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PR opened tensorflow/community

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RFC: Modular TensorFlow Graph C API

This RFC will be open for comment until Tuesday, Nov 10th, 2020.

Modular TensorFlow Graph C API

Status Proposed
RFC # 315
Author(s) Yang Sheng (yang.sheng@intel.com), Zhoulong Jiang (zhoulong.jiang@intel.com), Yiqiang Li (yiqiang.li@intel.com), Eric Lin (eric.lin@intel.com), Jianhui Li (jian.hui.li@intel.com)
Sponsor Rasmus Larsen (rmlarsen@google.com)
Updated 2020-10-27

Objective

TensorFlow currently provides a C++ API for registering a custom graph optimizer in Grappler. This project aims to create a modular/plugin-based TensorFlow implementation with C APIs. Plugins will be able to register custom graph optimizers. Users only need to install the plugin in a specified directory, and the mechanism is able to discover and plug in the capabilities offered by the plugin.

This RFC is based on the Modular TensorFlow RFC, which aims at extending the TensorFlow design to plug in capabilities like adding a new graph optimizer.

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Temp PR: pluggable graph
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PR opened tensorflow/tensorflow

[INTEL MKL] Fix DCHECK

This PR fixes UT failure in mkl_layout_pass.cc caused by DCHECK

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pull request commenttensorflow/tensorflow

[INTEL MKL] Fix control_flow_ops_test unit test failure

@penpornk Thanks for reviewing. I have made some changes.

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pull request commenttensorflow/tensorflow

[INTEL MKL] Fix control_flow_ops_test unit test failure

@googlebot I consent.

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PR opened tensorflow/tensorflow

[INTEL MKL] Bug fix for remapper test

This PR fixes UT failure of mkl remapper_test:

  1. Increase the tolerance for bf16, just like half.
  2. Register a BF16 kernel for elu/elugrad.
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pull request commenttensorflow/tensorflow

[INTEL MKL] Comparison and cast op fusion

@ezhulenev Any update on that roll back?

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pull request commenttensorflow/tensorflow

[INTEL MKL] Comparison and cast op fusion

Thanks! Please let me know If I can provide any help.

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pull request commenttensorflow/tensorflow

[INTEL MKL] Comparison and cast op fusion

This PR was rolled back in 3f49de584cb7a9de005457006132f5720cc14dd6. May I know the reason? What should I do to bring it back?

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Pull request review commenttensorflow/tensorflow

[INTEL MKL] Comparison and cast op fusion

 TEST_F(RemapperTest, FuseConv2DWithSqueezeAndBias) { } #endif +class FusedCmpAndCastTest : public GrapplerTest {+ protected:+  template <DataType TYPE>+  void TestFusedCmpAndCast() {+    using ::tensorflow::ops::Placeholder;+    for (bool is_training : {true, false}) {

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Pull request review commenttensorflow/tensorflow

[INTEL MKL] Comparison and cast op fusion

 TEST_F(RemapperTest, FuseConv2DWithSqueezeAndBias) { } #endif +class FusedCmpAndCastTest : public GrapplerTest {+ protected:+  template <DataType TYPE>+  void TestFusedCmpAndCast() {+    using ::tensorflow::ops::Placeholder;+    for (bool is_training : {true, false}) {+      tensorflow::Scope s = tensorflow::Scope::NewRootScope();+      const int num_channels = 24;+      TensorShape channel_shape({num_channels});+      TensorShape empty_shape({0});+      auto x = Placeholder(s.WithOpName("x"), TYPE,+                           ops::Placeholder::Shape({2, 8, 8, num_channels}));+      auto y = Placeholder(s.WithOpName("y"), TYPE,+                           ops::Placeholder::Shape({2, 8, 8, num_channels}));+      float epsilon = 0.1f;

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