added workflow example to deploy a model #63
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nikp1172
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Dec 27, 2024
workflows/train_mnist_wf/temp.py
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| # from tensorflow.keras.datasets import mnist | ||
| # import matplotlib.pyplot as plt | ||
| import numpy as np |
nikp1172
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Dec 27, 2024
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| type: workflow | ||
| name: live-demo-example |
nikp1172
reviewed
Dec 27, 2024
workflows/train_mnist_wf/README.md
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| - Default value of `workspace_fqn` in main workflow function. | ||
| - Value of env variables `TFY_API_KEY` `TFY_HOST` in `task_config`. |
nikp1172
reviewed
Dec 27, 2024
workflows/train_mnist_wf/deploy.py
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| return None if not value or value == "None" else value | ||
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| def deploy_service(model_version_fqn: str, workspace_fqn: str): | ||
| service_name = f"mnist-classification-{''.join(random.choices(string.ascii_lowercase + string.digits, k=3))}" |
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remove random -> let it override.
nikp1172
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Dec 27, 2024
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| from typing import Any, Dict, List, Tuple, Union | ||
| from truefoundry.workflow import task, workflow, PythonTaskConfig, TaskPythonBuild, map_task, conditional | ||
| from truefoundry.deploy import Resources |
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name it train-deploy-workflow
nikp1172
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Dec 27, 2024
workflows/train_mnist_wf/deploy.py
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| import argparse | ||
| import logging | ||
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move to different folder altogether
nikp1172
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Jan 2, 2025
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| task_config = PythonTaskConfig( | ||
| image=TaskPythonBuild( | ||
| python_version="3.9", | ||
| pip_packages=["truefoundry[workflow]==0.5.2", "tensorflow==2.15.0", "s3fs>=2024.10.0"], | ||
| ), | ||
| resources=Resources(cpu_request=1.2, cpu_limit=1.2, memory_limit=3000, memory_request=3000, ephemeral_storage_limit=2000, ephemeral_storage_request=2000), | ||
| service_account="default", | ||
| env={ | ||
| "TFY_API_KEY": "<your-api-key>", | ||
| "TFY_HOST": "<tfy-host-value>", | ||
| } | ||
| ) |
nikp1172
reviewed
Jan 2, 2025
| task_config = PythonTaskConfig( | ||
| image=TaskPythonBuild( | ||
| python_version="3.9", | ||
| pip_packages=["truefoundry[workflow]==0.5.2", "tensorflow==2.15.0", "s3fs>=2024.10.0"], |
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why s3fs has to be added ?
nikp1172
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Jan 2, 2025
workflows/train_mnist_wf/README.md
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| ## Deploying the workflow | ||
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| You can deploy the workflow using the following command, make sure your truefoudry cli version is more thatn `4.0.0`. |
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