From 152f69bc4fa0f2e5bbfaa1bedd151792c7273215 Mon Sep 17 00:00:00 2001 From: Safoine El Khabich <34200873+safoinme@users.noreply.github.com> Date: Mon, 13 Nov 2023 12:59:50 +0100 Subject: [PATCH 01/22] add tests and assests --- .github/actions/nlp_template_test/action.yml | 3 +- README.md | 21 +- assets/deploy_pipeline.png | Bin 0 -> 41989 bytes assets/full_template.png | Bin 0 -> 439556 bytes assets/promote_pipeline.png | Bin 0 -> 49570 bytes assets/training_pipeline.png | Bin 0 -> 87882 bytes template/steps/deploying/save_model.py | 1 - tests/conftest.py | 102 ++++++++++ tests/test_template.py | 194 +++++++++++++++++++ 9 files changed, 307 insertions(+), 14 deletions(-) create mode 100644 assets/deploy_pipeline.png create mode 100644 assets/full_template.png create mode 100644 assets/promote_pipeline.png create mode 100644 assets/training_pipeline.png create mode 100644 tests/conftest.py create mode 100644 tests/test_template.py diff --git a/.github/actions/nlp_template_test/action.yml b/.github/actions/nlp_template_test/action.yml index 8b78d56..c3aed5a 100644 --- a/.github/actions/nlp_template_test/action.yml +++ b/.github/actions/nlp_template_test/action.yml @@ -69,13 +69,14 @@ runs: - name: Concatenate requirements shell: bash run: | - zenml integration export-requirements -o ./local_checkout/integration-requirements.txt sklearn mlflow s3 kubernetes kubeflow slack evidently + zenml integration export-requirements -o ./local_checkout/integration-requirements.txt mlflow s3 kubernetes kubeflow discord aws huggingface pytorch skypilot_aws cat ./local_checkout/requirements.txt ./local_checkout/test-requirements.txt ./local_checkout/integration-requirements.txt >> ./local_checkout/all-requirements.txt - name: Install requirements shell: bash run: | pip install -r ./local_checkout/all-requirements.txt + pip install accelerate - name: Run pytests shell: bash diff --git a/README.md b/README.md index bc47aca..b8a9a56 100644 --- a/README.md +++ b/README.md @@ -66,6 +66,10 @@ For more details, check the `README.md` file in the generated project directory. This NLP project template includes three main pipelines: +

+ +

+ ### Training Pipeline The training pipeline is designed to handle the end-to-end process of training an NLP model. It includes steps for data loading, tokenization, model training, and model registration. The pipeline is parameterized to allow for customization of the training process, such as sequence length, batch size, and learning rate. @@ -113,24 +117,17 @@ The training pipeline is the heart of the NLP project. It is responsible for pre The training pipeline is configured using the `{{product_name}}_training_pipeline` function, which includes steps for data loading, tokenization, model training, and model registration. The pipeline can be customized with parameters such as `lower_case`, `padding`, `max_seq_length`, and others to tailor the tokenization and training process to your specific NLP use case. -### Training Pipeline: Data and Tokenization +### Training Pipeline -[📂 Code folder](template/steps/data_tokenization/) +[📂 Code folder](template/steps/model_training/)

- +

The first stage of the training pipeline involves loading the dataset and preparing it for the model. The `data_loader` step fetches the dataset, which is then passed to the `tokenizer_loader` and `tokenization_step` to convert the raw text data into a format suitable for the NLP model. Tokenization is a critical step in NLP pipelines, as it converts text into tokens that the model can understand. The tokenizer can be configured to handle case sensitivity, padding strategies, and sequence lengths, ensuring that the input data is consistent and optimized for training. -### Training Pipeline: Model Training - -[📂 Code folder](template/steps/model_training/) -

- -

- Once the data is tokenized, the `model_trainer` step takes over to train the NLP model. This step utilizes the tokenized dataset and the tokenizer itself to fine-tune the model on the specific task, such as sentiment analysis, text classification, or named entity recognition. The model training step can be configured with parameters like `train_batch_size`, `eval_batch_size`, `num_epochs`, `learning_rate`, and `weight_decay` to control the training process. After training, the model is evaluated, and if it meets the quality criteria, it is registered in the model registry with a unique name. @@ -139,7 +136,7 @@ The model training step can be configured with parameters like `train_batch_size [📂 Code folder](template/steps/promotion/)

- +

