From 223dded769df48270df317868dc32144ec2fb353 Mon Sep 17 00:00:00 2001 From: Vitaly Terentyev Date: Thu, 12 Oct 2023 18:57:35 +0400 Subject: [PATCH] Add Inference Python Benchmarks Dataflow workflow (#28943) --- ...m_Inference_Python_Benchmarks_Dataflow.yml | 144 ++++++++++++++++++ ...rch_Imagenet_Classification_Resnet_152.txt | 34 +++++ ...Classification_Resnet_152_Tesla_T4_GPU.txt | 36 +++++ ...ch_Language_Modeling_Bert_Base_Uncased.txt | 34 +++++ ...h_Language_Modeling_Bert_Large_Uncased.txt | 34 +++++ ...torch_Vision_Classification_Resnet_101.txt | 34 +++++ 6 files changed, 316 insertions(+) create mode 100644 .github/workflows/beam_Inference_Python_Benchmarks_Dataflow.yml create mode 100644 .github/workflows/load-tests-job-configs/beam_Inference_Python_Benchmarks_Dataflow_Pytorch_Imagenet_Classification_Resnet_152.txt create mode 100644 .github/workflows/load-tests-job-configs/beam_Inference_Python_Benchmarks_Dataflow_Pytorch_Imagenet_Classification_Resnet_152_Tesla_T4_GPU.txt create mode 100644 .github/workflows/load-tests-job-configs/beam_Inference_Python_Benchmarks_Dataflow_Pytorch_Language_Modeling_Bert_Base_Uncased.txt create mode 100644 .github/workflows/load-tests-job-configs/beam_Inference_Python_Benchmarks_Dataflow_Pytorch_Language_Modeling_Bert_Large_Uncased.txt create mode 100644 .github/workflows/load-tests-job-configs/beam_Inference_Python_Benchmarks_Dataflow_Pytorch_Vision_Classification_Resnet_101.txt diff --git a/.github/workflows/beam_Inference_Python_Benchmarks_Dataflow.yml b/.github/workflows/beam_Inference_Python_Benchmarks_Dataflow.yml new file mode 100644 index 000000000000..117dc39a0fb7 --- /dev/null +++ b/.github/workflows/beam_Inference_Python_Benchmarks_Dataflow.yml @@ -0,0 +1,144 @@ +# Licensed to the Apache Software Foundation (ASF) under one or more +# contributor license agreements. See the NOTICE file distributed with +# this work for additional information regarding copyright ownership. +# The ASF licenses this file to You under the Apache License, Version 2.0 +# (the "License"); you may not use this file except in compliance with +# the License. You may obtain a copy of the License at +# +# http://www.apache.org/licenses/LICENSE-2.0 +# +# Unless required by applicable law or agreed to in writing, software +# distributed under the License is distributed on an "AS IS" BASIS, +# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. +# See the License for the specific language governing permissions and +# limitations under the License. + +name: Inference Python Benchmarks Dataflow + +on: + issue_comment: + types: [created] + schedule: + - cron: '50 3 * * *' + workflow_dispatch: + +#Setting explicit permissions for the action to avoid the default permissions which are `write-all` in case of pull_request_target event +permissions: + actions: write + pull-requests: read + checks: read + contents: read + deployments: read + id-token: none + issues: read + discussions: read + packages: read + pages: read + repository-projects: read + security-events: read + statuses: read + +# This allows a subsequently queued workflow run to interrupt previous runs +concurrency: + group: '${{ github.workflow }} @ ${{ github.event.issue.number || github.sha || github.head_ref || github.ref }}-${{ github.event.schedule || github.event.comment.body || github.event.sender.login }}' + cancel-in-progress: true + +env: + GRADLE_ENTERPRISE_ACCESS_KEY: ${{ secrets.GE_ACCESS_TOKEN }} + GRADLE_ENTERPRISE_CACHE_USERNAME: ${{ secrets.GE_CACHE_USERNAME }} + GRADLE_ENTERPRISE_CACHE_PASSWORD: ${{ secrets.GE_CACHE_PASSWORD }} + +jobs: + beam_Inference_Python_Benchmarks_Dataflow: + if: | + github.event_name == 'workflow_dispatch' || + github.event_name == 'schedule' || + github.event.comment.body == 'Run Inference Benchmarks' + runs-on: [self-hosted, ubuntu-20.04, main] + timeout-minutes: 900 + name: ${{ matrix.job_name }} (${{ matrix.job_phrase }}) + strategy: + matrix: + job_name: ["beam_Inference_Python_Benchmarks_Dataflow"] + job_phrase: ["Run Inference Benchmarks"] + steps: + - uses: actions/checkout@v3 + - name: Setup repository + uses: ./.github/actions/setup-action + with: + comment_phrase: ${{ matrix.job_phrase }} + github_token: ${{ secrets.GITHUB_TOKEN }} + github_job: ${{ matrix.job_name }} (${{ matrix.job_phrase }}) + - name: Setup Python environment + uses: ./.github/actions/setup-environment-action + with: + python-version: '3.8' + - name: Prepare test arguments + uses: ./.github/actions/test-arguments-action + with: + test-type: load + test-language: python + argument-file-paths: | + ${{ github.workspace }}/.github/workflows/load-tests-job-configs/beam_Inference_Python_Benchmarks_Dataflow_Pytorch_Vision_Classification_Resnet_101.txt + ${{ github.workspace }}/.github/workflows/load-tests-job-configs/beam_Inference_Python_Benchmarks_Dataflow_Pytorch_Imagenet_Classification_Resnet_152.txt + ${{ github.workspace }}/.github/workflows/load-tests-job-configs/beam_Inference_Python_Benchmarks_Dataflow_Pytorch_Language_Modeling_Bert_Base_Uncased.txt + ${{ github.workspace }}/.github/workflows/load-tests-job-configs/beam_Inference_Python_Benchmarks_Dataflow_Pytorch_Language_Modeling_Bert_Large_Uncased.txt + ${{ github.workspace }}/.github/workflows/load-tests-job-configs/beam_Inference_Python_Benchmarks_Dataflow_Pytorch_Imagenet_Classification_Resnet_152_Tesla_T4_GPU.txt + # The env variables are created and populated in the test-arguments-action as "_test_arguments_" + - name: get current time + run: echo "NOW_UTC=$(date '+%m%d%H%M%S' --utc)" >> $GITHUB_ENV + - name: run Pytorch Vision Classification with Resnet 101 + uses: ./.github/actions/gradle-command-self-hosted-action + timeout-minutes: 180 + with: + gradle-command: :sdks:python:apache_beam:testing:load_tests:run + arguments: | + -PloadTest.mainClass=apache_beam.testing.benchmarks.inference.pytorch_image_classification_benchmarks \ + -Prunner=DataflowRunner \ + -PpythonVersion=3.8 \ + -PloadTest.requirementsTxtFile=apache_beam/ml/inference/torch_tests_requirements.txt \ + '-PloadTest.args=${{ env.beam_Inference_Python_Benchmarks_Dataflow_test_arguments_1 }} --job_name=benchmark-tests-pytorch-imagenet-python-101-${{env.NOW_UTC}} --output=gs://temp-storage-for-end-to-end-tests/torch/result_resnet101-${{env.NOW_UTC}}.txt' \ + - name: run Pytorch Imagenet Classification with Resnet 152 + uses: ./.github/actions/gradle-command-self-hosted-action + timeout-minutes: 180 + with: + gradle-command: :sdks:python:apache_beam:testing:load_tests:run + arguments: | + -PloadTest.mainClass=apache_beam.testing.benchmarks.inference.pytorch_image_classification_benchmarks \ + -Prunner=DataflowRunner \ + -PpythonVersion=3.8 \ + -PloadTest.requirementsTxtFile=apache_beam/ml/inference/torch_tests_requirements.txt \ + '-PloadTest.args=${{ env.beam_Inference_Python_Benchmarks_Dataflow_test_arguments_2 }} --job_name=benchmark-tests-pytorch-imagenet-python-152-${{env.NOW_UTC}} --output=gs://temp-storage-for-end-to-end-tests/torch/result_resnet152-${{env.NOW_UTC}}.txt' \ + - name: run Pytorch Language Modeling using Hugging face bert-base-uncased model + uses: ./.github/actions/gradle-command-self-hosted-action + timeout-minutes: 180 + with: + gradle-command: :sdks:python:apache_beam:testing:load_tests:run + arguments: | + -PloadTest.mainClass=apache_beam.testing.benchmarks.inference.pytorch_language_modeling_benchmarks \ + -Prunner=DataflowRunner \ + -PpythonVersion=3.8 \ + -PloadTest.requirementsTxtFile=apache_beam/ml/inference/torch_tests_requirements.txt \ + '-PloadTest.args=${{ env.beam_Inference_Python_Benchmarks_Dataflow_test_arguments_3 }} --job_name=benchmark-tests-pytorch-language-modeling-bert-base-uncased-${{env.NOW_UTC}} --output=gs://temp-storage-for-end-to-end-tests/torch/result_bert_base_uncased-${{env.NOW_UTC}}.txt' \ + - name: run Pytorch Langauge Modeling using Hugging Face bert-large-uncased model + uses: ./.github/actions/gradle-command-self-hosted-action + timeout-minutes: 