Skip to content
New issue

Have a question about this project? Sign up for a free GitHub account to open an issue and contact its maintainers and the community.

Sign up for GitHub

By clicking “Sign up for GitHub”, you agree to our terms of service and privacy statement. We’ll occasionally send you account related emails.

Already on GitHub? Sign in to your account

Jump to bottom

Fix discrepancy between evaluation and inference modes #551

Merged
merged 14 commits into from
Nov 30, 2022
Merged

Fix discrepancy between evaluation and inference modes #551

merged 14 commits into from
Nov 30, 2022

Conversation

sararb
Copy link
Contributor

@sararb sararb commented Nov 23, 2022 •
edited
Loading

Fixes #525 #506

Goals ⚽

  • Run experiments to understand what is causing the discrepancy issue
  • Implement a fix of MaskedLanguageModeling to make sure inference and evaluation scores are aligned
  • Updating the CI script to compute the simulated inference recall@10 score.
  • Fix the prediction_step of the Trainer class when testing=False (i.e. inference mode)

Experiment analysis:

I ran different experiments to understand the cause of the issue. The main takeaway from the experiments is that the transform-based model trained with MLM is sensitive to the target's positional encoding. For more details about the results of the experiments, you can click on the following sections:

Problem definition The current implemented strategy in Transformers4Rec to train, evaluate, and deploy transformer-based models trained with Masked language modeling is as follows: image
  • From the figure above, we could observe that the main difference between Train/Eval and Inference modes are:
    • Evaluation uses the hidden representation of [MASK] as input to the softmax layer while during inference we use the hidden representation of the last interaction instead.
    • The hidden representation selected during evaluation includes the actual position of the target we would like to predict while during inference the hidden representation is related to the previous position (i.e target position - 1)

From these two observations, we drew the following questions:

  • Question 1: What if we used the representation of the first PAD (‘0’) observed after the last interaction during inference to take into account the actual target position?
  • Question 2: What if we used the same embeddings for MASK and PAD (‘0’) positions?
    → The rationale is to align the target hidden representation vector used during training and inference modes.
  • Question 3: Instead of using the first padded 0 after the last interaction, what if we extend the test sequence with an additional position [MASK] after the last interaction?
    → As using the first 0 position in the current sequence will not work for full sequences with no padded positions.
Experiment setup

To answer questions defined in the Problem definition section, we ran the following experiment:

  • Scripts: The integration test based on the t4rec paper reproducibility script and the end-to-end example notebook.

  • Datasets: ecomrees46 with only item-id, Yoochoose with item-id, and Yoochoose with additional item features.

-Evaluation strategies:
  1. Trainer.evaluate(): Using the offline strategy, we mask the input sequence's last interaction and apply the trained model to predict the masked item-id.
    Original: [[2, 34, 5, 50, 2, 0], [2, 34, 5, 50, 2, 4] ]:
    Inputs:[ [2, 34, 5, 50, 2, 0], [2, 34, 5, 50, 2, 4] ]
    Masking:[ [2, 34, 5, 50, [MASK], 0], [2, 34, 5, 50, 2, [MASK] ]
    Label: [2, 4]
  2. Simulated inference: Extract the last interaction as labels, replace it with 0 in the original input sequence then apply the model without masking.
    Original: [[2, 34, 5, 50, 2, 0], [2, 34, 5, 50, 2, 4] ]:
    Inputs:[ [2, 34, 5, 50, 0, 0], [2, 34, 5, 50, 2, 0] ]
    Masking:[ [2, 34, 5, 50, 0, 0], [2, 34, 5, 50, 2, 0] ]
    Label: [2, 4]
    3.Simulated inference with adummy interaction: Replace the label position with a dummy variable 100 then apply the model with masking.
    Original: [[2, 34, 5, 50, 2, 0], [2, 34, 5, 50, 2, 4] ]:
    Inputs:[ [2, 34, 5, 50, 100, 0], [2, 34, 5, 50, 2, 100] ]
    Masking:[ [2, 34, 5, 50, [MASK], 0], [2, 34, 5, 50, 2, [MASK]]
    Label: [2, 4]
The experiment results: image
Results analysis:

  • We observe that the baseline (current implementation) is strongly underperforming during the inference mode which implies that the current strategy used when ignore_masking=True (testing=False in the latest T4Rec API) is not working.

  • In question 1, the scores between the evaluation and the simulated inference are more aligned, suggesting that taking into account the target's true position is critical for performance. However, this solution is limited to test sequences with a number of interactions strictly lower than the maximum length.

  • In question 2, we wanted to test whether we should use the PAD value 0 to represent the masked targets instead of a [MASK] trainable embeddings. We couldn’t implement this strategy in the case where side information is available (extra item/session features are fed to the model in addition to the item ids) as it would require computing the embeddings of the PAD position for all features which is compute-intensive and very tricky to set for continuous variables. We observe that the obtained results are worse than the baseline, which suggests that the model is learning to differentiate between the padded positions and the masked ones.

  • Combining the solutions of question 1 and question 2 confirmed the observation of question 2 as the gap between the inference and evaluation mode is larger than the one observed in question 1.

  • From these results, we implemented the solution of question 3 that extends the input sequence, during inference, with a [MASK] position right after the last seen interaction and uses the related hidden representation given by the transformer layer as input to the softmax layer to get the final logits scores.

Implementation Details 🚧

  • Update the methods _compute_masked_targets and apply_mask_to_inputs of the masking class MLM to take into account the actual target position. This is done by extending the input sequence with one additional position using the [MASK] embeddings vector.

  • Making sure that inputs are not modified during inference for other masking strategies (CLM and PLM)

  • Update the prediction_step method of the Trainer to align with the new refractory introduced in Part 1: Simplify the existing API #542

  • I also had to set the "total_seq_length" argument of the transformer configuration to total_seq_length=total_seq_length+ 2 in order to take into account the additional position used at inference.

Testing Details 🔍

  • Remove --max_steps 20 in the ci command line that runs the model XLNet - MLM - item_id
  • Add an assertion check to the CI script to make sure evaluation and simulated inference scores are matching.
Click here to preview the CI results for the `main` and `fix-inference` branches image image

Not included in this PR:

  • Analysis of PLM task at inference and its related fix

@sararb sararb added the bug Something isn't working label Nov 23, 2022
@sararb sararb self-assigned this Nov 23, 2022
@nvidia-merlin-bot
Copy link

Click to view CI Results
GitHub pull request #551 of commit 96199014ad610c8a336b9b7eb84f1cdd631f5abd, no merge conflicts.
Running as SYSTEM
Setting status of 96199014ad610c8a336b9b7eb84f1cdd631f5abd to PENDING with url http://merlin-infra1.nvidia.com:8080/job/transformers4rec_tests/340/ and message: 'Build started for merge commit.'
Using context: Jenkins Unit Test Run
Building on master in workspace /var/jenkins_home/workspace/transformers4rec_tests
using credential nvidia-merlin-bot
Cloning the remote Git repository
Cloning repository https://github.com/NVIDIA-Merlin/Transformers4Rec.git
 > git init /var/jenkins_home/workspace/transformers4rec_tests/transformers4rec # timeout=10
Fetching upstream changes from https://github.com/NVIDIA-Merlin/Transformers4Rec.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/Transformers4Rec.git +refs/heads/*:refs/remotes/origin/* # timeout=10
 > git config remote.origin.url https://github.com/NVIDIA-Merlin/Transformers4Rec.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/Transformers4Rec.git # timeout=10
Fetching upstream changes from https://github.com/NVIDIA-Merlin/Transformers4Rec.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/Transformers4Rec.git +refs/pull/551/*:refs/remotes/origin/pr/551/* # timeout=10
 > git rev-parse 96199014ad610c8a336b9b7eb84f1cdd631f5abd^{commit} # timeout=10
Checking out Revision 96199014ad610c8a336b9b7eb84f1cdd631f5abd (detached)
 > git config core.sparsecheckout # timeout=10
 > git checkout -f 96199014ad610c8a336b9b7eb84f1cdd631f5abd # timeout=10
Commit message: "clean up redundant code"
 > git rev-list --no-walk 084874adb2ae2eebfb054c9e8f2800c3ea6e99fb # timeout=10
First time build. Skipping changelog.
[transformers4rec_tests] $ /bin/bash /tmp/jenkins924923878133511986.sh
GLOB sdist-make: /var/jenkins_home/workspace/transformers4rec_tests/transformers4rec/setup.py
py38-gpu create: /var/jenkins_home/workspace/transformers4rec_tests/transformers4rec/.tox/py38-gpu
py38-gpu inst: /var/jenkins_home/workspace/transformers4rec_tests/transformers4rec/.tox/.tmp/package/1/transformers4rec-0.1.14+24.g96199014.zip
WARNING: Discarding $PYTHONPATH from environment, to override specify PYTHONPATH in 'passenv' in your configuration.
py38-gpu installed: absl-py==1.2.0,aiohttp==3.8.1,aiosignal==1.2.0,alabaster==0.7.12,alembic==1.8.1,anyio==3.6.1,argon2-cffi==21.3.0,argon2-cffi-bindings==21.2.0,astroid==2.5.6,asttokens==2.0.8,astunparse==1.6.3,asv==0.5.1,asvdb==0.4.2,async-timeout==4.0.2,attrs==22.1.0,autopage==0.5.1,awscli==1.27.15,Babel==2.10.3,backcall==0.2.0,beautifulsoup4==4.11.1,betterproto==1.2.5,bleach==5.0.1,boto3==1.24.75,botocore==1.29.15,Brotli==1.0.9,cachetools==5.2.0,certifi==2022.9.24,cffi==1.15.1,charset-normalizer==2.1.1,click==8.1.3,cliff==4.1.0,cloudpickle==2.2.0,cmaes==0.9.0,cmake==3.24.1.1,cmd2==2.4.2,colorama==0.4.4,colorlog==6.7.0,contourpy==1.0.5,coverage==6.5.0,cuda-python==11.7.1,cupy-cuda117==10.6.0,cycler==0.11.0,Cython==0.29.32,dask==2022.1.1,debugpy==1.6.3,decorator==5.1.1,defusedxml==0.7.1,dill==0.3.5.1,distlib==0.3.6,distributed==2022.5.1,distro==1.7.0,docker-pycreds==0.4.0,docutils==0.16,entrypoints==0.4,execnet==1.9.0,executing==1.0.0,faiss==1.7.2,faiss-gpu==1.7.2,fastai==2.7.9,fastapi==0.85.0,fastavro==1.6.1,fastcore==1.5.27,fastdownload==0.0.7,fastjsonschema==2.16.1,fastprogress==1.0.3,fastrlock==0.8,feast==0.19.4,fiddle==0.2.2,filelock==3.8.0,flatbuffers==1.12,fonttools==4.37.3,frozenlist==1.3.1,fsspec==2022.5.0,gast==0.4.0,gevent==21.12.0,geventhttpclient==2.0.2,gitdb==4.0.9,GitPython==3.1.27,google-api-core==2.10.1,google-auth==2.11.1,google-auth-oauthlib==0.4.6,google-pasta==0.2.0,googleapis-common-protos==1.52.0,graphviz==0.20.1,greenlet==1.1.3,grpcio==1.41.0,grpcio-channelz==1.49.0,grpcio-reflection==1.48.1,grpclib==0.4.3,h11==0.13.0,h2==4.1.0,h5py==3.7.0,HeapDict==1.0.1,horovod==0.26.1,hpack==4.0.0,httptools==0.5.0,hugectr2onnx==0.0.0,huggingface-hub==0.9.1,hyperframe==6.0.1,idna==3.4,imagesize==1.4.1,implicit==0.6.1,importlib-metadata==4.12.0,importlib-resources==5.9.0,iniconfig==1.1.1,ipykernel==6.15.3,ipython==8.5.0,ipython-genutils==0.2.0,jedi==0.18.1,Jinja2==3.1.2,jmespath==1.0.1,joblib==1.2.0,json5==0.9.10,jsonschema==4.16.0,jupyter-core==4.11.1,jupyter-server==1.18.1,jupyter_client==7.3.5,jupyterlab==3.4.7,jupyterlab-pygments==0.2.2,jupyterlab_server==2.15.1,keras==2.9.0,Keras-Preprocessing==1.1.2,kiwisolver==1.4.4,lazy-object-proxy==1.8.0,libclang==14.0.6,libcst==0.4.7,lightfm==1.16,lightgbm==3.3.2,llvmlite==0.39.1,locket==1.0.0,lxml==4.9.1,Mako==1.2.4,Markdown==3.4.1,MarkupSafe==2.1.1,matplotlib==3.6.0,matplotlib-inline==0.1.6,merlin-core==0.6.0+1.g5926fcf,merlin-models==0.7.0+11.g280956aa4,merlin-systems==0.5.0+4.g15074ad,mistune==2.0.4,mmh3==3.0.0,mpi4py==3.1.3,msgpack==1.0.4,multidict==6.0.2,mypy-extensions==0.4.3,nbclassic==0.4.3,nbclient==0.6.8,nbconvert==7.0.0,nbformat==5.5.0,nest-asyncio==1.5.5,ninja==1.10.2.3,notebook==6.4.12,notebook-shim==0.1.0,numba==0.56.2,numpy==1.22.4,nvidia-pyindex==1.0.9,nvtabular==1.4.0+8.g95e12d347,nvtx==0.2.5,oauthlib==3.2.1,oldest-supported-numpy==2022.8.16,onnx==1.12.0,onnxruntime==1.11.1,opt-einsum==3.3.0,optuna==3.0.3,packaging==21.3,pandas==1.3.5,pandavro==1.5.2,pandocfilters==1.5.0,parso==0.8.3,partd==1.3.0,pathtools==0.1.2,pbr==5.11.0,pexpect==4.8.0,pickleshare==0.7.5,Pillow==9.2.0,pkgutil_resolve_name==1.3.10,platformdirs==2.5.2,plotly==5.11.0,pluggy==1.0.0,prettytable==3.5.0,prometheus-client==0.14.1,promise==2.3,prompt-toolkit==3.0.31,proto-plus==1.19.6,protobuf==3.19.5,psutil==5.9.2,ptyprocess==0.7.0,pure-eval==0.2.2,py==1.11.0,pyarrow==7.0.0,pyasn1==0.4.8,pyasn1-modules==0.2.8,pybind11==2.10.0,pycparser==2.21,pydantic==1.10.2,pydot==1.4.2,Pygments==2.13.0,pynvml==11.4.1,pyparsing==3.0.9,pyperclip==1.8.2,pyrsistent==0.18.1,pytest==7.1.3,pytest-cov==4.0.0,pytest-xdist==3.0.2,python-dateutil==2.8.2,python-dotenv==0.21.0,python-rapidjson==1.8,pytz==2022.2.1,PyYAML==5.4.1,pyzmq==24.0.0,regex==2022.9.13,requests==2.28.1,requests-oauthlib==1.3.1,rsa==4.7.2,s3transfer==0.6.0,sacremoses==0.0.53,scikit-build==0.15.0,scikit-learn==1.1.2,scipy==1.8.1,Send2Trash==1.8.0,sentry-sdk==1.9.8,setproctitle==1.3.2,setuptools-scm==7.0.5,shortuuid==1.0.9,six==1.16.0,sklearn==0.0,smmap==5.0.0,sniffio==1.3.0,snowballstemmer==2.2.0,sortedcontainers==2.4.0,soupsieve==2.3.2.post1,Sphinx==5.3.0,sphinx-multiversion==0.2.4,sphinxcontrib-applehelp==1.0.2,sphinxcontrib-devhelp==1.0.2,sphinxcontrib-htmlhelp==2.0.0,sphinxcontrib-jsmath==1.0.1,sphinxcontrib-qthelp==1.0.3,sphinxcontrib-serializinghtml==1.1.5,SQLAlchemy==1.4.44,stack-data==0.5.0,starlette==0.20.4,stevedore==4.1.1,stringcase==1.2.0,tabulate==0.8.10,tblib==1.7.0,tenacity==8.0.1,tensorboard==2.9.1,tensorboard-data-server==0.6.1,tensorboard-plugin-wit==1.8.1,tensorflow-estimator==2.9.0,tensorflow-gpu==2.9.2,tensorflow-io-gcs-filesystem==0.27.0,tensorflow-metadata==1.10.0,termcolor==2.0.1,terminado==0.15.0,testbook==0.4.2,threadpoolctl==3.1.0,tinycss2==1.1.1,tokenizers==0.10.3,toml==0.10.2,tomli==2.0.1,toolz==0.12.0,torch==1.12.1+cu113,torchmetrics==0.3.2,tornado==6.2,tox==3.26.0,tqdm==4.64.1,traitlets==5.4.0,transformers==4.12.0,transformers4rec==0.1.14+24.g96199014,treelite==2.3.0,treelite-runtime==2.3.0,tritonclient==2.25.0,typing-inspect==0.8.0,typing_extensions==4.3.0,urllib3==1.26.12,uvicorn==0.18.3,uvloop==0.17.0,virtualenv==20.16.5,wandb==0.13.3,watchfiles==0.17.0,wcwidth==0.2.5,webencodings==0.5.1,websocket-client==1.4.1,websockets==10.3,Werkzeug==2.2.2,wrapt==1.12.1,xgboost==1.6.2,yarl==1.8.1,zict==2.2.0,zipp==3.8.1,zope.event==4.5.0,zope.interface==5.4.0
py38-gpu run-test-pre: PYTHONHASHSEED='3550632828'
py38-gpu run-test: commands[0] | pip install --upgrade pip
Looking in indexes: https://pypi.org/simple, https://pypi.ngc.nvidia.com
Requirement already satisfied: pip in ./.tox/py38-gpu/lib/python3.8/site-packages (22.3.1)
py38-gpu run-test: commands[1] | pip install .
Looking in indexes: https://pypi.org/simple, https://pypi.ngc.nvidia.com
Processing /var/jenkins_home/workspace/transformers4rec_tests/transformers4rec
  Installing build dependencies: started
  Installing build dependencies: finished with status 'done'
  Getting requirements to build wheel: started
  Getting requirements to build wheel: finished with status 'done'
  Preparing metadata (pyproject.toml): started
  Preparing metadata (pyproject.toml): finished with status 'done'
Requirement already satisfied: numpy>=1.17.0 in ./.tox/py38-gpu/lib/python3.8/site-packages (from transformers4rec==0.1.14+24.g96199014) (1.23.5)
Requirement already satisfied: pyarrow>=1.0 in ./.tox/py38-gpu/lib/python3.8/site-packages (from transformers4rec==0.1.14+24.g96199014) (10.0.1)
Requirement already satisfied: betterproto<2.0.0 in ./.tox/py38-gpu/lib/python3.8/site-packages (from transformers4rec==0.1.14+24.g96199014) (1.2.5)
Requirement already satisfied: transformers<4.19 in ./.tox/py38-gpu/lib/python3.8/site-packages (from transformers4rec==0.1.14+24.g96199014) (4.18.0)
Requirement already satisfied: tensorflow-metadata in ./.tox/py38-gpu/lib/python3.8/site-packages (from transformers4rec==0.1.14+24.g96199014) (1.11.0)
Requirement already satisfied: tqdm>=4.27 in ./.tox/py38-gpu/lib/python3.8/site-packages (from transformers4rec==0.1.14+24.g96199014) (4.64.1)
Requirement already satisfied: stringcase in ./.tox/py38-gpu/lib/python3.8/site-packages (from betterproto<2.0.0->transformers4rec==0.1.14+24.g96199014) (1.2.0)
Requirement already satisfied: grpclib in ./.tox/py38-gpu/lib/python3.8/site-packages (from betterproto<2.0.0->transformers4rec==0.1.14+24.g96199014) (0.4.3)
Requirement already satisfied: tokenizers!=0.11.3,<0.13,>=0.11.1 in ./.tox/py38-gpu/lib/python3.8/site-packages (from transformers<4.19->transformers4rec==0.1.14+24.g96199014) (0.12.1)
Requirement already satisfied: requests in ./.tox/py38-gpu/lib/python3.8/site-packages (from transformers<4.19->transformers4rec==0.1.14+24.g96199014) (2.28.1)
Requirement already satisfied: regex!=2019.12.17 in ./.tox/py38-gpu/lib/python3.8/site-packages (from transformers<4.19->transformers4rec==0.1.14+24.g96199014) (2022.10.31)
Requirement already satisfied: huggingface-hub<1.0,>=0.1.0 in ./.tox/py38-gpu/lib/python3.8/site-packages (from transformers<4.19->transformers4rec==0.1.14+24.g96199014) (0.11.0)
Requirement already satisfied: sacremoses in ./.tox/py38-gpu/lib/python3.8/site-packages (from transformers<4.19->transformers4rec==0.1.14+24.g96199014) (0.0.53)
Requirement already satisfied: filelock in ./.tox/py38-gpu/lib/python3.8/site-packages (from transformers<4.19->transformers4rec==0.1.14+24.g96199014) (3.8.0)
Requirement already satisfied: packaging>=20.0 in ./.tox/py38-gpu/lib/python3.8/site-packages (from transformers<4.19->transformers4rec==0.1.14+24.g96199014) (21.3)
Requirement already satisfied: pyyaml>=5.1 in ./.tox/py38-gpu/lib/python3.8/site-packages (from transformers<4.19->transformers4rec==0.1.14+24.g96199014) (6.0)
Requirement already satisfied: googleapis-common-protos<2,>=1.52.0 in ./.tox/py38-gpu/lib/python3.8/site-packages (from tensorflow-metadata->transformers4rec==0.1.14+24.g96199014) (1.57.0)
Requirement already satisfied: protobuf<4,>=3.13 in ./.tox/py38-gpu/lib/python3.8/site-packages (from tensorflow-metadata->transformers4rec==0.1.14+24.g96199014) (3.20.3)
Requirement already satisfied: absl-py<2.0.0,>=0.9 in ./.tox/py38-gpu/lib/python3.8/site-packages (from tensorflow-metadata->transformers4rec==0.1.14+24.g96199014) (1.3.0)
Requirement already satisfied: typing-extensions>=3.7.4.3 in ./.tox/py38-gpu/lib/python3.8/site-packages (from huggingface-hub<1.0,>=0.1.0->transformers<4.19->transformers4rec==0.1.14+24.g96199014) (4.4.0)
Requirement already satisfied: pyparsing!=3.0.5,>=2.0.2 in ./.tox/py38-gpu/lib/python3.8/site-packages (from packaging>=20.0->transformers<4.19->transformers4rec==0.1.14+24.g96199014) (3.0.9)
Requirement already satisfied: multidict in ./.tox/py38-gpu/lib/python3.8/site-packages (from grpclib->betterproto<2.0.0->transformers4rec==0.1.14+24.g96199014) (6.0.2)
Requirement already satisfied: h2<5,>=3.1.0 in ./.tox/py38-gpu/lib/python3.8/site-packages (from grpclib->betterproto<2.0.0->transformers4rec==0.1.14+24.g96199014) (4.1.0)
Requirement already satisfied: charset-normalizer<3,>=2 in ./.tox/py38-gpu/lib/python3.8/site-packages (from requests->transformers<4.19->transformers4rec==0.1.14+24.g96199014) (2.1.1)
Requirement already satisfied: urllib3<1.27,>=1.21.1 in ./.tox/py38-gpu/lib/python3.8/site-packages (from requests->transformers<4.19->transformers4rec==0.1.14+24.g96199014) (1.26.12)
Requirement already satisfied: idna<4,>=2.5 in ./.tox/py38-gpu/lib/python3.8/site-packages (from requests->transformers<4.19->transformers4rec==0.1.14+24.g96199014) (3.4)
Requirement already satisfied: certifi>=2017.4.17 in ./.tox/py38-gpu/lib/python3.8/site-packages (from requests->transformers<4.19->transformers4rec==0.1.14+24.g96199014) (2022.9.24)
Requirement already satisfied: six in ./.tox/py38-gpu/lib/python3.8/site-packages (from sacremoses->transformers<4.19->transformers4rec==0.1.14+24.g96199014) (1.16.0)
Requirement already satisfied: click in ./.tox/py38-gpu/lib/python3.8/site-packages (from sacremoses->transformers<4.19->transformers4rec==0.1.14+24.g96199014) (8.1.3)
Requirement already satisfied: joblib in ./.tox/py38-gpu/lib/python3.8/site-packages (from sacremoses->transformers<4.19->transformers4rec==0.1.14+24.g96199014) (1.2.0)
Requirement already satisfied: hyperframe<7,>=6.0 in ./.tox/py38-gpu/lib/python3.8/site-packages (from h2<5,>=3.1.0->grpclib->betterproto<2.0.0->transformers4rec==0.1.14+24.g96199014) (6.0.1)
Requirement already satisfied: hpack<5,>=4.0 in ./.tox/py38-gpu/lib/python3.8/site-packages (from h2<5,>=3.1.0->grpclib->betterproto<2.0.0->transformers4rec==0.1.14+24.g96199014) (4.0.0)
Building wheels for collected packages: transformers4rec
  Building wheel for transformers4rec (pyproject.toml): started
  Building wheel for transformers4rec (pyproject.toml): finished with status 'done'
  Created wheel for transformers4rec: filename=transformers4rec-0.1.14+24.g96199014-py3-none-any.whl size=217195 sha256=63fe4d516c75be1976cb3e12a7f60e5a64bb9846af9f845c50b3f917dae1fa8c
  Stored in directory: /tmp/pip-ephem-wheel-cache-g86myzqt/wheels/cb/5d/b4/e081835ae498194a418e957657f998bdff0fa2bd103855a861
Successfully built transformers4rec
Installing collected packages: transformers4rec
  Attempting uninstall: transformers4rec
    Found existing installation: transformers4rec 0.1.14+24.g96199014
    Uninstalling transformers4rec-0.1.14+24.g96199014:
      Successfully uninstalled transformers4rec-0.1.14+24.g96199014
Successfully installed transformers4rec-0.1.14+24.g96199014
___________________________________ summary ____________________________________
  py38-gpu: commands succeeded
  congratulations :)
Performing Post build task...
Match found for : : True
Logical operation result is TRUE
Running script  : #!/bin/bash
cd /var/jenkins_home/
CUDA_VISIBLE_DEVICES=2 python test_res_push.py "https://api.GitHub.com/repos/NVIDIA-Merlin/Transformers4Rec/issues/$ghprbPullId/comments" "/var/jenkins_home/jobs/$JOB_NAME/builds/$BUILD_NUMBER/log" 
[transformers4rec_tests] $ /bin/bash /tmp/jenkins16528570633933207356.sh