The promotion pipeline is responsible for promoting the best model to the chosen stage, such as Production or Staging. The pipeline can be configured to promote models based on metric comparison or simply promote the latest model version. @@ -150,7 +147,7 @@ The `{{product_name}}_promote_pipeline` function orchestrates the promotion proc [📂 Code folder](template/steps/deployment/)

- +

The deployment pipeline handles the deployment of the model to various environments. 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z!g>)8)fU{Q^GRk96QBf_&nl&Y)xXW5ov8r{w31=;fMtd z3yZIT$RcJ;zjsLQWBMy2i?y%^nMz7t4}VsOhzo zOCOpy>lysMbxA2?VupM*2B@k${PR>1q{V~v+)LEYV5Ksp-DXRmx Generator[Client, None, None]: + """Context manager to initialize and use a clean local default ZenML client. + + This context manager creates a clean ZenML client with its own global + configuration and local database. + + Args: + tmp_path_factory: A pytest fixture that provides a temporary directory. + + Yields: + A clean ZenML client. + """ + # save the current global configuration and client singleton instances + # to restore them later, then reset them + orig_cwd = os.getcwd() + original_config = GlobalConfiguration.get_instance() + original_client = Client.get_instance() + orig_config_path = os.getenv("ZENML_CONFIG_PATH") + + GlobalConfiguration._reset_instance() + Client._reset_instance() + + # change the working directory to a fresh temp path + tmp_path = tmp_path_factory.mktemp("pytest-clean-client") + os.chdir(tmp_path) + + os.environ[ENV_ZENML_CONFIG_PATH] = str(tmp_path / "zenml") + os.environ["ZENML_ANALYTICS_OPT_IN"] = "false" + + # initialize the global config client and store at the new path + gc = GlobalConfiguration() + gc.analytics_opt_in = False + client = Client() + _ = client.zen_store + + # prepare stack configuration + configure_stack() + + yield client + + # restore the global configuration path + if orig_config_path: + os.environ[ENV_ZENML_CONFIG_PATH] = orig_config_path + else: + del os.environ[ENV_ZENML_CONFIG_PATH] + + # restore the global configuration and the client + GlobalConfiguration._reset_instance(original_config) + Client._reset_instance(original_client) + + # remove all traces, and change working directory back to base path + os.chdir(orig_cwd) + shutil.rmtree(str(tmp_path)) diff --git a/tests/test_template.py b/tests/test_template.py new file mode 100644 index 0000000..3636fa4 --- /dev/null +++ b/tests/test_template.py @@ -0,0 +1,194 @@ +# Copyright (c) ZenML GmbH 2023. All Rights Reserved. +# +# Licensed 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: +# +# https://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. + + +import os +import pathlib +import platform +import shutil +import subprocess +import sys +from typing import Optional + +import pytest +from copier import Worker +from zenml.client import Client +from zenml.enums import ExecutionStatus + +TEMPLATE_DIRECTORY = str(pathlib.Path.joinpath(pathlib.Path(__file__).parent.parent)) + + +def generate_and_run_project( + tmp_path_factory: pytest.TempPathFactory, + open_source_license: Optional[str] = "apache", + product_name: str = "nlp_case_pytest", + metric_compare_promotion: bool = True, + target_environment: str = "staging", + notify_on_failures: bool = True, + notify_on_successes: bool = False, + model: str = "distilbert-base-cased", + zenml_server_url: str = "", +): + """Generate and run the starter project with different options.""" + + answers = { + "project_name": "Pytest Templated Project", + "version": "0.0.1", + "open_source_license": str(open_source_license).lower(), + "product_name": product_name, + "metric_compare_promotion": metric_compare_promotion, + "target_environment": target_environment, + "notify_on_failures": notify_on_failures, + "notify_on_successes": notify_on_successes, + "zenml_server_url": zenml_server_url, + "model": model, + } + if open_source_license: + answers["email"] = "pytest@zenml.io" + answers["full_name"] = "Pytest" + + # generate the template in a temp path + current_dir = os.getcwd() + dst_path = tmp_path_factory.mktemp("pytest-template") + print("TEMPLATE_DIR:", TEMPLATE_DIRECTORY) + print("dst_path:", dst_path) + print("current_dir:", current_dir) + os.chdir(str(dst_path)) + with Worker( + src_path=TEMPLATE_DIRECTORY, + dst_path=str(dst_path), + data=answers, + unsafe=True, + vcs_ref="HEAD", + ) as worker: + worker.run_copy() + + # MLFlow Deployer not supported on Windows + # MLFlow `service daemon is not running` error on MacOS + if platform.system().lower() not in ["windows"]: + # run the project + call = [sys.executable, "run.py"] + + try: + subprocess.check_output( + call, + cwd=str(dst_path), + env=os.environ.copy(), + stderr=subprocess.STDOUT, + ) + except subprocess.CalledProcessError as e: + raise RuntimeError( + f"Failed to run project generated with