easybuild-easyconfigs
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easybuilders
{lib}[foss/2021a] DeepLabCut v2.2.0.6 w/ Python 3.9.5
@sassy-crick: Tests failed in GitHub Actions, see https://github.com/easybuilders/easybuild-easyconfigs/actions/runs/3234960514 Output from first failing test suite run:
ERROR: test_conflicts (test.easyconfigs.easyconfigs.EasyConfigTest)
Check whether any conflicts occur in software dependency graphs.
----------------------------------------------------------------------
Traceback (most recent call last):
File "test/easyconfigs/easyconfigs.py", line 326, in test_conflicts
self.assertFalse(check_conflicts(self.ordered_specs, modules_tool(), check_inter_ec_conflicts=False),
File "test/easyconfigs/easyconfigs.py", line 278, in ordered_specs
EasyConfigTest.resolve_all_dependencies()
File "test/easyconfigs/easyconfigs.py", line 216, in resolve_all_dependencies
cls._parsed_easyconfigs, modules_tool(), retain_all_deps=True)
File "/opt/hostedtoolcache/Python/2.7.18/x64/lib/python2.7/site-packages/easybuild/tools/robot.py", line 461, in resolve_dependencies
raise_error_missing_deps(totally_missing, extra_msg="no easyconfig file or existing module found")
File "/opt/hostedtoolcache/Python/2.7.18/x64/lib/python2.7/site-packages/easybuild/tools/robot.py", line 324, in raise_error_missing_deps
raise EasyBuildError(error_msg)
EasyBuildError: 'Missing dependencies: ruamel.yaml/0.17.21-foss-2021a (no easyconfig file or existing module found)'
======================================================================
ERROR: test_dep_graph (test.easyconfigs.easyconfigs.EasyConfigTest)
Unit test that builds a full dependency graph.
----------------------------------------------------------------------
Traceback (most recent call last):
File "test/easyconfigs/easyconfigs.py", line 313, in test_dep_graph
dep_graph(fn, self.ordered_specs)
File "test/easyconfigs/easyconfigs.py", line 278, in ordered_specs
EasyConfigTest.resolve_all_dependencies()
File "test/easyconfigs/easyconfigs.py", line 216, in resolve_all_dependencies
cls._parsed_easyconfigs, modules_tool(), retain_all_deps=True)
File "/opt/hostedtoolcache/Python/2.7.18/x64/lib/python2.7/site-packages/easybuild/tools/robot.py", line 461, in resolve_dependencies
raise_error_missing_deps(totally_missing, extra_msg="no easyconfig file or existing module found")
File "/opt/hostedtoolcache/Python/2.7.18/x64/lib/python2.7/site-packages/easybuild/tools/robot.py", line 324, in raise_error_missing_deps
raise EasyBuildError(error_msg)
EasyBuildError: 'Missing dependencies: ruamel.yaml/0.17.21-foss-2021a (no easyconfig file or existing module found)'
======================================================================
ERROR: test_dep_versions_per_toolchain_generation (test.easyconfigs.easyconfigs.EasyConfigTest)
----------------------------------------------------------------------
Traceback (most recent call last):
File "test/easyconfigs/easyconfigs.py", line 837, in test_dep_versions_per_toolchain_generation
for ec in self.ordered_specs:
File "test/easyconfigs/easyconfigs.py", line 278, in ordered_specs
EasyConfigTest.resolve_all_dependencies()
File "test/easyconfigs/easyconfigs.py", line 216, in resolve_all_dependencies
cls._parsed_easyconfigs, modules_tool(), retain_all_deps=True)
File "/opt/hostedtoolcache/Python/2.7.18/x64/lib/python2.7/site-packages/easybuild/tools/robot.py", line 461, in resolve_dependencies
raise_error_missing_deps(totally_missing, extra_msg="no easyconfig file or existing module found")
File "/opt/hostedtoolcache/Python/2.7.18/x64/lib/python2.7/site-packages/easybuild/tools/robot.py", line 324, in raise_error_missing_deps
raise EasyBuildError(error_msg)
EasyBuildError: 'Missing dependencies: ruamel.yaml/0.17.21-foss-2021a (no easyconfig file or existing module found)'
======================================================================
FAIL: test_pr_python_packages (test.easyconfigs.easyconfigs.EasyConfigTest)
Several checks for easyconfigs that install (bundles of) Python packages.