@nvidia-merlin-bot
Copy link

Click to view CI Results
GitHub pull request #551 of commit 490d2764d0224d5ab9b3f39287a016293878df6b, no merge conflicts.
Running as SYSTEM
Setting status of 490d2764d0224d5ab9b3f39287a016293878df6b to PENDING with url http://merlin-infra1.nvidia.com:8080/job/transformers4rec_tests/341/ and message: 'Build started for merge commit.'
Using context: Jenkins Unit Test Run
Building on master in workspace /var/jenkins_home/workspace/transformers4rec_tests
using credential nvidia-merlin-bot
Cloning the remote Git repository
Cloning repository https://github.com/NVIDIA-Merlin/Transformers4Rec.git
 > git init /var/jenkins_home/workspace/transformers4rec_tests/transformers4rec # timeout=10
Fetching upstream changes from https://github.com/NVIDIA-Merlin/Transformers4Rec.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/Transformers4Rec.git +refs/heads/*:refs/remotes/origin/* # timeout=10
 > git config remote.origin.url https://github.com/NVIDIA-Merlin/Transformers4Rec.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/Transformers4Rec.git # timeout=10
Fetching upstream changes from https://github.com/NVIDIA-Merlin/Transformers4Rec.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/Transformers4Rec.git +refs/pull/551/*:refs/remotes/origin/pr/551/* # timeout=10
 > git rev-parse 490d2764d0224d5ab9b3f39287a016293878df6b^{commit} # timeout=10
Checking out Revision 490d2764d0224d5ab9b3f39287a016293878df6b (detached)
 > git config core.sparsecheckout # timeout=10
 > git checkout -f 490d2764d0224d5ab9b3f39287a016293878df6b # timeout=10
Commit message: "Merge branch 'main' into fix-inference"
 > git rev-list --no-walk 96199014ad610c8a336b9b7eb84f1cdd631f5abd # timeout=10
[transformers4rec_tests] $ /bin/bash /tmp/jenkins1926913977316097113.sh
GLOB sdist-make: /var/jenkins_home/workspace/transformers4rec_tests/transformers4rec/setup.py
py38-gpu create: /var/jenkins_home/workspace/transformers4rec_tests/transformers4rec/.tox/py38-gpu
py38-gpu inst: /var/jenkins_home/workspace/transformers4rec_tests/transformers4rec/.tox/.tmp/package/1/transformers4rec-0.1.14+26.g490d2764.zip
WARNING: Discarding $PYTHONPATH from environment, to override specify PYTHONPATH in 'passenv' in your configuration.
py38-gpu installed: absl-py==1.2.0,aiohttp==3.8.1,aiosignal==1.2.0,alabaster==0.7.12,alembic==1.8.1,anyio==3.6.1,argon2-cffi==21.3.0,argon2-cffi-bindings==21.2.0,astroid==2.5.6,asttokens==2.0.8,astunparse==1.6.3,asv==0.5.1,asvdb==0.4.2,async-timeout==4.0.2,attrs==22.1.0,autopage==0.5.1,awscli==1.27.15,Babel==2.10.3,backcall==0.2.0,beautifulsoup4==4.11.1,betterproto==1.2.5,bleach==5.0.1,boto3==1.24.75,botocore==1.29.15,Brotli==1.0.9,cachetools==5.2.0,certifi==2022.9.24,cffi==1.15.1,charset-normalizer==2.1.1,click==8.1.3,cliff==4.1.0,cloudpickle==2.2.0,cmaes==0.9.0,cmake==3.24.1.1,cmd2==2.4.2,colorama==0.4.4,colorlog==6.7.0,contourpy==1.0.5,coverage==6.5.0,cuda-python==11.7.1,cupy-cuda117==10.6.0,cycler==0.11.0,Cython==0.29.32,dask==2022.1.1,debugpy==1.6.3,decorator==5.1.1,defusedxml==0.7.1,dill==0.3.5.1,distlib==0.3.6,distributed==2022.5.1,distro==1.7.0,docker-pycreds==0.4.0,docutils==0.16,entrypoints==0.4,execnet==1.9.0,executing==1.0.0,faiss==1.7.2,faiss-gpu==1.7.2,fastai==2.7.9,fastapi==0.85.0,fastavro==1.6.1,fastcore==1.5.27,fastdownload==0.0.7,fastjsonschema==2.16.1,fastprogress==1.0.3,fastrlock==0.8,feast==0.19.4,fiddle==0.2.2,filelock==3.8.0,flatbuffers==1.12,fonttools==4.37.3,frozenlist==1.3.1,fsspec==2022.5.0,gast==0.4.0,gevent==21.12.0,geventhttpclient==2.0.2,gitdb==4.0.9,GitPython==3.1.27,google-api-core==2.10.1,google-auth==2.11.1,google-auth-oauthlib==0.4.6,google-pasta==0.2.0,googleapis-common-protos==1.52.0,graphviz==0.20.1,greenlet==1.1.3,grpcio==1.41.0,grpcio-channelz==1.49.0,grpcio-reflection==1.48.1,grpclib==0.4.3,h11==0.13.0,h2==4.1.0,h5py==3.7.0,HeapDict==1.0.1,horovod==0.26.1,hpack==4.0.0,httptools==0.5.0,hugectr2onnx==0.0.0,huggingface-hub==0.9.1,hyperframe==6.0.1,idna==3.4,imagesize==1.4.1,implicit==0.6.1,importlib-metadata==4.12.0,importlib-resources==5.9.0,iniconfig==1.1.1,ipykernel==6.15.3,ipython==8.5.0,ipython-genutils==0.2.0,jedi==0.18.1,Jinja2==3.1.2,jmespath==1.0.1,joblib==1.2.0,json5==0.9.10,jsonschema==4.16.0,jupyter-core==4.11.1,jupyter-server==1.18.1,jupyter_client==7.3.5,jupyterlab==3.4.7,jupyterlab-pygments==0.2.2,jupyterlab_server==2.15.1,keras==2.9.0,Keras-Preprocessing==1.1.2,kiwisolver==1.4.4,lazy-object-proxy==1.8.0,libclang==14.0.6,libcst==0.4.7,lightfm==1.16,lightgbm==3.3.2,llvmlite==0.39.1,locket==1.0.0,lxml==4.9.1,Mako==1.2.4,Markdown==3.4.1,MarkupSafe==2.1.1,matplotlib==3.6.0,matplotlib-inline==0.1.6,merlin-core==0.6.0+1.g5926fcf,merlin-models==0.7.0+11.g280956aa4,merlin-systems==0.5.0+4.g15074ad,mistune==2.0.4,mmh3==3.0.0,mpi4py==3.1.3,msgpack==1.0.4,multidict==6.0.2,mypy-extensions==0.4.3,nbclassic==0.4.3,nbclient==0.6.8,nbconvert==7.0.0,nbformat==5.5.0,nest-asyncio==1.5.5,ninja==1.10.2.3,notebook==6.4.12,notebook-shim==0.1.0,numba==0.56.2,numpy==1.22.4,nvidia-pyindex==1.0.9,nvtabular==1.4.0+8.g95e12d347,nvtx==0.2.5,oauthlib==3.2.1,oldest-supported-numpy==2022.8.16,onnx==1.12.0,onnxruntime==1.11.1,opt-einsum==3.3.0,optuna==3.0.3,packaging==21.3,pandas==1.3.5,pandavro==1.5.2,pandocfilters==1.5.0,parso==0.8.3,partd==1.3.0,pathtools==0.1.2,pbr==5.11.0,pexpect==4.8.0,pickleshare==0.7.5,Pillow==9.2.0,pkgutil_resolve_name==1.3.10,platformdirs==2.5.2,plotly==5.11.0,pluggy==1.0.0,prettytable==3.5.0,prometheus-client==0.14.1,promise==2.3,prompt-toolkit==3.0.31,proto-plus==1.19.6,protobuf==3.19.5,psutil==5.9.2,ptyprocess==0.7.0,pure-eval==0.2.2,py==1.11.0,pyarrow==7.0.0,pyasn1==0.4.8,pyasn1-modules==0.2.8,pybind11==2.10.0,pycparser==2.21,pydantic==1.10.2,pydot==1.4.2,Pygments==2.13.0,pynvml==11.4.1,pyparsing==3.0.9,pyperclip==1.8.2,pyrsistent==0.18.1,pytest==7.1.3,pytest-cov==4.0.0,pytest-xdist==3.0.2,python-dateutil==2.8.2,python-dotenv==0.21.0,python-rapidjson==1.8,pytz==2022.2.1,PyYAML==5.4.1,pyzmq==24.0.0,regex==2022.9.13,requests==2.28.1,requests-oauthlib==1.3.1,rsa==4.7.2,s3transfer==0.6.0,sacremoses==0.0.53,scikit-build==0.15.0,scikit-learn==1.1.2,scipy==1.8.1,Send2Trash==1.8.0,sentry-sdk==1.9.8,setproctitle==1.3.2,setuptools-scm==7.0.5,shortuuid==1.0.9,six==1.16.0,sklearn==0.0,smmap==5.0.0,sniffio==1.3.0,snowballstemmer==2.2.0,sortedcontainers==2.4.0,soupsieve==2.3.2.post1,Sphinx==5.3.0,sphinx-multiversion==0.2.4,sphinxcontrib-applehelp==1.0.2,sphinxcontrib-devhelp==1.0.2,sphinxcontrib-htmlhelp==2.0.0,sphinxcontrib-jsmath==1.0.1,sphinxcontrib-qthelp==1.0.3,sphinxcontrib-serializinghtml==1.1.5,SQLAlchemy==1.4.44,stack-data==0.5.0,starlette==0.20.4,stevedore==4.1.1,stringcase==1.2.0,tabulate==0.8.10,tblib==1.7.0,tenacity==8.0.1,tensorboard==2.9.1,tensorboard-data-server==0.6.1,tensorboard-plugin-wit==1.8.1,tensorflow-estimator==2.9.0,tensorflow-gpu==2.9.2,tensorflow-io-gcs-filesystem==0.27.0,tensorflow-metadata==1.10.0,termcolor==2.0.1,terminado==0.15.0,testbook==0.4.2,threadpoolctl==3.1.0,tinycss2==1.1.1,tokenizers==0.10.3,toml==0.10.2,tomli==2.0.1,toolz==0.12.0,torch==1.12.1+cu113,torchmetrics==0.3.2,tornado==6.2,tox==3.26.0,tqdm==4.64.1,traitlets==5.4.0,transformers==4.12.0,transformers4rec==0.1.14+26.g490d2764,treelite==2.3.0,treelite-runtime==2.3.0,tritonclient==2.25.0,typing-inspect==0.8.0,typing_extensions==4.3.0,urllib3==1.26.12,uvicorn==0.18.3,uvloop==0.17.0,virtualenv==20.16.5,wandb==0.13.3,watchfiles==0.17.0,wcwidth==0.2.5,webencodings==0.5.1,websocket-client==1.4.1,websockets==10.3,Werkzeug==2.2.2,wrapt==1.12.1,xgboost==1.6.2,yarl==1.8.1,zict==2.2.0,zipp==3.8.1,zope.event==4.5.0,zope.interface==5.4.0
py38-gpu run-test-pre: PYTHONHASHSEED='1149021862'
py38-gpu run-test: commands[0] | pip install --upgrade pip
Looking in indexes: https://pypi.org/simple, https://pypi.ngc.nvidia.com
Requirement already satisfied: pip in ./.tox/py38-gpu/lib/python3.8/site-packages (22.3.1)
py38-gpu run-test: commands[1] | pip install .
Looking in indexes: https://pypi.org/simple, https://pypi.ngc.nvidia.com
Processing /var/jenkins_home/workspace/transformers4rec_tests/transformers4rec
  Installing build dependencies: started
  Installing build dependencies: finished with status 'done'
  Getting requirements to build wheel: started
  Getting requirements to build wheel: finished with status 'done'
  Preparing metadata (pyproject.toml): started
  Preparing metadata (pyproject.toml): finished with status 'done'
Requirement already satisfied: tensorflow-metadata in ./.tox/py38-gpu/lib/python3.8/site-packages (from transformers4rec==0.1.14+26.g490d2764) (1.11.0)
Requirement already satisfied: numpy>=1.17.0 in ./.tox/py38-gpu/lib/python3.8/site-packages (from transformers4rec==0.1.14+26.g490d2764) (1.23.5)
Requirement already satisfied: betterproto<2.0.0 in ./.tox/py38-gpu/lib/python3.8/site-packages (from transformers4rec==0.1.14+26.g490d2764) (1.2.5)
Requirement already satisfied: transformers<4.19 in ./.tox/py38-gpu/lib/python3.8/site-packages (from transformers4rec==0.1.14+26.g490d2764) (4.18.0)
Requirement already satisfied: tqdm>=4.27 in ./.tox/py38-gpu/lib/python3.8/site-packages (from transformers4rec==0.1.14+26.g490d2764) (4.64.1)
Requirement already satisfied: pyarrow>=1.0 in ./.tox/py38-gpu/lib/python3.8/site-packages (from transformers4rec==0.1.14+26.g490d2764) (10.0.1)
Requirement already satisfied: stringcase in ./.tox/py38-gpu/lib/python3.8/site-packages (from betterproto<2.0.0->transformers4rec==0.1.14+26.g490d2764) (1.2.0)
Requirement already satisfied: grpclib in ./.tox/py38-gpu/lib/python3.8/site-packages (from betterproto<2.0.0->transformers4rec==0.1.14+26.g490d2764) (0.4.3)
Requirement already satisfied: filelock in ./.tox/py38-gpu/lib/python3.8/site-packages (from transformers<4.19->transformers4rec==0.1.14+26.g490d2764) (3.8.0)
Requirement already satisfied: tokenizers!=0.11.3,<0.13,>=0.11.1 in ./.tox/py38-gpu/lib/python3.8/site-packages (from transformers<4.19->transformers4rec==0.1.14+26.g490d2764) (0.12.1)
Requirement already satisfied: pyyaml>=5.1 in ./.tox/py38-gpu/lib/python3.8/site-packages (from transformers<4.19->transformers4rec==0.1.14+26.g490d2764) (6.0)
Requirement already satisfied: packaging>=20.0 in ./.tox/py38-gpu/lib/python3.8/site-packages (from transformers<4.19->transformers4rec==0.1.14+26.g490d2764) (21.3)
Requirement already satisfied: sacremoses in ./.tox/py38-gpu/lib/python3.8/site-packages (from transformers<4.19->transformers4rec==0.1.14+26.g490d2764) (0.0.53)
Requirement already satisfied: regex!=2019.12.17 in ./.tox/py38-gpu/lib/python3.8/site-packages (from transformers<4.19->transformers4rec==0.1.14+26.g490d2764) (2022.10.31)
Requirement already satisfied: huggingface-hub<1.0,>=0.1.0 in ./.tox/py38-gpu/lib/python3.8/site-packages (from transformers<4.19->transformers4rec==0.1.14+26.g490d2764) (0.11.0)
Requirement already satisfied: requests in ./.tox/py38-gpu/lib/python3.8/site-packages (from transformers<4.19->transformers4rec==0.1.14+26.g490d2764) (2.28.1)
Requirement already satisfied: googleapis-common-protos<2,>=1.52.0 in ./.tox/py38-gpu/lib/python3.8/site-packages (from tensorflow-metadata->transformers4rec==0.1.14+26.g490d2764) (1.57.0)
Requirement already satisfied: protobuf<4,>=3.13 in ./.tox/py38-gpu/lib/python3.8/site-packages (from tensorflow-metadata->transformers4rec==0.1.14+26.g490d2764) (3.20.3)
Requirement already satisfied: absl-py<2.0.0,>=0.9 in ./.tox/py38-gpu/lib/python3.8/site-packages (from tensorflow-metadata->transformers4rec==0.1.14+26.g490d2764) (1.3.0)
Requirement already satisfied: typing-extensions>=3.7.4.3 in ./.tox/py38-gpu/lib/python3.8/site-packages (from huggingface-hub<1.0,>=0.1.0->transformers<4.19->transformers4rec==0.1.14+26.g490d2764) (4.4.0)
Requirement already satisfied: pyparsing!=3.0.5,>=2.0.2 in ./.tox/py38-gpu/lib/python3.8/site-packages (from packaging>=20.0->transformers<4.19->transformers4rec==0.1.14+26.g490d2764) (3.0.9)
Requirement already satisfied: h2<5,>=3.1.0 in ./.tox/py38-gpu/lib/python3.8/site-packages (from grpclib->betterproto<2.0.0->transformers4rec==0.1.14+26.g490d2764) (4.1.0)
Requirement already satisfied: multidict in ./.tox/py38-gpu/lib/python3.8/site-packages (from grpclib->betterproto<2.0.0->transformers4rec==0.1.14+26.g490d2764) (6.0.2)
Requirement already satisfied: urllib3<1.27,>=1.21.1 in ./.tox/py38-gpu/lib/python3.8/site-packages (from requests->transformers<4.19->transformers4rec==0.1.14+26.g490d2764) (1.26.12)
Requirement already satisfied: charset-normalizer<3,>=2 in ./.tox/py38-gpu/lib/python3.8/site-packages (from requests->transformers<4.19->transformers4rec==0.1.14+26.g490d2764) (2.1.1)
Requirement already satisfied: certifi>=2017.4.17 in ./.tox/py38-gpu/lib/python3.8/site-packages (from requests->transformers<4.19->transformers4rec==0.1.14+26.g490d2764) (2022.9.24)
Requirement already satisfied: idna<4,>=2.5 in ./.tox/py38-gpu/lib/python3.8/site-packages (from requests->transformers<4.19->transformers4rec==0.1.14+26.g490d2764) (3.4)
Requirement already satisfied: six in ./.tox/py38-gpu/lib/python3.8/site-packages (from sacremoses->transformers<4.19->transformers4rec==0.1.14+26.g490d2764) (1.16.0)
Requirement already satisfied: joblib in ./.tox/py38-gpu/lib/python3.8/site-packages (from sacremoses->transformers<4.19->transformers4rec==0.1.14+26.g490d2764) (1.2.0)
Requirement already satisfied: click in ./.tox/py38-gpu/lib/python3.8/site-packages (from sacremoses->transformers<4.19->transformers4rec==0.1.14+26.g490d2764) (8.1.3)
Requirement already satisfied: hyperframe<7,>=6.0 in ./.tox/py38-gpu/lib/python3.8/site-packages (from h2<5,>=3.1.0->grpclib->betterproto<2.0.0->transformers4rec==0.1.14+26.g490d2764) (6.0.1)
Requirement already satisfied: hpack<5,>=4.0 in ./.tox/py38-gpu/lib/python3.8/site-packages (from h2<5,>=3.1.0->grpclib->betterproto<2.0.0->transformers4rec==0.1.14+26.g490d2764) (4.0.0)
Building wheels for collected packages: transformers4rec
  Building wheel for transformers4rec (pyproject.toml): started
  Building wheel for transformers4rec (pyproject.toml): finished with status 'done'
  Created wheel for transformers4rec: filename=transformers4rec-0.1.14+26.g490d2764-py3-none-any.whl size=217199 sha256=40e4a10597885f842c33fae0e8dd109c8462d55041b24d8b65e00366f1b48e75
  Stored in directory: /tmp/pip-ephem-wheel-cache-yj36xt3o/wheels/cb/5d/b4/e081835ae498194a418e957657f998bdff0fa2bd103855a861
Successfully built transformers4rec
Installing collected packages: transformers4rec
  Attempting uninstall: transformers4rec
    Found existing installation: transformers4rec 0.1.14+26.g490d2764
    Uninstalling transformers4rec-0.1.14+26.g490d2764:
      Successfully uninstalled transformers4rec-0.1.14+26.g490d2764
Successfully installed transformers4rec-0.1.14+26.g490d2764
___________________________________ summary ____________________________________
  py38-gpu: commands succeeded
  congratulations :)
Performing Post build task...
Match found for : : True
Logical operation result is TRUE
Running script  : #!/bin/bash
cd /var/jenkins_home/
CUDA_VISIBLE_DEVICES=2 python test_res_push.py "https://api.GitHub.com/repos/NVIDIA-Merlin/Transformers4Rec/issues/$ghprbPullId/comments" "/var/jenkins_home/jobs/$JOB_NAME/builds/$BUILD_NUMBER/log" 
[transformers4rec_tests] $ /bin/bash /tmp/jenkins8906881924199894718.sh

