[quant] Histogram Observer support List[Tensor] by jerryzh168 · Pull Request #38436 · pytorch/pytorch

jerryzh168 · 2020-05-13T21:35:05Z

Stack from ghstack:

[quant] Make MinMaxObserver and MovingAverageMinMaxObserver work with List[Tensor] #38552 [quant] Make MinMaxObserver and MovingAverageMinMaxObserver work with List[Tensor]
[quant] Histogram Observer support List[Tensor] #38436 [quant] Histogram Observer support List[Tensor]
[quant][graphmode] Different rule for add/add_/mul/mul_ #38667 [quant][graphmode] Different rule for add/add_/mul/mul_

Summary:

Test Plan:

Reviewers:

Subscribers:

Tasks:

Tags:

Summary: Test Plan: Reviewers: Subscribers: Tasks: Tags: [ghstack-poisoned]

Summary: Test Plan: Reviewers: Subscribers: Tasks: Tags: ghstack-source-id: 323b8b9 Pull Request resolved: #38436

dr-ci · 2020-05-13T21:49:01Z

💊 CI failures summary and remediations

As of commit 16df832 (more details on the Dr. CI page):

10/11 failures possibly* introduced in this PR
- 2/10 non-CircleCI failure(s)
1/11 tentatively recognized as flaky ❄️
- Click here to rerun these jobs

🕵️ 8 new failures recognized by patterns

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

pytorch_linux_bionic_py3_6_clang9_test (1/8)

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

May 21 00:04:12 ERROR:sccache::server: Compilation failed: Output { status: ExitStatus(ExitStatus(256)), stdout: "", stderr: "/var/lib/jenkins/.cache/torch_extensions/test_compilation_error_formatting/main.cpp: In function \'int main()\':\n/var/lib/jenkins/.cache/torch_extensions/test_compilation_error_formatting/main.cpp:2:23: error: expected \';\' before \'}\' token\n int main() { return 0 }\n                       ^\n" }

May 21 00:04:12     raise RuntimeError(message) 
May 21 00:04:12 RuntimeError: test_quantization failed! 
May 21 00:04:12  
May 21 00:04:12 real	15m50.809s 
May 21 00:04:12 user	18m7.894s 
May 21 00:04:12 sys	1m56.338s 
May 21 00:04:12 + cleanup 
May 21 00:04:12 + retcode=1 
May 21 00:04:12 + set +x 
May 21 00:04:12 =================== sccache compilation log =================== 
May 21 00:04:12 ERROR:sccache::server: Compilation failed: Output { status: ExitStatus(ExitStatus(256)), stdout: "", stderr: "/var/lib/jenkins/.cache/torch_extensions/test_compilation_error_formatting/main.cpp: In function \'int main()\':\n/var/lib/jenkins/.cache/torch_extensions/test_compilation_error_formatting/main.cpp:2:23: error: expected \';\' before \'}\' token\n int main() { return 0 }\n                       ^\n" } 
May 21 00:04:12  
May 21 00:04:12 =========== If your build fails, please take a look at the log above for possible reasons =========== 
May 21 00:04:12 Compile requests                 64 
May 21 00:04:12 Compile requests executed        35 
May 21 00:04:12 Cache hits                       27 
May 21 00:04:12 Cache misses                      7 
May 21 00:04:12 Cache timeouts                    0 
May 21 00:04:12 Cache read errors                 0 
May 21 00:04:12 Forced recaches                   0 
May 21 00:04:12 Cache write errors                0

pytorch_windows_vs2019_py36_cpu_test2 (2/8)

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

RuntimeError: test_quantization failed!

Generated XML report: test-reports\python-unittest\TEST-quantization.test_quantized_tensor.TestQuantizedTensor-20200521000139.xml 
Generated XML report: test-reports\python-unittest\TEST-quantization.test_workflow_module.TestRecordHistogramObserver-20200521000139.xml 
Generated XML report: test-reports\python-unittest\TEST-quantization.test_backward_compatibility.TestSerialization-20200521000139.xml 
Generated XML report: test-reports\python-unittest\TEST-quantization.test_quantized_module.TestStaticQuantizedModule-20200521000139.xml 
Generated XML report: test-reports\python-unittest\TEST-quantization.test_quantized_op.TestQNNPackOps-20200521000139.xml 
Traceback (most recent call last): 
  File "run_test.py", line 691, in <module> 
    main() 
  File "run_test.py", line 684, in main 
    raise RuntimeError(message) 
RuntimeError: test_quantization failed! 
 
