[DO_NOT_SUBMIT] Add cost based dispatch heuristic to conv2D

[robieta]

This PR is just for testing. #40610 is the base PR and includes all discussion.

I will link the script that generated these constants shortly.

[dr-ci]

💊 CI failures summary and remediations

As of commit 14f67db (more details on the Dr. CI page):

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• 1/12 failures introduced in this PR
• 11/12 tentatively recognized as flaky ❄️
  • Click here to rerun these jobs

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🕵️ 1 new failure recognized by patterns

The following CI failures do not appear to be due to upstream breakages:

pytorch_macos_10_13_py3_test (1/1)

Step: "Test" (full log | diagnosis details | 🔁 rerun)

Jul 09 12:11:11 AssertionError: False is not true : Should pass args to script, output was:

Jul 09 12:11:11 ====================================================================== 
Jul 09 12:11:11 FAIL [67.529s]: test_bottleneck_cpu_only (__main__.TestBottleneck) 
Jul 09 12:11:11 ---------------------------------------------------------------------- 
Jul 09 12:11:11 Traceback (most recent call last): 
Jul 09 12:11:11   File "test_utils.py", line 413, in test_bottleneck_cpu_only 
Jul 09 12:11:11     self._check_run_args() 
Jul 09 12:11:11   File "test_utils.py", line 367, in _check_run_args 
Jul 09 12:11:11     self.assertEqual(rc, 0, atol=0, rtol=0, msg=self._fail_msg('Should pass args to script', out + err)) 
Jul 09 12:11:11   File "/Users/distiller/workspace/miniconda3/lib/python3.7/site-packages/torch/testing/_internal/common_utils.py", line 1122, in assertEqual 
Jul 09 12:11:11     self.assertTrue(result, msg=msg) 
Jul 09 12:11:11 AssertionError: False is not true : Should pass args to script, output was: 
Jul 09 12:11:11 `bottleneck` is a tool that can be used as an initial step for debugging 
Jul 09 12:11:11 bottlenecks in your program. 
Jul 09 12:11:11  
Jul 09 12:11:11 It summarizes runs of your script with the Python profiler and PyTorch's 
Jul 09 12:11:11 autograd profiler. Because your script will be profiled, please ensure that it 
Jul 09 12:11:11 exits in a finite amount of time. 
Jul 09 12:11:11  
Jul 09 12:11:11 For more complicated uses of the profilers, please see 
Jul 09 12:11:11 https://docs.python.org/3/library/profile.html and 
Jul 09 12:11:11 https://pytorch.org/docs/master/autograd.html#profiler for more information. 

---

❄️ 11 failures tentatively classified as flaky

but reruns have not yet been triggered to confirm:

pytorch_linux_xenial_py3_clang5_android_ndk_r19c_x86_32_build (1/11)

Step: "Build" (full log | diagnosis details | 🔁 rerun) ❄️

Error response from daemon: manifest for 308535385114.dkr.ecr.us-east-1.amazonaws.com/pytorch/pytorch-linux-xenial-py3-clang5-android-ndk-r19c:fff7795428560442086f7b2bb6004b65245dc11a not found

DOCKER_IMAGE: 308535385114.dkr.ecr.us-east-1.amazonaws.com/pytorch/pytorch-linux-xenial-py3-clang5-android-ndk-r19c:fff7795428560442086f7b2bb6004b65245dc11a 
Error response from daemon: manifest for 308535385114.dkr.ecr.us-east-1.amazonaws.com/pytorch/pytorch-linux-xenial-py3-clang5-android-ndk-r19c:fff7795428560442086f7b2bb6004b65245dc11a not found 

pytorch_linux_xenial_py3_clang5_mobile_custom_build_static (2/11)

Step: "Build" (full log | diagnosis details | 🔁 rerun) ❄️

Error response from daemon: manifest for 308535385114.dkr.ecr.us-east-1.amazonaws.com/pytorch/pytorch-linux-xenial-py3-clang5-asan:fff7795428560442086f7b2bb6004b65245dc11a not found