----------------------------------------------------------------------
Traceback (most recent call last):
File "test/easyconfigs/easyconfigs.py", line 1061, in test_pr_python_packages
self.fail('\n'.join(failing_checks))
AssertionError: sanity_pip_check should be enabled in DeepLabCut-2.2.0.6-foss-2021a-CUDA-11.3.1.eb
----------------------------------------------------------------------
Ran 15482 tests in 701.221s
FAILED (failures=1, errors=3)
ERROR: Not all tests were successful
bleep, bloop, I'm just a bot (boegelbot v20200716.01)
Please talk to my owner @boegel if you notice you me acting stupid),
or submit a pull request to https://github.com/boegel/boegelbot fix the problem.
@sassy-crick: Tests failed in GitHub Actions, see https://github.com/easybuilders/easybuild-easyconfigs/actions/runs/3243738059 Output from first failing test suite run:
ERROR: test_conflicts (test.easyconfigs.easyconfigs.EasyConfigTest)
Check whether any conflicts occur in software dependency graphs.
----------------------------------------------------------------------
Traceback (most recent call last):
File "test/easyconfigs/easyconfigs.py", line 326, in test_conflicts
self.assertFalse(check_conflicts(self.ordered_specs, modules_tool(), check_inter_ec_conflicts=False),
File "test/easyconfigs/easyconfigs.py", line 278, in ordered_specs
EasyConfigTest.resolve_all_dependencies()
File "test/easyconfigs/easyconfigs.py", line 216, in resolve_all_dependencies
cls._parsed_easyconfigs, modules_tool(), retain_all_deps=True)
File "/opt/hostedtoolcache/Python/2.7.18/x64/lib/python2.7/site-packages/easybuild/tools/robot.py", line 461, in resolve_dependencies
raise_error_missing_deps(totally_missing, extra_msg="no easyconfig file or existing module found")
File "/opt/hostedtoolcache/Python/2.7.18/x64/lib/python2.7/site-packages/easybuild/tools/robot.py", line 324, in raise_error_missing_deps
raise EasyBuildError(error_msg)
EasyBuildError: 'Missing dependencies: ruamel.yaml/0.17.21-foss-2021a (no easyconfig file or existing module found)'
======================================================================
ERROR: test_dep_graph (test.easyconfigs.easyconfigs.EasyConfigTest)
Unit test that builds a full dependency graph.
----------------------------------------------------------------------
Traceback (most recent call last):
File "test/easyconfigs/easyconfigs.py", line 313, in test_dep_graph
dep_graph(fn, self.ordered_specs)
File "test/easyconfigs/easyconfigs.py", line 278, in ordered_specs
EasyConfigTest.resolve_all_dependencies()
File "test/easyconfigs/easyconfigs.py", line 216, in resolve_all_dependencies
cls._parsed_easyconfigs, modules_tool(), retain_all_deps=True)
File "/opt/hostedtoolcache/Python/2.7.18/x64/lib/python2.7/site-packages/easybuild/tools/robot.py", line 461, in resolve_dependencies
raise_error_missing_deps(totally_missing, extra_msg="no easyconfig file or existing module found")
File "/opt/hostedtoolcache/Python/2.7.18/x64/lib/python2.7/site-packages/easybuild/tools/robot.py", line 324, in raise_error_missing_deps
raise EasyBuildError(error_msg)
EasyBuildError: 'Missing dependencies: ruamel.yaml/0.17.21-foss-2021a (no easyconfig file or existing module found)'
======================================================================
ERROR: test_dep_versions_per_toolchain_generation (test.easyconfigs.easyconfigs.EasyConfigTest)
----------------------------------------------------------------------
Traceback (most recent call last):
File "test/easyconfigs/easyconfigs.py", line 837, in test_dep_versions_per_toolchain_generation
for ec in self.ordered_specs:
File "test/easyconfigs/easyconfigs.py", line 278, in ordered_specs
EasyConfigTest.resolve_all_dependencies()
File "test/easyconfigs/easyconfigs.py", line 216, in resolve_all_dependencies
cls._parsed_easyconfigs, modules_tool(), retain_all_deps=True)
File "/opt/hostedtoolcache/Python/2.7.18/x64/lib/python2.7/site-packages/easybuild/tools/robot.py", line 461, in resolve_dependencies
raise_error_missing_deps(totally_missing, extra_msg="no easyconfig file or existing module found")
File "/opt/hostedtoolcache/Python/2.7.18/x64/lib/python2.7/site-packages/easybuild/tools/robot.py", line 324, in raise_error_missing_deps
raise EasyBuildError(error_msg)
EasyBuildError: 'Missing dependencies: ruamel.yaml/0.17.21-foss-2021a (no easyconfig file or existing module found)'
======================================================================
FAIL: test_pr_python_packages (test.easyconfigs.easyconfigs.EasyConfigTest)
Several checks for easyconfigs that install (bundles of) Python packages.
