Pool_Option_1/Repeat_0/full_id/split/output_18"
  output: "nested/dot/SPARSE_AD_MEDIA_XRAY_V11_TOPIC_ID_AUTO_FIRST_X_AUTO_UNIGRAM/Pool_Option_1/Repeat_0/full_id/split/output_19"
  name: ""
  type: "Split"
  arg {
    name: "axis"
    i: 1
  }
}
```

Reviewed By: chonglinsun

Differential Revision: D18083520

fbshipit-source-id: f592fb7734dd4e3e712ba42dc0afcd0b32a4afa0

2019-10-29 14:56:18 -07:00

..

docs

Fix several DeprecationWarning: invalid escape sequence (#15733)

2019-01-05 08:53:35 -08:00

examples

Adding models to jenkins benchmark script (#21010)

2019-05-30 15:17:40 -07:00

helpers

Add elementwise_affine for LayerNormGradientOp (#19982)

2019-05-03 15:33:46 -07:00

ideep

caffe2 python ideep conv_op test_int8_convolution skip for python 3

2019-10-08 21:31:11 -07:00

layers

Change dper3 loss module to match dper2 (#28265)

2019-10-18 10:08:38 -07:00

mint

re-enable copy of python files, but be careful that the copy is only … (#14982)

2018-12-11 16:54:08 -08:00

mkl

implement operators for DNNLOWP (#18656)

2019-04-10 12:04:39 -07:00

modeling

Add more logging in net modifier

2019-10-21 17:53:00 -07:00

models

Adding ShufflenetV2 to caffe2's benchmark suite. (#20180)

2019-05-23 20:40:17 -07:00

onnx

Automatic update of fbcode/onnx to 23bb6ea1a71f08e200114a153f48bd7adb66d486 (#26441)

2019-09-24 05:38:52 -07:00

operator_test

Support full id interations (#28769)

2019-10-29 14:56:18 -07:00

predictor

Supporting Manifold DB in Predictor Exporter (#22334)

2019-07-01 16:17:02 -07:00

rnn

Unify cuda and hip device types in Caffe2 python front end (#14221)

2018-11-29 14:00:16 -08:00

serialized_test

Output sequence probability with CTC beam search, optional multiple output sequences (#21927)

2019-07-02 17:29:13 -07:00

test

Enforce import order to make protobuf cpp implementation in python work (#18560)

2019-04-03 13:17:08 -07:00

trt

Revert D17495965: TensorRT 6.0 support and PyTorch->ONNX->TRT6 unit test

2019-10-25 13:58:16 -07:00

__init__.py

Revert #17191 and #17215 that no longer apply on Windows (#17567)

2019-03-01 10:37:27 -08:00

_import_c_extension.py

Enforce import order to make protobuf cpp implementation in python work (#18560)

2019-04-03 13:17:08 -07:00

allcompare_test.py

…

attention.py

…

benchmark_generator.py

…

binarysize.py

…

brew_test.py

…

brew.py

Testing for folded conv_bn_relu (#19298)

2019-04-16 19:04:06 -07:00

build.py

…

cached_reader.py

Pass loop_over optional parameter for cached reader properly. (#21929)

2019-06-19 18:15:32 -07:00

caffe_translator_test.py

Fix several ResourceWarning: unclosed file (#15746)

2019-01-09 15:36:53 -08:00

caffe_translator.py

Fix several ResourceWarning: unclosed file (#15746)

2019-01-09 15:36:53 -08:00

checkpoint_test.py

Revert D9566744: [New Checkpoint] Kill the dummy TaskOutput when task.get_step() (#11164)

2018-08-31 22:25:57 -07:00

checkpoint.py

Remove setting logger level in caffe2.python.checkpoint (#19803)

2019-05-10 07:00:58 -07:00

CMakeLists.txt

Fix CMakeLists.txt for Int8 python bindings (#15047)

2018-12-11 10:48:47 -08:00

cnn.py

Unify cuda and hip device types in Caffe2 python front end (#14221)

2018-11-29 14:00:16 -08:00

compatibility.py

migrating deprecated calls without abc module for containers (#11515)

2018-09-13 15:09:22 -07:00

context_test.py

…

context.py

…

control_ops_grad_test.py

Fix the weird bug in control_flow_op_test.py (#26931)

2019-09-26 20:44:03 -07:00

control_ops_grad.py

DeviceScope support for CUDA and testing (#15357)