parameters: {answers}\n" + f"{e.output.decode()}" + ) from e + + # check the pipeline run is successful + for pipeline_suffix in ["_training_pipeline", "_promote_pipeline"]: + pipeline = Client().get_pipeline(product_name + pipeline_suffix) + assert pipeline + runs = pipeline.runs + assert len(runs) == 1 + assert runs[0].status == ExecutionStatus.COMPLETED + + # clean up + Client().delete_pipeline(product_name + pipeline_suffix) + Client().delete_model(product_name) + Client().active_stack.model_registry.delete_model(product_name) + + os.chdir(current_dir) + shutil.rmtree(dst_path) + + +@pytest.mark.parametrize("open_source_license", ["mit", None], ids=["oss", "css"]) +def test_generate_license( + clean_zenml_client, + tmp_path_factory: pytest.TempPathFactory, + open_source_license: Optional[str], +): + """Test generating licenses.""" + + generate_and_run_project( + tmp_path_factory=tmp_path_factory, + open_source_license=open_source_license, + ) + + +def test_custom_product_name( + clean_zenml_client, + tmp_path_factory: pytest.TempPathFactory, +): + """Test using custom pipeline name.""" + + generate_and_run_project( + tmp_path_factory=tmp_path_factory, + product_name="custom_product_name", + ) + + +def test_latest_promotion( + clean_zenml_client, + tmp_path_factory: pytest.TempPathFactory, +): + """Test using latest promotion.""" + + generate_and_run_project( + tmp_path_factory=tmp_path_factory, metric_compare_promotion=False + ) + +def test_production_environment( + clean_zenml_client, + tmp_path_factory: pytest.TempPathFactory, +): + """Test deploying to production stage.""" + + generate_and_run_project( + tmp_path_factory=tmp_path_factory, + target_environment="production", + ) + + +def test_no_notify_on_failure( + clean_zenml_client, + tmp_path_factory: pytest.TempPathFactory, +): + """Test skipping notification on failure.""" + + generate_and_run_project( + tmp_path_factory=tmp_path_factory, + notify_on_failures=False, + ) + + +def test_notify_on_success( + clean_zenml_client, + tmp_path_factory: pytest.TempPathFactory, +): + """Test skipping notification on success.""" + + generate_and_run_project( + tmp_path_factory=tmp_path_factory, + notify_on_successes=True, + ) + + +def test_custom_zenml_server_url( + clean_zenml_client, + tmp_path_factory: pytest.TempPathFactory, +): + """Test deploying to production stage.""" + + generate_and_run_project( + tmp_path_factory=tmp_path_factory, + zenml_server_url="foo", + ) From 42e63935671cbff9ea442d1cf12bb20f3ddff4fb Mon Sep 17 00:00:00 2001 From: Safoine El Khabich <34200873+safoinme@users.noreply.github.com> Date: Mon, 13 Nov 2023 15:34:21 +0100 Subject: [PATCH 02/22] remove skypilot --- .github/actions/nlp_template_test/action.yml | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/.github/actions/nlp_template_test/action.yml b/.github/actions/nlp_template_test/action.yml index c3aed5a..03b8efd 100644 --- a/.github/actions/nlp_template_test/action.yml +++ b/.github/actions/nlp_template_test/action.yml @@ -69,7 +69,7 @@ runs: - name: Concatenate requirements shell: bash run: | - zenml integration export-requirements -o ./local_checkout/integration-requirements.txt mlflow s3 kubernetes kubeflow discord aws huggingface pytorch skypilot_aws + zenml integration export-requirements -o ./local_checkout/integration-requirements.txt mlflow s3 kubernetes kubeflow discord aws huggingface pytorch cat ./local_checkout/requirements.txt ./local_checkout/test-requirements.txt ./local_checkout/integration-requirements.txt >> ./local_checkout/all-requirements.txt - name: Install requirements From 1ffca8a2d73d5dcb0bf016e53b1455424997242e Mon Sep 17 00:00:00 2001 From: Andrei Vishniakov <31008759+avishniakov@users.noreply.github.com> Date: Tue, 14 Nov 2023 08:22:48 +0100 Subject: [PATCH 03/22] update action --- .github/actions/nlp_template_test/action.yml | 5 ++++ .github/workflows/image-optimizer.yml | 26 ++++++++++++++++++++ 2 files changed, 31 insertions(+) create mode 100644 .github/workflows/image-optimizer.yml diff --git a/.github/actions/nlp_template_test/action.yml b/.github/actions/nlp_template_test/action.yml index 03b8efd..23a1d96 100644 --- a/.github/actions/nlp_template_test/action.yml +++ b/.github/actions/nlp_template_test/action.yml @@ -84,3 +84,8 @@ runs: ZENML_STACK_NAME: ${{ inputs.stack-name }} run: | pytest ./local_checkout/tests + + - name: Clean-up + shell: bash + run: | + rm -rf ./local_checkout diff --git a/.github/workflows/image-optimizer.yml b/.github/workflows/image-optimizer.yml new file mode 100644 index 0000000..dddbd1e --- /dev/null +++ b/.github/workflows/image-optimizer.yml @@ -0,0 +1,26 @@ +name: Compress Images +on: + pull_request: + # Run Image Actions when