----------------------------------------------------------------------
Traceback (most recent call last):
File "test/easyconfigs/easyconfigs.py", line 1061, in test_pr_python_packages
self.fail('\n'.join(failing_checks))
AssertionError: sanity_pip_check should be enabled in DeepLabCut-2.2.0.6-foss-2021a-CUDA-11.3.1.eb
----------------------------------------------------------------------
Ran 15483 tests in 957.505s
FAILED (failures=1, errors=3)
ERROR: Not all tests were successful
bleep, bloop, I'm just a bot (boegelbot v20200716.01)
Please talk to my owner @boegel if you notice you me acting stupid),
or submit a pull request to https://github.com/boegel/boegelbot fix the problem.
@sassy-crick: Tests failed in GitHub Actions, see https://github.com/easybuilders/easybuild-easyconfigs/actions/runs/3250852235 Output from first failing test suite run:
ERROR: test_dep_graph (test.easyconfigs.easyconfigs.EasyConfigTest)
Unit test that builds a full dependency graph.
----------------------------------------------------------------------
Traceback (most recent call last):
File "test/easyconfigs/easyconfigs.py", line 313, in test_dep_graph
dep_graph(fn, self.ordered_specs)
File "/opt/hostedtoolcache/Python/2.7.18/x64/lib/python2.7/site-packages/easybuild/framework/easyconfig/tools.py", line 215, in dep_graph
dgr.add_edge((spec['module'], dep))
File "/opt/hostedtoolcache/Python/2.7.18/x64/lib/python2.7/site-packages/pygraph/classes/digraph.py", line 169, in add_edge
raise AdditionError("Edge (%s, %s) already in digraph" % (u, v))
AdditionError: Edge (DeepLabCut/2.2.0.6-foss-2021a-CUDA-11.3.1, PyYAML/5.4.1-GCCcore-10.3.0) already in digraph
======================================================================
FAIL: test_pr_python_packages (test.easyconfigs.easyconfigs.EasyConfigTest)
Several checks for easyconfigs that install (bundles of) Python packages.
----------------------------------------------------------------------
Traceback (most recent call last):
File "test/easyconfigs/easyconfigs.py", line 1061, in test_pr_python_packages
self.fail('\n'.join(failing_checks))
AssertionError: sanity_pip_check should be enabled in DeepLabCut-2.2.0.6-foss-2021a-CUDA-11.3.1.eb
----------------------------------------------------------------------
Ran 15487 tests in 694.313s
FAILED (failures=1, errors=1)
ERROR: Not all tests were successful
bleep, bloop, I'm just a bot (boegelbot v20200716.01)
Please talk to my owner @boegel if you notice you me acting stupid),
or submit a pull request to https://github.com/boegel/boegelbot fix the problem.
Test report by @casparvl SUCCESS Build succeeded for 1 out of 1 (1 easyconfigs in total) gcn2 - Linux RHEL 8.4, x86_64, Intel(R) Xeon(R) Platinum 8360Y CPU @ 2.40GHz, 4 x NVIDIA NVIDIA A100-SXM4-40GB, 515.43.04, Python 3.6.8 See https://gist.github.com/e36fe7607c8a9a0e3d74642be011e7c0 for a full test report.
Test report by @casparvl SUCCESS Build succeeded for 1 out of 1 (1 easyconfigs in total) software2.lisa.surfsara.nl - Linux debian 10.13, x86_64, Intel(R) Xeon(R) Bronze 3104 CPU @ 1.70GHz, 4 x NVIDIA NVIDIA TITAN V, 470.103.01, Python 3.7.3 See https://gist.github.com/5d7d379e53a7628a58748e17b8b49f61 for a full test report.