@nvidia-merlin-bot
Copy link

Click to view CI Results
GitHub pull request #551 of commit d7de59f4197b196fe824350770befed12e3cc17f, no merge conflicts.
Running as SYSTEM
Setting status of d7de59f4197b196fe824350770befed12e3cc17f to PENDING with url http://merlin-infra1.nvidia.com:8080/job/transformers4rec_tests/342/ and message: 'Build started for merge commit.'
Using context: Jenkins Unit Test Run
Building on master in workspace /var/jenkins_home/workspace/transformers4rec_tests
using credential nvidia-merlin-bot
Cloning the remote Git repository
Cloning repository https://github.com/NVIDIA-Merlin/Transformers4Rec.git
 > git init /var/jenkins_home/workspace/transformers4rec_tests/transformers4rec # timeout=10
Fetching upstream changes from https://github.com/NVIDIA-Merlin/Transformers4Rec.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/Transformers4Rec.git +refs/heads/*:refs/remotes/origin/* # timeout=10
 > git config remote.origin.url https://github.com/NVIDIA-Merlin/Transformers4Rec.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/Transformers4Rec.git # timeout=10
Fetching upstream changes from https://github.com/NVIDIA-Merlin/Transformers4Rec.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/Transformers4Rec.git +refs/pull/551/*:refs/remotes/origin/pr/551/* # timeout=10
 > git rev-parse d7de59f4197b196fe824350770befed12e3cc17f^{commit} # timeout=10
Checking out Revision d7de59f4197b196fe824350770befed12e3cc17f (detached)
 > git config core.sparsecheckout # timeout=10
 > git checkout -f d7de59f4197b196fe824350770befed12e3cc17f # timeout=10
Commit message: "update masking tests"
 > git rev-list --no-walk 490d2764d0224d5ab9b3f39287a016293878df6b # timeout=10
[transformers4rec_tests] $ /bin/bash /tmp/jenkins18013279849743190673.sh
GLOB sdist-make: /var/jenkins_home/workspace/transformers4rec_tests/transformers4rec/setup.py
py38-gpu create: /var/jenkins_home/workspace/transformers4rec_tests/transformers4rec/.tox/py38-gpu
py38-gpu inst: /var/jenkins_home/workspace/transformers4rec_tests/transformers4rec/.tox/.tmp/package/1/transformers4rec-0.1.14+27.gd7de59f4.zip
WARNING: Discarding $PYTHONPATH from environment, to override specify PYTHONPATH in 'passenv' in your configuration.
py38-gpu installed: absl-py==1.2.0,aiohttp==3.8.1,aiosignal==1.2.0,alabaster==0.7.12,alembic==1.8.1,anyio==3.6.1,argon2-cffi==21.3.0,argon2-cffi-bindings==21.2.0,astroid==2.5.6,asttokens==2.0.8,astunparse==1.6.3,asv==0.5.1,asvdb==0.4.2,async-timeout==4.0.2,attrs==22.1.0,autopage==0.5.1,awscli==1.27.15,Babel==2.10.3,backcall==0.2.0,beautifulsoup4==4.11.1,betterproto==1.2.5,bleach==5.0.1,boto3==1.24.75,botocore==1.29.15,Brotli==1.0.9,cachetools==5.2.0,certifi==2022.9.24,cffi==1.15.1,charset-normalizer==2.1.1,click==8.1.3,cliff==4.1.0,cloudpickle==2.2.0,cmaes==0.9.0,cmake==3.24.1.1,cmd2==2.4.2,colorama==0.4.4,colorlog==6.7.0,contourpy==1.0.5,coverage==6.5.0,cuda-python==11.7.1,cupy-cuda117==10.6.0,cycler==0.11.0,Cython==0.29.32,dask==2022.1.1,debugpy==1.6.3,decorator==5.1.1,defusedxml==0.7.1,dill==0.3.5.1,distlib==0.3.6,distributed==2022.5.1,distro==1.7.0,docker-pycreds==0.4.0,docutils==0.16,entrypoints==0.4,execnet==1.9.0,executing==1.0.0,faiss==1.7.2,faiss-gpu==1.7.2,fastai==2.7.9,fastapi==0.85.0,fastavro==1.6.1,fastcore==1.5.27,fastdownload==0.0.7,fastjsonschema==2.16.1,fastprogress==1.0.3,fastrlock==0.8,feast==0.19.4,fiddle==0.2.2,filelock==3.8.0,flatbuffers==1.12,fonttools==4.37.3,frozenlist==1.3.1,fsspec==2022.5.0,gast==0.4.0,gevent==21.12.0,geventhttpclient==2.0.2,gitdb==4.0.9,GitPython==3.1.27,google-api-core==2.10.1,google-auth==2.11.1,google-auth-oauthlib==0.4.6,google-pasta==0.2.0,googleapis-common-protos==1.52.0,graphviz==0.20.1,greenlet==1.1.3,grpcio==1.41.0,grpcio-channelz==1.49.0,grpcio-reflection==1.48.1,grpclib==0.4.3,h11==0.13.0,h2==4.1.0,h5py==3.7.0,HeapDict==1.0.1,horovod==0.26.1,hpack==4.0.0,httptools==0.5.0,hugectr2onnx==0.0.0,huggingface-hub==0.9.1,hyperframe==6.0.1,idna==3.4,imagesize==1.4.1,implicit==0.6.1,importlib-metadata==4.12.0,importlib-resources==5.9.0,iniconfig==1.1.1,ipykernel==6.15.3,ipython==8.5.0,ipython-genutils==0.2.0,jedi==0.18.1,Jinja2==3.1.2,jmespath==1.0.1,joblib==1.2.0,json5==0.9.10,jsonschema==4.16.0,jupyter-core==4.11.1,jupyter-server==1.18.1,jupyter_client==7.3.5,jupyterlab==3.4.7,jupyterlab-pygments==0.2.2,jupyterlab_server==2.15.1,keras==2.9.0,Keras-Preprocessing==1.1.2,kiwisolver==1.4.4,lazy-object-proxy==1.8.0,libclang==14.0.6,libcst==0.4.7,lightfm==1.16,lightgbm==3.3.2,llvmlite==0.39.1,locket==1.0.0,lxml==4.9.1,Mako==1.2.4,Markdown==3.4.1,MarkupSafe==2.1.1,matplotlib==3.6.0,matplotlib-inline==0.1.6,merlin-core==0.6.0+1.g5926fcf,merlin-models==0.7.0+11.g280956aa4,merlin-systems==0.5.0+4.g15074ad,mistune==2.0.4,mmh3==3.0.0,mpi4py==3.1.3,msgpack==1.0.4,multidict==6.0.2,mypy-extensions==0.4.3,nbclassic==0.4.3,nbclient==0.6.8,nbconvert==7.0.0,nbformat==5.5.0,nest-asyncio==1.5.5,ninja==1.10.2.3,notebook==6.4.12,notebook-shim==0.1.0,numba==0.56.2,numpy==1.22.4,nvidia-pyindex==1.0.9,nvtabular==1.4.0+8.g95e12d347,nvtx==0.2.5,oauthlib==3.2.1,oldest-supported-numpy==2022.8.16,onnx==1.12.0,onnxruntime==1.11.1,opt-einsum==3.3.0,optuna==3.0.3,packaging==21.3,pandas==1.3.5,pandavro==1.5.2,pandocfilters==1.5.0,parso==0.8.3,partd==1.3.0,pathtools==0.1.2,pbr==5.11.0,pexpect==4.8.0,pickleshare==0.7.5,Pillow==9.2.0,pkgutil_resolve_name==1.3.10,platformdirs==2.5.2,plotly==5.11.0,pluggy==1.0.0,prettytable==3.5.0,prometheus-client==0.14.1,promise==2.3,prompt-toolkit==3.0.31,proto-plus==1.19.6,protobuf==3.19.5,psutil==5.9.2,ptyprocess==0.7.0,pure-eval==0.2.2,py==1.11.0,pyarrow==7.0.0,pyasn1==0.4.8,pyasn1-modules==0.2.8,pybind11==2.10.0,pycparser==2.21,pydantic==1.10.2,pydot==1.4.2,Pygments==2.13.0,pynvml==11.4.1,pyparsing==3.0.9,pyperclip==1.8.2,pyrsistent==0.18.1,pytest==7.1.3,pytest-cov==4.0.0,pytest-xdist==3.0.2,python-dateutil==2.8.2,python-dotenv==0.21.0,python-rapidjson==1.8,pytz==2022.2.1,PyYAML==5.4.1,pyzmq==24.0.0,regex==2022.9.13,requests==2.28.1,requests-oauthlib==1.3.1,rsa==4.7.2,s3transfer==0.6.0,sacremoses==0.0.53,scikit-build==0.15.0,scikit-learn==1.1.2,scipy==1.8.1,Send2Trash==1.8.0,sentry-sdk==1.9.8,setproctitle==1.3.2,setuptools-scm==7.0.5,shortuuid==1.0.9,six==1.16.0,sklearn==0.0,smmap==5.0.0,sniffio==1.3.0,snowballstemmer==2.2.0,sortedcontainers==2.4.0,soupsieve==2.3.2.post1,Sphinx==5.3.0,sphinx-multiversion==0.2.4,sphinxcontrib-applehelp==1.0.2,sphinxcontrib-devhelp==1.0.2,sphinxcontrib-htmlhelp==2.0.0,sphinxcontrib-jsmath==1.0.1,sphinxcontrib-qthelp==1.0.3,sphinxcontrib-serializinghtml==1.1.5,SQLAlchemy==1.4.44,stack-data==0.5.0,starlette==0.20.4,stevedore==4.1.1,stringcase==1.2.0,tabulate==0.8.10,tblib==1.7.0,tenacity==8.0.1,tensorboard==2.9.1,tensorboard-data-server==0.6.1,tensorboard-plugin-wit==1.8.1,tensorflow-estimator==2.9.0,tensorflow-gpu==2.9.2,tensorflow-io-gcs-filesystem==0.27.0,tensorflow-metadata==1.10.0,termcolor==2.0.1,terminado==0.15.0,testbook==0.4.2,threadpoolctl==3.1.0,tinycss2==1.1.1,tokenizers==0.10.3,toml==0.10.2,tomli==2.0.1,toolz==0.12.0,torch==1.12.1+cu113,torchmetrics==0.3.2,tornado==6.2,tox==3.26.0,tqdm==4.64.1,traitlets==5.4.0,transformers==4.12.0,transformers4rec==0.1.14+27.gd7de59f4,treelite==2.3.0,treelite-runtime==2.3.0,tritonclient==2.25.0,typing-inspect==0.8.0,typing_extensions==4.3.0,urllib3==1.26.12,uvicorn==0.18.3,uvloop==0.17.0,virtualenv==20.16.5,wandb==0.13.3,watchfiles==0.17.0,wcwidth==0.2.5,webencodings==0.5.1,websocket-client==1.4.1,websockets==10.3,Werkzeug==2.2.2,wrapt==1.12.1,xgboost==1.6.2,yarl==1.8.1,zict==2.2.0,zipp==3.8.1,zope.event==4.5.0,zope.interface==5.4.0
py38-gpu run-test-pre: PYTHONHASHSEED='2787404913'
py38-gpu run-test: commands[0] | pip install --upgrade pip
Looking in indexes: https://pypi.org/simple, https://pypi.ngc.nvidia.com
Requirement already satisfied: pip in ./.tox/py38-gpu/lib/python3.8/site-packages (22.3.1)
py38-gpu run-test: commands[1] | pip install .
Looking in indexes: https://pypi.org/simple, https://pypi.ngc.nvidia.com
Processing /var/jenkins_home/workspace/transformers4rec_tests/transformers4rec
  Installing build dependencies: started
  Installing build dependencies: finished with status 'done'
  Getting requirements to build wheel: started
  Getting requirements to build wheel: finished with status 'done'
  Preparing metadata (pyproject.toml): started
  Preparing metadata (pyproject.toml): finished with status 'done'
Requirement already satisfied: tensorflow-metadata in ./.tox/py38-gpu/lib/python3.8/site-packages (from transformers4rec==0.1.14+27.gd7de59f4) (1.11.0)
Requirement already satisfied: tqdm>=4.27 in ./.tox/py38-gpu/lib/python3.8/site-packages (from transformers4rec==0.1.14+27.gd7de59f4) (4.64.1)
Requirement already satisfied: betterproto<2.0.0 in ./.tox/py38-gpu/lib/python3.8/site-packages (from transformers4rec==0.1.14+27.gd7de59f4) (1.2.5)
Requirement already satisfied: pyarrow>=1.0 in ./.tox/py38-gpu/lib/python3.8/site-packages (from transformers4rec==0.1.14+27.gd7de59f4) (10.0.1)
Requirement already satisfied: transformers<4.19 in ./.tox/py38-gpu/lib/python3.8/site-packages (from transformers4rec==0.1.14+27.gd7de59f4) (4.18.0)
Requirement already satisfied: numpy>=1.17.0 in ./.tox/py38-gpu/lib/python3.8/site-packages (from transformers4rec==0.1.14+27.gd7de59f4) (1.23.5)
Requirement already satisfied: stringcase in ./.tox/py38-gpu/lib/python3.8/site-packages (from betterproto<2.0.0->transformers4rec==0.1.14+27.gd7de59f4) (1.2.0)
Requirement already satisfied: grpclib in ./.tox/py38-gpu/lib/python3.8/site-packages (from betterproto<2.0.0->transformers4rec==0.1.14+27.gd7de59f4) (0.4.3)
Requirement already satisfied: pyyaml>=5.1 in ./.tox/py38-gpu/lib/python3.8/site-packages (from transformers<4.19->transformers4rec==0.1.14+27.gd7de59f4) (6.0)
Requirement already satisfied: tokenizers!=0.11.3,<0.13,>=0.11.1 in ./.tox/py38-gpu/lib/python3.8/site-packages (from transformers<4.19->transformers4rec==0.1.14+27.gd7de59f4) (0.12.1)
Requirement already satisfied: packaging>=20.0 in ./.tox/py38-gpu/lib/python3.8/site-packages (from transformers<4.19->transformers4rec==0.1.14+27.gd7de59f4) (21.3)
Requirement already satisfied: sacremoses in ./.tox/py38-gpu/lib/python3.8/site-packages (from transformers<4.19->transformers4rec==0.1.14+27.gd7de59f4) (0.0.53)
Requirement already satisfied: filelock in ./.tox/py38-gpu/lib/python3.8/site-packages (from transformers<4.19->transformers4rec==0.1.14+27.gd7de59f4) (3.8.0)
Requirement already satisfied: huggingface-hub<1.0,>=0.1.0 in ./.tox/py38-gpu/lib/python3.8/site-packages (from transformers<4.19->transformers4rec==0.1.14+27.gd7de59f4) (0.11.0)
Requirement already satisfied: regex!=2019.12.17 in ./.tox/py38-gpu/lib/python3.8/site-packages (from transformers<4.19->transformers4rec==0.1.14+27.gd7de59f4) (2022.10.31)
Requirement already satisfied: requests in ./.tox/py38-gpu/lib/python3.8/site-packages (from transformers<4.19->transformers4rec==0.1.14+27.gd7de59f4) (2.28.1)
Requirement already satisfied: absl-py<2.0.0,>=0.9 in ./.tox/py38-gpu/lib/python3.8/site-packages (from tensorflow-metadata->transformers4rec==0.1.14+27.gd7de59f4) (1.3.0)
Requirement already satisfied: googleapis-common-protos<2,>=1.52.0 in ./.tox/py38-gpu/lib/python3.8/site-packages (from tensorflow-metadata->transformers4rec==0.1.14+27.gd7de59f4) (1.57.0)
Requirement already satisfied: protobuf<4,>=3.13 in ./.tox/py38-gpu/lib/python3.8/site-packages (from tensorflow-metadata->transformers4rec==0.1.14+27.gd7de59f4) (3.20.3)
Requirement already satisfied: typing-extensions>=3.7.4.3 in ./.tox/py38-gpu/lib/python3.8/site-packages (from huggingface-hub<1.0,>=0.1.0->transformers<4.19->transformers4rec==0.1.14+27.gd7de59f4) (4.4.0)
Requirement already satisfied: pyparsing!=3.0.5,>=2.0.2 in ./.tox/py38-gpu/lib/python3.8/site-packages (from packaging>=20.0->transformers<4.19->transformers4rec==0.1.14+27.gd7de59f4) (3.0.9)
Requirement already satisfied: multidict in ./.tox/py38-gpu/lib/python3.8/site-packages (from grpclib->betterproto<2.0.0->transformers4rec==0.1.14+27.gd7de59f4) (6.0.2)
Requirement already satisfied: h2<5,>=3.1.0 in ./.tox/py38-gpu/lib/python3.8/site-packages (from grpclib->betterproto<2.0.0->transformers4rec==0.1.14+27.gd7de59f4) (4.1.0)
Requirement already satisfied: charset-normalizer<3,>=2 in ./.tox/py38-gpu/lib/python3.8/site-packages (from requests->transformers<4.19->transformers4rec==0.1.14+27.gd7de59f4) (2.1.1)
Requirement already satisfied: certifi>=2017.4.17 in ./.tox/py38-gpu/lib/python3.8/site-packages (from requests->transformers<4.19->transformers4rec==0.1.14+27.gd7de59f4) (2022.9.24)
Requirement already satisfied: urllib3<1.27,>=1.21.1 in ./.tox/py38-gpu/lib/python3.8/site-packages (from requests->transformers<4.19->transformers4rec==0.1.14+27.gd7de59f4) (1.26.12)
Requirement already satisfied: idna<4,>=2.5 in ./.tox/py38-gpu/lib/python3.8/site-packages (from requests->transformers<4.19->transformers4rec==0.1.14+27.gd7de59f4) (3.4)
Requirement already satisfied: click in ./.tox/py38-gpu/lib/python3.8/site-packages (from sacremoses->transformers<4.19->transformers4rec==0.1.14+27.gd7de59f4) (8.1.3)
Requirement already satisfied: joblib in ./.tox/py38-gpu/lib/python3.8/site-packages (from sacremoses->transformers<4.19->transformers4rec==0.1.14+27.gd7de59f4) (1.2.0)
Requirement already satisfied: six in ./.tox/py38-gpu/lib/python3.8/site-packages (from sacremoses->transformers<4.19->transformers4rec==0.1.14+27.gd7de59f4) (1.16.0)
Requirement already satisfied: hyperframe<7,>=6.0 in ./.tox/py38-gpu/lib/python3.8/site-packages (from h2<5,>=3.1.0->grpclib->betterproto<2.0.0->transformers4rec==0.1.14+27.gd7de59f4) (6.0.1)
Requirement already satisfied: hpack<5,>=4.0 in ./.tox/py38-gpu/lib/python3.8/site-packages (from h2<5,>=3.1.0->grpclib->betterproto<2.0.0->transformers4rec==0.1.14+27.gd7de59f4) (4.0.0)
Building wheels for collected packages: transformers4rec
  Building wheel for transformers4rec (pyproject.toml): started
  Building wheel for transformers4rec (pyproject.toml): finished with status 'done'
  Created wheel for transformers4rec: filename=transformers4rec-0.1.14+27.gd7de59f4-py3-none-any.whl size=217198 sha256=d84b27264f2f8b90b108766c124c25c690e93897eec267f518b3fa6805350ed6
  Stored in directory: /tmp/pip-ephem-wheel-cache-d26swy2v/wheels/cb/5d/b4/e081835ae498194a418e957657f998bdff0fa2bd103855a861
Successfully built transformers4rec
Installing collected packages: transformers4rec
  Attempting uninstall: transformers4rec
    Found existing installation: transformers4rec 0.1.14+27.gd7de59f4
    Uninstalling transformers4rec-0.1.14+27.gd7de59f4:
      Successfully uninstalled transformers4rec-0.1.14+27.gd7de59f4
Successfully installed transformers4rec-0.1.14+27.gd7de59f4
___________________________________ summary ____________________________________
  py38-gpu: commands succeeded
  congratulations :)
Performing Post build task...
Match found for : : True
Logical operation result is TRUE
Running script  : #!/bin/bash
cd /var/jenkins_home/
CUDA_VISIBLE_DEVICES=2 python test_res_push.py "https://api.GitHub.com/repos/NVIDIA-Merlin/Transformers4Rec/issues/$ghprbPullId/comments" "/var/jenkins_home/jobs/$JOB_NAME/builds/$BUILD_NUMBER/log" 
[transformers4rec_tests] $ /bin/bash /tmp/jenkins12185400512009097628.sh

