AIStoryBoard/python/system_venv/Lib/site-packages/wandb/sdk/wandb_setup.py

"""Global W&B library state.

This module manages global state, which for wandb includes:

- Settings configured through `wandb.setup()`
- The list of active runs
- A subprocess ("the internal service") that asynchronously uploads metrics

This module is fork-aware: in a forked process such as that spawned by the
`multiprocessing` module, `wandb.singleton()` returns a new object, not the
one inherited from the parent process. This requirement comes from backward
compatibility with old design choices: the hardest one to fix is that wandb
was originally designed to have a single run for the entire process that
`wandb.init()` was meant to return. Back then, the only way to create
multiple simultaneous runs in a single script was to run subprocesses, and since
the built-in `multiprocessing` module forks by default, this required a PID
check to make `wandb.init()` ignore the inherited global run.

Another reason for fork-awareness is that the process that starts up
the internal service owns it and is responsible for shutting it down,
and child processes shouldn't also try to do that. This is easier to
redesign.
"""

from __future__ import annotations

import logging
import os
import pathlib
import sys
import threading
from typing import TYPE_CHECKING, Any, Union

import wandb
import wandb.integration.sagemaker as sagemaker
from wandb.env import CONFIG_DIR
from wandb.errors import UsageError
from wandb.sdk.lib import asyncio_manager, import_hooks, wb_logging

from .lib import config_util, server

if TYPE_CHECKING:
    from wandb.sdk import wandb_run
    from wandb.sdk.lib.service.service_connection import ServiceConnection
    from wandb.sdk.wandb_settings import Settings


class _EarlyLogger:
    """Early logger which captures logs in memory until logging can be configured."""

    def __init__(self) -> None:
        self._log: list[tuple] = []
        self._exception: list[tuple] = []
        # support old warn() as alias of warning()
        self.warn = self.warning

    def debug(self, msg: str, *args: Any, **kwargs: Any) -> None:
        self._log.append((logging.DEBUG, msg, args, kwargs))

    def info(self, msg: str, *args: Any, **kwargs: Any) -> None:
        self._log.append((logging.INFO, msg, args, kwargs))

    def warning(self, msg: str, *args: Any, **kwargs: Any) -> None:
        self._log.append((logging.WARNING, msg, args, kwargs))

    def error(self, msg: str, *args: Any, **kwargs: Any) -> None:
        self._log.append((logging.ERROR, msg, args, kwargs))

    def critical(self, msg: str, *args: Any, **kwargs: Any) -> None:
        self._log.append((logging.CRITICAL, msg, args, kwargs))

    def exception(self, msg: str, *args: Any, **kwargs: Any) -> None:
        self._exception.append((msg, args, kwargs))

    def log(self, level: str, msg: str, *args: Any, **kwargs: Any) -> None:
        self._log.append((level, msg, args, kwargs))

    def _flush(self, new_logger: Logger) -> None:
        assert self is not new_logger
        for level, msg, args, kwargs in self._log:
            new_logger.log(level, msg, *args, **kwargs)
        for msg, args, kwargs in self._exception:
            new_logger.exception(msg, *args, **kwargs)


Logger = Union[logging.Logger, _EarlyLogger]


class _WandbSetup:
    """W&B library singleton."""

    def __init__(self, pid: int) -> None:
        self._asyncer = asyncio_manager.AsyncioManager()
        self._asyncer.start()

        self._connection: ServiceConnection | None = None

        self._active_runs: list[wandb_run.Run] = []
        self._active_runs_lock = threading.Lock()

        self._sweep_config: dict | None = None
        self._server: server.Server | None = None
        self._pid = pid

        # TODO(jhr): defer strict checks until settings are fully initialized
        #            and logging is ready
        self._logger: Logger = _EarlyLogger()

        self._settings: Settings | None = None
        self._settings_environ: dict[str, str] | None = None

    @property
    def asyncer(self) -> asyncio_manager.AsyncioManager:
        """The internal asyncio thread used by wandb."""
        return self._asyncer

    def add_active_run(self, run: wandb_run.Run) -> None:
        """Append a run to the active runs list.

        This must be called when a run is initialized.