2019-01-30 18:42:12 -08:00

control_ops_util.py

…

control_test.py

…

control.py

…

convert_test.py

New serialization format (#12384)

2018-10-16 16:36:58 -07:00

convert.py

New serialization format (#12384)

2018-10-16 16:36:58 -07:00

convnet_benchmarks_test.py

Skip convnets benchmark in rocm CI (#17331)

2019-02-20 21:12:24 -08:00

convnet_benchmarks.py

…

core_gradients_test.py

Back out "Back out "[Caffe2] Fix device_option propagation"" (#25908)

2019-09-17 04:01:36 -07:00

core_test.py

Extend Net.RunAllOnGPU() to support RecurrentNetwork op (#15713)

2019-02-08 15:48:42 -08:00

core.py

BlobReference __getattr__ can only throw AttributeError (#26654)

2019-09-23 13:01:00 -07:00

crf_predict.py

Move crf in caffe2 from fb to oss (#12200)

2018-10-01 18:31:41 -07:00

crf_viterbi_test.py

Move crf in caffe2 from fb to oss (#12200)

2018-10-01 18:31:41 -07:00

crf.py

…

data_parallel_model_test.py

Unify cuda and hip device types in Caffe2 python front end (#14221)

2018-11-29 14:00:16 -08:00

data_parallel_model.py

skip import nccl and gloo_gpu in cpu machine (#22522)

2019-07-10 11:56:56 -07:00

data_workers_test.py

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data_workers.py

Fixed log message (#10874)

2018-09-05 09:55:52 -07:00

dataio_test.py

Fix for flaky caffe2 dataio test (test_time_limit_reader_with_short_limit) (#27592)

2019-10-10 13:53:58 -07:00

dataio.py

Rearrange stopping condition in CompositeReader (#20062)

2019-05-06 15:06:32 -07:00

dataset.py

…

db_file_reader.py

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db_test.py

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device_checker.py

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dlpack.h

Upgrade DLPack

2018-11-12 15:59:46 -08:00

dyndep.py

guard dyndep with a lock (#26153)

2019-09-13 11:38:14 -07:00

embedding_generation_benchmark.py

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experiment_util.py

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extension_loader.py

always restore dlopen flag in dyndep (#22958)

2019-07-17 10:26:25 -07:00

filler_test.py

caffe2 - Expose tensor filler util to Python (#18886)

2019-04-08 11:54:10 -07:00

functional_test.py

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functional.py

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fused_8bit_rowwise_conversion_ops_test.py

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gradient_check_test.py

Unify gpu_support variable in python tests (#16748)

2019-02-07 00:29:51 -08:00

gradient_checker.py

Adding gradient to Boolean Mask operator (#21423)

2019-06-06 20:48:47 -07:00

gru_cell.py

…

hip_test_util.py

Make CUDNN an alias of MIOPEN for HIP ops (#12278)

2018-10-24 17:07:31 -07:00

hsm_util.py

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hypothesis_test_util.py

Hypothesis tests: add ability to enforce shape inference (#23935)

2019-08-13 05:32:41 -07:00

hypothesis_test.py

Extend HasElements to support multiple inputs (#28717)

2019-10-27 23:00:07 -07:00

ideep_test_util.py

…

layer_model_helper.py

Integrate FC fp16 exporter into Dper2 (#26582)

2019-09-29 10:19:28 -07:00

layer_model_instantiator.py

…

layer_parameter_sharing_test.py

Add validator for optimizers when parameters are shared

2019-04-17 21:10:38 -07:00

layer_test_util.py

…

layers_test.py

Add support for attention weight in SparseLookup (#26748)

2019-10-08 20:22:25 -07:00

lengths_reducer_fused_8bit_rowwise_ops_test.py

make the threshold for acurracy more precise (#17194)