@sassy-crick: Tests failed in GitHub Actions, see https://github.com/easybuilders/easybuild-easyconfigs/actions/runs/3263915296 Output from first failing test suite run:
FAIL: test_pr_python_packages (test.easyconfigs.easyconfigs.EasyConfigTest)
Several checks for easyconfigs that install (bundles of) Python packages.
----------------------------------------------------------------------
Traceback (most recent call last):
File "test/easyconfigs/easyconfigs.py", line 1061, in test_pr_python_packages
self.fail('\n'.join(failing_checks))
AssertionError: sanity_pip_check should be enabled in DeepLabCut-2.2.0.6-foss-2021a-CUDA-11.3.1.eb
----------------------------------------------------------------------
Ran 15503 tests in 598.879s
FAILED (failures=1)
ERROR: Not all tests were successful
bleep, bloop, I'm just a bot (boegelbot v20200716.01)
Please talk to my owner @boegel if you notice you me acting stupid),
or submit a pull request to https://github.com/boegel/boegelbot fix the problem.
@casparvl: Request for testing this PR well received on login1
PR test command 'EB_PR=16391 EB_ARGS= /opt/software/slurm/bin/sbatch --job-name test_PR_16391 --ntasks=4 ~/boegelbot/eb_from_pr_upload_generoso.sh' executed!
- exit code: 0
- output:
Submitted batch job 9301
Test results coming soon (I hope)...
- notification for comment with ID 1280898231 processed
Message to humans: this is just bookkeeping information for me, it is of no use to you (unless you think I have a bug, which I don't).
Test report by @casparvl FAILED Build succeeded for 0 out of 1 (1 easyconfigs in total) software2.lisa.surfsara.nl - Linux debian 10.13, x86_64, Intel(R) Xeon(R) Bronze 3104 CPU @ 1.70GHz, 4 x NVIDIA NVIDIA TITAN V, 470.103.01, Python 3.7.3 See https://gist.github.com/39fcce90b63911270131bbeb014085f7 for a full test report.
Test report by @boegelbot FAILED Build succeeded for 1 out of 2 (1 easyconfigs in total) cns1 - Linux Rocky Linux 8.5, x86_64, Intel(R) Xeon(R) CPU E5-2667 v3 @ 3.20GHz (haswell), Python 3.6.8 See https://gist.github.com/c9adb5fed1c6053119a90ac6987e7b20 for a full test report.
Test report by @casparvl FAILED Build succeeded for 0 out of 1 (1 easyconfigs in total) gcn2.local.snellius.surf.nl - Linux RHEL 8.4, x86_64, Intel(R) Xeon(R) Platinum 8360Y CPU @ 2.40GHz, 4 x NVIDIA NVIDIA A100-SXM4-40GB, 515.43.04, Python 3.6.8 See https://gist.github.com/9c4671f9f308b0c35c5096b8d4d8626e for a full test report.
From the pip sanity check:
== 2022-10-17 16:01:53,979 build_log.py:169 ERROR EasyBuild crashed with an error (at easybuild/RHEL8/2022/software/EasyBuild/4.6.1/lib/python3.6/site-packages/easybuild/base/exceptions.py:124 in __init__): `pip check` failed:
deeplabcut 2.2.0.6 requires moviepy, which is not installed.
deeplabcut 2.2.0.6 has requirement scikit-image<=0.18.1,>=0.17, but you have scikit-image 0.18.3.
From the pip sanity check:
== 2022-10-17 16:01:53,979 build_log.py:169 ERROR EasyBuild crashed with an error (at easybuild/RHEL8/2022/software/EasyBuild/4.6.1/lib/python3.6/site-packages/easybuild/base/exceptions.py:124 in __init__): `pip check` failed: deeplabcut 2.2.0.6 requires moviepy, which is not installed. deeplabcut 2.2.0.6 has requirement scikit-image<=0.18.1,>=0.17, but you have scikit-image 0.18.3.
Thanks for finding this, entirely my wrong as I did not rebuild after I added the sanity_pip_check = True. I have added the missing MoviePy and also downgraded scikit-image. To avoid (hopefully) any conflicts, I have installed scikit-image as an extension, rather than as a module. If that is the wrong way forward, please let me know. I was hoping that extensions might be the better way here.
I have also updated PR #16281 regarding this.