(base) circleci@PACKER-5E9D8C4B C:\Users\circleci\project\test>if ERRORLEVEL 1 exit /b 1  
+ cleanup
+ retcode=1
+ set +x

pytorch_linux_xenial_py3_6_gcc5_4_ge_config_simple_test (3/8)

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

May 21 00:09:46 ERROR:sccache::server: Compilation failed: Output { status: ExitStatus(ExitStatus(256)), stdout: "", stderr: "/var/lib/jenkins/.cache/torch_extensions/test_compilation_error_formatting/main.cpp: In function \'int main()\':\n/var/lib/jenkins/.cache/torch_extensions/test_compilation_error_formatting/main.cpp:2:23: error: expected \';\' before \'}\' token\n int main() { return 0 }\n                       ^\n" }

May 21 00:09:45 Traceback (most recent call last): 
May 21 00:09:45   File "test/run_test.py", line 691, in <module> 
May 21 00:09:45     main() 
May 21 00:09:45   File "test/run_test.py", line 684, in main 
May 21 00:09:45     raise RuntimeError(message) 
May 21 00:09:45 RuntimeError: test_quantization failed! 
May 21 00:09:46 + cleanup 
May 21 00:09:46 + retcode=1 
May 21 00:09:46 + set +x 
May 21 00:09:46 =================== sccache compilation log =================== 
May 21 00:09:46 ERROR:sccache::server: Compilation failed: Output { status: ExitStatus(ExitStatus(256)), stdout: "", stderr: "/var/lib/jenkins/.cache/torch_extensions/test_compilation_error_formatting/main.cpp: In function \'int main()\':\n/var/lib/jenkins/.cache/torch_extensions/test_compilation_error_formatting/main.cpp:2:23: error: expected \';\' before \'}\' token\n int main() { return 0 }\n                       ^\n" } 
May 21 00:09:46  
May 21 00:09:46 =========== If your build fails, please take a look at the log above for possible reasons =========== 
May 21 00:09:46 Compile requests                 64 
May 21 00:09:46 Compile requests executed        35 
May 21 00:09:46 Cache hits                       27 
May 21 00:09:46 Cache misses                      7 
May 21 00:09:46 Cache timeouts                    0 
May 21 00:09:46 Cache read errors                 0 
May 21 00:09:46 Forced recaches                   0 
May 21 00:09:46 Cache write errors                0

pytorch_linux_xenial_py3_6_gcc5_4_test (4/8)

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

May 21 00:10:10 ERROR:sccache::server: Compilation failed: Output { status: ExitStatus(ExitStatus(256)), stdout: "", stderr: "/var/lib/jenkins/.cache/torch_extensions/test_compilation_error_formatting/main.cpp: In function \'int main()\':\n/var/lib/jenkins/.cache/torch_extensions/test_compilation_error_formatting/main.cpp:2:23: error: expected \';\' before \'}\' token\n int main() { return 0 }\n                       ^\n" }

May 21 00:10:10 Traceback (most recent call last): 
May 21 00:10:10   File "test/run_test.py", line 691, in <module> 
May 21 00:10:10     main() 
May 21 00:10:10   File "test/run_test.py", line 684, in main 
May 21 00:10:10     raise RuntimeError(message) 
May 21 00:10:10 RuntimeError: test_quantization failed! 
May 21 00:10:10 + cleanup 
May 21 00:10:10 + retcode=1 
May 21 00:10:10 + set +x 
May 21 00:10:10 =================== sccache compilation log =================== 
May 21 00:10:10 ERROR:sccache::server: Compilation failed: Output { status: ExitStatus(ExitStatus(256)), stdout: "", stderr: "/var/lib/jenkins/.cache/torch_extensions/test_compilation_error_formatting/main.cpp: In function \'int main()\':\n/var/lib/jenkins/.cache/torch_extensions/test_compilation_error_formatting/main.cpp:2:23: error: expected \';\' before \'}\' token\n int main() { return 0 }\n                       ^\n" } 
May 21 00:10:10  
May 21 00:10:10 =========== If your build fails, please take a look at the log above for possible reasons =========== 
May 21 00:10:10 Compile requests                 64 
May 21 00:10:10 Compile requests executed        35 
May 21 00:10:10 Cache hits                       27 
May 21 00:10:10 Cache misses                      7 
May 21 00:10:10 Cache timeouts                    0 
May 21 00:10:10 Cache read errors                 0 
May 21 00:10:10 Forced recaches                   0 
May 21 00:10:10 Cache write errors                0

