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Fixing Criteo Inference for TensorFlow and HugeCTR #1500

Merged
merged 33 commits into from
Apr 5, 2022
Merged

Fixing Criteo Inference for TensorFlow and HugeCTR #1500

merged 33 commits into from
Apr 5, 2022

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bschifferer
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TensorFlow Inference Notebook had issues converting Null values - added fillna() as preliminary fix. Long term solution requires a work around for: NVIDIA-Merlin/systems#78

HugeCTR Inference Notebook did not produce a correct ps.json file. HugeCTR requires more parameter. In addition, adding short term fix for null values

benfred and others added 30 commits December 14, 2020 09:15
@benfred
API Overhaul
d708172 
First draft of the API overhauls changes. Adds most core functionality, including
defining workflow graphs with a ColumnGroup class, the workflow and dataset changes
, most operators converted to use the new api, etc.
@benfred
remove debug print statement
abc0cb4
@benfred
Fix test_io unittest
b69ad67 
Also partially fix some tests inside test_workflow
@benfred
Merge remote-tracking branch 'origin/main' into new_api
2fd3db9
@benfred
Handle multi-column joint/combo categorify
2e918cd
@benfred
Update JoinGroupby
23a4eb9
@benfred
Fix differencelag
711efd8
@rnyak
add dependencies method (NVIDIA-Merlin#498)
fd3f35a
@benfred
Convert TargetEncoding op
9b78a46
@benfred
Merge branch 'new_api' of github.com:NVIDIA/NVTabular into new_api
82f1c17
@benfred @rjzamora
Update nvtabular/workflow.py
5c28e85 
Co-authored-by: Richard (Rick) Zamora <[email protected]>
@benfred @rjzamora
Update nvtabular/workflow.py
6a84e7d 
Co-authored-by: Richard (Rick) Zamora <[email protected]>
@benfred
Remove workflow code from dataloaders
b21ffd8 
We should be doing online transforms like
```KerasSequenceLoader(workflow.transform(dataset), ...```  instead of
```KerasSequenceLoader(dataset, workflows=[workflow], ...``` now
@benfred
Merge branch 'new_api' of github.com:NVIDIA/NVTabular into new_api
5467d86
@bschifferer
Unittest ops + bugfix in Bucketize (NVIDIA-Merlin#496)
f216edf 
* test_minmix

* updates test

* unittest ops
@benfred
First draft get_embedding_sizes support
b44dfa6 
Re-add get_embedding_sizes . Note that this changes how we support multi-hot columns here
(sizes are returned same as single hot, and we don't use this method to distinguish between
multi and singlehot columns)
@benfred
isort
27b4e33
@benfred
Remove groupbystatistics
a95a4d9
@benfred
implement serialization of statistics
0e55c2a 
add save_stats/load_stats/clear_stats methods to the workflow, with each statoperator getting
called as appropiate
@benfred
Fix TF dataloader unittests
ee9367c
@benfred
test_torch_dataloader fixes
7bf624f
@bschifferer
doc strings
4c99186
@bschifferer
resovled
aee86e2
@bschifferer
Merge remote-tracking branch 'upstream/main'
ef52f5a
@bschifferer
Merge remote-tracking branch 'upstream/main'
a2cdcc6
@bschifferer
merge
1783f8c
@bschifferer
t checkout master
3ebf331 
git merge upstream/main
Merge branch 'main' of https://github.com/NVIDIA/NVTabular
@bschifferer
Merge branch 'main' of https://github.com/NVIDIA/NVTabular
a3c9695
Merge branch 'main' of https://github.com/NVIDIA-Merlin/NVTabular
4d53a25
Merge branch 'main' of https://github.com/NVIDIA/NVTabular
5f8c040
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GitHub pull request #1500 of commit e64e90f6fbecde92f241270efd49e448aca3faf4, no merge conflicts.
Running as SYSTEM
Setting status of e64e90f6fbecde92f241270efd49e448aca3faf4 to PENDING with url http://10.20.13.93:8080/job/nvtabular_tests/4417/ and message: 'Pending'
Using context: Jenkins Unit Test Run
Building on master in workspace /var/jenkins_home/workspace/nvtabular_tests
using credential nvidia-merlin-bot
Cloning the remote Git repository
Cloning repository https://github.com/NVIDIA-Merlin/NVTabular.git
 > git init /var/jenkins_home/workspace/nvtabular_tests/nvtabular # timeout=10
Fetching upstream changes from https://github.com/NVIDIA-Merlin/NVTabular.git
 > git --version # timeout=10
using GIT_ASKPASS to set credentials This is the bot credentials for our CI/CD
 > git fetch --tags --force --progress -- https://github.com/NVIDIA-Merlin/NVTabular.git +refs/heads/*:refs/remotes/origin/* # timeout=10
 > git config remote.origin.url https://github.com/NVIDIA-Merlin/NVTabular.git # timeout=10
 > git config --add remote.origin.fetch +refs/heads/*:refs/remotes/origin/* # timeout=10
 > git config remote.origin.url https://github.com/NVIDIA-Merlin/NVTabular.git # timeout=10
Fetching upstream changes from https://github.com/NVIDIA-Merlin/NVTabular.git
using GIT_ASKPASS to set credentials This is the bot credentials for our CI/CD
 > git fetch --tags --force --progress -- https://github.com/NVIDIA-Merlin/NVTabular.git +refs/pull/1500/*:refs/remotes/origin/pr/1500/* # timeout=10
 > git rev-parse e64e90f6fbecde92f241270efd49e448aca3faf4^{commit} # timeout=10
Checking out Revision e64e90f6fbecde92f241270efd49e448aca3faf4 (detached)
 > git config core.sparsecheckout # timeout=10
 > git checkout -f e64e90f6fbecde92f241270efd49e448aca3faf4 # timeout=10
Commit message: "criteo update"
 > git rev-list --no-walk 3c04458316a0df2556bcf2728896112eaa6cb95f # timeout=10
First time build. Skipping changelog.
[nvtabular_tests] $ /bin/bash /tmp/jenkins3558322435128931400.sh
rm: cannot remove '/var/jenkins_home/.local/lib/python3.8/site-packages/nvtabular.egg-link': No such file or directory
Looking in indexes: https://pypi.org/simple, https://pypi.ngc.nvidia.com
Requirement already satisfied: setuptools in /usr/local/lib/python3.8/dist-packages (62.0.0)
Installing NVTabular
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Found existing installation: nvtabular 0.11.0+44.g50eb7ef1
Can't uninstall 'nvtabular'. No files were found to uninstall.
Found existing installation: merlin-core 0.1.1+21.g32e4695
Can't uninstall 'merlin-core'. No files were found to uninstall.
Looking in indexes: https://pypi.org/simple, https://pypi.ngc.nvidia.com
Collecting merlin-core@ git+https://github.com/NVIDIA-Merlin/core.git
  Cloning https://github.com/NVIDIA-Merlin/core.git to /tmp/pip-install-j9v4vi0a/merlin-core_22f4915adbbf457292e59cfe8b94b088
  Running command git clone --filter=blob:none --quiet https://github.com/NVIDIA-Merlin/core.git /tmp/pip-install-j9v4vi0a/merlin-core_22f4915adbbf457292e59cfe8b94b088
  Resolved https://github.com/NVIDIA-Merlin/core.git to commit e98eb171171a193e31f4244e3c1c562def54a967
  Installing build dependencies: started
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/usr/local/lib/python3.8/dist-packages/setuptools/command/easy_install.py:144: EasyInstallDeprecationWarning: easy_install command is deprecated. Use build and pip and other standards-based tools.
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writing manifest file 'nvtabular.egg-info/SOURCES.txt'
running build_ext
x86_64-linux-gnu-gcc -pthread -Wno-unused-result -Wsign-compare -DNDEBUG -g -fwrapv -O2 -Wall -g -fstack-protector-strong -Wformat -Werror=format-security -g -fwrapv -O2 -fPIC -I/usr/include/python3.8 -c flagcheck.cpp -o flagcheck.o -std=c++17
building 'nvtabular_cpp' extension
creating build
creating build/temp.linux-x86_64-3.8
creating build/temp.linux-x86_64-3.8/cpp
creating build/temp.linux-x86_64-3.8/cpp/nvtabular
creating build/temp.linux-x86_64-3.8/cpp/nvtabular/inference
x86_64-linux-gnu-gcc -pthread -Wno-unused-result -Wsign-compare -DNDEBUG -g -fwrapv -O2 -Wall -g -fstack-protector-strong -Wformat -Werror=format-security -g -fwrapv -O2 -fPIC -DVERSION_INFO=0.11.0+76.ge64e90f6 -I./cpp/ -I/var/jenkins_home/.local/lib/python3.8/site-packages/pybind11/include -I/usr/include/python3.8 -c cpp/nvtabular/__init__.cc -o build/temp.linux-x86_64-3.8/cpp/nvtabular/__init__.o -std=c++17 -fvisibility=hidden -g0
x86_64-linux-gnu-gcc -pthread -Wno-unused-result -Wsign-compare -DNDEBUG -g -fwrapv -O2 -Wall -g -fstack-protector-strong -Wformat -Werror=format-security -g -fwrapv -O2 -fPIC -DVERSION_INFO=0.11.0+76.ge64e90f6 -I./cpp/ -I/var/jenkins_home/.local/lib/python3.8/site-packages/pybind11/include -I/usr/include/python3.8 -c cpp/nvtabular/inference/__init__.cc -o build/temp.linux-x86_64-3.8/cpp/nvtabular/inference/__init__.o -std=c++17 -fvisibility=hidden -g0
x86_64-linux-gnu-gcc -pthread -Wno-unused-result -Wsign-compare -DNDEBUG -g -fwrapv -O2 -Wall -g -fstack-protector-strong -Wformat -Werror=format-security -g -fwrapv -O2 -fPIC -DVERSION_INFO=0.11.0+76.ge64e90f6 -I./cpp/ -I/var/jenkins_home/.local/lib/python3.8/site-packages/pybind11/include -I/usr/include/python3.8 -c cpp/nvtabular/inference/categorify.cc -o build/temp.linux-x86_64-3.8/cpp/nvtabular/inference/categorify.o -std=c++17 -fvisibility=hidden -g0
x86_64-linux-gnu-gcc -pthread -Wno-unused-result -Wsign-compare -DNDEBUG -g -fwrapv -O2 -Wall -g -fstack-protector-strong -Wformat -Werror=format-security -g -fwrapv -O2 -fPIC -DVERSION_INFO=0.11.0+76.ge64e90f6 -I./cpp/ -I/var/jenkins_home/.local/lib/python3.8/site-packages/pybind11/include -I/usr/include/python3.8 -c cpp/nvtabular/inference/fill.cc -o build/temp.linux-x86_64-3.8/cpp/nvtabular/inference/fill.o -std=c++17 -fvisibility=hidden -g0
creating build/lib.linux-x86_64-3.8
x86_64-linux-gnu-g++ -pthread -shared -Wl,-O1 -Wl,-Bsymbolic-functions -Wl,-Bsymbolic-functions -Wl,-z,relro -g -fwrapv -O2 build/temp.linux-x86_64-3.8/cpp/nvtabular/__init__.o build/temp.linux-x86_64-3.8/cpp/nvtabular/inference/__init__.o build/temp.linux-x86_64-3.8/cpp/nvtabular/inference/categorify.o build/temp.linux-x86_64-3.8/cpp/nvtabular/inference/fill.o -L/usr/lib -o build/lib.linux-x86_64-3.8/nvtabular_cpp.cpython-38-x86_64-linux-gnu.so
copying build/lib.linux-x86_64-3.8/nvtabular_cpp.cpython-38-x86_64-linux-gnu.so -> 
Generating nvtabular/inference/triton/model_config_pb2.py from nvtabular/inference/triton/model_config.proto
Creating /var/jenkins_home/.local/lib/python3.8/site-packages/nvtabular.egg-link (link to .)
nvtabular 0.11.0+76.ge64e90f6 is already the active version in easy-install.pth