@sassy-crick take a look at: https://github.com/DeepLabCut/DeepLabCut/issues/1791, https://github.com/DeepLabCut/DeepLabCut/pull/1800
we can probably get away with just using the scikit-image version we have in an easyconfig, and loosening the upper version bound in requirements.txt
@sassy-crick: Tests failed in GitHub Actions, see https://github.com/easybuilders/easybuild-easyconfigs/actions/runs/3312366153 Output from first failing test suite run:
ERROR: test_dep_versions_per_toolchain_generation (test.easyconfigs.easyconfigs.EasyConfigTest)
----------------------------------------------------------------------
Traceback (most recent call last):
File "test/easyconfigs/easyconfigs.py", line 839, in test_dep_versions_per_toolchain_generation
for ec in self.ordered_specs:
File "test/easyconfigs/easyconfigs.py", line 278, in ordered_specs
EasyConfigTest.resolve_all_dependencies()
File "test/easyconfigs/easyconfigs.py", line 216, in resolve_all_dependencies
cls._parsed_easyconfigs, modules_tool(), retain_all_deps=True)
File "/opt/hostedtoolcache/Python/2.7.18/x64/lib/python2.7/site-packages/easybuild/tools/robot.py", line 461, in resolve_dependencies
raise_error_missing_deps(totally_missing, extra_msg="no easyconfig file or existing module found")
File "/opt/hostedtoolcache/Python/2.7.18/x64/lib/python2.7/site-packages/easybuild/tools/robot.py", line 324, in raise_error_missing_deps
raise EasyBuildError(error_msg)
EasyBuildError: 'Missing dependencies: MoviePy/1.0.3-foss-2021a (no easyconfig file or existing module found)'
======================================================================
FAIL: test__parse_easyconfig_DeepLabCut-2.2.0.6-foss-2021a-CUDA-11.3.1.eb (test.easyconfigs.easyconfigs.EasyConfigTest)
Test for easyconfig DeepLabCut-2.2.0.6-foss-2021a-CUDA-11.3.1.eb
----------------------------------------------------------------------
Traceback (most recent call last):
File "test/easyconfigs/easyconfigs.py", line 1504, in innertest
template_easyconfig_test(self, spec_path)
File "test/easyconfigs/easyconfigs.py", line 1398, in template_easyconfig_test
self.assertTrue(os.path.isfile(ext_patch_full), msg)
AssertionError: Patch file /home/runner/work/easybuild-easyconfigs/easybuild-easyconfigs/easybuild/easyconfigs/d/DeepLabCut/scikit-image-0.18.1_fix-README-cache-perms.patch is available for DeepLabCut-2.2.0.6-foss-2021a-CUDA-11.3.1.eb
----------------------------------------------------------------------
Ran 15560 tests in 725.028s
FAILED (failures=1, errors=1)
ERROR: Not all tests were successful
bleep, bloop, I'm just a bot (boegelbot v20200716.01)
Please talk to my owner @boegel if you notice you me acting stupid),
or submit a pull request to https://github.com/boegel/boegelbot fix the problem.
@sassy-crick take a look at: DeepLabCut/DeepLabCut#1791, DeepLabCut/DeepLabCut#1800
we can probably get away with just using the
scikit-imageversion we have in an easyconfig, and loosening the upper version bound inrequirements.txt
Done. I am always a bit cautious to changing upper bounds but it builds ok.
I have also reverted the True back to System, which happened accidentally.
@sassy-crick: Tests failed in GitHub Actions, see https://github.com/easybuilders/easybuild-easyconfigs/actions/runs/3313169052 Output from first failing test suite run:
ERROR: test_conflicts (test.easyconfigs.easyconfigs.EasyConfigTest)
Check whether any conflicts occur in software dependency graphs.