        Args:
            run: A newly initialized run.
        """
        with self._active_runs_lock:
            if run not in self._active_runs:
                self._active_runs.append(run)

    def remove_active_run(self, run: wandb_run.Run) -> None:
        """Remove the run from the active runs list.

        This must be called when a run is finished.

        Args:
            run: A run that is finished or crashed.
        """
        try:
            with self._active_runs_lock:
                self._active_runs.remove(run)
        except ValueError:
            pass  # Removing a run multiple times is not an error.

    @property
    def most_recent_active_run(self) -> wandb_run.Run | None:
        """The most recently initialized run that is not yet finished."""
        with self._active_runs_lock:
            if not self._active_runs:
                return None

            return self._active_runs[-1]

    def finish_all_active_runs(self) -> None:
        """Finish all unfinished runs.

        NOTE: This is slightly inefficient as it finishes runs one at a time.
        This only exists to support using the `reinit="finish_previous"`
        setting together with `reinit="create_new"` which does not seem to be a
        useful pattern. Since `"create_new"` should eventually become the
        default and only behavior, it does not seem worth optimizing.
        """
        # Take a snapshot as each call to `finish()` modifies `_active_runs`.
        with self._active_runs_lock:
            runs_copy = list(self._active_runs)

        for run in runs_copy:
            run.finish()

    def did_environment_change(self) -> bool:
        """Check if os.environ has changed since settings were initialized."""
        if not self._settings_environ:
            return False

        exclude_env_vars = {"WANDB_SERVICE", "WANDB_KUBEFLOW_URL"}
        singleton_env = {
            k: v
            for k, v in self._settings_environ.items()
            if k.startswith("WANDB_") and k not in exclude_env_vars
        }
        os_env = {
            k: v
            for k, v in os.environ.items()
            if k.startswith("WANDB_") and k not in exclude_env_vars
        }

        return (
            set(singleton_env.keys()) != set(os_env.keys())  #
            or set(singleton_env.values()) != set(os_env.values())
        )

    def _load_settings(
        self,
        *,
        system_settings_path: str | None,
        disable_sagemaker: bool,
        overrides: Settings | None = None,
    ) -> None:
        """Load settings from environment variables, config files, etc.

        Args:
            system_settings_path: Location of system settings file to use.
                If not provided, reads the WANDB_CONFIG_DIR environment
                variable or uses the default location.
            disable_sagemaker: If true, skips modifying settings based on
                SageMaker.
            overrides: Additional settings to apply to the global settings.
        """
        from wandb.sdk.wandb_settings import Settings

        self._settings = Settings()

        # the pid of the process to monitor for system stats
        pid = os.getpid()
        self._logger.info(f"Current SDK version is {wandb.__version__}")
        self._logger.info(f"Configure stats pid to {pid}")
        self._settings.x_stats_pid = pid

        if system_settings_path:
            self._settings.settings_system = system_settings_path
        elif config_dir_str := os.getenv(CONFIG_DIR, None):
            config_dir = pathlib.Path(config_dir_str).expanduser()
            self._settings.settings_system = str(config_dir / "settings")
        else:
            self._settings.settings_system = str(
                pathlib.Path("~", ".config", "wandb", "settings").expanduser()
            )
        self._settings.update_from_system_settings()

        # load settings from the environment variables
        self._logger.info("Loading settings from environment variables")
        self._settings_environ = os.environ.copy()
        self._settings.update_from_env_vars(self._settings_environ)

        # infer settings from the system environment
        self._settings.update_from_system_environment()

        # load SageMaker settings
        if (
            not self._settings.sagemaker_disable
            and not disable_sagemaker
            and sagemaker.is_using_sagemaker()
        ):
            self._logger.info("Loading SageMaker settings")
            sagemaker.set_global_settings(self._settings)

        # load settings from the passed init/setup settings
        if overrides:
            self._settings.update_from_settings(overrides)

        wandb.termsetup(self._settings, None)

    def _update(self, settings: Settings | None) -> None:
        """Update settings, initializing them if necessary.