Installed /var/jenkins_home/workspace/nvtabular_tests/nvtabular

Running black --check

All done! ✨ 🍰 ✨

131 files would be left unchanged.

Running flake8

Running isort

Skipped 2 files

Running bandit

Running pylint

************* Module bench.datasets.tools.train_hugectr

bench/datasets/tools/train_hugectr.py:28:13: I1101: Module 'hugectr' has no 'solver_parser_helper' member, but source is unavailable. Consider adding this module to extension-pkg-allow-list if you want to perform analysis based on run-time introspection of living objects. (c-extension-no-member)

bench/datasets/tools/train_hugectr.py:41:16: I1101: Module 'hugectr' has no 'optimizer' member, but source is unavailable. Consider adding this module to extension-pkg-allow-list if you want to perform analysis based on run-time introspection of living objects. (c-extension-no-member)




Your code has been rated at 10.00/10 (previous run: 10.00/10, +0.00)


Running flake8-nb

Building docs

make: Entering directory '/var/jenkins_home/workspace/nvtabular_tests/nvtabular/docs'

/usr/lib/python3/dist-packages/requests/init.py:89: RequestsDependencyWarning: urllib3 (1.26.9) or chardet (3.0.4) doesn't match a supported version!

warnings.warn("urllib3 ({}) or chardet ({}) doesn't match a supported "

/usr/local/lib/python3.8/dist-packages/recommonmark/parser.py:75: UserWarning: Container node skipped: type=document

warn("Container node skipped: type={0}".format(mdnode.t))

/usr/local/lib/python3.8/dist-packages/recommonmark/parser.py:75: UserWarning: Container node skipped: type=document

warn("Container node skipped: type={0}".format(mdnode.t))

/usr/local/lib/python3.8/dist-packages/recommonmark/parser.py:75: UserWarning: Container node skipped: type=document

warn("Container node skipped: type={0}".format(mdnode.t))

make: Leaving directory '/var/jenkins_home/workspace/nvtabular_tests/nvtabular/docs'

============================= test session starts ==============================

platform linux -- Python 3.8.10, pytest-7.1.1, pluggy-1.0.0

rootdir: /var/jenkins_home/workspace/nvtabular_tests/nvtabular, configfile: pyproject.toml

plugins: xdist-2.5.0, forked-1.4.0, cov-3.0.0

collected 1405 items / 1 skipped


tests/unit/test_dask_nvt.py ............................................ [  3%]

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[  8%]

tests/unit/test_notebooks.py ......                                      [  8%]

tests/unit/test_tf4rec.py .                                              [  8%]

tests/unit/test_tools.py ......................                          [ 10%]

tests/unit/test_triton_inference.py ................................     [ 12%]

tests/unit/framework_utils/test_tf_feature_columns.py .                  [ 12%]

tests/unit/framework_utils/test_tf_layers.py ........................... [ 14%]

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tests/unit/framework_utils/test_torch_layers.py .                        [ 18%]

tests/unit/loader/test_dataloader_backend.py ......                      [ 18%]

tests/unit/loader/test_tf_dataloader.py ................................ [ 20%]

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tests/unit/loader/test_torch_dataloader.py ............................. [ 26%]

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tests/unit/ops/test_categorify.py ...................................... [ 32%]

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tests/unit/ops/test_column_similarity.py ........................        [ 41%]

tests/unit/ops/test_drop_low_cardinality.py ..                           [ 42%]

tests/unit/ops/test_fill.py ............................................ [ 45%]

........                                                                 [ 45%]

tests/unit/ops/test_groupyby.py .........                                [ 46%]

tests/unit/ops/test_hash_bucket.py .........................             [ 48%]

tests/unit/ops/test_join.py ............................................ [ 51%]

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tests/unit/ops/test_lambda.py ..........                                 [ 59%]

tests/unit/ops/test_normalize.py ....................................... [ 62%]

..                                                                       [ 62%]

tests/unit/ops/test_ops.py ............................................. [ 65%]

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tests/unit/ops/test_ops_schema.py ...................................... [ 69%]

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tests/unit/ops/test_reduce_dtype_size.py ..                              [ 88%]

tests/unit/ops/test_target_encode.py .....................               [ 89%]

tests/unit/workflow/test_cpu_workflow.py ......                          [ 90%]

tests/unit/workflow/test_workflow.py ................................... [ 92%]

..........................................................               [ 96%]

tests/unit/workflow/test_workflow_chaining.py ...                        [ 96%]

tests/unit/workflow/test_workflow_node.py ...........                    [ 97%]

tests/unit/workflow/test_workflow_ops.py ...                             [ 97%]

tests/unit/workflow/test_workflow_schemas.py ........................... [ 99%]

...                                                                      [100%]


=============================== warnings summary ===============================

../../../../../usr/local/lib/python3.8/dist-packages/fsspec/spec.py:92

../../../../../usr/local/lib/python3.8/dist-packages/fsspec/spec.py:92

/usr/local/lib/python3.8/dist-packages/fsspec/spec.py:92: DeprecationWarning: distutils Version classes are deprecated. Use packaging.version instead.

if pa_version and LooseVersion(pa_version) < LooseVersion("2.0"):


../../../../../usr/lib/python3.8/site-packages/dask_cudf/core.py:32

/usr/lib/python3.8/site-packages/dask_cudf/core.py:32: DeprecationWarning: distutils Version classes are deprecated. Use packaging.version instead.