@github-actions
Copy link

Documentation preview

https://nvidia-merlin.github.io/Transformers4Rec/review/pr-551

@nvidia-merlin-bot
Copy link

Click to view CI Results
GitHub pull request #551 of commit 06d2ce17bc559d9835e0849b10f65440bf72b73e, no merge conflicts.
Running as SYSTEM
Setting status of 06d2ce17bc559d9835e0849b10f65440bf72b73e to PENDING with url http://merlin-infra1.nvidia.com:8080/job/transformers4rec_tests/347/ and message: 'Build started for merge commit.'
Using context: Jenkins Unit Test Run
Building on master in workspace /var/jenkins_home/workspace/transformers4rec_tests
using credential nvidia-merlin-bot
Cloning the remote Git repository
Cloning repository https://github.com/NVIDIA-Merlin/Transformers4Rec.git
 > git init /var/jenkins_home/workspace/transformers4rec_tests/transformers4rec # timeout=10
Fetching upstream changes from https://github.com/NVIDIA-Merlin/Transformers4Rec.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/Transformers4Rec.git +refs/heads/*:refs/remotes/origin/* # timeout=10
 > git config remote.origin.url https://github.com/NVIDIA-Merlin/Transformers4Rec.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/Transformers4Rec.git # timeout=10
Fetching upstream changes from https://github.com/NVIDIA-Merlin/Transformers4Rec.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/Transformers4Rec.git +refs/pull/551/*:refs/remotes/origin/pr/551/* # timeout=10
 > git rev-parse 06d2ce17bc559d9835e0849b10f65440bf72b73e^{commit} # timeout=10
Checking out Revision 06d2ce17bc559d9835e0849b10f65440bf72b73e (detached)
 > git config core.sparsecheckout # timeout=10
 > git checkout -f 06d2ce17bc559d9835e0849b10f65440bf72b73e # timeout=10
Commit message: "Merge branch 'main' into fix-inference"
 > git rev-list --no-walk e8c395745e4f4b68d6c71a7c1862bb6b89c7f72a # timeout=10
First time build. Skipping changelog.
[transformers4rec_tests] $ /bin/bash /tmp/jenkins1136781655004093802.sh
GLOB sdist-make: /var/jenkins_home/workspace/transformers4rec_tests/transformers4rec/setup.py
py38-gpu create: /var/jenkins_home/workspace/transformers4rec_tests/transformers4rec/.tox/py38-gpu
py38-gpu inst: /var/jenkins_home/workspace/transformers4rec_tests/transformers4rec/.tox/.tmp/package/1/transformers4rec-0.1.14+29.g06d2ce17.zip
WARNING: Discarding $PYTHONPATH from environment, to override specify PYTHONPATH in 'passenv' in your configuration.
py38-gpu installed: absl-py==1.2.0,aiohttp==3.8.1,aiosignal==1.2.0,alabaster==0.7.12,alembic==1.8.1,anyio==3.6.1,argon2-cffi==21.3.0,argon2-cffi-bindings==21.2.0,astroid==2.5.6,asttokens==2.0.8,astunparse==1.6.3,asv==0.5.1,asvdb==0.4.2,async-timeout==4.0.2,attrs==22.1.0,autopage==0.5.1,awscli==1.27.16,Babel==2.10.3,backcall==0.2.0,beautifulsoup4==4.11.1,betterproto==1.2.5,bleach==5.0.1,boto3==1.24.75,botocore==1.29.16,Brotli==1.0.9,cachetools==5.2.0,certifi==2022.9.24,cffi==1.15.1,charset-normalizer==2.1.1,click==8.1.3,cliff==4.1.0,cloudpickle==2.2.0,cmaes==0.9.0,cmake==3.24.1.1,cmd2==2.4.2,colorama==0.4.4,colorlog==6.7.0,contourpy==1.0.5,coverage==6.5.0,cuda-python==11.7.1,cupy-cuda117==10.6.0,cycler==0.11.0,Cython==0.29.32,dask==2022.1.1,debugpy==1.6.3,decorator==5.1.1,defusedxml==0.7.1,dill==0.3.5.1,distlib==0.3.6,distributed==2022.5.1,distro==1.7.0,docker-pycreds==0.4.0,docutils==0.16,entrypoints==0.4,execnet==1.9.0,executing==1.0.0,faiss==1.7.2,faiss-gpu==1.7.2,fastai==2.7.9,fastapi==0.85.0,fastavro==1.6.1,fastcore==1.5.27,fastdownload==0.0.7,fastjsonschema==2.16.1,fastprogress==1.0.3,fastrlock==0.8,feast==0.19.4,fiddle==0.2.2,filelock==3.8.0,flatbuffers==1.12,fonttools==4.37.3,frozenlist==1.3.1,fsspec==2022.5.0,gast==0.4.0,gevent==21.12.0,geventhttpclient==2.0.2,gitdb==4.0.9,GitPython==3.1.27,google-api-core==2.10.1,google-auth==2.11.1,google-auth-oauthlib==0.4.6,google-pasta==0.2.0,googleapis-common-protos==1.52.0,graphviz==0.20.1,greenlet==1.1.3,grpcio==1.41.0,grpcio-channelz==1.49.0,grpcio-reflection==1.48.1,grpclib==0.4.3,h11==0.13.0,h2==4.1.0,h5py==3.7.0,HeapDict==1.0.1,horovod==0.26.1,hpack==4.0.0,httptools==0.5.0,hugectr2onnx==0.0.0,huggingface-hub==0.9.1,hyperframe==6.0.1,idna==3.4,imagesize==1.4.1,implicit==0.6.1,importlib-metadata==4.12.0,importlib-resources==5.9.0,iniconfig==1.1.1,ipykernel==6.15.3,ipython==8.5.0,ipython-genutils==0.2.0,jedi==0.18.1,Jinja2==3.1.2,jmespath==1.0.1,joblib==1.2.0,json5==0.9.10,jsonschema==4.16.0,jupyter-core==4.11.1,jupyter-server==1.18.1,jupyter_client==7.3.5,jupyterlab==3.4.7,jupyterlab-pygments==0.2.2,jupyterlab_server==2.15.1,keras==2.9.0,Keras-Preprocessing==1.1.2,kiwisolver==1.4.4,lazy-object-proxy==1.8.0,libclang==14.0.6,libcst==0.4.7,lightfm==1.16,lightgbm==3.3.2,llvmlite==0.39.1,locket==1.0.0,lxml==4.9.1,Mako==1.2.4,Markdown==3.4.1,MarkupSafe==2.1.1,matplotlib==3.6.0,matplotlib-inline==0.1.6,merlin-core==0.6.0+1.g5926fcf,merlin-models==0.7.0+11.g280956aa4,merlin-systems==0.5.0+4.g15074ad,mistune==2.0.4,mmh3==3.0.0,mpi4py==3.1.3,msgpack==1.0.4,multidict==6.0.2,mypy-extensions==0.4.3,nbclassic==0.4.3,nbclient==0.6.8,nbconvert==7.0.0,nbformat==5.5.0,nest-asyncio==1.5.5,ninja==1.10.2.3,notebook==6.4.12,notebook-shim==0.1.0,numba==0.56.2,numpy==1.22.4,nvidia-pyindex==1.0.9,nvtabular==1.4.0+8.g95e12d347,nvtx==0.2.5,oauthlib==3.2.1,oldest-supported-numpy==2022.8.16,onnx==1.12.0,onnxruntime==1.11.1,opt-einsum==3.3.0,optuna==3.0.3,packaging==21.3,pandas==1.3.5,pandavro==1.5.2,pandocfilters==1.5.0,parso==0.8.3,partd==1.3.0,pathtools==0.1.2,pbr==5.11.0,pexpect==4.8.0,pickleshare==0.7.5,Pillow==9.2.0,pkgutil_resolve_name==1.3.10,platformdirs==2.5.2,plotly==5.11.0,pluggy==1.0.0,prettytable==3.5.0,prometheus-client==0.14.1,promise==2.3,prompt-toolkit==3.0.31,proto-plus==1.19.6,protobuf==3.19.5,psutil==5.9.2,ptyprocess==0.7.0,pure-eval==0.2.2,py==1.11.0,pyarrow==7.0.0,pyasn1==0.4.8,pyasn1-modules==0.2.8,pybind11==2.10.0,pycparser==2.21,pydantic==1.10.2,pydot==1.4.2,Pygments==2.13.0,pynvml==11.4.1,pyparsing==3.0.9,pyperclip==1.8.2,pyrsistent==0.18.1,pytest==7.1.3,pytest-cov==4.0.0,pytest-xdist==3.0.2,python-dateutil==2.8.2,python-dotenv==0.21.0,python-rapidjson==1.8,pytz==2022.2.1,PyYAML==5.4.1,pyzmq==24.0.0,regex==2022.9.13,requests==2.28.1,requests-oauthlib==1.3.1,rsa==4.7.2,s3transfer==0.6.0,sacremoses==0.0.53,scikit-build==0.15.0,scikit-learn==1.1.2,scipy==1.8.1,Send2Trash==1.8.0,sentry-sdk==1.9.8,setproctitle==1.3.2,setuptools-scm==7.0.5,shortuuid==1.0.9,six==1.16.0,sklearn==0.0,smmap==5.0.0,sniffio==1.3.0,snowballstemmer==2.2.0,sortedcontainers==2.4.0,soupsieve==2.3.2.post1,Sphinx==5.3.0,sphinx-multiversion==0.2.4,sphinxcontrib-applehelp==1.0.2,sphinxcontrib-devhelp==1.0.2,sphinxcontrib-htmlhelp==2.0.0,sphinxcontrib-jsmath==1.0.1,sphinxcontrib-qthelp==1.0.3,sphinxcontrib-serializinghtml==1.1.5,SQLAlchemy==1.4.44,stack-data==0.5.0,starlette==0.20.4,stevedore==4.1.1,stringcase==1.2.0,tabulate==0.8.10,tblib==1.7.0,tenacity==8.0.1,tensorboard==2.9.1,tensorboard-data-server==0.6.1,tensorboard-plugin-wit==1.8.1,tensorflow-estimator==2.9.0,tensorflow-gpu==2.9.2,tensorflow-io-gcs-filesystem==0.27.0,tensorflow-metadata==1.10.0,termcolor==2.0.1,terminado==0.15.0,testbook==0.4.2,threadpoolctl==3.1.0,tinycss2==1.1.1,tokenizers==0.10.3,toml==0.10.2,tomli==2.0.1,toolz==0.12.0,torch==1.12.1+cu113,torchmetrics==0.3.2,tornado==6.2,tox==3.26.0,tqdm==4.64.1,traitlets==5.4.0,transformers==4.12.0,transformers4rec==0.1.14+29.g06d2ce17,treelite==2.3.0,treelite-runtime==2.3.0,tritonclient==2.25.0,typing-inspect==0.8.0,typing_extensions==4.3.0,urllib3==1.26.12,uvicorn==0.18.3,uvloop==0.17.0,virtualenv==20.16.5,wandb==0.13.3,watchfiles==0.17.0,wcwidth==0.2.5,webencodings==0.5.1,websocket-client==1.4.1,websockets==10.3,Werkzeug==2.2.2,wrapt==1.12.1,xgboost==1.6.2,yarl==1.8.1,zict==2.2.0,zipp==3.8.1,zope.event==4.5.0,zope.interface==5.4.0
py38-gpu run-test-pre: PYTHONHASHSEED='432279885'
py38-gpu run-test: commands[0] | pip install --upgrade pip
Looking in indexes: https://pypi.org/simple, https://pypi.ngc.nvidia.com
Requirement already satisfied: pip in ./.tox/py38-gpu/lib/python3.8/site-packages (22.3.1)
py38-gpu run-test: commands[1] | pip install .
Looking in indexes: https://pypi.org/simple, https://pypi.ngc.nvidia.com
Processing /var/jenkins_home/workspace/transformers4rec_tests/transformers4rec
  Installing build dependencies: started
  Installing build dependencies: finished with status 'done'
  Getting requirements to build wheel: started
  Getting requirements to build wheel: finished with status 'done'
  Preparing metadata (pyproject.toml): started
  Preparing metadata (pyproject.toml): finished with status 'done'
Requirement already satisfied: tensorflow-metadata in ./.tox/py38-gpu/lib/python3.8/site-packages (from transformers4rec==0.1.14+29.g06d2ce17) (1.11.0)
Requirement already satisfied: betterproto<2.0.0 in ./.tox/py38-gpu/lib/python3.8/site-packages (from transformers4rec==0.1.14+29.g06d2ce17) (1.2.5)
Requirement already satisfied: tqdm>=4.27 in ./.tox/py38-gpu/lib/python3.8/site-packages (from transformers4rec==0.1.14+29.g06d2ce17) (4.64.1)
Requirement already satisfied: transformers<4.19 in ./.tox/py38-gpu/lib/python3.8/site-packages (from transformers4rec==0.1.14+29.g06d2ce17) (4.18.0)
Requirement already satisfied: numpy>=1.17.0 in ./.tox/py38-gpu/lib/python3.8/site-packages (from transformers4rec==0.1.14+29.g06d2ce17) (1.23.5)
Requirement already satisfied: pyarrow>=1.0 in ./.tox/py38-gpu/lib/python3.8/site-packages (from transformers4rec==0.1.14+29.g06d2ce17) (10.0.1)
Requirement already satisfied: stringcase in ./.tox/py38-gpu/lib/python3.8/site-packages (from betterproto<2.0.0->transformers4rec==0.1.14+29.g06d2ce17) (1.2.0)
Requirement already satisfied: grpclib in ./.tox/py38-gpu/lib/python3.8/site-packages (from betterproto<2.0.0->transformers4rec==0.1.14+29.g06d2ce17) (0.4.3)
Requirement already satisfied: tokenizers!=0.11.3,<0.13,>=0.11.1 in ./.tox/py38-gpu/lib/python3.8/site-packages (from transformers<4.19->transformers4rec==0.1.14+29.g06d2ce17) (0.12.1)
Requirement already satisfied: huggingface-hub<1.0,>=0.1.0 in ./.tox/py38-gpu/lib/python3.8/site-packages (from transformers<4.19->transformers4rec==0.1.14+29.g06d2ce17) (0.11.0)
Requirement already satisfied: sacremoses in ./.tox/py38-gpu/lib/python3.8/site-packages (from transformers<4.19->transformers4rec==0.1.14+29.g06d2ce17) (0.0.53)
Requirement already satisfied: pyyaml>=5.1 in ./.tox/py38-gpu/lib/python3.8/site-packages (from transformers<4.19->transformers4rec==0.1.14+29.g06d2ce17) (6.0)
Requirement already satisfied: packaging>=20.0 in ./.tox/py38-gpu/lib/python3.8/site-packages (from transformers<4.19->transformers4rec==0.1.14+29.g06d2ce17) (21.3)
Requirement already satisfied: regex!=2019.12.17 in ./.tox/py38-gpu/lib/python3.8/site-packages (from transformers<4.19->transformers4rec==0.1.14+29.g06d2ce17) (2022.10.31)
Requirement already satisfied: requests in ./.tox/py38-gpu/lib/python3.8/site-packages (from transformers<4.19->transformers4rec==0.1.14+29.g06d2ce17) (2.28.1)
Requirement already satisfied: filelock in ./.tox/py38-gpu/lib/python3.8/site-packages (from transformers<4.19->transformers4rec==0.1.14+29.g06d2ce17) (3.8.0)
Requirement already satisfied: protobuf<4,>=3.13 in ./.tox/py38-gpu/lib/python3.8/site-packages (from tensorflow-metadata->transformers4rec==0.1.14+29.g06d2ce17) (3.20.3)
Requirement already satisfied: googleapis-common-protos<2,>=1.52.0 in ./.tox/py38-gpu/lib/python3.8/site-packages (from tensorflow-metadata->transformers4rec==0.1.14+29.g06d2ce17) (1.57.0)
Requirement already satisfied: absl-py<2.0.0,>=0.9 in ./.tox/py38-gpu/lib/python3.8/site-packages (from tensorflow-metadata->transformers4rec==0.1.14+29.g06d2ce17) (1.3.0)
Requirement already satisfied: typing-extensions>=3.7.4.3 in ./.tox/py38-gpu/lib/python3.8/site-packages (from huggingface-hub<1.0,>=0.1.0->transformers<4.19->transformers4rec==0.1.14+29.g06d2ce17) (4.4.0)
Requirement already satisfied: pyparsing!=3.0.5,>=2.0.2 in ./.tox/py38-gpu/lib/python3.8/site-packages (from packaging>=20.0->transformers<4.19->transformers4rec==0.1.14+29.g06d2ce17) (3.0.9)
Requirement already satisfied: h2<5,>=3.1.0 in ./.tox/py38-gpu/lib/python3.8/site-packages (from grpclib->betterproto<2.0.0->transformers4rec==0.1.14+29.g06d2ce17) (4.1.0)
Requirement already satisfied: multidict in ./.tox/py38-gpu/lib/python3.8/site-packages (from grpclib->betterproto<2.0.0->transformers4rec==0.1.14+29.g06d2ce17) (6.0.2)
Requirement already satisfied: idna<4,>=2.5 in ./.tox/py38-gpu/lib/python3.8/site-packages (from requests->transformers<4.19->transformers4rec==0.1.14+29.g06d2ce17) (3.4)
Requirement already satisfied: certifi>=2017.4.17 in ./.tox/py38-gpu/lib/python3.8/site-packages (from requests->transformers<4.19->transformers4rec==0.1.14+29.g06d2ce17) (2022.9.24)
Requirement already satisfied: urllib3<1.27,>=1.21.1 in ./.tox/py38-gpu/lib/python3.8/site-packages (from requests->transformers<4.19->transformers4rec==0.1.14+29.g06d2ce17) (1.26.13)
Requirement already satisfied: charset-normalizer<3,>=2 in ./.tox/py38-gpu/lib/python3.8/site-packages (from requests->transformers<4.19->transformers4rec==0.1.14+29.g06d2ce17) (2.1.1)
Requirement already satisfied: joblib in ./.tox/py38-gpu/lib/python3.8/site-packages (from sacremoses->transformers<4.19->transformers4rec==0.1.14+29.g06d2ce17) (1.2.0)
Requirement already satisfied: click in ./.tox/py38-gpu/lib/python3.8/site-packages (from sacremoses->transformers<4.19->transformers4rec==0.1.14+29.g06d2ce17) (8.1.3)
Requirement already satisfied: six in ./.tox/py38-gpu/lib/python3.8/site-packages (from sacremoses->transformers<4.19->transformers4rec==0.1.14+29.g06d2ce17) (1.16.0)
Requirement already satisfied: hpack<5,>=4.0 in ./.tox/py38-gpu/lib/python3.8/site-packages (from h2<5,>=3.1.0->grpclib->betterproto<2.0.0->transformers4rec==0.1.14+29.g06d2ce17) (4.0.0)
Requirement already satisfied: hyperframe<7,>=6.0 in ./.tox/py38-gpu/lib/python3.8/site-packages (from h2<5,>=3.1.0->grpclib->betterproto<2.0.0->transformers4rec==0.1.14+29.g06d2ce17) (6.0.1)
Building wheels for collected packages: transformers4rec
  Building wheel for transformers4rec (pyproject.toml): started
  Building wheel for transformers4rec (pyproject.toml): finished with status 'done'
  Created wheel for transformers4rec: filename=transformers4rec-0.1.14+29.g06d2ce17-py3-none-any.whl size=478096 sha256=096c3bea9cb147a76c706cd344b11d7cf89edf7c30967eb8f875e237f73a0d0d
  Stored in directory: /tmp/pip-ephem-wheel-cache-yj0_selc/wheels/cb/5d/b4/e081835ae498194a418e957657f998bdff0fa2bd103855a861
Successfully built transformers4rec
Installing collected packages: transformers4rec
  Attempting uninstall: transformers4rec
    Found existing installation: transformers4rec 0.1.14+29.g06d2ce17
    Uninstalling transformers4rec-0.1.14+29.g06d2ce17:
      Successfully uninstalled transformers4rec-0.1.14+29.g06d2ce17
Successfully installed transformers4rec-0.1.14+29.g06d2ce17
___________________________________ summary ____________________________________
  py38-gpu: commands succeeded
  congratulations :)
Performing Post build task...
Match found for : : True
Logical operation result is TRUE
Running script  : #!/bin/bash
cd /var/jenkins_home/
CUDA_VISIBLE_DEVICES=2 python test_res_push.py "https://api.GitHub.com/repos/NVIDIA-Merlin/Transformers4Rec/issues/$ghprbPullId/comments" "/var/jenkins_home/jobs/$JOB_NAME/builds/$BUILD_NUMBER/log" 
[transformers4rec_tests] $ /bin/bash /tmp/jenkins113413084871310491.sh