2019-02-20 13:14:11 -08:00

lengths_reducer_rowwise_8bit_ops_test.py

…

lstm_benchmark.py

Unify cuda and hip device types in Caffe2 python front end (#14221)

2018-11-29 14:00:16 -08:00

memonger_test.py

Unify gpu_support variable in python tests (#16748)

2019-02-07 00:29:51 -08:00

memonger.py

Fix typo "properlyh"

2019-08-09 11:43:04 -07:00

mkl_test_util.py

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model_device_test.py

Unify gpu_support variable in python tests (#16748)

2019-02-07 00:29:51 -08:00

model_helper_test.py

keep net type info when generating model complete net (#11032)

2018-09-04 21:10:06 -07:00

model_helper.py

Remove the identical if branch (#18019)

2019-03-15 13:14:26 -07:00

modifier_context.py

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mpi_python.cc

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muji_test.py

Unify cuda and hip device types in Caffe2 python front end (#14221)

2018-11-29 14:00:16 -08:00

muji.py

Unify cuda and hip device types in Caffe2 python front end (#14221)

2018-11-29 14:00:16 -08:00

net_builder_test.py

…

net_builder.py

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net_drawer.py

Allow customization of blob node in net_drawer (#16915)

2019-02-12 15:02:50 -08:00

net_printer_test.py

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net_printer.py

Fix spelling errors (#21665)

2019-06-13 15:21:55 -07:00

nomnigraph_test.py

nomnigraph - support subgraph visualization (#13795)

2018-11-16 08:19:20 -08:00

nomnigraph_transformations_test.py

Add transpose network pass (#13437)

2018-11-01 14:27:07 -07:00

nomnigraph_transformations.py

Add transpose network pass (#13437)

2018-11-01 14:27:07 -07:00

nomnigraph.py

createUniqueDataNode

2018-10-31 11:16:38 -07:00

normalizer_context.py

…

normalizer_test.py

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normalizer.py

Enable alternative LayerNorm impl in FisherGan (#12178)

2018-10-11 17:36:11 -07:00

numa_benchmark.py

Revert D13205604: Move numa.{h, cc} to c10/util

2018-12-07 10:01:25 -08:00

numa_test.py

Move numa.{h, cc} to c10/util (#15024)

2018-12-12 12:21:10 -08:00

observer_test.py

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operator_fp_exceptions_test.py

Caffe2 - Add flag to fails if float point exceptions is detected in operator runs (#18040)

2019-03-16 12:28:05 -07:00

optimizer_context.py

…

optimizer_test_util.py

Unify cuda and hip device types in Caffe2 python front end (#14221)

2018-11-29 14:00:16 -08:00

optimizer_test.py

Unify gpu_support variable in python tests (#16748)

2019-02-07 00:29:51 -08:00

optimizer.py

Add validator for optimizers when parameters are shared

2019-04-17 21:10:38 -07:00

parallel_workers_test.py

Add event and event_counter columns to caffe2_usage_tracer table (#21739)

2019-06-13 12:06:02 -07:00

parallel_workers.py

get rid of deprecated thread.isAlive() to use py2.6 modern form is_alive()

2019-10-22 15:37:31 -07:00

parallelize_bmuf_distributed_test.py

Unify gpu_support variable in python tests (#16748)

2019-02-07 00:29:51 -08:00

pipeline_test.py

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pipeline.py

SNNTest with Data Preproc Service (#11707)

2018-09-17 21:25:49 -07:00

predictor_constants.py

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pybind_state_dlpack.cc

Upgrade DLPack

2018-11-12 15:59:46 -08:00

pybind_state_dlpack.h

Remove PythonOp non-CPU path and PytorchOp (#15417)

2019-01-02 16:36:37 -08:00

