chore: import upstream snapshot with attribution
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This commit is contained in:
@@ -0,0 +1,408 @@
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# Copyright (c) Microsoft. All rights reserved.
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"""Utilities for interacting with legacy Agent Lightning servers.
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This module contains compatibility shims that speak the deprecated HTTP
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interface used by older Agent Lightning deployments. Modern code should prefer
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the store-based APIs exposed by `agentlightning.store`, but keeping these
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clients available makes it easier to migrate existing workflows incrementally.
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"""
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import asyncio
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import logging
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import time
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import urllib.parse
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import warnings
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from typing import Any, Dict, List, Optional, Union
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import aiohttp
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import requests
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from .types import NamedResources, ResourcesUpdate, RolloutLegacy, Task, TaskIfAny, TaskInput
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logger = logging.getLogger(__name__)
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class AgentLightningClient:
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"""Client wrapper for the legacy version-aware Agent Lightning server.
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The client exposes synchronous and asynchronous helpers for polling tasks,
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retrieving resource bundles, and submitting rollouts. It also maintains a
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simple in-memory cache keyed by the server-provided resource identifier to
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avoid redundant network requests.
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!!! warning "Deprecated"
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[`AgentLightningClient`][agentlightning.client.AgentLightningClient] is part of
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the legacy client/server stack. New code should rely on the store-based APIs
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implemented in `agentlightning.store`.
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Attributes:
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endpoint: Base URL of the Agent Lightning server.
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poll_interval: Delay in seconds between polling attempts when no task is
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available.
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timeout: Timeout in seconds applied to HTTP requests.
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task_count: Number of tasks claimed during the lifetime of this client.
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"""
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_next_task_uri = "/task"
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_resources_uri = "/resources"
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_latest_resources_uri = "/resources/latest"
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_report_rollout_uri = "/rollout"
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def __init__(self, endpoint: str, poll_interval: float = 5.0, timeout: float = 10.0):
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"""Initialize the client.
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Args:
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endpoint: Root URL of the Agent Lightning server.
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poll_interval: Seconds to wait between polling attempts.
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timeout: Seconds before a request to the server is considered timed out.
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"""
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warnings.warn(
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"AgentLightningClient is deprecated. Please use LightningStoreClient instead.", DeprecationWarning
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)
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self.endpoint = endpoint
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self.task_count = 0
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self.poll_interval = poll_interval
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self.timeout = timeout
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self._resource_cache: Dict[str, ResourcesUpdate] = {} # TODO: mechanism to evict cache
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self._default_headers = {"X-AgentLightning-Client": "true"}
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async def _request_json_async(self, url: str) -> Optional[Dict[str, Any]]:
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"""Perform an asynchronous ``GET`` request and parse the JSON payload.
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Args:
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url: Fully qualified URL to query.
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Returns:
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Parsed JSON body as a dictionary if the request succeeds; otherwise ``None``.
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"""
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timeout = aiohttp.ClientTimeout(total=self.timeout)
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async with aiohttp.ClientSession(timeout=timeout) as session:
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try:
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async with session.get(url, headers=self._default_headers) as resp:
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resp.raise_for_status()
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return await resp.json()
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except Exception as e:
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logger.debug(f"Async GET request failed for {url}: {e}")
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return None
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async def _post_json_async(self, url: str, payload: Dict[str, Any]) -> Optional[Dict[str, Any]]:
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"""Perform an asynchronous ``POST`` request with a JSON body.
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Args:
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url: Fully qualified URL that accepts the payload.
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payload: Dictionary that will be serialized and sent as JSON.
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Returns:
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Parsed JSON body as a dictionary if the request succeeds; otherwise ``None``.
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"""
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timeout = aiohttp.ClientTimeout(total=self.timeout)
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async with aiohttp.ClientSession(timeout=timeout) as session:
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try:
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async with session.post(url, json=payload, headers=self._default_headers) as resp:
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resp.raise_for_status()
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return await resp.json()
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except Exception as e:
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logger.debug(f"Async POST request failed for {url}: {e}")
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return None
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async def poll_next_task_async(self) -> Optional[Task]:
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"""Poll the server asynchronously until a task becomes available.
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Returns:
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The next [`Task`][agentlightning.Task] exposed by the server,
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or ``None`` if polling fails.
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"""
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url = urllib.parse.urljoin(self.endpoint, self._next_task_uri)
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while True:
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response = await self._request_json_async(url)
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if response:
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task_if_any = TaskIfAny.model_validate(response)
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if task_if_any.is_available and task_if_any.task:
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self.task_count += 1
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logger.info(f"[Task {self.task_count} Received] ID: {task_if_any.task.rollout_id}")
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return task_if_any.task
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logger.debug(f"No task available yet. Retrying in {self.poll_interval} seconds...")
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await asyncio.sleep(self.poll_interval)
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async def get_resources_by_id_async(self, resource_id: str) -> Optional[ResourcesUpdate]:
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"""Fetch a specific resource bundle by identifier.
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Args:
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resource_id: Identifier sourced from the task metadata.
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Returns:
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Cached or freshly downloaded
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[`ResourcesUpdate`][agentlightning.ResourcesUpdate], or
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``None`` when the server returns an error.
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"""
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if resource_id in self._resource_cache:
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logger.debug(f"Found resources '{resource_id}' in cache.")