@nzarif nzarif mentioned this pull request Nov 24, 2022
Merged
@sararb sararb added this to the Merlin 22.12 milestone Nov 25, 2022
@nvidia-merlin-bot
Copy link

Click to view CI Results
GitHub pull request #551 of commit 4cbf9d64604be23494b026a7b345f65d630659ea, no merge conflicts.
Running as SYSTEM
Setting status of 4cbf9d64604be23494b026a7b345f65d630659ea to PENDING with url http://merlin-infra1.nvidia.com:8080/job/transformers4rec_tests/353/ and message: 'Build started for merge commit.'
Using context: Jenkins Unit Test Run
Building on master in workspace /var/jenkins_home/workspace/transformers4rec_tests
using credential nvidia-merlin-bot
Cloning the remote Git repository
Cloning repository https://github.com/NVIDIA-Merlin/Transformers4Rec.git
 > git init /var/jenkins_home/workspace/transformers4rec_tests/transformers4rec # timeout=10
Fetching upstream changes from https://github.com/NVIDIA-Merlin/Transformers4Rec.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/Transformers4Rec.git +refs/heads/*:refs/remotes/origin/* # timeout=10
 > git config remote.origin.url https://github.com/NVIDIA-Merlin/Transformers4Rec.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/Transformers4Rec.git # timeout=10
Fetching upstream changes from https://github.com/NVIDIA-Merlin/Transformers4Rec.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/Transformers4Rec.git +refs/pull/551/*:refs/remotes/origin/pr/551/* # timeout=10
 > git rev-parse 4cbf9d64604be23494b026a7b345f65d630659ea^{commit} # timeout=10
Checking out Revision 4cbf9d64604be23494b026a7b345f65d630659ea (detached)
 > git config core.sparsecheckout # timeout=10
 > git checkout -f 4cbf9d64604be23494b026a7b345f65d630659ea # timeout=10
Commit message: "set the maximum sequence length inside the transformers configs"
 > git rev-list --no-walk dbb2cc927b216bd0feb50ae1f632dd2730142894 # timeout=10
First time build. Skipping changelog.
[transformers4rec_tests] $ /bin/bash /tmp/jenkins10304392413795150447.sh
GLOB sdist-make: /var/jenkins_home/workspace/transformers4rec_tests/transformers4rec/setup.py
py38-gpu create: /var/jenkins_home/workspace/transformers4rec_tests/transformers4rec/.tox/py38-gpu
py38-gpu inst: /var/jenkins_home/workspace/transformers4rec_tests/transformers4rec/.tox/.tmp/package/1/transformers4rec-0.1.14+30.g4cbf9d64.zip
WARNING: Discarding $PYTHONPATH from environment, to override specify PYTHONPATH in 'passenv' in your configuration.
py38-gpu installed: absl-py==1.2.0,aiohttp==3.8.1,aiosignal==1.2.0,alabaster==0.7.12,alembic==1.8.1,anyio==3.6.1,argon2-cffi==21.3.0,argon2-cffi-bindings==21.2.0,astroid==2.5.6,asttokens==2.0.8,astunparse==1.6.3,asv==0.5.1,asvdb==0.4.2,async-timeout==4.0.2,attrs==22.1.0,autopage==0.5.1,awscli==1.27.17,Babel==2.10.3,backcall==0.2.0,beautifulsoup4==4.11.1,betterproto==1.2.5,bleach==5.0.1,boto3==1.24.75,botocore==1.29.17,Brotli==1.0.9,cachetools==5.2.0,certifi==2022.9.24,cffi==1.15.1,charset-normalizer==2.1.1,click==8.1.3,cliff==4.1.0,cloudpickle==2.2.0,cmaes==0.9.0,cmake==3.24.1.1,cmd2==2.4.2,colorama==0.4.4,colorlog==6.7.0,contourpy==1.0.5,coverage==6.5.0,cuda-python==11.7.1,cupy-cuda117==10.6.0,cycler==0.11.0,Cython==0.29.32,dask==2022.1.1,debugpy==1.6.3,decorator==5.1.1,defusedxml==0.7.1,dill==0.3.5.1,distlib==0.3.6,distributed==2022.5.1,distro==1.7.0,docker-pycreds==0.4.0,docutils==0.16,entrypoints==0.4,execnet==1.9.0,executing==1.0.0,faiss==1.7.2,faiss-gpu==1.7.2,fastai==2.7.9,fastapi==0.85.0,fastavro==1.6.1,fastcore==1.5.27,fastdownload==0.0.7,fastjsonschema==2.16.1,fastprogress==1.0.3,fastrlock==0.8,feast==0.19.4,fiddle==0.2.2,filelock==3.8.0,flatbuffers==1.12,fonttools==4.37.3,frozenlist==1.3.1,fsspec==2022.5.0,gast==0.4.0,gevent==21.12.0,geventhttpclient==2.0.2,gitdb==4.0.9,GitPython==3.1.27,google-api-core==2.10.1,google-auth==2.11.1,google-auth-oauthlib==0.4.6,google-pasta==0.2.0,googleapis-common-protos==1.52.0,graphviz==0.20.1,greenlet==1.1.3,grpcio==1.41.0,grpcio-channelz==1.49.0,grpcio-reflection==1.48.1,grpclib==0.4.3,h11==0.13.0,h2==4.1.0,h5py==3.7.0,HeapDict==1.0.1,horovod==0.26.1,hpack==4.0.0,httptools==0.5.0,hugectr2onnx==0.0.0,huggingface-hub==0.9.1,hyperframe==6.0.1,idna==3.4,imagesize==1.4.1,implicit==0.6.1,importlib-metadata==4.12.0,importlib-resources==5.9.0,iniconfig==1.1.1,ipykernel==6.15.3,ipython==8.5.0,ipython-genutils==0.2.0,jedi==0.18.1,Jinja2==3.1.2,jmespath==1.0.1,joblib==1.2.0,json5==0.9.10,jsonschema==4.16.0,jupyter-core==4.11.1,jupyter-server==1.18.1,jupyter_client==7.3.5,jupyterlab==3.4.7,jupyterlab-pygments==0.2.2,jupyterlab_server==2.15.1,keras==2.9.0,Keras-Preprocessing==1.1.2,kiwisolver==1.4.4,lazy-object-proxy==1.8.0,libclang==14.0.6,libcst==0.4.7,lightfm==1.16,lightgbm==3.3.2,llvmlite==0.39.1,locket==1.0.0,lxml==4.9.1,Mako==1.2.4,Markdown==3.4.1,MarkupSafe==2.1.1,matplotlib==3.6.0,matplotlib-inline==0.1.6,merlin-core==0.6.0+1.g5926fcf,merlin-models==0.7.0+11.g280956aa4,merlin-systems==0.5.0+4.g15074ad,mistune==2.0.4,mmh3==3.0.0,mpi4py==3.1.3,msgpack==1.0.4,multidict==6.0.2,mypy-extensions==0.4.3,nbclassic==0.4.3,nbclient==0.6.8,nbconvert==7.0.0,nbformat==5.5.0,nest-asyncio==1.5.5,ninja==1.10.2.3,notebook==6.4.12,notebook-shim==0.1.0,numba==0.56.2,numpy==1.22.4,nvidia-pyindex==1.0.9,nvtabular==1.4.0+8.g95e12d347,nvtx==0.2.5,oauthlib==3.2.1,oldest-supported-numpy==2022.8.16,onnx==1.12.0,onnxruntime==1.11.1,opt-einsum==3.3.0,optuna==3.0.3,packaging==21.3,pandas==1.3.5,pandavro==1.5.2,pandocfilters==1.5.0,parso==0.8.3,partd==1.3.0,pathtools==0.1.2,pbr==5.11.0,pexpect==4.8.0,pickleshare==0.7.5,Pillow==9.2.0,pkgutil_resolve_name==1.3.10,platformdirs==2.5.2,plotly==5.11.0,pluggy==1.0.0,prettytable==3.5.0,prometheus-client==0.14.1,promise==2.3,prompt-toolkit==3.0.31,proto-plus==1.19.6,protobuf==3.19.5,psutil==5.9.2,ptyprocess==0.7.0,pure-eval==0.2.2,py==1.11.0,pyarrow==7.0.0,pyasn1==0.4.8,pyasn1-modules==0.2.8,pybind11==2.10.0,pycparser==2.21,pydantic==1.10.2,pydot==1.4.2,Pygments==2.13.0,pynvml==11.4.1,pyparsing==3.0.9,pyperclip==1.8.2,pyrsistent==0.18.1,pytest==7.1.3,pytest-cov==4.0.0,pytest-xdist==3.0.2,python-dateutil==2.8.2,python-dotenv==0.21.0,python-rapidjson==1.8,pytz==2022.2.1,PyYAML==5.4.1,pyzmq==24.0.0,regex==2022.9.13,requests==2.28.1,requests-oauthlib==1.3.1,rsa==4.7.2,s3transfer==0.6.0,sacremoses==0.0.53,scikit-build==0.15.0,scikit-learn==1.1.2,scipy==1.8.1,Send2Trash==1.8.0,sentry-sdk==1.9.8,setproctitle==1.3.2,setuptools-scm==7.0.5,shortuuid==1.0.9,six==1.16.0,sklearn==0.0,smmap==5.0.0,sniffio==1.3.0,snowballstemmer==2.2.0,sortedcontainers==2.4.0,soupsieve==2.3.2.post1,Sphinx==5.3.0,sphinx-multiversion==0.2.4,sphinxcontrib-applehelp==1.0.2,sphinxcontrib-devhelp==1.0.2,sphinxcontrib-htmlhelp==2.0.0,sphinxcontrib-jsmath==1.0.1,sphinxcontrib-qthelp==1.0.3,sphinxcontrib-serializinghtml==1.1.5,SQLAlchemy==1.4.44,stack-data==0.5.0,starlette==0.20.4,stevedore==4.1.1,stringcase==1.2.0,tabulate==0.8.10,tblib==1.7.0,tenacity==8.0.1,tensorboard==2.9.1,tensorboard-data-server==0.6.1,tensorboard-plugin-wit==1.8.1,tensorflow-estimator==2.9.0,tensorflow-gpu==2.9.2,tensorflow-io-gcs-filesystem==0.27.0,tensorflow-metadata==1.10.0,termcolor==2.0.1,terminado==0.15.0,testbook==0.4.2,threadpoolctl==3.1.0,tinycss2==1.1.1,tokenizers==0.10.3,toml==0.10.2,tomli==2.0.1,toolz==0.12.0,torch==1.12.1+cu113,torchmetrics==0.3.2,tornado==6.2,tox==3.26.0,tqdm==4.64.1,traitlets==5.4.0,transformers==4.12.0,transformers4rec==0.1.14+30.g4cbf9d64,treelite==2.3.0,treelite-runtime==2.3.0,tritonclient==2.25.0,typing-inspect==0.8.0,typing_extensions==4.3.0,urllib3==1.26.12,uvicorn==0.18.3,uvloop==0.17.0,virtualenv==20.16.5,wandb==0.13.3,watchfiles==0.17.0,wcwidth==0.2.5,webencodings==0.5.1,websocket-client==1.4.1,websockets==10.3,Werkzeug==2.2.2,wrapt==1.12.1,xgboost==1.6.2,yarl==1.8.1,zict==2.2.0,zipp==3.8.1,zope.event==4.5.0,zope.interface==5.4.0
py38-gpu run-test-pre: PYTHONHASHSEED='3538079683'
py38-gpu run-test: commands[0] | pip install --upgrade pip
Looking in indexes: https://pypi.org/simple, https://pypi.ngc.nvidia.com
Requirement already satisfied: pip in ./.tox/py38-gpu/lib/python3.8/site-packages (22.3.1)
py38-gpu run-test: commands[1] | pip install .
Looking in indexes: https://pypi.org/simple, https://pypi.ngc.nvidia.com
Processing /var/jenkins_home/workspace/transformers4rec_tests/transformers4rec
  Installing build dependencies: started
  Installing build dependencies: finished with status 'done'
  Getting requirements to build wheel: started
  Getting requirements to build wheel: finished with status 'done'
  Preparing metadata (pyproject.toml): started
  Preparing metadata (pyproject.toml): finished with status 'done'
Requirement already satisfied: transformers<4.19 in ./.tox/py38-gpu/lib/python3.8/site-packages (from transformers4rec==0.1.14+30.g4cbf9d64) (4.18.0)
Requirement already satisfied: numpy>=1.17.0 in ./.tox/py38-gpu/lib/python3.8/site-packages (from transformers4rec==0.1.14+30.g4cbf9d64) (1.23.5)
Requirement already satisfied: tensorflow-metadata in ./.tox/py38-gpu/lib/python3.8/site-packages (from transformers4rec==0.1.14+30.g4cbf9d64) (1.11.0)
Requirement already satisfied: tqdm>=4.27 in ./.tox/py38-gpu/lib/python3.8/site-packages (from transformers4rec==0.1.14+30.g4cbf9d64) (4.64.1)
Requirement already satisfied: pyarrow>=1.0 in ./.tox/py38-gpu/lib/python3.8/site-packages (from transformers4rec==0.1.14+30.g4cbf9d64) (10.0.1)
Requirement already satisfied: betterproto<2.0.0 in ./.tox/py38-gpu/lib/python3.8/site-packages (from transformers4rec==0.1.14+30.g4cbf9d64) (1.2.5)
Requirement already satisfied: grpclib in ./.tox/py38-gpu/lib/python3.8/site-packages (from betterproto<2.0.0->transformers4rec==0.1.14+30.g4cbf9d64) (0.4.3)
Requirement already satisfied: stringcase in ./.tox/py38-gpu/lib/python3.8/site-packages (from betterproto<2.0.0->transformers4rec==0.1.14+30.g4cbf9d64) (1.2.0)
Requirement already satisfied: requests in ./.tox/py38-gpu/lib/python3.8/site-packages (from transformers<4.19->transformers4rec==0.1.14+30.g4cbf9d64) (2.28.1)
Requirement already satisfied: filelock in ./.tox/py38-gpu/lib/python3.8/site-packages (from transformers<4.19->transformers4rec==0.1.14+30.g4cbf9d64) (3.8.0)
Requirement already satisfied: huggingface-hub<1.0,>=0.1.0 in ./.tox/py38-gpu/lib/python3.8/site-packages (from transformers<4.19->transformers4rec==0.1.14+30.g4cbf9d64) (0.11.1)
Requirement already satisfied: tokenizers!=0.11.3,<0.13,>=0.11.1 in ./.tox/py38-gpu/lib/python3.8/site-packages (from transformers<4.19->transformers4rec==0.1.14+30.g4cbf9d64) (0.12.1)
Requirement already satisfied: sacremoses in ./.tox/py38-gpu/lib/python3.8/site-packages (from transformers<4.19->transformers4rec==0.1.14+30.g4cbf9d64) (0.0.53)
Requirement already satisfied: packaging>=20.0 in ./.tox/py38-gpu/lib/python3.8/site-packages (from transformers<4.19->transformers4rec==0.1.14+30.g4cbf9d64) (21.3)
Requirement already satisfied: pyyaml>=5.1 in ./.tox/py38-gpu/lib/python3.8/site-packages (from transformers<4.19->transformers4rec==0.1.14+30.g4cbf9d64) (6.0)
Requirement already satisfied: regex!=2019.12.17 in ./.tox/py38-gpu/lib/python3.8/site-packages (from transformers<4.19->transformers4rec==0.1.14+30.g4cbf9d64) (2022.10.31)
Requirement already satisfied: protobuf<4,>=3.13 in ./.tox/py38-gpu/lib/python3.8/site-packages (from tensorflow-metadata->transformers4rec==0.1.14+30.g4cbf9d64) (3.20.3)
Requirement already satisfied: absl-py<2.0.0,>=0.9 in ./.tox/py38-gpu/lib/python3.8/site-packages (from tensorflow-metadata->transformers4rec==0.1.14+30.g4cbf9d64) (1.3.0)
Requirement already satisfied: googleapis-common-protos<2,>=1.52.0 in ./.tox/py38-gpu/lib/python3.8/site-packages (from tensorflow-metadata->transformers4rec==0.1.14+30.g4cbf9d64) (1.57.0)
Requirement already satisfied: typing-extensions>=3.7.4.3 in ./.tox/py38-gpu/lib/python3.8/site-packages (from huggingface-hub<1.0,>=0.1.0->transformers<4.19->transformers4rec==0.1.14+30.g4cbf9d64) (4.4.0)
Requirement already satisfied: pyparsing!=3.0.5,>=2.0.2 in ./.tox/py38-gpu/lib/python3.8/site-packages (from packaging>=20.0->transformers<4.19->transformers4rec==0.1.14+30.g4cbf9d64) (3.0.9)
Requirement already satisfied: h2<5,>=3.1.0 in ./.tox/py38-gpu/lib/python3.8/site-packages (from grpclib->betterproto<2.0.0->transformers4rec==0.1.14+30.g4cbf9d64) (4.1.0)
Requirement already satisfied: multidict in ./.tox/py38-gpu/lib/python3.8/site-packages (from grpclib->betterproto<2.0.0->transformers4rec==0.1.14+30.g4cbf9d64) (6.0.2)
Requirement already satisfied: idna<4,>=2.5 in ./.tox/py38-gpu/lib/python3.8/site-packages (from requests->transformers<4.19->transformers4rec==0.1.14+30.g4cbf9d64) (3.4)
Requirement already satisfied: charset-normalizer<3,>=2 in ./.tox/py38-gpu/lib/python3.8/site-packages (from requests->transformers<4.19->transformers4rec==0.1.14+30.g4cbf9d64) (2.1.1)
Requirement already satisfied: urllib3<1.27,>=1.21.1 in ./.tox/py38-gpu/lib/python3.8/site-packages (from requests->transformers<4.19->transformers4rec==0.1.14+30.g4cbf9d64) (1.26.13)
Requirement already satisfied: certifi>=2017.4.17 in ./.tox/py38-gpu/lib/python3.8/site-packages (from requests->transformers<4.19->transformers4rec==0.1.14+30.g4cbf9d64) (2022.9.24)
Requirement already satisfied: six in ./.tox/py38-gpu/lib/python3.8/site-packages (from sacremoses->transformers<4.19->transformers4rec==0.1.14+30.g4cbf9d64) (1.16.0)
Requirement already satisfied: click in ./.tox/py38-gpu/lib/python3.8/site-packages (from sacremoses->transformers<4.19->transformers4rec==0.1.14+30.g4cbf9d64) (8.1.3)
Requirement already satisfied: joblib in ./.tox/py38-gpu/lib/python3.8/site-packages (from sacremoses->transformers<4.19->transformers4rec==0.1.14+30.g4cbf9d64) (1.2.0)
Requirement already satisfied: hyperframe<7,>=6.0 in ./.tox/py38-gpu/lib/python3.8/site-packages (from h2<5,>=3.1.0->grpclib->betterproto<2.0.0->transformers4rec==0.1.14+30.g4cbf9d64) (6.0.1)
Requirement already satisfied: hpack<5,>=4.0 in ./.tox/py38-gpu/lib/python3.8/site-packages (from h2<5,>=3.1.0->grpclib->betterproto<2.0.0->transformers4rec==0.1.14+30.g4cbf9d64) (4.0.0)
Building wheels for collected packages: transformers4rec
  Building wheel for transformers4rec (pyproject.toml): started
  Building wheel for transformers4rec (pyproject.toml): finished with status 'done'
  Created wheel for transformers4rec: filename=transformers4rec-0.1.14+30.g4cbf9d64-py3-none-any.whl size=478180 sha256=814ace3f1232e57ca08bd5f55c93b6352caf5802cd0bf2f07ca4c3eebb842ff9
  Stored in directory: /tmp/pip-ephem-wheel-cache-wud9awis/wheels/cb/5d/b4/e081835ae498194a418e957657f998bdff0fa2bd103855a861
Successfully built transformers4rec
Installing collected packages: transformers4rec
  Attempting uninstall: transformers4rec
    Found existing installation: transformers4rec 0.1.14+30.g4cbf9d64
    Uninstalling transformers4rec-0.1.14+30.g4cbf9d64:
      Successfully uninstalled transformers4rec-0.1.14+30.g4cbf9d64
Successfully installed transformers4rec-0.1.14+30.g4cbf9d64
___________________________________ summary ____________________________________
  py38-gpu: commands succeeded
  congratulations :)
Performing Post build task...
Match found for : : True
Logical operation result is TRUE
Running script  : #!/bin/bash
cd /var/jenkins_home/
CUDA_VISIBLE_DEVICES=2 python test_res_push.py "https://api.GitHub.com/repos/NVIDIA-Merlin/Transformers4Rec/issues/$ghprbPullId/comments" "/var/jenkins_home/jobs/$JOB_NAME/builds/$BUILD_NUMBER/log" 
[transformers4rec_tests] $ /bin/bash /tmp/jenkins13536967780794227852.sh