DASK_VERSION = LooseVersion(dask.version)


../../../../../usr/local/lib/python3.8/dist-packages/setuptools/_distutils/version.py:351: 34 warnings

/usr/local/lib/python3.8/dist-packages/setuptools/_distutils/version.py:351: DeprecationWarning: distutils Version classes are deprecated. Use packaging.version instead.

other = LooseVersion(other)


tests/unit/test_dask_nvt.py: 2 warnings

tests/unit/test_tf4rec.py: 1 warning

tests/unit/test_tools.py: 6 warnings

tests/unit/test_triton_inference.py: 8 warnings

tests/unit/loader/test_dataloader_backend.py: 6 warnings

tests/unit/loader/test_tf_dataloader.py: 142 warnings

tests/unit/loader/test_torch_dataloader.py: 93 warnings

tests/unit/ops/test_categorify.py: 64 warnings

tests/unit/ops/test_drop_low_cardinality.py: 2 warnings

tests/unit/ops/test_fill.py: 8 warnings

tests/unit/ops/test_hash_bucket.py: 4 warnings

tests/unit/ops/test_join.py: 88 warnings

tests/unit/ops/test_lambda.py: 3 warnings

tests/unit/ops/test_normalize.py: 9 warnings

tests/unit/ops/test_ops.py: 11 warnings

tests/unit/ops/test_ops_schema.py: 17 warnings

tests/unit/workflow/test_workflow.py: 34 warnings

tests/unit/workflow/test_workflow_chaining.py: 1 warning

tests/unit/workflow/test_workflow_node.py: 1 warning

tests/unit/workflow/test_workflow_schemas.py: 1 warning

/usr/lib/python3.8/site-packages/cudf/core/dataframe.py:1253: UserWarning: The deep parameter is ignored and is only included for pandas compatibility.

warnings.warn(


tests/unit/test_dask_nvt.py: 12 warnings

/core/merlin/io/dataset.py:863: UserWarning: Only created 2 files did not have enough partitions to create 8 files.

warnings.warn(


tests/unit/test_dask_nvt.py::test_merlin_core_execution_managers

/core/merlin/core/utils.py:433: UserWarning: Existing Dask-client object detected in the current context. New cuda cluster will not be deployed. Set force_new to True to ignore running clusters.

warnings.warn(


tests/unit/test_tools.py::test_inspect_datagen[uniform-parquet]

tests/unit/test_tools.py::test_inspect_datagen[uniform-parquet]

tests/unit/ops/test_ops.py::test_data_stats[True-parquet]

tests/unit/ops/test_ops.py::test_data_stats[False-parquet]

/usr/lib/python3.8/site-packages/cudf/core/series.py:923: FutureWarning: Series.set_index is deprecated and will be removed in the future

warnings.warn(


tests/unit/loader/test_tf_dataloader.py: 2 warnings

tests/unit/loader/test_torch_dataloader.py: 12 warnings

tests/unit/workflow/test_workflow.py: 9 warnings

/core/merlin/io/dataset.py:863: UserWarning: Only created 1 files did not have enough partitions to create 2 files.

warnings.warn(


tests/unit/loader/test_torch_dataloader.py::test_horovod_multigpu

tests/unit/loader/test_torch_dataloader.py::test_distributed_multigpu

/core/merlin/io/dataset.py:863: UserWarning: Only created 1 files did not have enough partitions to create 5 files.

warnings.warn(


tests/unit/ops/test_categorify.py::test_categorify_max_size[6]

tests/unit/ops/test_categorify.py::test_categorify_max_size[max_emb_size1]

/usr/lib/python3.8/site-packages/cudf/core/frame.py:3077: FutureWarning: keep_index is deprecated and will be removed in the future.

warnings.warn(


tests/unit/ops/test_fill.py::test_fill_missing[True-True-parquet]

tests/unit/ops/test_fill.py::test_fill_missing[True-False-parquet]

tests/unit/ops/test_ops.py::test_filter[parquet-0.1-True]

/var/jenkins_home/.local/lib/python3.8/site-packages/pandas/core/indexing.py:1732: SettingWithCopyWarning:

A value is trying to be set on a copy of a slice from a DataFrame


See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy

self._setitem_single_block(indexer, value, name)


tests/unit/ops/test_ops.py::test_difference_lag[False]

/usr/lib/python3.8/site-packages/cudf/core/dataframe.py:3041: FutureWarning: The as_gpu_matrix method will be removed in a future cuDF release. Consider using to_cupy instead.

warnings.warn(


tests/unit/workflow/test_cpu_workflow.py: 6 warnings

tests/unit/workflow/test_workflow.py: 12 warnings

/core/merlin/io/dataset.py:863: UserWarning: Only created 1 files did not have enough partitions to create 10 files.

warnings.warn(


tests/unit/workflow/test_workflow.py: 48 warnings

/core/merlin/io/dataset.py:863: UserWarning: Only created 2 files did not have enough partitions to create 20 files.

warnings.warn(


tests/unit/workflow/test_workflow.py::test_parquet_output[True-Shuffle.PER_WORKER]

tests/unit/workflow/test_workflow.py::test_parquet_output[True-Shuffle.PER_PARTITION]

tests/unit/workflow/test_workflow.py::test_parquet_output[True-None]

tests/unit/workflow/test_workflow.py::test_workflow_apply[True-True-Shuffle.PER_WORKER]

tests/unit/workflow/test_workflow.py::test_workflow_apply[True-True-Shuffle.PER_PARTITION]

tests/unit/workflow/test_workflow.py::test_workflow_apply[True-True-None]

tests/unit/workflow/test_workflow.py::test_workflow_apply[False-True-Shuffle.PER_WORKER]

tests/unit/workflow/test_workflow.py::test_workflow_apply[False-True-Shuffle.PER_PARTITION]

tests/unit/workflow/test_workflow.py::test_workflow_apply[False-True-None]

/core/merlin/io/dataset.py:863: UserWarning: Only created 2 files did not have enough partitions to create 4 files.

warnings.warn(


-- Docs: https://docs.pytest.org/en/stable/how-to/capture-warnings.html


---------- coverage: platform linux, python 3.8.10-final-0 -----------

Name                                                           Stmts   Miss Branch BrPart  Cover   Missing


examples/multi-gpu-movielens/torch_trainer.py                     65      0      6      1    99%   32->36

examples/multi-gpu-movielens/torch_trainer_dist.py                63      0      2      0   100%

nvtabular/init.py                                             22      2      0      0    91%   44-45

nvtabular/dispatch.py                                              3      3      0      0     0%   18-23

nvtabular/framework_utils/init.py                              0      0      0      0   100%

nvtabular/framework_utils/tensorflow/init.py                   1      0      0      0   100%

nvtabular/framework_utils/tensorflow/feature_column_utils.py     134     78     90     15    39%   30, 99, 103, 114-130, 140, 143-158, 162, 166-167, 173-198, 207-217, 220-227, 229->233, 234, 239-279, 282

nvtabular/framework_utils/tensorflow/layers/init.py            4      0      0      0   100%

nvtabular/framework_utils/tensorflow/layers/embedding.py         153     13     89      6    90%   60, 68->49, 122, 179, 231-239, 242, 335->343, 357->360, 363-364, 367

nvtabular/framework_utils/tensorflow/layers/interaction.py        47     25     22      1    45%   49, 74-103, 106-110, 113

nvtabular/framework_utils/tensorflow/layers/outer_product.py      30     24     12      0    19%   37-38, 41-60, 71-84, 87