DOCKER_IMAGE: 308535385114.dkr.ecr.us-east-1.amazonaws.com/pytorch/pytorch-linux-xenial-py3-clang5-asan:fff7795428560442086f7b2bb6004b65245dc11a 
Error response from daemon: manifest for 308535385114.dkr.ecr.us-east-1.amazonaws.com/pytorch/pytorch-linux-xenial-py3-clang5-asan:fff7795428560442086f7b2bb6004b65245dc11a not found 

pytorch_linux_xenial_cuda10_2_cudnn7_py3_gcc7_build (3/11)

Step: "Build" (full log | diagnosis details | 🔁 rerun) ❄️

Error response from daemon: manifest for 308535385114.dkr.ecr.us-east-1.amazonaws.com/pytorch/pytorch-linux-xenial-cuda10.2-cudnn7-py3-gcc7:fff7795428560442086f7b2bb6004b65245dc11a not found

DOCKER_IMAGE: 308535385114.dkr.ecr.us-east-1.amazonaws.com/pytorch/pytorch-linux-xenial-cuda10.2-cudnn7-py3-gcc7:fff7795428560442086f7b2bb6004b65245dc11a 
Error response from daemon: manifest for 308535385114.dkr.ecr.us-east-1.amazonaws.com/pytorch/pytorch-linux-xenial-cuda10.2-cudnn7-py3-gcc7:fff7795428560442086f7b2bb6004b65245dc11a not found 

pytorch_linux_xenial_py3_clang5_mobile_custom_build_dynamic (4/11)

Step: "Build" (full log | diagnosis details | 🔁 rerun) ❄️

Error response from daemon: manifest for 308535385114.dkr.ecr.us-east-1.amazonaws.com/pytorch/pytorch-linux-xenial-py3-clang5-android-ndk-r19c:fff7795428560442086f7b2bb6004b65245dc11a not found

DOCKER_IMAGE: 308535385114.dkr.ecr.us-east-1.amazonaws.com/pytorch/pytorch-linux-xenial-py3-clang5-android-ndk-r19c:fff7795428560442086f7b2bb6004b65245dc11a 
Error response from daemon: manifest for 308535385114.dkr.ecr.us-east-1.amazonaws.com/pytorch/pytorch-linux-xenial-py3-clang5-android-ndk-r19c:fff7795428560442086f7b2bb6004b65245dc11a not found 

pytorch_linux_bionic_py3_6_clang9_build (5/11)

Step: "Build" (full log | diagnosis details | 🔁 rerun) ❄️

Error response from daemon: manifest for 308535385114.dkr.ecr.us-east-1.amazonaws.com/pytorch/pytorch-linux-bionic-py3.6-clang9:fff7795428560442086f7b2bb6004b65245dc11a not found

DOCKER_IMAGE: 308535385114.dkr.ecr.us-east-1.amazonaws.com/pytorch/pytorch-linux-bionic-py3.6-clang9:fff7795428560442086f7b2bb6004b65245dc11a 
Error response from daemon: manifest for 308535385114.dkr.ecr.us-east-1.amazonaws.com/pytorch/pytorch-linux-bionic-py3.6-clang9:fff7795428560442086f7b2bb6004b65245dc11a not found 

pytorch_xla_linux_bionic_py3_6_clang9_build (6/11)

Step: "Build" (full log | diagnosis details | 🔁 rerun) ❄️

Error response from daemon: manifest for 308535385114.dkr.ecr.us-east-1.amazonaws.com/pytorch/pytorch-linux-bionic-py3.6-clang9:fff7795428560442086f7b2bb6004b65245dc11a not found

DOCKER_IMAGE: 308535385114.dkr.ecr.us-east-1.amazonaws.com/pytorch/pytorch-linux-bionic-py3.6-clang9:fff7795428560442086f7b2bb6004b65245dc11a 
Error response from daemon: manifest for 308535385114.dkr.ecr.us-east-1.amazonaws.com/pytorch/pytorch-linux-bionic-py3.6-clang9:fff7795428560442086f7b2bb6004b65245dc11a not found 

pytorch_linux_xenial_py3_clang5_android_ndk_r19c_vulkan_x86_32_build (7/11)

Step: "Build" (full log | diagnosis details | 🔁 rerun) ❄️

Error response from daemon: manifest for 308535385114.dkr.ecr.us-east-1.amazonaws.com/pytorch/pytorch-linux-xenial-py3-clang5-android-ndk-r19c:fff7795428560442086f7b2bb6004b65245dc11a not found