gabrielspmoreira
gabrielspmoreira reviewed Nov 29, 2022
View reviewed changes
examples/t4rec_paper_experiments/t4r_paper_repro/transf_exp_main.py Outdated Show resolved Hide resolved
examples/t4rec_paper_experiments/t4r_paper_repro/transf_exp_main.py Outdated Show resolved Hide resolved
transformers4rec/torch/masking.py
device=item_ids.device,
)
last_item_sessions = non_padded_mask.sum(dim=1)
labels[rows_ids, last_item_sessions] = item_ids[rows_ids, last_item_sessions - 1]
Copy link
Member

Choose a reason for hiding this comment

The reason will be displayed to describe this comment to others. Learn more.

Is this inference mode? From last_item_sessions - 1 it seems we are masking the last item of the sequence, which is expected for evaluation mode, but not for inference mode, right?

Copy link
Contributor Author

Choose a reason for hiding this comment

The reason will be displayed to describe this comment to others. Learn more.

Yes, it is the inference mode. Here the labels are of shape [bs, max_length+1] while the input item_ids is of shape [bs, max_length].
The logic here is to set the label at position last_item_sessions (which is the position immediately after the last interacted item) with the last interacted item id given by item_ids[rows_ids, last_item_sessions - 1]. So that we can define the boolean mask using the check mask_labels = labels != self.padding_idx . So, the resulting mask will have True values only for the position mask[rows_ids, last_item_sessions]

Copy link
Member

Choose a reason for hiding this comment

The reason will be displayed to describe this comment to others. Learn more.

I see @sararb . Makes sense. Thanks

transformers4rec/torch/masking.py Outdated Show resolved Hide resolved
@nvidia-merlin-bot
Copy link