pytorch_macos_10_13_py3_test (5/8)

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

May 20 17:14:26 RuntimeError: test_quantization failed!

May 20 17:14:26 Generated XML report: test-reports/dist-gloo/TEST-quantization.test_quantized_module.TestStaticQuantizedModule-20200520171034.xml 
May 20 17:14:26 Generated XML report: test-reports/dist-gloo/TEST-quantization.test_quantized_module.TestDynamicQuantizedModule-20200520171034.xml 
May 20 17:14:26 Generated XML report: test-reports/dist-gloo/TEST-quantization.test_quantize.TestFusion-20200520171034.xml 
May 20 17:14:26 Generated XML report: test-reports/dist-gloo/TEST-quantization.test_quantize.TestPostTrainingDynamic-20200520171034.xml 
May 20 17:14:26 Generated XML report: test-reports/dist-gloo/TEST-quantization.test_quantized_op.TestQNNPackOps-20200520171034.xml 
May 20 17:14:26 Traceback (most recent call last): 
May 20 17:14:26   File "test/run_test.py", line 691, in <module> 
May 20 17:14:26     main() 
May 20 17:14:26   File "test/run_test.py", line 684, in main 
May 20 17:14:26     raise RuntimeError(message) 
May 20 17:14:26 RuntimeError: test_quantization failed! 
May 20 17:14:27 + cleanup 
May 20 17:14:27 + retcode=1 
May 20 17:14:27 + set +x

pytorch_windows_vs2019_py36_cuda10.1_on_cpu_test2 (6/8)

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

RuntimeError: test_quantization failed!

Generated XML report: test-reports\python-unittest\TEST-quantization.test_quantized_tensor.TestQuantizedTensor-20200521001328.xml 
Generated XML report: test-reports\python-unittest\TEST-quantization.test_workflow_module.TestRecordHistogramObserver-20200521001328.xml 
Generated XML report: test-reports\python-unittest\TEST-quantization.test_backward_compatibility.TestSerialization-20200521001328.xml 
Generated XML report: test-reports\python-unittest\TEST-quantization.test_quantized_module.TestStaticQuantizedModule-20200521001328.xml 
Generated XML report: test-reports\python-unittest\TEST-quantization.test_quantized_op.TestQNNPackOps-20200521001328.xml 
Traceback (most recent call last): 
  File "run_test.py", line 691, in <module> 
    main() 
  File "run_test.py", line 684, in main 
    raise RuntimeError(message) 
RuntimeError: test_quantization failed! 
 
(base) circleci@PACKER-5E9D8C4B C:\Users\circleci\project\test>if ERRORLEVEL 1 exit /b 1  
+ cleanup
+ retcode=1
+ set +x

pytorch_windows_vs2019_py36_cuda10.1_test2 (7/8)

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

RuntimeError: test_quantization failed!

Generated XML report: test-reports\python-unittest\TEST-quantization.test_quantized_tensor.TestQuantizedTensor-20200521002941.xml 
Generated XML report: test-reports\python-unittest\TEST-quantization.test_workflow_module.TestRecordHistogramObserver-20200521002941.xml 
Generated XML report: test-reports\python-unittest\TEST-quantization.test_backward_compatibility.TestSerialization-20200521002941.xml 
Generated XML report: test-reports\python-unittest\TEST-quantization.test_quantized_module.TestStaticQuantizedModule-20200521002941.xml 
Generated XML report: test-reports\python-unittest\TEST-quantization.test_quantized_op.TestQNNPackOps-20200521002941.xml 
Traceback (most recent call last): 
  File "run_test.py", line 691, in <module> 
    main() 
  File "run_test.py", line 684, in main 
    raise RuntimeError(message) 
RuntimeError: test_quantization failed! 
 