        Args:
            settings: Overrides to apply, if any.
        """
        if not self._settings:
            system_settings_path = settings.settings_system if settings else None
            disable_sagemaker = settings.sagemaker_disable if settings else False
            self._load_settings(
                system_settings_path=system_settings_path,
                disable_sagemaker=disable_sagemaker,
                overrides=settings,
            )

        # This is 'elif' because load_settings already applies overrides.
        elif settings:
            self._settings.update_from_settings(settings)

    def update_user_settings(self) -> None:
        # Get rid of cached results to force a refresh.
        self._server = None

    def _early_logger_flush(self, new_logger: Logger) -> None:
        if self._logger is new_logger:
            return

        if isinstance(self._logger, _EarlyLogger):
            self._logger._flush(new_logger)
        self._logger = new_logger

    def _get_logger(self) -> Logger:
        return self._logger

    @property
    def settings(self) -> Settings:
        """The global wandb settings.

        Initializes settings if they have not yet been loaded.
        """
        if not self._settings:
            self._load_settings(
                system_settings_path=None,
                disable_sagemaker=False,
            )
            assert self._settings

        return self._settings

    @property
    def settings_if_loaded(self) -> Settings | None:
        """The global wandb settings, or None if not yet loaded."""
        return self._settings

    def _get_entity(self) -> str | None:
        if self._settings and self._settings._offline:
            return None
        entity = self.viewer.get("entity")
        return entity

    def _get_username(self) -> str | None:
        if self._settings and self._settings._offline:
            return None
        return self.viewer.get("username")

    def _get_teams(self) -> list[str]:
        if self._settings and self._settings._offline:
            return []
        teams = self.viewer.get("teams")
        if teams:
            teams = [team["node"]["name"] for team in teams["edges"]]
        return teams or []

    @property
    def viewer(self) -> dict[str, Any]:
        if self._server is None:
            self._server = server.Server(settings=self.settings)

        return self._server.viewer

    def _load_user_settings(self) -> dict[str, Any] | None:
        # offline?
        if self._server is None:
            return None

        flags = self._server._flags
        user_settings = dict()
        if "code_saving_enabled" in flags:
            user_settings["save_code"] = flags["code_saving_enabled"]

        email = self.viewer.get("email", None)
        if email:
            user_settings["email"] = email

        return user_settings

    @property
    def config(self) -> dict:
        sweep_path = self.settings.sweep_param_path
        if sweep_path:
            self._sweep_config = config_util.dict_from_config_file(
                sweep_path, must_exist=True
            )

        config = {}

        # if config_paths was set, read in config dict
        if self.settings.config_paths:
            # TODO(jhr): handle load errors, handle list of files
            for config_path in self.settings.config_paths:
                config_dict = config_util.dict_from_config_file(config_path)
                if config_dict:
                    config.update(config_dict)

        return config

    def _teardown(self, exit_code: int | None = None) -> None:
        import_hooks.unregister_all_post_import_hooks()

        if self._connection:
            internal_exit_code = self._connection.teardown(exit_code or 0)
        else:
            internal_exit_code = None

        self._asyncer.join()

        if internal_exit_code not in (None, 0):
            sys.exit(internal_exit_code)

    def ensure_service(self) -> ServiceConnection:
        """Returns a connection to the service process creating it if needed."""
        if self._connection:
            return self._connection

        from wandb.sdk.lib.service import service_connection

        self._connection = service_connection.connect_to_service(
            self._asyncer,
            self.settings,
        )
        return self._connection

    def assert_service(self) -> ServiceConnection:
        """Returns a connection to the service process, asserting it exists.

        Unlike ensure_service(), this will not start up a service process
        if it didn't already exist.
        """
        if not self._connection:
            raise AssertionError("Expected service process to exist.")

        return self._connection


_singleton: _WandbSetup | None = None
"""The W&B library singleton, or None if not yet set up.

The value is invalid and must not be used if `os.getpid() != _singleton._pid`.
"""

_singleton_lock = threading.Lock()


def singleton() -> _WandbSetup:
    """The W&B singleton for the current process.

    The first call to this in this process (which may be a fork of another
    process) creates the singleton, and all subsequent calls return it
    until teardown(). This does not start the service process.
    """
    return _setup(start_service=False, load_settings=False)


@wb_logging.log_to_all_runs()
def _setup(
    settings: Settings | None = None,
    start_service: bool = True,
    load_settings: bool = True,
) -> _WandbSetup:
    """Set up library context.