JPG, JPEG, PNG or WebP files are added or changed. + # See https://help.github.com/en/actions/automating-your-workflow-with-github-actions/workflow-syntax-for-github-actions#onpushpull_requestpaths for reference. + paths: + - '**.jpg' + - '**.jpeg' + - '**.png' + - '**.webp' +jobs: + build: + # Only run on non-draft PRs within the same repository. + if: github.event.pull_request.head.repo.full_name == github.repository && github.event.pull_request.draft == false + name: calibreapp/image-actions + runs-on: ubuntu-latest + steps: + - name: Checkout Repo + uses: actions/checkout@v3 + + - name: Compress Images + uses: calibreapp/image-actions@main + with: + # The `GITHUB_TOKEN` is automatically generated by GitHub and scoped only to the repository that is currently running the action. By default, the action can’t update Pull Requests initiated from forked repositories. + # See https://docs.github.com/en/actions/reference/authentication-in-a-workflow and https://help.github.com/en/articles/virtual-environments-for-github-actions#token-permissions + githubToken: ${{ secrets.GITHUB_TOKEN }} From a823b46e27b51c5022c847292cba93844b207172 Mon Sep 17 00:00:00 2001 From: Andrei Vishniakov <31008759+avishniakov@users.noreply.github.com> Date: Tue, 14 Nov 2023 08:23:31 +0100 Subject: [PATCH 04/22] debug --- .github/actions/nlp_template_test/action.yml | 6 ++++++ 1 file changed, 6 insertions(+) diff --git a/.github/actions/nlp_template_test/action.yml b/.github/actions/nlp_template_test/action.yml index 23a1d96..9e73689 100644 --- a/.github/actions/nlp_template_test/action.yml +++ b/.github/actions/nlp_template_test/action.yml @@ -30,6 +30,12 @@ runs: ref: ${{ inputs.ref-template }} path: ./local_checkout + - name: debug + shell: bash + run: | + ls ./local_checkout + ls 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b/.github/workflows/ci.yml index 8b0da42..46788f4 100644 --- a/.github/workflows/ci.yml +++ b/.github/workflows/ci.yml @@ -4,7 +4,7 @@ on: workflow_dispatch: workflow_call: push: - branches: ["main", "develop"] + branches: ["main"] paths-ignore: ["README.md"] pull_request: paths-ignore: ["README.md"] From 0b1f1ba74d531bfa4a21987e22e1dbafd6fa3db5 Mon Sep 17 00:00:00 2001 From: Andrei Vishniakov <31008759+avishniakov@users.noreply.github.com> Date: Tue, 14 Nov 2023 08:33:11 +0100 Subject: [PATCH 07/22] remove ref-template --- .github/actions/nlp_template_test/action.yml | 6 ------ .github/workflows/ci.yml | 2 +- 2 files changed, 1 insertion(+), 7 deletions(-) diff --git a/.github/actions/nlp_template_test/action.yml b/.github/actions/nlp_template_test/action.yml index 9e73689..ada302c 100644 --- a/.github/actions/nlp_template_test/action.yml +++ b/.github/actions/nlp_template_test/action.yml @@ -9,11 +9,6 @@ inputs: type: string required: false default: '' - ref-template: - description: 'Ref of this template repo' - type: string - required: false - default: '' python-version: description: 'Python version' type: string @@ -27,7 +22,6 @@ runs: uses: actions/checkout@v3 with: repository: zenml-io/nlp-template - ref: ${{ inputs.ref-template }} path: ./local_checkout - name: debug diff --git a/.github/workflows/ci.yml b/.github/workflows/ci.yml index 46788f4..8b0da42 100644 --- a/.github/workflows/ci.yml +++ b/.github/workflows/ci.yml @@ -4,7 +4,7 @@ on: workflow_dispatch: workflow_call: push: - branches: ["main"] + branches: ["main", "develop"] paths-ignore: ["README.md"] pull_request: paths-ignore: ["README.md"] From ce24d52b57d42948b0b7b1a8d58f55adbe481a45 Mon Sep 17 00:00:00 2001 From: Andrei Vishniakov <31008759+avishniakov@users.noreply.github.com> Date: Tue, 14 Nov 2023 08:36:24 +0100 Subject: [PATCH 08/22] add zenml-ref --- .github/actions/nlp_template_test/action.yml | 6 ++++++ .github/workflows/ci.yml | 1 + 2 files changed, 7 insertions(+) diff --git a/.github/actions/nlp_template_test/action.yml b/.github/actions/nlp_template_test/action.yml index ada302c..9e73689 100644 --- a/.github/actions/nlp_template_test/action.yml +++ b/.github/actions/nlp_template_test/action.yml @@ -9,6 +9,11 @@ inputs: type: string required: false default: '' + ref-template: + description: 'Ref of this template repo' + type: string + required: false + default: '' python-version: description: 'Python version' type: string @@ -22,6 +27,7 @@ runs: uses: actions/checkout@v3 with: repository: zenml-io/nlp-template + ref: ${{ inputs.ref-template }} path: ./local_checkout - name: debug diff --git a/.github/workflows/ci.yml b/.github/workflows/ci.yml index 8b0da42..160121a 100644 --- a/.github/workflows/ci.yml +++ b/.github/workflows/ci.yml @@ -35,3 +35,4 @@ jobs: with: stack-name: ${{ matrix.stack-name }} python-version: ${{ matrix.python-version }} + ref-zenml: develop From a93a5739360471b3ada13a792dcf01f2ffc70116 Mon Sep 17 00:00:00 2001 From: Andrei Vishniakov <31008759+avishniakov@users.noreply.github.com> Date: Tue, 14 Nov 2023 08:39:26 +0100 Subject: [PATCH 09/22] add ref explicit --- .github/workflows/ci.yml | 1 + 1 file changed, 1 insertion(+) diff --git a/.github/workflows/ci.yml b/.github/workflows/ci.yml index 160121a..4705fe2 100644 --- a/.github/workflows/ci.yml +++ b/.github/workflows/ci.yml @@ -36,3 +36,4 @@ jobs: stack-name: ${{ matrix.stack-name }} python-version: ${{ matrix.python-version }} ref-zenml: develop + ref: ${{ github.ref }} From 2cb68f612d66d1026d35e75040cd39b19bded393 Mon Sep 17 00:00:00 2001 From: Andrei Vishniakov <31008759+avishniakov@users.noreply.github.com> Date: Tue, 14 Nov 2023 08:40:46 +0100 Subject: [PATCH 10/22] add ref explicit --- .github/workflows/ci.yml | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/.github/workflows/ci.yml b/.github/workflows/ci.yml index 4705fe2..ff8b691 100644 --- a/.github/workflows/ci.yml +++ b/.github/workflows/ci.yml @@ -36,4 +36,4 @@ jobs: stack-name: ${{ matrix.stack-name }} python-version: ${{ matrix.python-version }} ref-zenml: develop - ref: ${{ github.ref }} + ref-template: ${{ github.ref }} From 312cfa663217337d9ed18c25be478a1af474be08 Mon Sep 17 00:00:00 2001 From: Andrei Vishniakov <31008759+avishniakov@users.noreply.github.com> Date: Tue, 14 Nov 2023 08:42:27 +0100 Subject: [PATCH 11/22] remove develop trigger --- .github/workflows/ci.yml | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/.github/workflows/ci.yml b/.github/workflows/ci.yml index ff8b691..29fa847 100644 --- a/.github/workflows/ci.yml +++ b/.github/workflows/ci.yml @@ -4,7 +4,7 @@ on: workflow_dispatch: workflow_call: push: - branches: ["main", "develop"] + branches: ["main"] paths-ignore: ["README.md"] pull_request: paths-ignore: ["README.md"] From 0ec8ae049a60d876cc2b10321b6060a2bcb7053c Mon Sep 17 00:00:00 2001 From: Andrei Vishniakov <31008759+avishniakov@users.noreply.github.com> Date: Tue, 14 Nov 2023 08:45:30 +0100 Subject: [PATCH 12/22] remove debug --- .github/actions/nlp_template_test/action.yml | 6 ------ 1 file changed, 6 deletions(-) diff --git a/.github/actions/nlp_template_test/action.yml b/.github/actions/nlp_template_test/action.yml index 9e73689..23a1d96 100644 --- a/.github/actions/nlp_template_test/action.yml +++ b/.github/actions/nlp_template_test/action.yml @@ -30,12 +30,6 @@ runs: ref: ${{ inputs.ref-template }} path: ./local_checkout - - name: debug - shell: bash - run: | - ls ./local_checkout - ls ./local_checkout/tests - - name: Set up Python uses: actions/setup-python@v4 with: From 44f28d8b4d901bb438648a005a768b3d9c2eddb8 Mon Sep 17 00:00:00 2001 From: Safoine El Khabich <34200873+safoinme@users.noreply.github.com> Date: Tue, 14 Nov 2023 14:20:11 +0100 Subject: [PATCH 13/22] add sample_rate to accelrate training --- README.md | 2 +- copier.yml | 8 ++++++-- template/steps/dataset_loader/data_loader.py | 16 ++++++++++++++++ template/steps/training/model_trainer.py | 2 +- 4 files changed, 24 insertions(+), 4 deletions(-) diff --git a/README.md b/README.md index b8a9a56..b27591c 100644 --- a/README.md +++ b/README.md @@ -43,7 +43,7 @@ The template can be configured using the following parameters: | Deploy to HuggingFace | Whether to deploy to HuggingFace Hub | False | | Deploy to SkyPilot | Whether to deploy to SkyPilot | False | | Dataset | The dataset to use from HuggingFace Datasets | airline_reviews | -| Model | The model to use from HuggingFace Models | roberta-base | +| Model | The model to use from HuggingFace Models | distilbert-base-uncased | | Cloud Provider | The cloud provider to use (AWS or GCP) | aws | | Metric-Based Promotion | Whether to promote models based on metrics | True | | Notifications on Failure | Whether to notify about pipeline failures | True | diff --git a/copier.yml b/copier.yml index e073e48..e87d2a7 100644 --- a/copier.yml +++ b/copier.yml @@ -65,6 +65,10 @@ accelerator: - gpu - cpu default: gpu +sample_rate: + type: bool + help: "Whether to use a sample of the dataset for quick iteration" + default: False deploy_locally: type: bool help: "Whether to deploy locally" @@ -91,8 +95,8 @@ model: choices: - bert-base-uncased - roberta-base - - distilbert-base-cased - default: roberta-base + - distilbert-base-uncased + default: distilbert-base-uncased cloud_of_choice: type: str help: "Whether to use AWS cloud provider or GCP" diff --git a/template/steps/dataset_loader/data_loader.py b/template/steps/dataset_loader/data_loader.py index 9c6cda7..529da76 100644 --- a/template/steps/dataset_loader/data_loader.py +++ b/template/steps/dataset_loader/data_loader.py @@ -4,6 +4,9 @@ from datasets import load_dataset, DatasetDict from zenml import step from zenml.logger import get_logger +{%- if sample_rate %} +import numpy as np +{%- endif %} logger = get_logger(__name__) @@ -41,6 +44,19 @@ def data_loader( dataset = dataset.remove_columns(["airline_sentiment_confidence","negativereason_confidence"]) {%- endif %} + {%- if sample_rate %} + # Sample 20% of the data randomly for the demo + def sample_dataset(dataset, sample_rate=0.2): + sampled_dataset = DatasetDict() + for split in dataset.keys(): + split_size = len(dataset[split]) + indices = np.random.choice(split_size, int(split_size * sample_rate), replace=False) + sampled_dataset[split] = dataset[split].select(indices) + return sampled_dataset + + dataset = sample_dataset(dataset) + {%- endif %} + # Log the dataset and sample examples logger.info(dataset) logger.info(f"Sample Example 1 : {dataset['train'][0]['text']} with label {dataset['train'][0]['label']}") diff --git a/template/steps/training/model_trainer.py b/template/steps/training/model_trainer.py index d5b5143..9fcbbea 100644 --- a/template/steps/training/model_trainer.py +++ b/template/steps/training/model_trainer.py @@ -105,7 +105,7 @@ def model_trainer( evaluation_strategy='steps', save_strategy='steps', save_steps=1000, - eval_steps=200, + eval_steps=100, logging_steps=logging_steps, save_total_limit=5, report_to="mlflow", From 4f038422299e6d565b30381cab4ffaaed17d05fb Mon Sep 17 00:00:00 2001 From: Safoine El Khabich <34200873+safoinme@users.noreply.github.com> Date: Tue, 14 Nov 2023 14:23:33 +0100 Subject: [PATCH 14/22] add sample_rate to test --- tests/test_template.py | 4 +++- 1 file changed, 3 insertions(+), 1 deletion(-) diff --git a/tests/test_template.py b/tests/test_template.py index 3636fa4..71b3d4d 100644 --- a/tests/test_template.py +++ b/tests/test_template.py @@ -37,7 +37,8 @@ def generate_and_run_project( target_environment: str = "staging", notify_on_failures: bool = True, notify_on_successes: bool = False, - model: str = "distilbert-base-cased", + sample_rate: bool = True, + model: str = "distilbert-base-uncased", zenml_server_url: str = "", ): """Generate and run the starter project with different options.""" @@ -52,6 +53,7 @@ def generate_and_run_project( "notify_on_failures": notify_on_failures, "notify_on_successes": notify_on_successes, "zenml_server_url": zenml_server_url, + "sample_rate": sample_rate, "model": model, } if open_source_license: From 60738789e490c4158d14d58c0c5f6874f2a8eb3c Mon Sep 17 00:00:00 2001 From: Safoine El Khabich <34200873+safoinme@users.noreply.github.com> Date: Tue, 14 Nov 2023 14:49:28 +0100 Subject: [PATCH 15/22] adding accelraotr to test --- copier.yml | 2 +- tests/test_template.py | 2 ++ 2 files changed, 3 insertions(+), 1 deletion(-) diff --git a/copier.yml b/copier.yml index e87d2a7..975b345 100644 --- a/copier.yml +++ b/copier.yml @@ -64,7 +64,7 @@ accelerator: choices: - gpu - cpu - default: gpu + default: cpu sample_rate: type: bool help: "Whether to use a sample of the dataset for quick iteration" diff --git a/tests/test_template.py b/tests/test_template.py index 71b3d4d..a65e380 100644 --- a/tests/test_template.py +++ b/tests/test_template.py @@ -40,6 +40,7 @@ def generate_and_run_project( sample_rate: bool = True, model: str = "distilbert-base-uncased", zenml_server_url: str = "", + accelerator: str = "cpu", ): """Generate and run the starter project with different options.""" @@ -55,6 +56,7 @@ def generate_and_run_project( "zenml_server_url": zenml_server_url, "sample_rate": sample_rate, "model": model, + "accelerator": accelerator, } if open_source_license: answers["email"] = "pytest@zenml.io" From 59320d042217e8c62f69900900ae2e209681cd8c Mon Sep 17 00:00:00 2001 From: Safoine El Khabich <34200873+safoinme@users.noreply.github.com> Date: Tue, 14 Nov 2023 14:56:51 +0100 Subject: [PATCH 16/22] add other template params --- tests/test_template.py | 9 +++++++++ 1 file changed, 9 insertions(+) diff --git a/tests/test_template.py b/tests/test_template.py index a65e380..47e2950 100644 --- a/tests/test_template.py +++ b/tests/test_template.py @@ -41,6 +41,11 @@ def generate_and_run_project( model: str = "distilbert-base-uncased", zenml_server_url: str = "", accelerator: str = "cpu", + deploy_locally: bool = True, + deploy_to_huggingface: bool = False, + deploy_to_skypilot: bool = False, + cloud_of_choice: str = "gcp", + ): """Generate and run the starter project with different options.""" @@ -57,6 +62,10 @@ def generate_and_run_project( "sample_rate": sample_rate, "model": model, "accelerator": accelerator, + "deploy_locally": deploy_locally, + "deploy_to_huggingface": deploy_to_huggingface, + "deploy_to_skypilot": deploy_to_skypilot, + "cloud_of_choice": cloud_of_choice, } if