Click to view CI Results
GitHub pull request #551 of commit 712c206c3ef11c2ace12b043d93d1ba510d84b1a, no merge conflicts.
Running as SYSTEM
Setting status of 712c206c3ef11c2ace12b043d93d1ba510d84b1a to PENDING with url http://merlin-infra1.nvidia.com:8080/job/transformers4rec_tests/357/ and message: 'Build started for merge commit.'
Using context: Jenkins Unit Test Run
Building on master in workspace /var/jenkins_home/workspace/transformers4rec_tests
using credential nvidia-merlin-bot
Cloning the remote Git repository
Cloning repository https://github.com/NVIDIA-Merlin/Transformers4Rec.git
 > git init /var/jenkins_home/workspace/transformers4rec_tests/transformers4rec # timeout=10
Fetching upstream changes from https://github.com/NVIDIA-Merlin/Transformers4Rec.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/Transformers4Rec.git +refs/heads/*:refs/remotes/origin/* # timeout=10
 > git config remote.origin.url https://github.com/NVIDIA-Merlin/Transformers4Rec.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/Transformers4Rec.git # timeout=10
Fetching upstream changes from https://github.com/NVIDIA-Merlin/Transformers4Rec.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/Transformers4Rec.git +refs/pull/551/*:refs/remotes/origin/pr/551/* # timeout=10
 > git rev-parse 712c206c3ef11c2ace12b043d93d1ba510d84b1a^{commit} # timeout=10
Checking out Revision 712c206c3ef11c2ace12b043d93d1ba510d84b1a (detached)
 > git config core.sparsecheckout # timeout=10
 > git checkout -f 712c206c3ef11c2ace12b043d93d1ba510d84b1a # timeout=10
Commit message: "update recall method"
 > git rev-list --no-walk a0b74ca42b7e3b674613061ad8a02807e02dae47 # timeout=10
[transformers4rec_tests] $ /bin/bash /tmp/jenkins8112226675451399769.sh
GLOB sdist-make: /var/jenkins_home/workspace/transformers4rec_tests/transformers4rec/setup.py
py38-gpu create: /var/jenkins_home/workspace/transformers4rec_tests/transformers4rec/.tox/py38-gpu
py38-gpu inst: /var/jenkins_home/workspace/transformers4rec_tests/transformers4rec/.tox/.tmp/package/1/transformers4rec-0.1.14+32.g712c206c.zip
WARNING: Discarding $PYTHONPATH from environment, to override specify PYTHONPATH in 'passenv' in your configuration.
py38-gpu installed: absl-py==1.2.0,aiohttp==3.8.1,aiosignal==1.2.0,alabaster==0.7.12,alembic==1.8.1,anyio==3.6.1,argon2-cffi==21.3.0,argon2-cffi-bindings==21.2.0,astroid==2.5.6,asttokens==2.0.8,astunparse==1.6.3,asv==0.5.1,asvdb==0.4.2,async-timeout==4.0.2,attrs==22.1.0,autopage==0.5.1,awscli==1.27.18,Babel==2.10.3,backcall==0.2.0,beautifulsoup4==4.11.1,betterproto==1.2.5,bleach==5.0.1,boto3==1.24.75,botocore==1.29.18,Brotli==1.0.9,cachetools==5.2.0,certifi==2022.9.24,cffi==1.15.1,charset-normalizer==2.1.1,click==8.1.3,cliff==4.1.0,cloudpickle==2.2.0,cmaes==0.9.0,cmake==3.24.1.1,cmd2==2.4.2,colorama==0.4.4,colorlog==6.7.0,contourpy==1.0.5,coverage==6.5.0,cuda-python==11.7.1,cupy-cuda117==10.6.0,cycler==0.11.0,Cython==0.29.32,dask==2022.1.1,debugpy==1.6.3,decorator==5.1.1,defusedxml==0.7.1,dill==0.3.5.1,distlib==0.3.6,distributed==2022.5.1,distro==1.7.0,docker-pycreds==0.4.0,docutils==0.16,entrypoints==0.4,execnet==1.9.0,executing==1.0.0,faiss==1.7.2,faiss-gpu==1.7.2,fastai==2.7.9,fastapi==0.85.0,fastavro==1.6.1,fastcore==1.5.27,fastdownload==0.0.7,fastjsonschema==2.16.1,fastprogress==1.0.3,fastrlock==0.8,feast==0.19.4,fiddle==0.2.2,filelock==3.8.0,flatbuffers==1.12,fonttools==4.37.3,frozenlist==1.3.1,fsspec==2022.5.0,gast==0.4.0,gevent==21.12.0,geventhttpclient==2.0.2,gitdb==4.0.9,GitPython==3.1.27,google-api-core==2.10.1,google-auth==2.11.1,google-auth-oauthlib==0.4.6,google-pasta==0.2.0,googleapis-common-protos==1.52.0,graphviz==0.20.1,greenlet==1.1.3,grpcio==1.41.0,grpcio-channelz==1.49.0,grpcio-reflection==1.48.1,grpclib==0.4.3,h11==0.13.0,h2==4.1.0,h5py==3.7.0,HeapDict==1.0.1,horovod==0.26.1,hpack==4.0.0,httptools==0.5.0,hugectr2onnx==0.0.0,huggingface-hub==0.9.1,hyperframe==6.0.1,idna==3.4,imagesize==1.4.1,implicit==0.6.1,importlib-metadata==4.12.0,importlib-resources==5.9.0,iniconfig==1.1.1,ipykernel==6.15.3,ipython==8.5.0,ipython-genutils==0.2.0,jedi==0.18.1,Jinja2==3.1.2,jmespath==1.0.1,joblib==1.2.0,json5==0.9.10,jsonschema==4.16.0,jupyter-core==4.11.1,jupyter-server==1.18.1,jupyter_client==7.3.5,jupyterlab==3.4.7,jupyterlab-pygments==0.2.2,jupyterlab_server==2.15.1,keras==2.9.0,Keras-Preprocessing==1.1.2,kiwisolver==1.4.4,lazy-object-proxy==1.8.0,libclang==14.0.6,libcst==0.4.7,lightfm==1.16,lightgbm==3.3.2,llvmlite==0.39.1,locket==1.0.0,lxml==4.9.1,Mako==1.2.4,Markdown==3.4.1,MarkupSafe==2.1.1,matplotlib==3.6.0,matplotlib-inline==0.1.6,merlin-core==0.6.0+1.g5926fcf,merlin-models==0.7.0+11.g280956aa4,merlin-systems==0.5.0+4.g15074ad,mistune==2.0.4,mmh3==3.0.0,mpi4py==3.1.3,msgpack==1.0.4,multidict==6.0.2,mypy-extensions==0.4.3,nbclassic==0.4.3,nbclient==0.6.8,nbconvert==7.0.0,nbformat==5.5.0,nest-asyncio==1.5.5,ninja==1.10.2.3,notebook==6.4.12,notebook-shim==0.1.0,numba==0.56.2,numpy==1.22.4,nvidia-pyindex==1.0.9,nvtabular==1.4.0+8.g95e12d347,nvtx==0.2.5,oauthlib==3.2.1,oldest-supported-numpy==2022.8.16,onnx==1.12.0,onnxruntime==1.11.1,opt-einsum==3.3.0,optuna==3.0.3,packaging==21.3,pandas==1.3.5,pandavro==1.5.2,pandocfilters==1.5.0,parso==0.8.3,partd==1.3.0,pathtools==0.1.2,pbr==5.11.0,pexpect==4.8.0,pickleshare==0.7.5,Pillow==9.2.0,pkgutil_resolve_name==1.3.10,platformdirs==2.5.2,plotly==5.11.0,pluggy==1.0.0,prettytable==3.5.0,prometheus-client==0.14.1,promise==2.3,prompt-toolkit==3.0.31,proto-plus==1.19.6,protobuf==3.19.5,psutil==5.9.2,ptyprocess==0.7.0,pure-eval==0.2.2,py==1.11.0,pyarrow==7.0.0,pyasn1==0.4.8,pyasn1-modules==0.2.8,pybind11==2.10.0,pycparser==2.21,pydantic==1.10.2,pydot==1.4.2,Pygments==2.13.0,pynvml==11.4.1,pyparsing==3.0.9,pyperclip==1.8.2,pyrsistent==0.18.1,pytest==7.1.3,pytest-cov==4.0.0,pytest-xdist==3.0.2,python-dateutil==2.8.2,python-dotenv==0.21.0,python-rapidjson==1.8,pytz==2022.2.1,PyYAML==5.4.1,pyzmq==24.0.0,regex==2022.9.13,requests==2.28.1,requests-oauthlib==1.3.1,rsa==4.7.2,s3transfer==0.6.0,sacremoses==0.0.53,scikit-build==0.15.0,scikit-learn==1.1.2,scipy==1.8.1,Send2Trash==1.8.0,sentry-sdk==1.9.8,setproctitle==1.3.2,setuptools-scm==7.0.5,shortuuid==1.0.9,six==1.16.0,sklearn==0.0,smmap==5.0.0,sniffio==1.3.0,snowballstemmer==2.2.0,sortedcontainers==2.4.0,soupsieve==2.3.2.post1,Sphinx==5.3.0,sphinx-multiversion==0.2.4,sphinxcontrib-applehelp==1.0.2,sphinxcontrib-devhelp==1.0.2,sphinxcontrib-htmlhelp==2.0.0,sphinxcontrib-jsmath==1.0.1,sphinxcontrib-qthelp==1.0.3,sphinxcontrib-serializinghtml==1.1.5,SQLAlchemy==1.4.44,stack-data==0.5.0,starlette==0.20.4,stevedore==4.1.1,stringcase==1.2.0,tabulate==0.8.10,tblib==1.7.0,tenacity==8.0.1,tensorboard==2.9.1,tensorboard-data-server==0.6.1,tensorboard-plugin-wit==1.8.1,tensorflow-estimator==2.9.0,tensorflow-gpu==2.9.2,tensorflow-io-gcs-filesystem==0.27.0,tensorflow-metadata==1.10.0,termcolor==2.0.1,terminado==0.15.0,testbook==0.4.2,threadpoolctl==3.1.0,tinycss2==1.1.1,tokenizers==0.10.3,toml==0.10.2,tomli==2.0.1,toolz==0.12.0,torch==1.12.1+cu113,torchmetrics==0.3.2,tornado==6.2,tox==3.26.0,tqdm==4.64.1,traitlets==5.4.0,transformers==4.12.0,transformers4rec==0.1.14+32.g712c206c,treelite==2.3.0,treelite-runtime==2.3.0,tritonclient==2.25.0,typing-inspect==0.8.0,typing_extensions==4.3.0,urllib3==1.26.12,uvicorn==0.18.3,uvloop==0.17.0,virtualenv==20.16.5,wandb==0.13.3,watchfiles==0.17.0,wcwidth==0.2.5,webencodings==0.5.1,websocket-client==1.4.1,websockets==10.3,Werkzeug==2.2.2,wrapt==1.12.1,xgboost==1.6.2,yarl==1.8.1,zict==2.2.0,zipp==3.8.1,zope.event==4.5.0,zope.interface==5.4.0
py38-gpu run-test-pre: PYTHONHASHSEED='4084585298'
py38-gpu run-test: commands[0] | pip install --upgrade pip
Looking in indexes: https://pypi.org/simple, https://pypi.ngc.nvidia.com
Requirement already satisfied: pip in ./.tox/py38-gpu/lib/python3.8/site-packages (22.3.1)
py38-gpu run-test: commands[1] | pip install .
Looking in indexes: https://pypi.org/simple, https://pypi.ngc.nvidia.com
Processing /var/jenkins_home/workspace/transformers4rec_tests/transformers4rec
  Installing build dependencies: started
  Installing build dependencies: finished with status 'done'
  Getting requirements to build wheel: started
  Getting requirements to build wheel: finished with status 'done'
  Preparing metadata (pyproject.toml): started
  Preparing metadata (pyproject.toml): finished with status 'done'
Requirement already satisfied: numpy>=1.17.0 in ./.tox/py38-gpu/lib/python3.8/site-packages (from transformers4rec==0.1.14+32.g712c206c) (1.23.5)
Requirement already satisfied: betterproto<2.0.0 in ./.tox/py38-gpu/lib/python3.8/site-packages (from transformers4rec==0.1.14+32.g712c206c) (1.2.5)
Requirement already satisfied: transformers<4.19 in ./.tox/py38-gpu/lib/python3.8/site-packages (from transformers4rec==0.1.14+32.g712c206c) (4.18.0)
Requirement already satisfied: tensorflow-metadata in ./.tox/py38-gpu/lib/python3.8/site-packages (from transformers4rec==0.1.14+32.g712c206c) (1.11.0)
Requirement already satisfied: pyarrow>=1.0 in ./.tox/py38-gpu/lib/python3.8/site-packages (from transformers4rec==0.1.14+32.g712c206c) (10.0.1)
Requirement already satisfied: tqdm>=4.27 in ./.tox/py38-gpu/lib/python3.8/site-packages (from transformers4rec==0.1.14+32.g712c206c) (4.64.1)
Requirement already satisfied: grpclib in ./.tox/py38-gpu/lib/python3.8/site-packages (from betterproto<2.0.0->transformers4rec==0.1.14+32.g712c206c) (0.4.3)
Requirement already satisfied: stringcase in ./.tox/py38-gpu/lib/python3.8/site-packages (from betterproto<2.0.0->transformers4rec==0.1.14+32.g712c206c) (1.2.0)
Requirement already satisfied: huggingface-hub<1.0,>=0.1.0 in ./.tox/py38-gpu/lib/python3.8/site-packages (from transformers<4.19->transformers4rec==0.1.14+32.g712c206c) (0.11.1)
Requirement already satisfied: packaging>=20.0 in ./.tox/py38-gpu/lib/python3.8/site-packages (from transformers<4.19->transformers4rec==0.1.14+32.g712c206c) (21.3)
Requirement already satisfied: regex!=2019.12.17 in ./.tox/py38-gpu/lib/python3.8/site-packages (from transformers<4.19->transformers4rec==0.1.14+32.g712c206c) (2022.10.31)
Requirement already satisfied: requests in ./.tox/py38-gpu/lib/python3.8/site-packages (from transformers<4.19->transformers4rec==0.1.14+32.g712c206c) (2.28.1)
Requirement already satisfied: sacremoses in ./.tox/py38-gpu/lib/python3.8/site-packages (from transformers<4.19->transformers4rec==0.1.14+32.g712c206c) (0.0.53)
Requirement already satisfied: tokenizers!=0.11.3,<0.13,>=0.11.1 in ./.tox/py38-gpu/lib/python3.8/site-packages (from transformers<4.19->transformers4rec==0.1.14+32.g712c206c) (0.12.1)
Requirement already satisfied: filelock in ./.tox/py38-gpu/lib/python3.8/site-packages (from transformers<4.19->transformers4rec==0.1.14+32.g712c206c) (3.8.0)
Requirement already satisfied: pyyaml>=5.1 in ./.tox/py38-gpu/lib/python3.8/site-packages (from transformers<4.19->transformers4rec==0.1.14+32.g712c206c) (6.0)
Requirement already satisfied: absl-py<2.0.0,>=0.9 in ./.tox/py38-gpu/lib/python3.8/site-packages (from tensorflow-metadata->transformers4rec==0.1.14+32.g712c206c) (1.3.0)
Requirement already satisfied: googleapis-common-protos<2,>=1.52.0 in ./.tox/py38-gpu/lib/python3.8/site-packages (from tensorflow-metadata->transformers4rec==0.1.14+32.g712c206c) (1.57.0)
Requirement already satisfied: protobuf<4,>=3.13 in ./.tox/py38-gpu/lib/python3.8/site-packages (from tensorflow-metadata->transformers4rec==0.1.14+32.g712c206c) (3.20.3)
Requirement already satisfied: typing-extensions>=3.7.4.3 in ./.tox/py38-gpu/lib/python3.8/site-packages (from huggingface-hub<1.0,>=0.1.0->transformers<4.19->transformers4rec==0.1.14+32.g712c206c) (4.4.0)
Requirement already satisfied: pyparsing!=3.0.5,>=2.0.2 in ./.tox/py38-gpu/lib/python3.8/site-packages (from packaging>=20.0->transformers<4.19->transformers4rec==0.1.14+32.g712c206c) (3.0.9)
Requirement already satisfied: multidict in ./.tox/py38-gpu/lib/python3.8/site-packages (from grpclib->betterproto<2.0.0->transformers4rec==0.1.14+32.g712c206c) (6.0.2)
Requirement already satisfied: h2<5,>=3.1.0 in ./.tox/py38-gpu/lib/python3.8/site-packages (from grpclib->betterproto<2.0.0->transformers4rec==0.1.14+32.g712c206c) (4.1.0)
Requirement already satisfied: idna<4,>=2.5 in ./.tox/py38-gpu/lib/python3.8/site-packages (from requests->transformers<4.19->transformers4rec==0.1.14+32.g712c206c) (3.4)
Requirement already satisfied: urllib3<1.27,>=1.21.1 in ./.tox/py38-gpu/lib/python3.8/site-packages (from requests->transformers<4.19->transformers4rec==0.1.14+32.g712c206c) (1.26.13)
Requirement already satisfied: charset-normalizer<3,>=2 in ./.tox/py38-gpu/lib/python3.8/site-packages (from requests->transformers<4.19->transformers4rec==0.1.14+32.g712c206c) (2.1.1)
Requirement already satisfied: certifi>=2017.4.17 in ./.tox/py38-gpu/lib/python3.8/site-packages (from requests->transformers<4.19->transformers4rec==0.1.14+32.g712c206c) (2022.9.24)
Requirement already satisfied: joblib in ./.tox/py38-gpu/lib/python3.8/site-packages (from sacremoses->transformers<4.19->transformers4rec==0.1.14+32.g712c206c) (1.2.0)
Requirement already satisfied: six in ./.tox/py38-gpu/lib/python3.8/site-packages (from sacremoses->transformers<4.19->transformers4rec==0.1.14+32.g712c206c) (1.16.0)
Requirement already satisfied: click in ./.tox/py38-gpu/lib/python3.8/site-packages (from sacremoses->transformers<4.19->transformers4rec==0.1.14+32.g712c206c) (8.1.3)
Requirement already satisfied: hyperframe<7,>=6.0 in ./.tox/py38-gpu/lib/python3.8/site-packages (from h2<5,>=3.1.0->grpclib->betterproto<2.0.0->transformers4rec==0.1.14+32.g712c206c) (6.0.1)
Requirement already satisfied: hpack<5,>=4.0 in ./.tox/py38-gpu/lib/python3.8/site-packages (from h2<5,>=3.1.0->grpclib->betterproto<2.0.0->transformers4rec==0.1.14+32.g712c206c) (4.0.0)
Building wheels for collected packages: transformers4rec
  Building wheel for transformers4rec (pyproject.toml): started
  Building wheel for transformers4rec (pyproject.toml): finished with status 'done'
  Created wheel for transformers4rec: filename=transformers4rec-0.1.14+32.g712c206c-py3-none-any.whl size=478185 sha256=276b4475d0ec8e1b9617d2953b77fe2ee37d2ee375ad3ee987b421739f0c2480
  Stored in directory: /tmp/pip-ephem-wheel-cache-jvsg53uf/wheels/cb/5d/b4/e081835ae498194a418e957657f998bdff0fa2bd103855a861
Successfully built transformers4rec
Installing collected packages: transformers4rec
  Attempting uninstall: transformers4rec
    Found existing installation: transformers4rec 0.1.14+32.g712c206c
    Uninstalling transformers4rec-0.1.14+32.g712c206c:
      Successfully uninstalled transformers4rec-0.1.14+32.g712c206c
Successfully installed transformers4rec-0.1.14+32.g712c206c
___________________________________ summary ____________________________________
  py38-gpu: commands succeeded
  congratulations :)
Performing Post build task...
Match found for : : True
Logical operation result is TRUE
Running script  : #!/bin/bash
cd /var/jenkins_home/
CUDA_VISIBLE_DEVICES=2 python test_res_push.py "https://api.GitHub.com/repos/NVIDIA-Merlin/Transformers4Rec/issues/$ghprbPullId/comments" "/var/jenkins_home/jobs/$JOB_NAME/builds/$BUILD_NUMBER/log" 
[transformers4rec_tests] $ /bin/bash /tmp/jenkins8968856280641303343.sh

edknv and others added 2 commits November 30, 2022 17:59
@edknv @sararb
Uses merlin-dataloader package (#547)
aebc66c 
* Uses merlin-dataloader package

* Adds missing requirements file

* Rename to dataloader; Move column selection; Use only max value count
@sararb
update the code to use merlin dataloader
78a4d60
@review-notebook-app
Copy link

Check out this pull request on  ReviewNB

See visual diffs & provide feedback on Jupyter Notebooks.

Powered by ReviewNB

@nvidia-merlin-bot
Copy link

Click to view CI Results
GitHub pull request #551 of commit 78a4d602f782fb65fd0a9001647baa955b657d2e, no merge conflicts.
Running as SYSTEM
Setting status of 78a4d602f782fb65fd0a9001647baa955b657d2e to PENDING with url http://merlin-infra1.nvidia.com:8080/job/transformers4rec_tests/359/ and message: 'Build started for merge commit.'
Using context: Jenkins Unit Test Run
Building on master in workspace /var/jenkins_home/workspace/transformers4rec_tests
using credential nvidia-merlin-bot
Cloning the remote Git repository
Cloning repository https://github.com/NVIDIA-Merlin/Transformers4Rec.git
 > git init /var/jenkins_home/workspace/transformers4rec_tests/transformers4rec # timeout=10
Fetching upstream changes from https://github.com/NVIDIA-Merlin/Transformers4Rec.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/Transformers4Rec.git +refs/heads/*:refs/remotes/origin/* # timeout=10
 > git config remote.origin.url https://github.com/NVIDIA-Merlin/Transformers4Rec.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/Transformers4Rec.git # timeout=10
Fetching upstream changes from https://github.com/NVIDIA-Merlin/Transformers4Rec.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/Transformers4Rec.git +refs/pull/551/*:refs/remotes/origin/pr/551/* # timeout=10
 > git rev-parse 78a4d602f782fb65fd0a9001647baa955b657d2e^{commit} # timeout=10
Checking out Revision 78a4d602f782fb65fd0a9001647baa955b657d2e (detached)
 > git config core.sparsecheckout # timeout=10
 > git checkout -f 78a4d602f782fb65fd0a9001647baa955b657d2e # timeout=10
Commit message: "update the code to use merlin dataloader"
 > git rev-list --no-walk 22f76518c8163ce6e0fc2405d8a67d37c3ddf315 # timeout=10
[transformers4rec_tests] $ /bin/bash /tmp/jenkins3675627265329628455.sh
GLOB sdist-make: /var/jenkins_home/workspace/transformers4rec_tests/transformers4rec/setup.py
py38-gpu create: /var/jenkins_home/workspace/transformers4rec_tests/transformers4rec/.tox/py38-gpu
py38-gpu inst: /var/jenkins_home/workspace/transformers4rec_tests/transformers4rec/.tox/.tmp/package/1/transformers4rec-0.1.14+34.g78a4d602.zip
WARNING: Discarding $PYTHONPATH from environment, to override specify PYTHONPATH in 'passenv' in your configuration.
ERROR: invocation failed (exit code -15), logfile: /var/jenkins_home/workspace/transformers4rec_tests/transformers4rec/.tox/py38-gpu/log/py38-gpu-1.log
================================== log start ===================================
Looking in indexes: https://pypi.org/simple, https://pypi.ngc.nvidia.com
Processing ./.tox/.tmp/package/1/transformers4rec-0.1.14+34.g78a4d602.zip
  Installing build dependencies: started
  Installing build dependencies: finished with status 'error'
  error: subprocess-exited-with-error

× pip subprocess to install build dependencies did not run successfully.

│ exit code: -15

╰─> [8 lines of output]

Looking in indexes: https://pypi.org/simple, https://pypi.ngc.nvidia.com, https://pypi.ngc.nvidia.com

Collecting setuptools>=42

Downloading setuptools-65.6.3-py3-none-any.whl (1.2 MB)

━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━ 1.2/1.2 MB 9.1 MB/s eta 0:00:00

Collecting wheel

Downloading wheel-0.38.4-py3-none-any.whl (36 kB)

Installing collected packages: wheel, setuptools

Successfully installed setuptools-65.6.3 wheel-0.38.4

[end of output]


note: This error originates from a subprocess, and is likely not a problem with pip.


=================================== log end ====================================

___________________________________ summary ____________________________________

ERROR:   py38-gpu: InvocationError for command /var/jenkins_home/workspace/transformers4rec_tests/transformers4rec/.tox/py38-gpu/bin/python -m pip install --exists-action w .tox/.tmp/package/1/transformers4rec-0.1.14+34.g78a4d602.zip (exited with code -15 (SIGTERM)) (exited with code -15)

Terminated

Build was aborted

Aborted by �[8mha:////4H9tI/EODGiKXD/Obwgrcxacw+J2oX2wmmR4C25BNhUSAAAAmB+LCAAAAAAAAP9b85aBtbiIQTGjNKU4P08vOT+vOD8nVc83PyU1x6OyILUoJzMv2y+/JJUBAhiZGBgqihhk0NSjKDWzXb3RdlLBUSYGJk8GtpzUvPSSDB8G5tKinBIGIZ+sxLJE/ZzEvHT94JKizLx0a6BxUmjGOUNodHsLgAzuEgZB/dLi1CL9XLCNuiA2AHlnF4fGAAAA�[0mmerlin-user

Performing Post build task...