nvtabular/framework_utils/tensorflow/tfrecords_to_parquet.py      58     58     30      0     0%   16-111

nvtabular/framework_utils/torch/init.py                        0      0      0      0   100%

nvtabular/framework_utils/torch/layers/init.py                 2      0      0      0   100%

nvtabular/framework_utils/torch/layers/embeddings.py              32      2     18      2    92%   50, 91

nvtabular/framework_utils/torch/models.py                         45      2     30     10    84%   55->57, 57->61, 61->63, 66->68, 87->89, 89->93, 93->96, 96->100, 103, 108

nvtabular/framework_utils/torch/utils.py                          75     19     34      9    69%   22, 25-33, 51->53, 53->55, 64, 71->76, 75, 107, 118-120, 124-127, 132->115

nvtabular/graph.py                                                 3      3      0      0     0%   18-23

nvtabular/inference/init.py                                    0      0      0      0   100%

nvtabular/inference/triton/init.py                            36     12     14      1    58%   42-49, 68, 72, 76-82

nvtabular/inference/triton/benchmarking_tools.py                  52     52     10      0     0%   2-103

nvtabular/inference/triton/data_conversions.py                    87      3     58      4    95%   32-33, 84

nvtabular/inference/triton/ensemble.py                           266    200     82      3    25%   73-112, 157-196, 240-288, 292-323, 381-389, 418-434, 477-520, 548-588, 594-610, 614-681, 711, 733, 739-758, 764-788, 793-796

nvtabular/inference/triton/model/init.py                       0      0      0      0   100%

nvtabular/inference/triton/model/model_pt.py                     101    101     42      0     0%   27-220

nvtabular/inference/triton/model_config_pb2.py                   299      0      2      0   100%

nvtabular/inference/triton/workflow_model.py                      55     55     24      0     0%   27-128

nvtabular/inference/workflow/init.py                           0      0      0      0   100%

nvtabular/inference/workflow/base.py                             113    113     62      0     0%   27-209

nvtabular/inference/workflow/hugectr.py                           37     37     16      0     0%   27-87

nvtabular/inference/workflow/pytorch.py                           10     10      6      0     0%   27-46

nvtabular/inference/workflow/tensorflow.py                        32     32     10      0     0%   26-68

nvtabular/io.py                                                    3      3      0      0     0%   18-23

nvtabular/loader/init.py                                       0      0      0      0   100%

nvtabular/loader/backend.py                                      371     19    154     15    94%   27-28, 112, 116->108, 125, 158-159, 299->301, 311-315, 362-363, 402->406, 403->402, 478, 482-483, 512, 588-589, 598, 624, 632

nvtabular/loader/tensorflow.py                                   179     26     60     10    85%   38-39, 74, 85-89, 101, 105, 115, 124, 329, 357, 368, 383-385, 414-416, 426-434, 437-440

nvtabular/loader/tf_utils.py                                      57     27     22      6    46%   31->34, 34->36, 41->43, 45, 46->67, 52-53, 61-63, 69-73, 88-93, 103-116

nvtabular/loader/torch.py                                         87     16     26      3    78%   28-30, 33-39, 114, 158-159, 164, 202, 205

nvtabular/ops/init.py                                         26      0      0      0   100%

nvtabular/ops/add_metadata.py                                     34      0     14      0   100%

nvtabular/ops/bucketize.py                                        40      9     20      3    73%   52-54, 58->exit, 61-64, 83-86

nvtabular/ops/categorify.py                                      657     71    350     50    86%   251, 253, 271, 275, 283, 291, 293, 320, 341-342, 389->393, 397-404, 450, 458, 481-482, 559-564, 635, 731, 748, 793, 871-872, 887-891, 892->856, 910, 918, 925->exit, 949, 952->955, 1004->1002, 1066-1068, 1071, 1073->1075, 1092->1096, 1098->1051, 1104-1107, 1119, 1123, 1127, 1134, 1139-1142, 1220, 1222, 1292->1315, 1298->1315, 1316-1321, 1366, 1379->1382, 1386->1391, 1390, 1396, 1399, 1407-1417

nvtabular/ops/clip.py                                             18      2      8      3    81%   44, 52->54, 55

nvtabular/ops/column_similarity.py                               121     26     38      5    74%   19-20, 29-30, 81->exit, 111, 206-207, 216-218, 226-242, 259->262, 263, 273

nvtabular/ops/data_stats.py                                       56      1     24      3    95%   107->109, 111, 113->103

nvtabular/ops/difference_lag.py                                   43      0     14      1    98%   73->75

nvtabular/ops/drop_low_cardinality.py                             23      0      8      1    97%   41->46

nvtabular/ops/dropna.py                                            9      0      2      0   100%

nvtabular/ops/fill.py                                             76      5     30      1    92%   63-67, 109

nvtabular/ops/filter.py                                           20      1      8      1    93%   49

nvtabular/ops/groupby.py                                         130      4     84      5    96%   72, 83, 93->95, 131, 221

nvtabular/ops/hash_bucket.py                                      43      1     22      2    95%   79, 118->124

nvtabular/ops/hashed_cross.py                                     38      3     17      3    89%   52, 64, 92

nvtabular/ops/join_external.py                                    96      8     34      8    88%   20-21, 114, 116, 118, 137->141, 150->152, 205-206, 216->227, 221

nvtabular/ops/join_groupby.py                                    128      5     57      6    94%   113, 120, 129, 136->135, 178->175, 181->175, 260-261

nvtabular/ops/lambdaop.py                                         62     13     22      3    71%   60, 64, 82, 94-109

nvtabular/ops/list_slice.py                                       89     29     42      0    64%   21-22, 146-160, 168-190

nvtabular/ops/logop.py                                            21      0      6      0   100%

nvtabular/ops/moments.py                                          69      0     24      0   100%

nvtabular/ops/normalize.py                                        93      4     22      1    94%   89, 139-140, 167

nvtabular/ops/operator.py                                         11      1      2      0    92%   52

nvtabular/ops/reduce_dtype_size.py                                49      0     20      2    97%   68->77, 74->77

nvtabular/ops/rename.py                                           29      3     14      3    86%   46, 71-73

nvtabular/ops/stat_operator.py                                     8      0      2      0   100%

nvtabular/ops/target_encoding.py                                 182      9     76      5    93%   168->172, 176->185, 274, 283-284, 297-303, 396->399

nvtabular/ops/value_counts.py                                     34      0      6      1    98%   40->38

nvtabular/tools/init.py                                        0      0      0      0   100%

nvtabular/tools/data_gen.py                                      271     25     90      7    91%   26-27, 31-32, 129-132, 142-146, 148, 170-171, 322, 332, 358, 361-370

nvtabular/tools/dataset_inspector.py                              52      8     24      2    79%   33-40, 51

nvtabular/tools/inspector_script.py                               46     46      0      0     0%   17-168

nvtabular/utils.py                                                 3      3      0      0     0%   18-23

nvtabular/worker.py                                                3      3      0      0     0%   18-23

nvtabular/workflow/init.py                                     2      0      0      0   100%

nvtabular/workflow/node.py                                         7      0      4      0   100%

nvtabular/workflow/workflow.py                                   219     17     94     12    91%   28-29, 52, 85, 206, 212->226, 239-241, 373, 388-389, 431, 508, 538, 548-550, 563


TOTAL                                                           5330   1232   2099    214    75%

Coverage XML written to file coverage.xml


Required test coverage of 70% reached. Total coverage: 74.71%

=========================== short test summary info ============================

SKIPPED [1] ../../../../../usr/lib/python3.8/site-packages/dask_cudf/io/tests/test_s3.py:16: could not import 's3fs': cannot import name 'ParamSpec' from 'typing_extensions' (/var/jenkins_home/.local/lib/python3.8/site-packages/typing_extensions.py)

SKIPPED [1] tests/unit/loader/test_tf_dataloader.py:529: not working correctly in ci environment

========== 1404 passed, 2 skipped, 661 warnings in 1422.22s (0:23:42) ==========

Performing Post build task...