open_source_license: answers["email"] = "pytest@zenml.io" From 49c27e611735b913df8cceb836f8c2c65a0dd5fe Mon Sep 17 00:00:00 2001 From: Safoine El Khabich <34200873+safoinme@users.noreply.github.com> Date: Tue, 14 Nov 2023 15:04:41 +0100 Subject: [PATCH 17/22] add other template params --- tests/test_template.py | 2 ++ 1 file changed, 2 insertions(+) diff --git a/tests/test_template.py b/tests/test_template.py index 47e2950..aab90af 100644 --- a/tests/test_template.py +++ b/tests/test_template.py @@ -45,6 +45,7 @@ def generate_and_run_project( deploy_to_huggingface: bool = False, deploy_to_skypilot: bool = False, cloud_of_choice: str = "gcp", + dataset: str = "airline_reviews", ): """Generate and run the starter project with different options.""" @@ -66,6 +67,7 @@ def generate_and_run_project( "deploy_to_huggingface": deploy_to_huggingface, "deploy_to_skypilot": deploy_to_skypilot, "cloud_of_choice": cloud_of_choice, + "dataset": dataset, } if open_source_license: answers["email"] = "pytest@zenml.io" From ba813c2a59a32a1d63b6db11401d8b2fb4968041 Mon Sep 17 00:00:00 2001 From: Safoine El Khabich <34200873+safoinme@users.noreply.github.com> Date: Wed, 15 Nov 2023 10:00:39 +0100 Subject: [PATCH 18/22] fix typing on compute metrics and updatre version on promot pipeline --- template/run.py | 3 +-- template/utils/misc.py | 4 ++-- 2 files changed, 3 insertions(+), 4 deletions(-) diff --git a/template/run.py b/template/run.py index 537db3a..2ded9ce 100644 --- a/template/run.py +++ b/template/run.py @@ -186,7 +186,6 @@ def main( name=zenml_model_name, license="{{open_source_license}}", description="Show case Model Control Plane.", - create_new_model_version=True, delete_new_version_on_failure=True, tags=["sentiment_analysis", "huggingface"], ) @@ -202,7 +201,7 @@ def main( # Execute Promoting Pipeline if promoting_pipeline: run_args_promoting = {} - model_config = ModelConfig(name=zenml_model_name) + model_config = ModelConfig(name=zenml_model_name, version=ModelStages.LATEST) pipeline_args["model_config"] = model_config pipeline_args[ "run_name" diff --git a/template/utils/misc.py b/template/utils/misc.py index 98c8b5f..d0dcd7e 100644 --- a/template/utils/misc.py +++ b/template/utils/misc.py @@ -1,12 +1,12 @@ # {% include 'template/license_header' %} -from typing import Dict +from typing import Dict, Tuple import numpy as np from datasets import load_metric -def compute_metrics(eval_pred: tuple[np.ndarray, np.ndarray]) -> Dict[str, float]: +def compute_metrics(eval_pred: Tuple[np.ndarray, np.ndarray]) -> Dict[str, float]: """Compute the metrics for the model. Args: From fc1271d260ad97da3e4b75acc01c63d1d4db6b3b Mon Sep 17 00:00:00 2001 From: Safoine El Khabich <34200873+safoinme@users.noreply.github.com> Date: Wed, 15 Nov 2023 10:07:29 +0100 Subject: [PATCH 19/22] fix list typing type --- .../{% if deploy_locally %}local_deployment.py{% endif %} | 2 +- template/utils/misc.py | 4 ++-- 2 files changed, 3 insertions(+), 3 deletions(-) diff --git a/template/steps/deploying/{% if deploy_locally %}local_deployment.py{% endif %} b/template/steps/deploying/{% if deploy_locally %}local_deployment.py{% endif %} index 82c095a..9fb332d 100644 --- a/template/steps/deploying/{% if deploy_locally %}local_deployment.py{% endif %} +++ b/template/steps/deploying/{% if deploy_locally %}local_deployment.py{% endif %} @@ -40,7 +40,7 @@ def deploy_locally( The process ID of the Gradio app. """ ### ADD YOUR OWN CODE HERE - THIS IS JUST AN EXAMPLE ### - def start_gradio_app(command: list[str]) -> int: + def start_gradio_app(command: List[str]) -> int: """ Start the Gradio app in a separate process. diff --git a/template/utils/misc.py b/template/utils/misc.py index d0dcd7e..7125f99 100644 --- a/template/utils/misc.py +++ b/template/utils/misc.py @@ -1,6 +1,6 @@ # {% include 'template/license_header' %} -from typing import Dict, Tuple +from typing import Dict, Tuple, List import numpy as np from datasets import load_metric @@ -34,7 +34,7 @@ def compute_metrics(eval_pred: Tuple[np.ndarray, np.ndarray]) -> Dict[str, float } -def find_max_length(dataset: list[str]) -> int: +def find_max_length(dataset: List[str]) -> int: """Find the maximum length of the dataset. The dataset is a list of strings which are the text samples. From 1a55923cec9cb2e79f1ca774f13cb3fa7498bfdd Mon Sep 17 00:00:00 2001 From: Safoine El Khabich <34200873+safoinme@users.noreply.github.com> Date: Wed, 15 Nov 2023 13:17:06 +0100 Subject: [PATCH 20/22] add torchvision --- .github/actions/nlp_template_test/action.yml | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/.github/actions/nlp_template_test/action.yml b/.github/actions/nlp_template_test/action.yml