(base) circleci@PACKER-5E9E037A C:\Users\circleci\project\test>if ERRORLEVEL 1 exit /b 1  
+ cleanup
+ retcode=1
+ set +x

pytorch_linux_xenial_py3_clang5_asan_test (8/8)

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

May 20 23:54:24 SUMMARY: UndefinedBehaviorSanitizer: undefined-behavior /var/lib/jenkins/workspace/aten/src/ATen/Utils.cpp:11:3 in

May 20 23:54:23     #7 0x55907f0db74b in PyEval_EvalCode /tmp/build/80754af9/python_1585002248360/work/Python/ceval.c:731 
May 20 23:54:23     #8 0x55907f15b633 in run_mod /tmp/build/80754af9/python_1585002248360/work/Python/pythonrun.c:1025 
May 20 23:54:23     #9 0x55907f15b6cc in PyRun_StringFlags /tmp/build/80754af9/python_1585002248360/work/Python/pythonrun.c:949 
May 20 23:54:23     #10 0x55907f15b72e in PyRun_SimpleStringFlags /tmp/build/80754af9/python_1585002248360/work/Python/pythonrun.c:445 
May 20 23:54:23     #11 0x55907f15f532 in run_command /tmp/build/80754af9/python_1585002248360/work/Modules/main.c:301 
May 20 23:54:23     #12 0x55907f15f532 in Py_Main /tmp/build/80754af9/python_1585002248360/work/Modules/main.c:749 
May 20 23:54:23     #13 0x55907f02a1fd in main /tmp/build/80754af9/python_1585002248360/work/Programs/python.c:69 
May 20 23:54:24     #14 0x7fbfab94682f in __libc_start_main /build/glibc-LK5gWL/glibc-2.23/csu/../csu/libc-start.c:291 
May 20 23:54:24     #15 0x55907f108c29 in _start /home/rdonnelly/mc/conda-bld/compilers_linux-64_1534865402226/work/.build/src/glibc-2.12.2/csu/../sysdeps/x86_64/elf/start.S:103 
May 20 23:54:24  
May 20 23:54:24 SUMMARY: UndefinedBehaviorSanitizer: undefined-behavior /var/lib/jenkins/workspace/aten/src/ATen/Utils.cpp:11:3 in  
May 20 23:54:24 + retcode=1 
May 20 23:54:24 + set -e 
May 20 23:54:24 + return 1 
May 20 23:54:24 + [[ pytorch-linux-xenial-py3-clang5-asan-test == *-NO_AVX-* ]] 
May 20 23:54:24 + [[ pytorch-linux-xenial-py3-clang5-asan-test == *-NO_AVX2-* ]] 
May 20 23:54:24 + '[' -n https://github.com/pytorch/pytorch/pull/38436 ']' 
May 20 23:54:24 ++ mktemp 
May 20 23:54:24 + DETERMINE_FROM=/tmp/tmp.6d0yLf30RJ 
May 20 23:54:24 + file_diff_from_base /tmp/tmp.6d0yLf30RJ 
May 20 23:54:24 + set +e

❄️ 1 failure tentatively classified as flaky

but reruns have not yet been triggered to confirm:

pytorch_linux_xenial_cuda10_2_cudnn7_py3_gcc7_test (1/1)

