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48 lines
1.8 KiB
Python
48 lines
1.8 KiB
Python
from typing import Any, Dict, List
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import tml.core.config as base_config
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import pydantic
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class WandbConfig(base_config.BaseConfig):
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"""
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Configuration for integrating with Weights and Biases (WandB).
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Attributes:
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host (str): Host of the Weights and Biases instance, passed to login.
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key_path (str): Path to the key file.
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name (str): Name of the experiment, passed to init.
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entity (str): Name of the user/service account, passed to init.
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project (str): Name of the WandB project, passed to init.
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tags (List[str]): List of tags, passed to init.
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notes (str): Notes, passed to init.
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metadata (Dict[str, Any]): Additional metadata to log.
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Example:
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```python
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wandb_config = WandbConfig(
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host="https://wandb.example.com",
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key_path="/path/to/key",
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name="experiment_1",
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entity="user123",
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project="my_project",
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tags=["experiment", "ml"],
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notes="This is a test experiment.",
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metadata={"version": "1.0"}
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)
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```
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"""
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host: str = pydantic.Field(
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"https://https--wandb--prod--wandb.service.qus1.twitter.biz/",
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description="Host of Weights and Biases instance, passed to login.",
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)
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key_path: str = pydantic.Field(description="Path to key file.")
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name: str = pydantic.Field(None, description="Name of the experiment, passed to init.")
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entity: str = pydantic.Field(None, description="Name of user/service account, passed to init.")
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project: str = pydantic.Field(None, description="Name of wandb project, passed to init.")
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tags: List[str] = pydantic.Field([], description="List of tags, passed to init.")
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notes: str = pydantic.Field(None, description="Notes, passed to init.")
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metadata: Dict[str, Any] = pydantic.Field(None, description="Additional metadata to log.")
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