180 + with: + gradle-command: :sdks:python:apache_beam:testing:load_tests:run + arguments: | + -PloadTest.mainClass=apache_beam.testing.benchmarks.inference.pytorch_language_modeling_benchmarks \ + -Prunner=DataflowRunner \ + -PpythonVersion=3.8 \ + -PloadTest.requirementsTxtFile=apache_beam/ml/inference/torch_tests_requirements.txt \ + '-PloadTest.args=${{ env.beam_Inference_Python_Benchmarks_Dataflow_test_arguments_4 }} --job_name=benchmark-tests-pytorch-language-modeling-bert-large-uncased-${{env.NOW_UTC}} --output=gs://temp-storage-for-end-to-end-tests/torch/result_bert_large_uncased-${{env.NOW_UTC}}.txt' \ + - name: run Pytorch Imagenet Classification with Resnet 152 with Tesla T4 GPU + uses: ./.github/actions/gradle-command-self-hosted-action + timeout-minutes: 180 + with: + gradle-command: :sdks:python:apache_beam:testing:load_tests:run + arguments: | + -PloadTest.mainClass=apache_beam.testing.benchmarks.inference.pytorch_image_classification_benchmarks \ + -Prunner=DataflowRunner \ + -PpythonVersion=3.8 \ + -PloadTest.requirementsTxtFile=apache_beam/ml/inference/torch_tests_requirements.txt \ + '-PloadTest.args=${{ env.beam_Inference_Python_Benchmarks_Dataflow_test_arguments_5 }} --job_name=benchmark-tests-pytorch-imagenet-python-gpu-${{env.NOW_UTC}} --output=gs://temp-storage-for-end-to-end-tests/torch/result_resnet152_gpu-${{env.NOW_UTC}}.txt' \ No newline at end of file diff --git a/.github/workflows/load-tests-job-configs/beam_Inference_Python_Benchmarks_Dataflow_Pytorch_Imagenet_Classification_Resnet_152.txt b/.github/workflows/load-tests-job-configs/beam_Inference_Python_Benchmarks_Dataflow_Pytorch_Imagenet_Classification_Resnet_152.txt new file mode 100644 index 000000000000..c65317b49573 --- /dev/null +++ b/.github/workflows/load-tests-job-configs/beam_Inference_Python_Benchmarks_Dataflow_Pytorch_Imagenet_Classification_Resnet_152.txt @@ -0,0 +1,34 @@ +# Licensed to the Apache Software Foundation (ASF) under one +# or more contributor license agreements. See the NOTICE file +# distributed with this work for additional information +# regarding copyright ownership. The ASF licenses this file +# to you under the Apache License, Version 2.0 (the +# "License"); you may not use this file except in compliance +# with the License. You may obtain a copy of the License at +# +# http://www.apache.org/licenses/LICENSE-2.0 +# +# Unless required by applicable law or agreed to in writing, software +# distributed under the License is distributed on an "AS IS" BASIS, +# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. +# See the License for the specific language governing permissions and +# limitations under the License. + +--region=us-central1 +--machine_type=n1-standard-2 +--num_workers=75 +--disk_size_gb=50 +--autoscaling_algorithm=NONE +--staging_location=gs://temp-storage-for-perf-tests/loadtests +--temp_location=gs://temp-storage-for-perf-tests/loadtests +--requirements_file=apache_beam/ml/inference/torch_tests_requirements.txt +--publish_to_big_query=true +--metrics_dataset=beam_run_inference +--metrics_table=torch_inference_imagenet_results_resnet152 +--input_options={} +--influx_measurement=torch_inference_imagenet_resnet152 +--pretrained_model_name=resnet152 +--device=CPU +--input_file=gs://apache-beam-ml/testing/inputs/openimage_50k_benchmark.txt +--model_state_dict_path=gs://apache-beam-ml/models/torchvision.models.resnet152.pth +--runner=DataflowRunner \ No newline at end of file diff --git a/.github/workflows/load-tests-job-configs/beam_Inference_Python_Benchmarks_Dataflow_Pytorch_Imagenet_Classification_Resnet_152_Tesla_T4_GPU.txt b/.github/workflows/load-tests-job-configs/beam_Inference_Python_Benchmarks_Dataflow_Pytorch_Imagenet_Classification_Resnet_152_Tesla_T4_GPU.txt new file mode 100644 index 000000000000..c1b7e273c6e8 --- /dev/null +++ b/.github/workflows/load-tests-job-configs/beam_Inference_Python_Benchmarks_Dataflow_Pytorch_Imagenet_Classification_Resnet_152_Tesla_T4_GPU.txt @@ -0,0 +1,36 @@ +# Licensed to the Apache Software Foundation (ASF) under one +# or more contributor license agreements. See the NOTICE file +# distributed with this work for additional information +# regarding copyright ownership. The ASF licenses this file +# to you under the Apache License, Version 2.0 (the +# "License"); you may not use this file except in compliance +# with the License. You may obtain a copy of the License at +# +# http://www.apache.org/licenses/LICENSE-2.0 +# +# Unless required by applicable law or agreed to in writing, software +# distributed under the License is distributed on an "AS IS" BASIS, +# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. +# See the License for the specific language governing permissions and +# limitations under the License. + +--region=us-central1 +--machine_type=n1-standard-2 +--num_workers=75 +--disk_size_gb=50 +--autoscaling_algorithm=NONE +--staging_location=gs://temp-storage-for-perf-tests/loadtests +--temp_location=gs://temp-storage-for-perf-tests/loadtests +--requirements_file=apache_beam/ml/inference/torch_tests_requirements.txt +--publish_to_big_query=true +--metrics_dataset=beam_run_inference +--metrics_table=torch_inference_imagenet_results_resnet152_tesla_t4 +--input_options={} +--influx_measurement=torch_inference_imagenet_resnet152_tesla_t4 +--pretrained_model_name=resnet152 +--device=GPU +--experiments=worker_accelerator=type:nvidia-tesla-t4;count:1;install-nvidia-driver +--sdk_container_image=us.gcr.io/apache-beam-testing/python-postcommit-it/tensor_rt:latest +--input_file=gs://apache-beam-ml/testing/inputs/openimage_50k_benchmark.txt +--model_state_dict_path=gs://apache-beam-ml/models/torchvision.models.resnet152.pth +--runner=DataflowRunner \ No newline at end of file diff --git a/.github/workflows/load-tests-job-configs/beam_Inference_Python_Benchmarks_Dataflow_Pytorch_Language_Modeling_Bert_Base_Uncased.txt b/.github/workflows/load-tests-job-configs/beam_Inference_Python_Benchmarks_Dataflow_Pytorch_Language_Modeling_Bert_Base_Uncased.txt new file mode 100644 index 000000000000..66aca5fdbcd7 --- /dev/null +++ b/.github/workflows/load-tests-job-configs/beam_Inference_Python_Benchmarks_Dataflow_Pytorch_Language_Modeling_Bert_Base_Uncased.txt @@ -0,0 +1,34 @@ +# Licensed to the Apache Software Foundation (ASF) under one +# or more contributor license agreements. See the NOTICE file +# distributed with this work for additional information +# regarding copyright ownership. The ASF licenses this file +# to you under the Apache License, Version 2.0 (the +# "License"); you may not use this file except in compliance +# with the License. You may obtain a copy of the License at +# +# http://www.apache.org/licenses/LICENSE-2.0 +# +# Unless required by applicable law or agreed to in writing, software +# distributed under the License is distributed on an "AS IS" BASIS, +# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. +# See the License for the specific language governing permissions and +# limitations under the License. + +--region=us-central1 +--machine_type=n1-standard-2 +--num_workers=250 +--disk_size_gb=50 +--autoscaling_algorithm=NONE +--staging_location=gs://temp-storage-for-perf-tests/loadtests +--temp_location=gs://temp-storage-for-perf-tests/loadtests +--requirements_file=apache_beam/ml/inference/torch_tests_requirements.txt +--publish_to_big_query=true +--metrics_dataset=beam_run_inference +--metrics_table=torch_language_modeling_bert_base_uncased +--input_options={} +--influx_measurement=torch_language_modeling_bert_base_uncased +--device=CPU +--input_file=gs://apache-beam-ml/testing/inputs/sentences_50k.txt +--bert_tokenizer=bert-base-uncased +--model_state_dict_path=gs://apache-beam-ml/models/huggingface.BertForMaskedLM.bert-base-uncased.pth +--runner=DataflowRunner \ No newline at end of file diff --git a/.github/workflows/load-tests-job-configs/beam_Inference_Python_Benchmarks_Dataflow_Pytorch_Language_Modeling_Bert_Large_Uncased.txt