----------------------------------------------------------------------
Traceback (most recent call last):
File "test/easyconfigs/easyconfigs.py", line 326, in test_conflicts
self.assertFalse(check_conflicts(self.ordered_specs, modules_tool(), check_inter_ec_conflicts=False),
File "test/easyconfigs/easyconfigs.py", line 278, in ordered_specs
EasyConfigTest.resolve_all_dependencies()
File "test/easyconfigs/easyconfigs.py", line 216, in resolve_all_dependencies
cls._parsed_easyconfigs, modules_tool(), retain_all_deps=True)
File "/opt/hostedtoolcache/Python/2.7.18/x64/lib/python2.7/site-packages/easybuild/tools/robot.py", line 461, in resolve_dependencies
raise_error_missing_deps(totally_missing, extra_msg="no easyconfig file or existing module found")
File "/opt/hostedtoolcache/Python/2.7.18/x64/lib/python2.7/site-packages/easybuild/tools/robot.py", line 324, in raise_error_missing_deps
raise EasyBuildError(error_msg)
EasyBuildError: 'Missing dependencies: MoviePy/1.0.3-foss-2021a (no easyconfig file or existing module found)'
======================================================================
ERROR: test_dep_graph (test.easyconfigs.easyconfigs.EasyConfigTest)
Unit test that builds a full dependency graph.
----------------------------------------------------------------------
Traceback (most recent call last):
File "test/easyconfigs/easyconfigs.py", line 313, in test_dep_graph
dep_graph(fn, self.ordered_specs)
File "test/easyconfigs/easyconfigs.py", line 278, in ordered_specs
EasyConfigTest.resolve_all_dependencies()
File "test/easyconfigs/easyconfigs.py", line 216, in resolve_all_dependencies
cls._parsed_easyconfigs, modules_tool(), retain_all_deps=True)
File "/opt/hostedtoolcache/Python/2.7.18/x64/lib/python2.7/site-packages/easybuild/tools/robot.py", line 461, in resolve_dependencies
raise_error_missing_deps(totally_missing, extra_msg="no easyconfig file or existing module found")
File "/opt/hostedtoolcache/Python/2.7.18/x64/lib/python2.7/site-packages/easybuild/tools/robot.py", line 324, in raise_error_missing_deps
raise EasyBuildError(error_msg)
EasyBuildError: 'Missing dependencies: MoviePy/1.0.3-foss-2021a (no easyconfig file or existing module found)'
======================================================================
ERROR: test_dep_versions_per_toolchain_generation (test.easyconfigs.easyconfigs.EasyConfigTest)
----------------------------------------------------------------------
Traceback (most recent call last):
File "test/easyconfigs/easyconfigs.py", line 839, in test_dep_versions_per_toolchain_generation
for ec in self.ordered_specs:
File "test/easyconfigs/easyconfigs.py", line 278, in ordered_specs
EasyConfigTest.resolve_all_dependencies()
File "test/easyconfigs/easyconfigs.py", line 216, in resolve_all_dependencies
cls._parsed_easyconfigs, modules_tool(), retain_all_deps=True)
File "/opt/hostedtoolcache/Python/2.7.18/x64/lib/python2.7/site-packages/easybuild/tools/robot.py", line 461, in resolve_dependencies
raise_error_missing_deps(totally_missing, extra_msg="no easyconfig file or existing module found")
File "/opt/hostedtoolcache/Python/2.7.18/x64/lib/python2.7/site-packages/easybuild/tools/robot.py", line 324, in raise_error_missing_deps
raise EasyBuildError(error_msg)
EasyBuildError: 'Missing dependencies: MoviePy/1.0.3-foss-2021a (no easyconfig file or existing module found)'
----------------------------------------------------------------------
Ran 15562 tests in 817.408s
FAILED (errors=3)
ERROR: Not all tests were successful
bleep, bloop, I'm just a bot (boegelbot v20200716.01)
Please talk to my owner @boegel if you notice you me acting stupid),
or submit a pull request to https://github.com/boegel/boegelbot fix the problem.
Test report by @casparvl SUCCESS Build succeeded for 2 out of 2 (1 easyconfigs in total) gcn1.local.snellius.surf.nl - Linux RHEL 8.4, x86_64, Intel(R) Xeon(R) Platinum 8360Y CPU @ 2.40GHz, 4 x NVIDIA NVIDIA A100-SXM4-40GB, 515.43.04, Python 3.6.8 See https://gist.github.com/a4115ec75e873ccafd53bc72c63f472a for a full test report.
Test report by @casparvl SUCCESS Build succeeded for 1 out of 1 (1 easyconfigs in total) software2.lisa.surfsara.nl - Linux debian 10.13, x86_64, Intel(R) Xeon(R) Bronze 3104 CPU @ 1.70GHz, 4 x NVIDIA NVIDIA TITAN V, 470.103.01, Python 3.7.3 See https://gist.github.com/c26d821f54b769ce6bab582bce553b5f for a full test report.