Match found for : : True

Logical operation result is TRUE

Running script  : #!/bin/bash

cd /var/jenkins_home/

CUDA_VISIBLE_DEVICES=2 python test_res_push.py "https://api.GitHub.com/repos/NVIDIA-Merlin/Transformers4Rec/issues/$ghprbPullId/comments" "/var/jenkins_home/jobs/$JOB_NAME/builds/$BUILD_NUMBER/log"

[transformers4rec_tests] $ /bin/bash /tmp/jenkins17646590440183361029.sh

@nvidia-merlin-bot
Copy link

Click to view CI Results
GitHub pull request #551 of commit 8f1d22612381a94bfd2daa8a3ca35150361523b2, no merge conflicts.
Running as SYSTEM
Setting status of 8f1d22612381a94bfd2daa8a3ca35150361523b2 to PENDING with url http://merlin-infra1.nvidia.com:8080/job/transformers4rec_tests/360/ and message: 'Build started for merge commit.'
Using context: Jenkins Unit Test Run
Building on master in workspace /var/jenkins_home/workspace/transformers4rec_tests
using credential nvidia-merlin-bot
Cloning the remote Git repository
Cloning repository https://github.com/NVIDIA-Merlin/Transformers4Rec.git
 > git init /var/jenkins_home/workspace/transformers4rec_tests/transformers4rec # timeout=10
Fetching upstream changes from https://github.com/NVIDIA-Merlin/Transformers4Rec.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/Transformers4Rec.git +refs/heads/*:refs/remotes/origin/* # timeout=10
 > git config remote.origin.url https://github.com/NVIDIA-Merlin/Transformers4Rec.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/Transformers4Rec.git # timeout=10
Fetching upstream changes from https://github.com/NVIDIA-Merlin/Transformers4Rec.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/Transformers4Rec.git +refs/pull/551/*:refs/remotes/origin/pr/551/* # timeout=10
 > git rev-parse 8f1d22612381a94bfd2daa8a3ca35150361523b2^{commit} # timeout=10
Checking out Revision 8f1d22612381a94bfd2daa8a3ca35150361523b2 (detached)
 > git config core.sparsecheckout # timeout=10
 > git checkout -f 8f1d22612381a94bfd2daa8a3ca35150361523b2 # timeout=10
Commit message: "Merge branch 'main' into fix-inference"
 > git rev-list --no-walk 78a4d602f782fb65fd0a9001647baa955b657d2e # timeout=10
[transformers4rec_tests] $ /bin/bash /tmp/jenkins12443777634844131502.sh
GLOB sdist-make: /var/jenkins_home/workspace/transformers4rec_tests/transformers4rec/setup.py
py38-gpu create: /var/jenkins_home/workspace/transformers4rec_tests/transformers4rec/.tox/py38-gpu
py38-gpu inst: /var/jenkins_home/workspace/transformers4rec_tests/transformers4rec/.tox/.tmp/package/1/transformers4rec-0.1.14+36.g8f1d2261.zip
WARNING: Discarding $PYTHONPATH from environment, to override specify PYTHONPATH in 'passenv' in your configuration.
py38-gpu installed: absl-py==1.2.0,aiohttp==3.8.1,aiosignal==1.2.0,alabaster==0.7.12,alembic==1.8.1,anyio==3.6.1,argon2-cffi==21.3.0,argon2-cffi-bindings==21.2.0,astroid==2.5.6,asttokens==2.0.8,astunparse==1.6.3,asv==0.5.1,asvdb==0.4.2,async-timeout==4.0.2,attrs==22.1.0,autopage==0.5.1,awscli==1.27.19,Babel==2.10.3,backcall==0.2.0,beautifulsoup4==4.11.1,betterproto==1.2.5,bleach==5.0.1,boto3==1.24.75,botocore==1.29.19,Brotli==1.0.9,cachetools==5.2.0,certifi==2022.9.24,cffi==1.15.1,charset-normalizer==2.1.1,click==8.1.3,cliff==4.1.0,cloudpickle==2.2.0,cmaes==0.9.0,cmake==3.24.1.1,cmd2==2.4.2,colorama==0.4.4,colorlog==6.7.0,contourpy==1.0.5,coverage==6.5.0,cuda-python==11.7.1,cupy-cuda117==10.6.0,cycler==0.11.0,Cython==0.29.32,dask==2022.1.1,debugpy==1.6.3,decorator==5.1.1,defusedxml==0.7.1,dill==0.3.5.1,distlib==0.3.6,distributed==2022.5.1,distro==1.7.0,docker-pycreds==0.4.0,docutils==0.16,entrypoints==0.4,execnet==1.9.0,executing==1.0.0,faiss==1.7.2,faiss-gpu==1.7.2,fastai==2.7.9,fastapi==0.85.0,fastavro==1.6.1,fastcore==1.5.27,fastdownload==0.0.7,fastjsonschema==2.16.1,fastprogress==1.0.3,fastrlock==0.8,feast==0.19.4,fiddle==0.2.2,filelock==3.8.0,flatbuffers==1.12,fonttools==4.37.3,frozenlist==1.3.1,fsspec==2022.5.0,gast==0.4.0,gevent==21.12.0,geventhttpclient==2.0.2,gitdb==4.0.9,GitPython==3.1.27,google-api-core==2.10.1,google-auth==2.11.1,google-auth-oauthlib==0.4.6,google-pasta==0.2.0,googleapis-common-protos==1.52.0,graphviz==0.20.1,greenlet==1.1.3,grpcio==1.41.0,grpcio-channelz==1.49.0,grpcio-reflection==1.48.1,grpclib==0.4.3,h11==0.13.0,h2==4.1.0,h5py==3.7.0,HeapDict==1.0.1,horovod==0.26.1,hpack==4.0.0,httptools==0.5.0,hugectr2onnx==0.0.0,huggingface-hub==0.9.1,hyperframe==6.0.1,idna==3.4,imagesize==1.4.1,implicit==0.6.1,importlib-metadata==4.12.0,importlib-resources==5.9.0,iniconfig==1.1.1,ipykernel==6.15.3,ipython==8.5.0,ipython-genutils==0.2.0,jedi==0.18.1,Jinja2==3.1.2,jmespath==1.0.1,joblib==1.2.0,json5==0.9.10,jsonschema==4.16.0,jupyter-core==4.11.1,jupyter-server==1.18.1,jupyter_client==7.3.5,jupyterlab==3.4.7,jupyterlab-pygments==0.2.2,jupyterlab_server==2.15.1,keras==2.9.0,Keras-Preprocessing==1.1.2,kiwisolver==1.4.4,lazy-object-proxy==1.8.0,libclang==14.0.6,libcst==0.4.7,lightfm==1.16,lightgbm==3.3.2,llvmlite==0.39.1,locket==1.0.0,lxml==4.9.1,Mako==1.2.4,Markdown==3.4.1,MarkupSafe==2.1.1,matplotlib==3.6.0,matplotlib-inline==0.1.6,merlin-core==0.6.0+1.g5926fcf,merlin-models==0.7.0+11.g280956aa4,merlin-systems==0.5.0+4.g15074ad,mistune==2.0.4,mmh3==3.0.0,mpi4py==3.1.3,msgpack==1.0.4,multidict==6.0.2,mypy-extensions==0.4.3,nbclassic==0.4.3,nbclient==0.6.8,nbconvert==7.0.0,nbformat==5.5.0,nest-asyncio==1.5.5,ninja==1.10.2.3,notebook==6.4.12,notebook-shim==0.1.0,numba==0.56.2,numpy==1.22.4,nvidia-pyindex==1.0.9,nvtabular==1.4.0+8.g95e12d347,nvtx==0.2.5,oauthlib==3.2.1,oldest-supported-numpy==2022.8.16,onnx==1.12.0,onnxruntime==1.11.1,opt-einsum==3.3.0,optuna==3.0.3,packaging==21.3,pandas==1.3.5,pandavro==1.5.2,pandocfilters==1.5.0,parso==0.8.3,partd==1.3.0,pathtools==0.1.2,pbr==5.11.0,pexpect==4.8.0,pickleshare==0.7.5,Pillow==9.2.0,pkgutil_resolve_name==1.3.10,platformdirs==2.5.2,plotly==5.11.0,pluggy==1.0.0,prettytable==3.5.0,prometheus-client==0.14.1,promise==2.3,prompt-toolkit==3.0.31,proto-plus==1.19.6,protobuf==3.19.5,psutil==5.9.2,ptyprocess==0.7.0,pure-eval==0.2.2,py==1.11.0,pyarrow==7.0.0,pyasn1==0.4.8,pyasn1-modules==0.2.8,pybind11==2.10.0,pycparser==2.21,pydantic==1.10.2,pydot==1.4.2,Pygments==2.13.0,pynvml==11.4.1,pyparsing==3.0.9,pyperclip==1.8.2,pyrsistent==0.18.1,pytest==7.1.3,pytest-cov==4.0.0,pytest-xdist==3.0.2,python-dateutil==2.8.2,python-dotenv==0.21.0,python-rapidjson==1.8,pytz==2022.2.1,PyYAML==5.4.1,pyzmq==24.0.0,regex==2022.9.13,requests==2.28.1,requests-oauthlib==1.3.1,rsa==4.7.2,s3transfer==0.6.0,sacremoses==0.0.53,scikit-build==0.15.0,scikit-learn==1.1.2,scipy==1.8.1,Send2Trash==1.8.0,sentry-sdk==1.9.8,setproctitle==1.3.2,setuptools-scm==7.0.5,shortuuid==1.0.9,six==1.16.0,sklearn==0.0,smmap==5.0.0,sniffio==1.3.0,snowballstemmer==2.2.0,sortedcontainers==2.4.0,soupsieve==2.3.2.post1,Sphinx==5.3.0,sphinx-multiversion==0.2.4,sphinxcontrib-applehelp==1.0.2,sphinxcontrib-devhelp==1.0.2,sphinxcontrib-htmlhelp==2.0.0,sphinxcontrib-jsmath==1.0.1,sphinxcontrib-qthelp==1.0.3,sphinxcontrib-serializinghtml==1.1.5,SQLAlchemy==1.4.44,stack-data==0.5.0,starlette==0.20.4,stevedore==4.1.1,stringcase==1.2.0,tabulate==0.8.10,tblib==1.7.0,tenacity==8.0.1,tensorboard==2.9.1,tensorboard-data-server==0.6.1,tensorboard-plugin-wit==1.8.1,tensorflow-estimator==2.9.0,tensorflow-gpu==2.9.2,tensorflow-io-gcs-filesystem==0.27.0,tensorflow-metadata==1.10.0,termcolor==2.0.1,terminado==0.15.0,testbook==0.4.2,threadpoolctl==3.1.0,tinycss2==1.1.1,tokenizers==0.10.3,toml==0.10.2,tomli==2.0.1,toolz==0.12.0,torch==1.12.1+cu113,torchmetrics==0.3.2,tornado==6.2,tox==3.26.0,tqdm==4.64.1,traitlets==5.4.0,transformers==4.12.0,transformers4rec==0.1.14+36.g8f1d2261,treelite==2.3.0,treelite-runtime==2.3.0,tritonclient==2.25.0,typing-inspect==0.8.0,typing_extensions==4.3.0,urllib3==1.26.12,uvicorn==0.18.3,uvloop==0.17.0,virtualenv==20.16.5,wandb==0.13.3,watchfiles==0.17.0,wcwidth==0.2.5,webencodings==0.5.1,websocket-client==1.4.1,websockets==10.3,Werkzeug==2.2.2,wrapt==1.12.1,xgboost==1.6.2,yarl==1.8.1,zict==2.2.0,zipp==3.8.1,zope.event==4.5.0,zope.interface==5.4.0
py38-gpu run-test-pre: PYTHONHASHSEED='4126768687'
py38-gpu run-test: commands[0] | pip install --upgrade pip
Looking in indexes: https://pypi.org/simple, https://pypi.ngc.nvidia.com
Requirement already satisfied: pip in ./.tox/py38-gpu/lib/python3.8/site-packages (22.3.1)
py38-gpu run-test: commands[1] | pip install .
Looking in indexes: https://pypi.org/simple, https://pypi.ngc.nvidia.com
Processing /var/jenkins_home/workspace/transformers4rec_tests/transformers4rec
  Installing build dependencies: started
  Installing build dependencies: finished with status 'done'
  Getting requirements to build wheel: started
  Getting requirements to build wheel: finished with status 'done'
  Preparing metadata (pyproject.toml): started
  Preparing metadata (pyproject.toml): finished with status 'done'
Requirement already satisfied: pyarrow>=1.0 in ./.tox/py38-gpu/lib/python3.8/site-packages (from transformers4rec==0.1.14+36.g8f1d2261) (10.0.1)
Requirement already satisfied: transformers<4.19 in ./.tox/py38-gpu/lib/python3.8/site-packages (from transformers4rec==0.1.14+36.g8f1d2261) (4.18.0)
Requirement already satisfied: tensorflow-metadata in ./.tox/py38-gpu/lib/python3.8/site-packages (from transformers4rec==0.1.14+36.g8f1d2261) (1.11.0)
Requirement already satisfied: numpy>=1.17.0 in ./.tox/py38-gpu/lib/python3.8/site-packages (from transformers4rec==0.1.14+36.g8f1d2261) (1.23.5)
Requirement already satisfied: tqdm>=4.27 in ./.tox/py38-gpu/lib/python3.8/site-packages (from transformers4rec==0.1.14+36.g8f1d2261) (4.64.1)
Requirement already satisfied: betterproto<2.0.0 in ./.tox/py38-gpu/lib/python3.8/site-packages (from transformers4rec==0.1.14+36.g8f1d2261) (1.2.5)
Requirement already satisfied: grpclib in ./.tox/py38-gpu/lib/python3.8/site-packages (from betterproto<2.0.0->transformers4rec==0.1.14+36.g8f1d2261) (0.4.3)
Requirement already satisfied: stringcase in ./.tox/py38-gpu/lib/python3.8/site-packages (from betterproto<2.0.0->transformers4rec==0.1.14+36.g8f1d2261) (1.2.0)
Requirement already satisfied: filelock in ./.tox/py38-gpu/lib/python3.8/site-packages (from transformers<4.19->transformers4rec==0.1.14+36.g8f1d2261) (3.8.0)
Requirement already satisfied: regex!=2019.12.17 in ./.tox/py38-gpu/lib/python3.8/site-packages (from transformers<4.19->transformers4rec==0.1.14+36.g8f1d2261) (2022.10.31)
Requirement already satisfied: packaging>=20.0 in ./.tox/py38-gpu/lib/python3.8/site-packages (from transformers<4.19->transformers4rec==0.1.14+36.g8f1d2261) (21.3)
Requirement already satisfied: sacremoses in ./.tox/py38-gpu/lib/python3.8/site-packages (from transformers<4.19->transformers4rec==0.1.14+36.g8f1d2261) (0.0.53)
Requirement already satisfied: tokenizers!=0.11.3,<0.13,>=0.11.1 in ./.tox/py38-gpu/lib/python3.8/site-packages (from transformers<4.19->transformers4rec==0.1.14+36.g8f1d2261) (0.12.1)
Requirement already satisfied: requests in ./.tox/py38-gpu/lib/python3.8/site-packages (from transformers<4.19->transformers4rec==0.1.14+36.g8f1d2261) (2.28.1)
Requirement already satisfied: pyyaml>=5.1 in ./.tox/py38-gpu/lib/python3.8/site-packages (from transformers<4.19->transformers4rec==0.1.14+36.g8f1d2261) (6.0)
Requirement already satisfied: huggingface-hub<1.0,>=0.1.0 in ./.tox/py38-gpu/lib/python3.8/site-packages (from transformers<4.19->transformers4rec==0.1.14+36.g8f1d2261) (0.11.1)
Requirement already satisfied: protobuf<4,>=3.13 in ./.tox/py38-gpu/lib/python3.8/site-packages (from tensorflow-metadata->transformers4rec==0.1.14+36.g8f1d2261) (3.20.3)
Requirement already satisfied: absl-py<2.0.0,>=0.9 in ./.tox/py38-gpu/lib/python3.8/site-packages (from tensorflow-metadata->transformers4rec==0.1.14+36.g8f1d2261) (1.3.0)
Requirement already satisfied: googleapis-common-protos<2,>=1.52.0 in ./.tox/py38-gpu/lib/python3.8/site-packages (from tensorflow-metadata->transformers4rec==0.1.14+36.g8f1d2261) (1.57.0)
Requirement already satisfied: typing-extensions>=3.7.4.3 in ./.tox/py38-gpu/lib/python3.8/site-packages (from huggingface-hub<1.0,>=0.1.0->transformers<4.19->transformers4rec==0.1.14+36.g8f1d2261) (4.4.0)
Requirement already satisfied: pyparsing!=3.0.5,>=2.0.2 in ./.tox/py38-gpu/lib/python3.8/site-packages (from packaging>=20.0->transformers<4.19->transformers4rec==0.1.14+36.g8f1d2261) (3.0.9)
Requirement already satisfied: h2<5,>=3.1.0 in ./.tox/py38-gpu/lib/python3.8/site-packages (from grpclib->betterproto<2.0.0->transformers4rec==0.1.14+36.g8f1d2261) (4.1.0)
Requirement already satisfied: multidict in ./.tox/py38-gpu/lib/python3.8/site-packages (from grpclib->betterproto<2.0.0->transformers4rec==0.1.14+36.g8f1d2261) (6.0.2)
Requirement already satisfied: certifi>=2017.4.17 in ./.tox/py38-gpu/lib/python3.8/site-packages (from requests->transformers<4.19->transformers4rec==0.1.14+36.g8f1d2261) (2022.9.24)
Requirement already satisfied: charset-normalizer<3,>=2 in ./.tox/py38-gpu/lib/python3.8/site-packages (from requests->transformers<4.19->transformers4rec==0.1.14+36.g8f1d2261) (2.1.1)
Requirement already satisfied: idna<4,>=2.5 in ./.tox/py38-gpu/lib/python3.8/site-packages (from requests->transformers<4.19->transformers4rec==0.1.14+36.g8f1d2261) (3.4)
Requirement already satisfied: urllib3<1.27,>=1.21.1 in ./.tox/py38-gpu/lib/python3.8/site-packages (from requests->transformers<4.19->transformers4rec==0.1.14+36.g8f1d2261) (1.26.13)
Requirement already satisfied: six in ./.tox/py38-gpu/lib/python3.8/site-packages (from sacremoses->transformers<4.19->transformers4rec==0.1.14+36.g8f1d2261) (1.16.0)
Requirement already satisfied: joblib in ./.tox/py38-gpu/lib/python3.8/site-packages (from sacremoses->transformers<4.19->transformers4rec==0.1.14+36.g8f1d2261) (1.2.0)
Requirement already satisfied: click in ./.tox/py38-gpu/lib/python3.8/site-packages (from sacremoses->transformers<4.19->transformers4rec==0.1.14+36.g8f1d2261) (8.1.3)
Requirement already satisfied: hpack<5,>=4.0 in ./.tox/py38-gpu/lib/python3.8/site-packages (from h2<5,>=3.1.0->grpclib->betterproto<2.0.0->transformers4rec==0.1.14+36.g8f1d2261) (4.0.0)
Requirement already satisfied: hyperframe<7,>=6.0 in ./.tox/py38-gpu/lib/python3.8/site-packages (from h2<5,>=3.1.0->grpclib->betterproto<2.0.0->transformers4rec==0.1.14+36.g8f1d2261) (6.0.1)
Building wheels for collected packages: transformers4rec
  Building wheel for transformers4rec (pyproject.toml): started
  Building wheel for transformers4rec (pyproject.toml): finished with status 'done'
  Created wheel for transformers4rec: filename=transformers4rec-0.1.14+36.g8f1d2261-py3-none-any.whl size=478699 sha256=fdb709fbe2e367c6d416a5bd00b4a9a87674e5e7fc1cef1cc3453b6815816b20
  Stored in directory: /tmp/pip-ephem-wheel-cache-rpf81erj/wheels/cb/5d/b4/e081835ae498194a418e957657f998bdff0fa2bd103855a861
Successfully built transformers4rec
Installing collected packages: transformers4rec
  Attempting uninstall: transformers4rec
    Found existing installation: transformers4rec 0.1.14+36.g8f1d2261
    Uninstalling transformers4rec-0.1.14+36.g8f1d2261:
      Successfully uninstalled transformers4rec-0.1.14+36.g8f1d2261
Successfully installed transformers4rec-0.1.14+36.g8f1d2261
___________________________________ summary ____________________________________
  py38-gpu: commands succeeded
  congratulations :)
Performing Post build task...
Match found for : : True
Logical operation result is TRUE
Running script  : #!/bin/bash
cd /var/jenkins_home/
CUDA_VISIBLE_DEVICES=2 python test_res_push.py "https://api.GitHub.com/repos/NVIDIA-Merlin/Transformers4Rec/issues/$ghprbPullId/comments" "/var/jenkins_home/jobs/$JOB_NAME/builds/$BUILD_NUMBER/log" 
[transformers4rec_tests] $ /bin/bash /tmp/jenkins5796155880913079034.sh

@sararb sararb mentioned this pull request Nov 30, 2022
Closed
gabrielspmoreira
gabrielspmoreira reviewed Nov 30, 2022
View reviewed changes
examples/t4rec_paper_experiments/t4r_paper_repro/transf_exp_main.py
real_items = real_items.reshape(bs, 1, -1)
predicted_items = predicted_items.reshape(bs, 1, top_k)

num_relevant = real_items.shape[-1]
Copy link
Member

Choose a reason for hiding this comment

The reason will be displayed to describe this comment to others. Learn more.

I think you need to filter num_relevant[valid_rows] as you do with predicted_correct_sum[valid_rows]

@sararb sararb merged commit 1c92b8e into main Nov 30, 2022
Sign up for free to join this conversation on GitHub. Already have an account? Sign in to comment
Reviewers

@gabrielspmoreira gabrielspmoreira gabrielspmoreira approved these changes

@rnyak rnyak Awaiting requested review from rnyak

Assignees

@sararb sararb

Labels
area/inference bug Something isn't working
Projects
None yet
Milestone
Merlin 22.12
Development

Successfully merging this pull request may close these issues.

[BUG] Model's performance discrepancy between evaluation and inference modes
4 participants
@sararb @nvidia-merlin-bot @gabrielspmoreira @edknv