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

May 21 00:44:12 ConnectionResetError: [Errno 104] Connection reset by peer

May 21 00:44:12   File "/opt/conda/lib/python3.6/multiprocessing/connection.py", line 455, in accept 
May 21 00:44:12     deliver_challenge(c, self._authkey) 
May 21 00:44:12   File "/opt/conda/lib/python3.6/multiprocessing/connection.py", line 722, in deliver_challenge 
May 21 00:44:12     response = connection.recv_bytes(256)        # reject large message 
May 21 00:44:12   File "/opt/conda/lib/python3.6/multiprocessing/connection.py", line 216, in recv_bytes 
May 21 00:44:12     buf = self._recv_bytes(maxlength) 
May 21 00:44:12   File "/opt/conda/lib/python3.6/multiprocessing/connection.py", line 407, in _recv_bytes 
May 21 00:44:12     buf = self._recv(4) 
May 21 00:44:12   File "/opt/conda/lib/python3.6/multiprocessing/connection.py", line 379, in _recv 
May 21 00:44:12     chunk = read(handle, remaining) 
May 21 00:44:12 ConnectionResetError: [Errno 104] Connection reset by peer 
May 21 00:44:13 /opt/conda/lib/python3.6/multiprocessing/semaphore_tracker.py:143: UserWarning: semaphore_tracker: There appear to be 14 leaked semaphores to clean up at shutdown 
May 21 00:44:13   len(cache)) 
May 21 00:44:15 Process ErrorTrackingProcess-126: 
May 21 00:44:15 Traceback (most recent call last): 
May 21 00:44:15   File "/opt/conda/lib/python3.6/multiprocessing/process.py", line 258, in _bootstrap 
May 21 00:44:15     self.run() 
May 21 00:44:15   File "/var/lib/jenkins/workspace/test/test_dataloader.py", line 362, in run 
May 21 00:44:15     super(ErrorTrackingProcess, self).run() 
May 21 00:44:15   File "/opt/conda/lib/python3.6/multiprocessing/process.py", line 93, in run 
May 21 00:44:15     self._target(*self._args, **self._kwargs)

Extra GitHub checks: 1 failed

Failed: GitHub Actions - flake8-py3

ci.pytorch.org: 1 failed

Failed: pr/py3.6-clang7-rocmdeb-ubuntu16.04

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This comment has been revised 127 times.

Summary: Test Plan: Reviewers: Subscribers: Tasks: Tags: [ghstack-poisoned]

Summary: Test Plan: Reviewers: Subscribers: Tasks: Tags: ghstack-source-id: 35121bd Pull Request resolved: #38436

Summary: Test Plan: Reviewers: Subscribers: Tasks: Tags: [ghstack-poisoned]

Summary: Test Plan: Reviewers: Subscribers: Tasks: Tags: ghstack-source-id: 225f955 Pull Request resolved: #38436

Summary: Test Plan: Reviewers: Subscribers: Tasks: Tags: [ghstack-poisoned]

[quant] Histogram Observer support List[Tensor]

3497875

Summary: Test Plan: Reviewers: Subscribers: Tasks: Tags: [ghstack-poisoned]

jerryzh168 added a commit that referenced this pull request May 13, 2020

[quant] Histogram Observer support List[Tensor]

1708b8a

Summary: Test Plan: Reviewers: Subscribers: Tasks: Tags: ghstack-source-id: 323b8b9 Pull Request resolved: #38436

Update on "[quant] Histogram Observer support List[Tensor]"

ad5e33c

Summary: Test Plan: Reviewers: Subscribers: Tasks: Tags: [ghstack-poisoned]

jerryzh168 added a commit that referenced this pull request May 14, 2020

[quant] Histogram Observer support List[Tensor]

510a894

Summary: Test Plan: Reviewers: Subscribers: Tasks: Tags: ghstack-source-id: 35121bd Pull Request resolved: #38436

Update on "[quant] Histogram Observer support List[Tensor]"

8adb939

Summary: Test Plan: Reviewers: Subscribers: Tasks: Tags: [ghstack-poisoned]

jerryzh168 requested a review from eellison May 14, 2020 18:20

Update on "[quant] Histogram Observer support List[Tensor]"

be8d24f

Summary: Test Plan: Reviewers: Subscribers: Tasks: Tags: [ghstack-poisoned]

Update on "[quant] Histogram Observer support List[Tensor]"

1e4ac73

Summary: Test Plan: Reviewers: Subscribers: Tasks: Tags: [ghstack-poisoned]

Update on "[quant] Histogram Observer support List[Tensor]"

59f115b

Summary: Test Plan: Reviewers: Subscribers: Tasks: Tags: [ghstack-poisoned]