pybind_state_gpu.cc

add simple memory analyzer and log warning if GPU underutilized (#21024)

2019-05-28 19:58:54 -07:00

pybind_state_hip.cc

Fix get_gpu_memory_info in non-cuda builds (#21054)

2019-05-28 23:05:15 -07:00

pybind_state_ideep.cc

Upgrade mkldnn-bridge for dnnlowp support (#16308)

2019-04-03 12:47:17 -07:00

pybind_state_int8.cc

Renaming meta() to dtype() - 2/2 (#13334)

2018-10-30 18:24:30 -07:00

pybind_state_nomni.cc

nomnigraph - support subgraph visualization (#13795)

2018-11-16 08:19:20 -08:00

pybind_state_registry.cc

Move registry fully to c10 (#12077)

2018-09-27 03:09:54 -07:00

pybind_state_registry.h

Move registry fully to c10 (#12077)

2018-09-27 03:09:54 -07:00

pybind_state.cc

weight_names bug fix (#23848)

2019-08-06 10:58:43 -07:00

pybind_state.h

Support unpickle py2 NetDef object in py3 (#26147)

2019-09-18 02:02:34 -07:00

python_op_test.py

Clean up a couple of items in the C2 test scaffolding (WIP) (#7847)

2018-11-07 09:16:13 -08:00

queue_util.py

…

record_queue.py

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recurrent.py

…

regularizer_context.py

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regularizer_test.py

Implement "trimmed lasso" regularization and support all available regularization in a single interface (#22966)

2019-07-17 16:12:31 -07:00

regularizer.py

Initial commit for L0 norm approx (#27756)

2019-10-11 11:24:34 -07:00

rnn_cell.py

Unify cuda and hip device types in Caffe2 python front end (#14221)

2018-11-29 14:00:16 -08:00

schema_test.py

Pass LRU hash output evicted_values to SparseLookup (#21389)

2019-07-02 11:27:37 -07:00

schema.py

Pass LRU hash output evicted_values to SparseLookup (#21389)

2019-07-02 11:27:37 -07:00

scope_test.py

Add EmptyNameScope to allow you jump out from current scope. (#14631)

2018-12-12 01:39:50 -08:00

scope.py

Add EmptyNameScope to allow you jump out from current scope. (#14631)

2018-12-12 01:39:50 -08:00

session_test.py

…

session.py

…

sparse_to_dense_mask_test.py

Increase static tolerance for negative feature ids

2019-05-20 19:09:22 -07:00

sparse_to_dense_test.py

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task_test.py

caffe2/python/task: added __repr__ methods to all task definitions (#15250)

2018-12-17 16:02:16 -08:00

task.py

A trivial typo fix in caffe2.python (#15907)

2019-01-17 04:57:34 -08:00

test_util.py

caffe2 - support flaky operator tests for caffe2 build (#18155)

2019-03-25 16:58:34 -07:00

text_file_reader.py

Create Node2Vec ModuleKeeper

2019-04-01 10:36:23 -07:00

timeout_guard.py

…

toy_regression_test.py

Enable junk fill for the default CPU allocator (#13377)

2018-11-08 00:02:37 -08:00

transformations_test.py

Remove sinkMaxPool transformation (#17694)

2019-03-12 20:10:46 -07:00

transformations.py

support pre-convert filter format for mkldnn training mode and change 'OptimizeForIdeep' to 'OptimizeForMkldnn' (#15171)

2019-03-29 19:00:48 -07:00

tt_core_test.py

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tt_core.py

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utils_test.py

Convert Arguments to dictionary (#13436)

2018-11-01 14:27:05 -07:00

utils.py

Query caffe2 operator stats for detailed execution info (#20924)

2019-06-13 23:41:04 -07:00

visualize.py

…

workspace_test.py

Pass Variable into Caffe2 ops, by requiring that the Variable doesn't require grad (#22473)

2019-07-08 11:31:10 -07:00

workspace.py

Fix get_gpu_memory_info in non-cuda builds (#21054)

2019-05-28 23:05:15 -07:00