index 23a1d96..600e7a5 100644 --- a/.github/actions/nlp_template_test/action.yml +++ b/.github/actions/nlp_template_test/action.yml @@ -76,7 +76,7 @@ runs: shell: bash run: | pip install -r ./local_checkout/all-requirements.txt - pip install accelerate + pip install accelerate torchvision - name: Run pytests shell: bash From 54b3e926419b19806d680292debf81ff7bae4469 Mon Sep 17 00:00:00 2001 From: Safoine El Khabich <34200873+safoinme@users.noreply.github.com> Date: Wed, 15 Nov 2023 13:34:29 +0100 Subject: [PATCH 21/22] add promote current missing extra --- ... not metric_compare_promotion %}promote_current.py{% endif %} | 1 + 1 file changed, 1 insertion(+) diff --git a/template/steps/promotion/{% if not metric_compare_promotion %}promote_current.py{% endif %} b/template/steps/promotion/{% if not metric_compare_promotion %}promote_current.py{% endif %} index 5d36808..79a2349 100644 --- a/template/steps/promotion/{% if not metric_compare_promotion %}promote_current.py{% endif %} +++ b/template/steps/promotion/{% if not metric_compare_promotion %}promote_current.py{% endif %} @@ -20,6 +20,7 @@ def promote_current(): """ ### ADD YOUR OWN CODE HERE - THIS IS JUST AN EXAMPLE ### + pipeline_extra = get_step_context().pipeline_run.config.extra logger.info(f"Promoting current model version") model_config = get_step_context().model_config model_version = model_config._get_model_version() From cda381616e8a1d64a4ba4e1090b7486d42ca0e49 Mon Sep 17 00:00:00 2001 From: Safoine El Khabich <34200873+safoinme@users.noreply.github.com> Date: Wed, 15 Nov 2023 14:34:22 +0100 Subject: [PATCH 22/22] update mlflow_model name --- template/config.yaml | 2 +- template/pipelines/training.py | 2 +- template/steps/registrer/model_log_register.py | 2 +- template/steps/training/model_trainer.py | 2 +- tests/test_template.py | 5 +++-- 5 files changed, 7 insertions(+), 6 deletions(-) diff --git a/template/config.yaml b/template/config.yaml index 9de1bb5..bde6901 100644 --- a/template/config.yaml +++ b/template/config.yaml @@ -26,7 +26,7 @@ settings: - zenml[server] extra: - mlflow_model_name: nlp_use_case_model + mlflow_model_name: sentiment_analysis {%- if target_environment == 'production' %} target_env: production {%- else %} diff --git a/template/pipelines/training.py b/template/pipelines/training.py index 5406fdc..ab7ca70 100644 --- a/template/pipelines/training.py +++ b/template/pipelines/training.py @@ -87,7 +87,7 @@ def {{product_name}}_training_pipeline( register_model( model=model, tokenizer=tokenizer, - mlflow_model_name="{{product_name}}_model", + mlflow_model_name="sentiment_analysis", ) notify_on_success(after=["register_model"]) diff --git a/template/steps/registrer/model_log_register.py b/template/steps/registrer/model_log_register.py index eba013c..c8e22c1 100644 --- a/template/steps/registrer/model_log_register.py +++ b/template/steps/registrer/model_log_register.py @@ -32,7 +32,7 @@ def register_model( model: PreTrainedModel, tokenizer: PreTrainedTokenizerBase, - mlflow_model_name: Optional[str] = "model", + mlflow_model_name: Optional[str] = "sentiment_analysis", ): """ Register model to MLFlow. diff --git a/template/steps/training/model_trainer.py b/template/steps/training/model_trainer.py index 9fcbbea..fd9142e 100644 --- a/template/steps/training/model_trainer.py +++ b/template/steps/training/model_trainer.py @@ -46,7 +46,7 @@ def model_trainer( load_best_model_at_end: Optional[bool] = True, eval_batch_size: Optional[int] = 16, weight_decay: Optional[float] = 0.01, - mlflow_model_name: Optional[str] = "model", + mlflow_model_name: Optional[str] = "sentiment_analysis", ) -> Tuple[Annotated[PreTrainedModel, "model", ModelArtifactConfig(overwrite=True)], Annotated[PreTrainedTokenizerBase, "tokenizer", ModelArtifactConfig(overwrite=True)]]: """ Configure and train a model on the training dataset. diff --git a/tests/test_template.py b/tests/test_template.py index aab90af..43574d7 100644 --- a/tests/test_template.py +++ b/tests/test_template.py @@ -46,6 +46,7 @@ def generate_and_run_project( deploy_to_skypilot: bool = False, cloud_of_choice: str = "gcp", dataset: str = "airline_reviews", + zenml_model_name: str = "sentiment_analysis", ): """Generate and run the starter project with different options.""" @@ -118,8 +119,8 @@ def generate_and_run_project( # clean up Client().delete_pipeline(product_name + pipeline_suffix) - Client().delete_model(product_name) - Client().active_stack.model_registry.delete_model(product_name) + Client().delete_model(zenml_model_name) + Client().active_stack.model_registry.delete_model(zenml_model_name) os.chdir(current_dir) shutil.rmtree(dst_path)

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