    Args:
        settings: Global settings to set, or updates to the global settings
            if the singleton has already been initialized.
        start_service: Whether to start up the service process.
            NOTE: A service process will only be started if allowed by the
            global settings (after the given updates). The service will not
            start up if the mode resolves to "disabled".
        load_settings: Whether to load settings from the environment
            if creating a new singleton. If False, then settings and
            start_service must be None.
    """
    global _singleton

    if not load_settings and settings:
        raise ValueError("Cannot pass settings if load_settings is False.")
    if not load_settings and start_service:
        raise ValueError("Cannot use start_service if load_settings is False.")

    pid = os.getpid()
    with _singleton_lock:
        if _singleton and _singleton._pid == pid:
            current_singleton = _singleton
        else:
            current_singleton = _WandbSetup(pid=pid)

        if load_settings:
            current_singleton._update(settings)

        if start_service and not current_singleton.settings._noop:
            current_singleton.ensure_service()

        _singleton = current_singleton

    # Update after configuring the _singleton.
    #
    # Do not hold the lock while updating credentials, as it writes back
    # to settings.
    if settings:
        _maybe_update_credentials(settings)

    return current_singleton


def _maybe_update_credentials(settings: Settings) -> None:
    """Update session credentials if they're set on settings.

    This is a refactoring step for moving credentials into a separate module
    and out of settings. If a user calls `wandb.setup()` explicitly with an
    api_key or other credential, this overwrites credentials that might have
    been set by a call to `wandb.login()`.
    """
    if settings.api_key and settings.identity_token_file:
        raise UsageError(
            "The api_key and identity_token_file settings cannot be used together."
        )

    from wandb.sdk.lib import wbauth

    if settings.api_key:
        wbauth.use_explicit_auth(
            wbauth.AuthApiKey(
                host=wbauth.HostUrl(settings.base_url, app_url=settings.app_url),
                api_key=settings.api_key,
            ),
            source="wandb.setup()",
        )

    elif settings.identity_token_file:
        wbauth.use_explicit_auth(
            wbauth.AuthIdentityTokenFile(
                host=wbauth.HostUrl(settings.base_url, app_url=settings.app_url),
                path=settings.identity_token_file,
            ),
            source="wandb.setup()",
        )


def setup(settings: Settings | None = None) -> _WandbSetup:
    """Prepares W&B for use in the current process and its children.

    You can usually ignore this as it is implicitly called by `wandb.init()`.

    When using wandb in multiple processes, calling `wandb.setup()`
    in the parent process before starting child processes may improve
    performance and resource utilization.

    Note that `wandb.setup()` modifies `os.environ`, and it is important
    that child processes inherit the modified environment variables.

    See also `wandb.teardown()`.

    Args:
        settings: Configuration settings to apply globally. These can be
            overridden by subsequent `wandb.init()` calls.

    Example:
    ```python
    import multiprocessing

    import wandb


    def run_experiment(params):
        with wandb.init(config=params):
            # Run experiment
            pass


    if __name__ == "__main__":
        # Start backend and set global config
        wandb.setup(settings={"project": "my_project"})

        # Define experiment parameters
        experiment_params = [
            {"learning_rate": 0.01, "epochs": 10},
            {"learning_rate": 0.001, "epochs": 20},
        ]

        # Start multiple processes, each running a separate experiment
        processes = []
        for params in experiment_params:
            p = multiprocessing.Process(target=run_experiment, args=(params,))
            p.start()
            processes.append(p)

        # Wait for all processes to complete
        for p in processes:
            p.join()

        # Optional: Explicitly shut down the backend
        wandb.teardown()
    ```
    """
    return _setup(settings=settings)


@wb_logging.log_to_all_runs()
def teardown(exit_code: int | None = None) -> None:
    """Waits for W&B to finish and frees resources.

    Completes any runs that were not explicitly finished
    using `run.finish()` and waits for all data to be uploaded.

    It is recommended to call this at the end of a session
    that used `wandb.setup()`. It is invoked automatically
    in an `atexit` hook, but this is not reliable in certain setups
    such as when using Python's `multiprocessing` module.
    """
    global _singleton

    from wandb.sdk.lib import wbauth

    with _singleton_lock:
        orig_singleton = _singleton
        _singleton = None

    if orig_singleton:
        orig_singleton._teardown(exit_code=exit_code)

    wbauth.unauthenticate_session(update_settings=False)