DOCKER_IMAGE: 308535385114.dkr.ecr.us-east-1.amazonaws.com/pytorch/pytorch-linux-xenial-py3-clang5-android-ndk-r19c:fff7795428560442086f7b2bb6004b65245dc11a 
Error response from daemon: manifest for 308535385114.dkr.ecr.us-east-1.amazonaws.com/pytorch/pytorch-linux-xenial-py3-clang5-android-ndk-r19c:fff7795428560442086f7b2bb6004b65245dc11a not found 

pytorch_linux_xenial_py3_clang5_asan_build (8/11)

Step: "Build" (full log | diagnosis details | 🔁 rerun) ❄️

Error response from daemon: manifest for 308535385114.dkr.ecr.us-east-1.amazonaws.com/pytorch/pytorch-linux-xenial-py3-clang5-asan:fff7795428560442086f7b2bb6004b65245dc11a not found

DOCKER_IMAGE: 308535385114.dkr.ecr.us-east-1.amazonaws.com/pytorch/pytorch-linux-xenial-py3-clang5-asan:fff7795428560442086f7b2bb6004b65245dc11a 
Error response from daemon: manifest for 308535385114.dkr.ecr.us-east-1.amazonaws.com/pytorch/pytorch-linux-xenial-py3-clang5-asan:fff7795428560442086f7b2bb6004b65245dc11a not found 

pytorch_linux_xenial_py3_clang5_mobile_build (9/11)

Step: "Build" (full log | diagnosis details | 🔁 rerun) ❄️

Error response from daemon: manifest for 308535385114.dkr.ecr.us-east-1.amazonaws.com/pytorch/pytorch-linux-xenial-py3-clang5-asan:fff7795428560442086f7b2bb6004b65245dc11a not found

DOCKER_IMAGE: 308535385114.dkr.ecr.us-east-1.amazonaws.com/pytorch/pytorch-linux-xenial-py3-clang5-asan:fff7795428560442086f7b2bb6004b65245dc11a 
Error response from daemon: manifest for 308535385114.dkr.ecr.us-east-1.amazonaws.com/pytorch/pytorch-linux-xenial-py3-clang5-asan:fff7795428560442086f7b2bb6004b65245dc11a not found 

pytorch_linux_xenial_py3_clang5_mobile_code_analysis (10/11)

Step: "Build" (full log | diagnosis details | 🔁 rerun) ❄️

Error response from daemon: manifest for 308535385114.dkr.ecr.us-east-1.amazonaws.com/pytorch/pytorch-linux-xenial-py3-clang5-android-ndk-r19c:fff7795428560442086f7b2bb6004b65245dc11a not found

DOCKER_IMAGE: 308535385114.dkr.ecr.us-east-1.amazonaws.com/pytorch/pytorch-linux-xenial-py3-clang5-android-ndk-r19c:fff7795428560442086f7b2bb6004b65245dc11a 
Error response from daemon: manifest for 308535385114.dkr.ecr.us-east-1.amazonaws.com/pytorch/pytorch-linux-xenial-py3-clang5-android-ndk-r19c:fff7795428560442086f7b2bb6004b65245dc11a not found 

pytorch_libtorch_linux_xenial_cuda10_2_cudnn7_py3_gcc7_build (11/11)

Step: "Build" (full log | diagnosis details | 🔁 rerun) ❄️

Error response from daemon: manifest for 308535385114.dkr.ecr.us-east-1.amazonaws.com/pytorch/pytorch-linux-xenial-cuda10.2-cudnn7-py3-gcc7:fff7795428560442086f7b2bb6004b65245dc11a not found

DOCKER_IMAGE: 308535385114.dkr.ecr.us-east-1.amazonaws.com/pytorch/pytorch-linux-xenial-cuda10.2-cudnn7-py3-gcc7:fff7795428560442086f7b2bb6004b65245dc11a 
Error response from daemon: manifest for 308535385114.dkr.ecr.us-east-1.amazonaws.com/pytorch/pytorch-linux-xenial-cuda10.2-cudnn7-py3-gcc7:fff7795428560442086f7b2bb6004b65245dc11a not found 

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