Match found for : : True

Logical operation result is TRUE

Running script  : #!/bin/bash

cd /var/jenkins_home/

CUDA_VISIBLE_DEVICES=1 python test_res_push.py "https://api.GitHub.com/repos/NVIDIA-Merlin/NVTabular/issues/$ghprbPullId/comments" "/var/jenkins_home/jobs/$JOB_NAME/builds/$BUILD_NUMBER/log"

[nvtabular_tests] $ /bin/bash /tmp/jenkins3089403014118660112.sh

@karlhigley karlhigley added this to the Merlin 22.04 milestone Apr 5, 2022
@karlhigley karlhigley added the bug Something isn't working label Apr 5, 2022
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Documentation preview

https://nvidia-merlin.github.io/NVTabular/review/pr-1500

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GitHub pull request #1500 of commit 22660edfe7692cd1c4f56674b023f9957c01d2f1, no merge conflicts.
Running as SYSTEM
Setting status of 22660edfe7692cd1c4f56674b023f9957c01d2f1 to PENDING with url http://10.20.13.93:8080/job/nvtabular_tests/4422/ and message: 'Pending'
Using context: Jenkins Unit Test Run
Building on master in workspace /var/jenkins_home/workspace/nvtabular_tests
using credential nvidia-merlin-bot
Cloning the remote Git repository
Cloning repository https://github.com/NVIDIA-Merlin/NVTabular.git
 > git init /var/jenkins_home/workspace/nvtabular_tests/nvtabular # timeout=10
Fetching upstream changes from https://github.com/NVIDIA-Merlin/NVTabular.git
 > git --version # timeout=10
using GIT_ASKPASS to set credentials This is the bot credentials for our CI/CD
 > git fetch --tags --force --progress -- https://github.com/NVIDIA-Merlin/NVTabular.git +refs/heads/*:refs/remotes/origin/* # timeout=10
 > git config remote.origin.url https://github.com/NVIDIA-Merlin/NVTabular.git # timeout=10
 > git config --add remote.origin.fetch +refs/heads/*:refs/remotes/origin/* # timeout=10
 > git config remote.origin.url https://github.com/NVIDIA-Merlin/NVTabular.git # timeout=10
Fetching upstream changes from https://github.com/NVIDIA-Merlin/NVTabular.git
using GIT_ASKPASS to set credentials This is the bot credentials for our CI/CD
 > git fetch --tags --force --progress -- https://github.com/NVIDIA-Merlin/NVTabular.git +refs/pull/1500/*:refs/remotes/origin/pr/1500/* # timeout=10
 > git rev-parse 22660edfe7692cd1c4f56674b023f9957c01d2f1^{commit} # timeout=10
Checking out Revision 22660edfe7692cd1c4f56674b023f9957c01d2f1 (detached)
 > git config core.sparsecheckout # timeout=10
 > git checkout -f 22660edfe7692cd1c4f56674b023f9957c01d2f1 # timeout=10
Commit message: "Merge branch 'main' into criteo_update"
 > git rev-list --no-walk 267aa739b867ba6003070f6298bba97ba2a59623 # timeout=10
First time build. Skipping changelog.
[nvtabular_tests] $ /bin/bash /tmp/jenkins3197606660815353344.sh
rm: cannot remove '/var/jenkins_home/.local/lib/python3.8/site-packages/nvtabular.egg-link': No such file or directory
Looking in indexes: https://pypi.org/simple, https://pypi.ngc.nvidia.com
Requirement already satisfied: setuptools in /usr/local/lib/python3.8/dist-packages (62.0.0)
Installing NVTabular
Looking in indexes: https://pypi.org/simple, https://pypi.ngc.nvidia.com
Requirement already satisfied: pip in /var/jenkins_home/.local/lib/python3.8/site-packages (22.0.4)
Requirement already satisfied: setuptools in /usr/local/lib/python3.8/dist-packages (62.0.0)
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Requirement already satisfied: numpy==1.20.3 in /var/jenkins_home/.local/lib/python3.8/site-packages (1.20.3)
Found existing installation: nvtabular 0.11.0+44.g50eb7ef1
Can't uninstall 'nvtabular'. No files were found to uninstall.
Found existing installation: merlin-core 0.1.1+21.g32e4695
Can't uninstall 'merlin-core'. No files were found to uninstall.
Looking in indexes: https://pypi.org/simple, https://pypi.ngc.nvidia.com
Collecting merlin-core@ git+https://github.com/NVIDIA-Merlin/core.git
  Cloning https://github.com/NVIDIA-Merlin/core.git to /tmp/pip-install-uibt96oj/merlin-core_8598a2bed19e4e7d892ce0c774a0b9d5
  Running command git clone --filter=blob:none --quiet https://github.com/NVIDIA-Merlin/core.git /tmp/pip-install-uibt96oj/merlin-core_8598a2bed19e4e7d892ce0c774a0b9d5
  Resolved https://github.com/NVIDIA-Merlin/core.git to commit b6508e54da2edb67f6b5fccb1a529d6422cee175
  Installing build dependencies: started
  Installing build dependencies: finished with status 'done'
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  Preparing metadata (pyproject.toml): finished with status 'done'
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Building wheels for collected packages: merlin-core
  Building wheel for merlin-core (pyproject.toml): started
  Building wheel for merlin-core (pyproject.toml): finished with status 'done'
  Created wheel for merlin-core: filename=merlin_core-0.1.1+31.gb6508e5-py3-none-any.whl size=131948 sha256=74fdb7e614ed4aee2c5a40088082a60aab8b2320296e3212312ca6795a79c617
  Stored in directory: /tmp/pip-ephem-wheel-cache-8oqytzmi/wheels/c8/38/16/a6968787eafcec5fa772148af8408b089562f71af0752e8e84
Successfully built merlin-core
Installing collected packages: merlin-core
Successfully installed merlin-core-0.1.1+31.gb6508e5
Looking in indexes: https://pypi.org/simple, https://pypi.ngc.nvidia.com
Requirement already satisfied: natsort==8.1.0 in /var/jenkins_home/.local/lib/python3.8/site-packages (8.1.0)
running develop
running egg_info
creating nvtabular.egg-info
writing nvtabular.egg-info/PKG-INFO
writing dependency_links to nvtabular.egg-info/dependency_links.txt
writing requirements to nvtabular.egg-info/requires.txt
writing top-level names to nvtabular.egg-info/top_level.txt
writing manifest file 'nvtabular.egg-info/SOURCES.txt'
/usr/local/lib/python3.8/dist-packages/setuptools/command/easy_install.py:144: EasyInstallDeprecationWarning: easy_install command is deprecated. Use build and pip and other standards-based tools.
  warnings.warn(
/usr/local/lib/python3.8/dist-packages/setuptools/command/install.py:34: SetuptoolsDeprecationWarning: setup.py install is deprecated. Use build and pip and other standards-based tools.
  warnings.warn(
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reading manifest template 'MANIFEST.in'
warning: no files found matching '*.h' under directory 'cpp'
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adding license file 'LICENSE'
writing manifest file 'nvtabular.egg-info/SOURCES.txt'
running build_ext
x86_64-linux-gnu-gcc -pthread -Wno-unused-result -Wsign-compare -DNDEBUG -g -fwrapv -O2 -Wall -g -fstack-protector-strong -Wformat -Werror=format-security -g -fwrapv -O2 -fPIC -I/usr/include/python3.8 -c flagcheck.cpp -o flagcheck.o -std=c++17
building 'nvtabular_cpp' extension
creating build
creating build/temp.linux-x86_64-3.8
creating build/temp.linux-x86_64-3.8/cpp
creating build/temp.linux-x86_64-3.8/cpp/nvtabular
creating build/temp.linux-x86_64-3.8/cpp/nvtabular/inference
x86_64-linux-gnu-gcc -pthread -Wno-unused-result -Wsign-compare -DNDEBUG -g -fwrapv -O2 -Wall -g -fstack-protector-strong -Wformat -Werror=format-security -g -fwrapv -O2 -fPIC -DVERSION_INFO=0.11.0+81.g22660edf -I./cpp/ -I/var/jenkins_home/.local/lib/python3.8/site-packages/pybind11/include -I/usr/include/python3.8 -c cpp/nvtabular/__init__.cc -o build/temp.linux-x86_64-3.8/cpp/nvtabular/__init__.o -std=c++17 -fvisibility=hidden -g0
x86_64-linux-gnu-gcc -pthread -Wno-unused-result -Wsign-compare -DNDEBUG -g -fwrapv -O2 -Wall -g -fstack-protector-strong -Wformat -Werror=format-security -g -fwrapv -O2 -fPIC -DVERSION_INFO=0.11.0+81.g22660edf -I./cpp/ -I/var/jenkins_home/.local/lib/python3.8/site-packages/pybind11/include -I/usr/include/python3.8 -c cpp/nvtabular/inference/__init__.cc -o build/temp.linux-x86_64-3.8/cpp/nvtabular/inference/__init__.o -std=c++17 -fvisibility=hidden -g0
x86_64-linux-gnu-gcc -pthread -Wno-unused-result -Wsign-compare -DNDEBUG -g -fwrapv -O2 -Wall -g -fstack-protector-strong -Wformat -Werror=format-security -g -fwrapv -O2 -fPIC -DVERSION_INFO=0.11.0+81.g22660edf -I./cpp/ -I/var/jenkins_home/.local/lib/python3.8/site-packages/pybind11/include -I/usr/include/python3.8 -c cpp/nvtabular/inference/categorify.cc -o build/temp.linux-x86_64-3.8/cpp/nvtabular/inference/categorify.o -std=c++17 -fvisibility=hidden -g0
x86_64-linux-gnu-gcc -pthread -Wno-unused-result -Wsign-compare -DNDEBUG -g -fwrapv -O2 -Wall -g -fstack-protector-strong -Wformat -Werror=format-security -g -fwrapv -O2 -fPIC -DVERSION_INFO=0.11.0+81.g22660edf -I./cpp/ -I/var/jenkins_home/.local/lib/python3.8/site-packages/pybind11/include -I/usr/include/python3.8 -c cpp/nvtabular/inference/fill.cc -o build/temp.linux-x86_64-3.8/cpp/nvtabular/inference/fill.o -std=c++17 -fvisibility=hidden -g0
creating build/lib.linux-x86_64-3.8
x86_64-linux-gnu-g++ -pthread -shared -Wl,-O1 -Wl,-Bsymbolic-functions -Wl,-Bsymbolic-functions -Wl,-z,relro -g -fwrapv -O2 build/temp.linux-x86_64-3.8/cpp/nvtabular/__init__.o build/temp.linux-x86_64-3.8/cpp/nvtabular/inference/__init__.o build/temp.linux-x86_64-3.8/cpp/nvtabular/inference/categorify.o build/temp.linux-x86_64-3.8/cpp/nvtabular/inference/fill.o -L/usr/lib -o build/lib.linux-x86_64-3.8/nvtabular_cpp.cpython-38-x86_64-linux-gnu.so
copying build/lib.linux-x86_64-3.8/nvtabular_cpp.cpython-38-x86_64-linux-gnu.so -> 
Generating nvtabular/inference/triton/model_config_pb2.py from nvtabular/inference/triton/model_config.proto
Creating /var/jenkins_home/.local/lib/python3.8/site-packages/nvtabular.egg-link (link to .)
nvtabular 0.11.0+81.g22660edf is already the active version in easy-install.pth