b/.github/workflows/load-tests-job-configs/beam_Inference_Python_Benchmarks_Dataflow_Pytorch_Language_Modeling_Bert_Large_Uncased.txt new file mode 100644 index 000000000000..d6406271685b --- /dev/null +++ b/.github/workflows/load-tests-job-configs/beam_Inference_Python_Benchmarks_Dataflow_Pytorch_Language_Modeling_Bert_Large_Uncased.txt @@ -0,0 +1,34 @@ +# Licensed to the Apache Software Foundation (ASF) under one +# or more contributor license agreements. See the NOTICE file +# distributed with this work for additional information +# regarding copyright ownership. The ASF licenses this file +# to you under the Apache License, Version 2.0 (the +# "License"); you may not use this file except in compliance +# with the License. You may obtain a copy of the License at +# +# http://www.apache.org/licenses/LICENSE-2.0 +# +# Unless required by applicable law or agreed to in writing, software +# distributed under the License is distributed on an "AS IS" BASIS, +# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. +# See the License for the specific language governing permissions and +# limitations under the License. + +--region=us-central1 +--machine_type=n1-standard-2 +--num_workers=250 +--disk_size_gb=50 +--autoscaling_algorithm=NONE +--staging_location=gs://temp-storage-for-perf-tests/loadtests +--temp_location=gs://temp-storage-for-perf-tests/loadtests +--requirements_file=apache_beam/ml/inference/torch_tests_requirements.txt +--publish_to_big_query=true +--metrics_dataset=beam_run_inference +--metrics_table=torch_language_modeling_bert_large_uncased +--input_options={} +--influx_measurement=torch_language_modeling_bert_large_uncased +--device=CPU +--input_file=gs://apache-beam-ml/testing/inputs/sentences_50k.txt +--bert_tokenizer=bert-large-uncased +--model_state_dict_path=gs://apache-beam-ml/models/huggingface.BertForMaskedLM.bert-large-uncased.pth +--runner=DataflowRunner \ No newline at end of file diff --git a/.github/workflows/load-tests-job-configs/beam_Inference_Python_Benchmarks_Dataflow_Pytorch_Vision_Classification_Resnet_101.txt b/.github/workflows/load-tests-job-configs/beam_Inference_Python_Benchmarks_Dataflow_Pytorch_Vision_Classification_Resnet_101.txt new file mode 100644 index 000000000000..5a0d25043909 --- /dev/null +++ b/.github/workflows/load-tests-job-configs/beam_Inference_Python_Benchmarks_Dataflow_Pytorch_Vision_Classification_Resnet_101.txt @@ -0,0 +1,34 @@ +# Licensed to the Apache Software Foundation (ASF) under one +# or more contributor license agreements. See the NOTICE file +# distributed with this work for additional information +# regarding copyright ownership. The ASF licenses this file +# to you under the Apache License, Version 2.0 (the +# "License"); you may not use this file except in compliance +# with the License. You may obtain a copy of the License at +# +# http://www.apache.org/licenses/LICENSE-2.0 +# +# Unless required by applicable law or agreed to in writing, software +# distributed under the License is distributed on an "AS IS" BASIS, +# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. +# See the License for the specific language governing permissions and +# limitations under the License. + +--region=us-central1 +--machine_type=n1-standard-2 +--num_workers=75 +--disk_size_gb=50 +--autoscaling_algorithm=NONE +--staging_location=gs://temp-storage-for-perf-tests/loadtests +--temp_location=gs://temp-storage-for-perf-tests/loadtests +--requirements_file=apache_beam/ml/inference/torch_tests_requirements.txt +--publish_to_big_query=true +--metrics_dataset=beam_run_inference +--metrics_table=torch_inference_imagenet_results_resnet101 +--input_options={} +--influx_measurement=torch_inference_imagenet_resnet101 +--pretrained_model_name=resnet101 +--device=CPU +--input_file=gs://apache-beam-ml/testing/inputs/openimage_50k_benchmark.txt +--model_state_dict_path=gs://apache-beam-ml/models/torchvision.models.resnet101.pth +--runner=DataflowRunner \ No newline at end of file