Update on "[quant] Histogram Observer support List[Tensor]"

36ed472

Summary: Test Plan: Reviewers: Subscribers: Tasks: Tags: [ghstack-poisoned]

Update on "[quant] Histogram Observer support List[Tensor]"

8e1595c

Summary: Test Plan: Reviewers: Subscribers: Tasks: Tags: [ghstack-poisoned]

Update on "[quant] Histogram Observer support List[Tensor]"

6685870

Summary: Test Plan: Reviewers: Subscribers: Tasks: Tags: [ghstack-poisoned]

jerryzh168 added a commit that referenced this pull request May 14, 2020

[quant] Histogram Observer support List[Tensor]

bcdc5ca

Summary: Test Plan: Reviewers: Subscribers: Tasks: Tags: ghstack-source-id: 225f955 Pull Request resolved: #38436

Update on "[quant] Histogram Observer support List[Tensor]"

defc29b

Summary: Test Plan: Reviewers: Subscribers: Tasks: Tags: [ghstack-poisoned]

jerryzh168 mentioned this pull request May 15, 2020

[quant] Make MinMaxObserver and MovingAverageMinMaxObserver work with List[Tensor] #38552

Closed

jerryzh168 added 3 commits May 15, 2020 09:47

Update on "[quant] Histogram Observer support List[Tensor]"

e953020

Summary: Test Plan: Reviewers: Subscribers: Tasks: Tags: [ghstack-poisoned]

Update on "[quant] Histogram Observer support List[Tensor]"

1144136

Summary: Test Plan: Reviewers: Subscribers: Tasks: Tags: [ghstack-poisoned]

Update on "[quant] Histogram Observer support List[Tensor]"

4d8cb91

Summary: Test Plan: Reviewers: Subscribers: Tasks: Tags: [ghstack-poisoned]

jerryzh168 mentioned this pull request May 15, 2020

[quant][graphmode] Different rule for handling aten::cat #38570

Closed

jerryzh168 added 2 commits May 15, 2020 12:50

Update on "[quant] Histogram Observer support List[Tensor]"

a08d604

Summary: Test Plan: Reviewers: Subscribers: Tasks: Tags: [ghstack-poisoned]

Update on "[quant] Histogram Observer support List[Tensor]"

4c52449

Summary: Test Plan: Reviewers: Subscribers: Tasks: Tags: [ghstack-poisoned]

jerryzh168 mentioned this pull request May 18, 2020

[quant][graphmode] Different rule for add/add_/mul/mul_ #38667

Closed

jerryzh168 added 6 commits May 18, 2020 18:33

Update on "[quant] Histogram Observer support List[Tensor]"

a54291c

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Update on "[quant] Histogram Observer support List[Tensor]"

144729b

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Update on "[quant] Histogram Observer support List[Tensor]"

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Update on "[quant] Histogram Observer support List[Tensor]"

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Update on "[quant] Histogram Observer support List[Tensor]"

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Update on "[quant] Histogram Observer support List[Tensor]"

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[quant] Histogram Observer support List[Tensor]#38436

[quant] Histogram Observer support List[Tensor]#38436
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💊 CI failures summary and remediations

🕵️ 8 new failures recognized by patterns

pytorch_linux_bionic_py3_6_clang9_test (1/8)

pytorch_windows_vs2019_py36_cpu_test2 (2/8)

pytorch_linux_xenial_py3_6_gcc5_4_ge_config_simple_test (3/8)

pytorch_linux_xenial_py3_6_gcc5_4_test (4/8)

pytorch_macos_10_13_py3_test (5/8)

pytorch_windows_vs2019_py36_cuda10.1_on_cpu_test2 (6/8)

pytorch_windows_vs2019_py36_cuda10.1_test2 (7/8)

pytorch_linux_xenial_py3_clang5_asan_test (8/8)

❄️ 1 failure tentatively classified as flaky

pytorch_linux_xenial_cuda10_2_cudnn7_py3_gcc7_test (1/1)

Extra GitHub checks: 1 failed

ci.pytorch.org: 1 failed

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jerryzh168 commented May 13, 2020 •

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