Installed /var/jenkins_home/workspace/nvtabular_tests/nvtabular

Running black --check

All done! ✨ 🍰 ✨

132 files would be left unchanged.

Running flake8

Running isort

Skipped 2 files

Running bandit

Running pylint

************* Module bench.datasets.tools.train_hugectr

bench/datasets/tools/train_hugectr.py:28:13: I1101: Module 'hugectr' has no 'solver_parser_helper' member, but source is unavailable. Consider adding this module to extension-pkg-allow-list if you want to perform analysis based on run-time introspection of living objects. (c-extension-no-member)

bench/datasets/tools/train_hugectr.py:41:16: I1101: Module 'hugectr' has no 'optimizer' member, but source is unavailable. Consider adding this module to extension-pkg-allow-list if you want to perform analysis based on run-time introspection of living objects. (c-extension-no-member)




Your code has been rated at 10.00/10 (previous run: 10.00/10, +0.00)


Running flake8-nb

Building docs

make: Entering directory '/var/jenkins_home/workspace/nvtabular_tests/nvtabular/docs'

/usr/lib/python3/dist-packages/requests/init.py:89: RequestsDependencyWarning: urllib3 (1.26.9) or chardet (3.0.4) doesn't match a supported version!

warnings.warn("urllib3 ({}) or chardet ({}) doesn't match a supported "

/usr/local/lib/python3.8/dist-packages/recommonmark/parser.py:75: UserWarning: Container node skipped: type=document

warn("Container node skipped: type={0}".format(mdnode.t))

/usr/local/lib/python3.8/dist-packages/recommonmark/parser.py:75: UserWarning: Container node skipped: type=document

warn("Container node skipped: type={0}".format(mdnode.t))

/usr/local/lib/python3.8/dist-packages/recommonmark/parser.py:75: UserWarning: Container node skipped: type=document

warn("Container node skipped: type={0}".format(mdnode.t))

make: Leaving directory '/var/jenkins_home/workspace/nvtabular_tests/nvtabular/docs'

============================= test session starts ==============================

platform linux -- Python 3.8.10, pytest-7.1.1, pluggy-1.0.0

rootdir: /var/jenkins_home/workspace/nvtabular_tests/nvtabular, configfile: pyproject.toml

plugins: xdist-2.5.0, forked-1.4.0, cov-3.0.0

collected 1405 items / 1 skipped


tests/unit/test_dask_nvt.py ............................................ [  3%]

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[  8%]

tests/unit/test_notebooks.py ......                                      [  8%]

tests/unit/test_tf4rec.py .                                              [  8%]

tests/unit/test_tools.py ......................                          [ 10%]

tests/unit/test_triton_inference.py ................................     [ 12%]

tests/unit/framework_utils/test_tf_feature_columns.py .                  [ 12%]

tests/unit/framework_utils/test_tf_layers.py ........................... [ 14%]

...................................................                      [ 18%]

tests/unit/framework_utils/test_torch_layers.py .                        [ 18%]

tests/unit/loader/test_dataloader_backend.py ......                      [ 18%]

tests/unit/loader/test_tf_dataloader.py ................................ [ 20%]

........................................s..                              [ 24%]

tests/unit/loader/test_torch_dataloader.py ............................. [ 26%]

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tests/unit/ops/test_categorify.py ...................................... [ 32%]

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tests/unit/ops/test_column_similarity.py ........................        [ 41%]

tests/unit/ops/test_drop_low_cardinality.py ..                           [ 42%]

tests/unit/ops/test_fill.py ............................................ [ 45%]

........                                                                 [ 45%]

tests/unit/ops/test_groupyby.py .........                                [ 46%]

tests/unit/ops/test_hash_bucket.py .........................             [ 48%]

tests/unit/ops/test_join.py ............................................ [ 51%]

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tests/unit/ops/test_lambda.py ..........                                 [ 59%]

tests/unit/ops/test_normalize.py ....................................... [ 62%]

..                                                                       [ 62%]

tests/unit/ops/test_ops.py ............................................. [ 65%]

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tests/unit/ops/test_ops_schema.py ...................................... [ 69%]

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tests/unit/ops/test_reduce_dtype_size.py ..                              [ 88%]

tests/unit/ops/test_target_encode.py .....................               [ 89%]

tests/unit/workflow/test_cpu_workflow.py ......                          [ 90%]

tests/unit/workflow/test_workflow.py ................................... [ 92%]

..........................................................               [ 96%]

tests/unit/workflow/test_workflow_chaining.py ...                        [ 96%]

tests/unit/workflow/test_workflow_node.py ...........                    [ 97%]

tests/unit/workflow/test_workflow_ops.py ...                             [ 97%]

tests/unit/workflow/test_workflow_schemas.py ........................... [ 99%]

...                                                                      [100%]


=============================== warnings summary ===============================

../../../../../usr/local/lib/python3.8/dist-packages/fsspec/spec.py:92

../../../../../usr/local/lib/python3.8/dist-packages/fsspec/spec.py:92

/usr/local/lib/python3.8/dist-packages/fsspec/spec.py:92: DeprecationWarning: distutils Version classes are deprecated. Use packaging.version instead.

if pa_version and LooseVersion(pa_version) < LooseVersion("2.0"):


../../../../../usr/lib/python3.8/site-packages/dask_cudf/core.py:32

/usr/lib/python3.8/site-packages/dask_cudf/core.py:32: DeprecationWarning: distutils Version classes are deprecated. Use packaging.version instead.

DASK_VERSION = LooseVersion(dask.version)


../../../../../usr/local/lib/python3.8/dist-packages/setuptools/_distutils/version.py:351: 34 warnings

/usr/local/lib/python3.8/dist-packages/setuptools/_distutils/version.py:351: DeprecationWarning: distutils Version classes are deprecated. Use packaging.version instead.

other = LooseVersion(other)


nvtabular/loader/init.py:19

/var/jenkins_home/workspace/nvtabular_tests/nvtabular/nvtabular/loader/init.py:19: DeprecationWarning: The nvtabular.loader module has moved to merlin.models.loader. Support for importing from nvtabular.loader is deprecated, and will be removed in a future version. Please update your imports to refer to merlin.models.loader.

warnings.warn(


tests/unit/test_dask_nvt.py: 2 warnings

tests/unit/test_tf4rec.py: 1 warning

tests/unit/test_tools.py: 6 warnings

tests/unit/test_triton_inference.py: 8 warnings

tests/unit/loader/test_dataloader_backend.py: 6 warnings

tests/unit/loader/test_tf_dataloader.py: 142 warnings

tests/unit/loader/test_torch_dataloader.py: 93 warnings

tests/unit/ops/test_categorify.py: 64 warnings

tests/unit/ops/test_drop_low_cardinality.py: 2 warnings

tests/unit/ops/test_fill.py: 8 warnings

tests/unit/ops/test_hash_bucket.py: 4 warnings

tests/unit/ops/test_join.py: 88 warnings

tests/unit/ops/test_lambda.py: 3 warnings

tests/unit/ops/test_normalize.py: 9 warnings

tests/unit/ops/test_ops.py: 11 warnings

tests/unit/ops/test_ops_schema.py: 17 warnings

tests/unit/workflow/test_workflow.py: 34 warnings

tests/unit/workflow/test_workflow_chaining.py: 1 warning

tests/unit/workflow/test_workflow_node.py: 1 warning

tests/unit/workflow/test_workflow_schemas.py: 1 warning

/usr/lib/python3.8/site-packages/cudf/core/dataframe.py:1253: UserWarning: The deep parameter is ignored and is only included for pandas compatibility.

warnings.warn(


tests/unit/test_dask_nvt.py: 12 warnings

/core/merlin/io/dataset.py:863: UserWarning: Only created 2 files did not have enough partitions to create 8 files.

warnings.warn(


tests/unit/test_dask_nvt.py::test_merlin_core_execution_managers

/core/merlin/core/utils.py:433: UserWarning: Existing Dask-client object detected in the current context. New cuda cluster will not be deployed. Set force_new to True to ignore running clusters.

warnings.warn(


tests/unit/test_tools.py::test_inspect_datagen[uniform-parquet]

tests/unit/test_tools.py::test_inspect_datagen[uniform-parquet]

tests/unit/ops/test_ops.py::test_data_stats[True-parquet]

tests/unit/ops/test_ops.py::test_data_stats[False-parquet]

/usr/lib/python3.8/site-packages/cudf/core/series.py:923: FutureWarning: Series.set_index is deprecated and will be removed in the future

warnings.warn(


tests/unit/loader/test_tf_dataloader.py: 2 warnings

tests/unit/loader/test_torch_dataloader.py: 12 warnings

tests/unit/workflow/test_workflow.py: 9 warnings

/core/merlin/io/dataset.py:863: UserWarning: Only created 1 files did not have enough partitions to create 2 files.

warnings.warn(


tests/unit/loader/test_torch_dataloader.py::test_horovod_multigpu

tests/unit/loader/test_torch_dataloader.py::test_distributed_multigpu

/core/merlin/io/dataset.py:863: UserWarning: Only created 1 files did not have enough partitions to create 5 files.

warnings.warn(


tests/unit/ops/test_categorify.py::test_categorify_max_size[6]

tests/unit/ops/test_categorify.py::test_categorify_max_size[max_emb_size1]

/usr/lib/python3.8/site-packages/cudf/core/frame.py:3077: FutureWarning: keep_index is deprecated and will be removed in the future.

warnings.warn(


tests/unit/ops/test_fill.py::test_fill_missing[True-True-parquet]

tests/unit/ops/test_fill.py::test_fill_missing[True-False-parquet]

tests/unit/ops/test_ops.py::test_filter[parquet-0.1-True]

/var/jenkins_home/.local/lib/python3.8/site-packages/pandas/core/indexing.py:1732: SettingWithCopyWarning:

A value is trying to be set on a copy of a slice from a DataFrame


See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy

self._setitem_single_block(indexer, value, name)


tests/unit/ops/test_ops.py::test_difference_lag[False]

/usr/lib/python3.8/site-packages/cudf/core/dataframe.py:3041: FutureWarning: The as_gpu_matrix method will be removed in a future cuDF release. Consider using to_cupy instead.

warnings.warn(


tests/unit/workflow/test_cpu_workflow.py: 6 warnings

tests/unit/workflow/test_workflow.py: 12 warnings

/core/merlin/io/dataset.py:863: UserWarning: Only created 1 files did not have enough partitions to create 10 files.

warnings.warn(


tests/unit/workflow/test_workflow.py: 48 warnings

/core/merlin/io/dataset.py:863: UserWarning: Only created 2 files did not have enough partitions to create 20 files.

warnings.warn(


tests/unit/workflow/test_workflow.py::test_parquet_output[True-Shuffle.PER_WORKER]

tests/unit/workflow/test_workflow.py::test_parquet_output[True-Shuffle.PER_PARTITION]

tests/unit/workflow/test_workflow.py::test_parquet_output[True-None]

tests/unit/workflow/test_workflow.py::test_workflow_apply[True-True-Shuffle.PER_WORKER]

tests/unit/workflow/test_workflow.py::test_workflow_apply[True-True-Shuffle.PER_PARTITION]

tests/unit/workflow/test_workflow.py::test_workflow_apply[True-True-None]

tests/unit/workflow/test_workflow.py::test_workflow_apply[False-True-Shuffle.PER_WORKER]

tests/unit/workflow/test_workflow.py::test_workflow_apply[False-True-Shuffle.PER_PARTITION]

tests/unit/workflow/test_workflow.py::test_workflow_apply[False-True-None]

/core/merlin/io/dataset.py:863: UserWarning: Only created 2 files did not have enough partitions to create 4 files.

warnings.warn(


-- Docs: https://docs.pytest.org/en/stable/how-to/capture-warnings.html


---------- coverage: platform linux, python 3.8.10-final-0 -----------

Name                                                           Stmts   Miss Branch BrPart  Cover   Missing


examples/multi-gpu-movielens/torch_trainer.py                     65      0      6      1    99%   32->36

examples/multi-gpu-movielens/torch_trainer_dist.py                63      0      2      0   100%

nvtabular/init.py                                             22      2      0      0    91%   44-45

nvtabular/dispatch.py                                              3      3      0      0     0%   18-23

nvtabular/framework_utils/init.py                              2      0      0      0   100%

nvtabular/framework_utils/tensorflow/init.py                   1      0      0      0   100%

nvtabular/framework_utils/tensorflow/feature_column_utils.py     134     78     90     15    39%   30, 99, 103, 114-130, 140, 143-158, 162, 166-167, 173-198, 207-217, 220-227, 229->233, 234, 239-279, 282

nvtabular/framework_utils/tensorflow/layers/init.py            4      0      0      0   100%

nvtabular/framework_utils/tensorflow/layers/embedding.py         153     13     89      6    90%   60, 68->49, 122, 179, 231-239, 242, 335->343, 357->360, 363-364, 367

nvtabular/framework_utils/tensorflow/layers/interaction.py        47     25     22      1    45%   49, 74-103, 106-110, 113

nvtabular/framework_utils/tensorflow/layers/outer_product.py      30     24     12      0    19%   37-38, 41-60, 71-84, 87

nvtabular/framework_utils/tensorflow/tfrecords_to_parquet.py      58     58     30      0     0%   16-111

nvtabular/framework_utils/torch/init.py                        0      0      0      0   100%

nvtabular/framework_utils/torch/layers/init.py                 2      0      0      0   100%

nvtabular/framework_utils/torch/layers/embeddings.py              32      2     18      2    92%   50, 91

nvtabular/framework_utils/torch/models.py                         45      2     30     10    84%   55->57, 57->61, 61->63, 66->68, 87->89, 89->93, 93->96, 96->100, 103, 108

nvtabular/framework_utils/torch/utils.py                          75     19     34      9    69%   22, 25-33, 51->53, 53->55, 64, 71->76, 75, 107, 118-120, 124-127, 132->115

nvtabular/graph.py                                                 3      3      0      0     0%   18-23

nvtabular/inference/init.py                                    2      0      0      0   100%

nvtabular/inference/triton/init.py                            36     12     14      1    58%   42-49, 68, 72, 76-82

nvtabular/inference/triton/benchmarking_tools.py                  52     52     10      0     0%   2-103

nvtabular/inference/triton/data_conversions.py                    87      3     58      4    95%   32-33, 84

nvtabular/inference/triton/ensemble.py                           266    200     82      3    25%   73-112, 157-196, 240-288, 292-323, 381-389, 418-434, 477-520, 548-588, 594-610, 614-681, 711, 733, 739-758, 764-788, 793-796

nvtabular/inference/triton/model/init.py                       0      0      0      0   100%

nvtabular/inference/triton/model/model_pt.py                     101    101     42      0     0%   27-220

nvtabular/inference/triton/model_config_pb2.py                   299      0      2      0   100%

nvtabular/inference/triton/workflow_model.py                      55     55     24      0     0%   27-128

nvtabular/inference/workflow/init.py                           0      0      0      0   100%

nvtabular/inference/workflow/base.py                             113    113     62      0     0%   27-209

nvtabular/inference/workflow/hugectr.py                           37     37     16      0     0%   27-87

nvtabular/inference/workflow/pytorch.py                           10     10      6      0     0%   27-46

nvtabular/inference/workflow/tensorflow.py                        32     32     10      0     0%   26-68

nvtabular/io.py                                                    3      3      0      0     0%   18-23

nvtabular/loader/init.py                                       2      0      0      0   100%

nvtabular/loader/backend.py                                      371     19    154     15    94%   27-28, 112, 116->108, 142, 158-159, 299->301, 311-315, 362-363, 402->406, 403->402, 478, 482-483, 512, 588-589, 598, 624, 632

nvtabular/loader/tensorflow.py                                   179     26     60     10    85%   38-39, 74, 85-89, 101, 105, 115, 124, 329, 357, 368, 383-385, 414-416, 426-434, 437-440

nvtabular/loader/tf_utils.py                                      57     27     22      6    46%   31->34, 34->36, 41->43, 45, 46->67, 52-53, 61-63, 69-73, 88-93, 103-116

nvtabular/loader/torch.py                                         87     16     26      3    78%   28-30, 33-39, 114, 158-159, 164, 202, 205

nvtabular/ops/init.py                                         26      0      0      0   100%

nvtabular/ops/add_metadata.py                                     34      0     14      0   100%

nvtabular/ops/bucketize.py                                        40      9     20      3    73%   52-54, 58->exit, 61-64, 83-86

nvtabular/ops/categorify.py                                      657     71    350     50    86%   251, 253, 271, 275, 283, 291, 293, 320, 341-342, 389->393, 397-404, 450, 458, 481-482, 559-564, 635, 731, 748, 793, 871-872, 887-891, 892->856, 910, 918, 925->exit, 949, 952->955, 1004->1002, 1066-1068, 1071, 1073->1075, 1092->1096, 1098->1051, 1104-1107, 1119, 1123, 1127, 1134, 1139-1142, 1220, 1222, 1292->1315, 1298->1315, 1316-1321, 1366, 1379->1382, 1386->1391, 1390, 1396, 1399, 1407-1417

nvtabular/ops/clip.py                                             18      2      8      3    81%   44, 52->54, 55

nvtabular/ops/column_similarity.py                               121     26     38      5    74%   19-20, 29-30, 81->exit, 111, 206-207, 216-218, 226-242, 259->262, 263, 273

nvtabular/ops/data_stats.py                                       56      1     24      3    95%   107->109, 111, 113->103

nvtabular/ops/difference_lag.py                                   43      0     14      1    98%   73->75

nvtabular/ops/drop_low_cardinality.py                             23      0      8      1    97%   41->46

nvtabular/ops/dropna.py                                            9      0      2      0   100%

nvtabular/ops/fill.py                                             76      5     30      1    92%   63-67, 109

nvtabular/ops/filter.py                                           20      1      8      1    93%   49

nvtabular/ops/groupby.py                                         130      4     84      5    96%   72, 83, 93->95, 131, 221

nvtabular/ops/hash_bucket.py                                      43      1     22      2    95%   79, 118->124

nvtabular/ops/hashed_cross.py                                     38      3     17      3    89%   52, 64, 92

nvtabular/ops/join_external.py                                    96      8     34      8    88%   20-21, 114, 116, 118, 137->141, 150->152, 205-206, 216->227, 221

nvtabular/ops/join_groupby.py                                    128      5     57      6    94%   113, 120, 129, 136->135, 178->175, 181->175, 260-261

nvtabular/ops/lambdaop.py                                         62     13     22      3    71%   60, 64, 82, 94-109

nvtabular/ops/list_slice.py                                       89     29     42      0    64%   21-22, 146-160, 168-190

nvtabular/ops/logop.py                                            21      0      6      0   100%

nvtabular/ops/moments.py                                          69      0     24      0   100%

nvtabular/ops/normalize.py                                        93      4     22      1    94%   89, 139-140, 167

nvtabular/ops/operator.py                                         11      1      2      0    92%   52

nvtabular/ops/reduce_dtype_size.py                                49      0     20      2    97%   68->77, 74->77

nvtabular/ops/rename.py                                           29      3     14      3    86%   46, 71-73

nvtabular/ops/stat_operator.py                                     8      0      2      0   100%

nvtabular/ops/target_encoding.py                                 182      9     76      5    93%   168->172, 176->185, 274, 283-284, 297-303, 396->399

nvtabular/ops/value_counts.py                                     34      0      6      1    98%   40->38

nvtabular/tools/init.py                                        0      0      0      0   100%

nvtabular/tools/data_gen.py                                      271     25     90      7    91%   26-27, 31-32, 129-132, 142-146, 148, 170-171, 322, 332, 358, 361-370

nvtabular/tools/dataset_inspector.py                              52      8     24      2    79%   33-40, 51

nvtabular/tools/inspector_script.py                               46     46      0      0     0%   17-168

nvtabular/utils.py                                                 3      3      0      0     0%   18-23

nvtabular/worker.py                                                3      3      0      0     0%   18-23

nvtabular/workflow/init.py                                     2      0      0      0   100%

nvtabular/workflow/node.py                                         7      0      4      0   100%

nvtabular/workflow/workflow.py                                   219     17     94     12    91%   28-29, 52, 85, 206, 212->226, 239-241, 373, 388-389, 431, 508, 538, 548-550, 563


TOTAL                                                           5336   1232   2099    214    75%

Coverage XML written to file coverage.xml


Required test coverage of 70% reached. Total coverage: 74.73%

=========================== short test summary info ============================

SKIPPED [1] ../../../../../usr/lib/python3.8/site-packages/dask_cudf/io/tests/test_s3.py:16: could not import 's3fs': cannot import name 'ParamSpec' from 'typing_extensions' (/var/jenkins_home/.local/lib/python3.8/site-packages/typing_extensions.py)

SKIPPED [1] tests/unit/loader/test_tf_dataloader.py:529: not working correctly in ci environment

========== 1404 passed, 2 skipped, 662 warnings in 1196.94s (0:19:56) ==========

Performing Post build task...

Match found for : : True

Logical operation result is TRUE

Running script  : #!/bin/bash

cd /var/jenkins_home/

CUDA_VISIBLE_DEVICES=1 python test_res_push.py "https://api.GitHub.com/repos/NVIDIA-Merlin/NVTabular/issues/$ghprbPullId/comments" "/var/jenkins_home/jobs/$JOB_NAME/builds/$BUILD_NUMBER/log"

[nvtabular_tests] $ /bin/bash /tmp/jenkins855652275910924162.sh

@karlhigley karlhigley merged commit b6ab836 into NVIDIA-Merlin:main Apr 5, 2022
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@karlhigley karlhigley karlhigley approved these changes

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