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return self._resource_cache[resource_id]
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url = urllib.parse.urljoin(self.endpoint, f"{self._resources_uri}/{resource_id}")
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response = await self._request_json_async(url)
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if response:
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resources_update = ResourcesUpdate.model_validate(response)
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self._resource_cache[resource_id] = resources_update
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logger.info(f"Fetched and cached resources for ID: {resource_id}")
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return resources_update
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return None
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async def get_latest_resources_async(self) -> Optional[ResourcesUpdate]:
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"""Fetch the most recent resource bundle advertised by the server.
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Returns:
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[`ResourcesUpdate`][agentlightning.ResourcesUpdate] for the
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newest version, or ``None`` when unavailable.
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"""
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url = urllib.parse.urljoin(self.endpoint, self._latest_resources_uri)
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response = await self._request_json_async(url)
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if response:
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resources_update = ResourcesUpdate.model_validate(response)
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# Cache this result as well
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self._resource_cache[resources_update.resources_id] = resources_update
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return resources_update
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return None
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async def post_rollout_async(self, rollout: RolloutLegacy) -> Optional[Dict[str, Any]]:
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"""Submit a completed rollout back to the server.
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Args:
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rollout: Legacy rollout payload produced by the executor.
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Returns:
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Parsed JSON response returned by the server, or ``None`` when the request fails.
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"""
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url = urllib.parse.urljoin(self.endpoint, self._report_rollout_uri)
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payload = rollout.model_dump(mode="json")
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return await self._post_json_async(url, payload)
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def _request_json(self, url: str) -> Optional[Dict[str, Any]]:
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"""Perform a blocking ``GET`` request and parse the JSON payload.
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Args:
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url: Fully qualified URL to query.
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Returns:
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Parsed JSON body as a dictionary if the request succeeds; otherwise ``None``.
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"""
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try:
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response = requests.get(url, timeout=self.timeout, headers=self._default_headers)
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response.raise_for_status()
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return response.json()
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except requests.exceptions.RequestException as e:
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logger.debug(f"Sync GET request failed for {url}: {e}")
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return None
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def _post_json(self, url: str, payload: Dict[str, Any]) -> Optional[Dict[str, Any]]:
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"""Perform a blocking ``POST`` request with a JSON payload.
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Args:
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url: Fully qualified URL that accepts the payload.
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payload: Dictionary that will be serialized and sent as JSON.
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Returns:
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Parsed JSON body as a dictionary if the request succeeds; otherwise ``None``.
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"""
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try:
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response = requests.post(url, json=payload, timeout=self.timeout, headers=self._default_headers)
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response.raise_for_status()
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return response.json()
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except requests.exceptions.RequestException as e:
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logger.debug(f"Sync POST request failed for {url}: {e}")
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return None
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def poll_next_task(self) -> Optional[Task]:
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"""Poll the server synchronously until a task becomes available.
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Returns:
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The next [`Task`][agentlightning.Task] available for execution, or
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``None`` if polling fails.
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"""
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url = urllib.parse.urljoin(self.endpoint, self._next_task_uri)
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while True:
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response = self._request_json(url)
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if response:
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task_if_any = TaskIfAny.model_validate(response)
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if task_if_any.is_available and task_if_any.task:
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self.task_count += 1
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logger.info(f"[Task {self.task_count} Received] ID: {task_if_any.task.rollout_id}")
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return task_if_any.task
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logger.debug(f"No task available yet. Retrying in {self.poll_interval} seconds...")
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time.sleep(self.poll_interval)
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def get_resources_by_id(self, resource_id: str) -> Optional[ResourcesUpdate]:
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"""Fetch a specific resource bundle by identifier.
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Args:
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resource_id: Identifier sourced from the task metadata.
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Returns:
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Cached or freshly downloaded
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[`ResourcesUpdate`][agentlightning.ResourcesUpdate], or
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``None`` when the server returns an error.
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"""
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if resource_id in self._resource_cache:
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logger.debug(f"Found resources '{resource_id}' in cache.")
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return self._resource_cache[resource_id]
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url = urllib.parse.urljoin(self.endpoint, f"{self._resources_uri}/{resource_id}")
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response = self._request_json(url)
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if response:
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resources_update = ResourcesUpdate.model_validate(response)
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self._resource_cache[resource_id] = resources_update
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logger.info(f"Fetched and cached resources for ID: {resource_id}")
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return resources_update
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return None
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def get_latest_resources(self) -> Optional[ResourcesUpdate]:
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"""Fetch the most recent resource bundle advertised by the server.
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Returns:
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[`ResourcesUpdate`][agentlightning.ResourcesUpdate] for the
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newest version, or ``None`` when unavailable.
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"""
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url = urllib.parse.urljoin(self.endpoint, self._latest_resources_uri)
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response = self._request_json(url)
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if response:
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resources_update = ResourcesUpdate.model_validate(response)
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self._resource_cache[resources_update.resources_id] = resources_update
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return resources_update
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return None
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def post_rollout(self, rollout: RolloutLegacy) -> Optional[Dict[str, Any]]:
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"""Submit a completed rollout back to the server.
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Args:
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rollout: Legacy rollout payload produced by the executor.
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Returns:
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Parsed JSON response returned by the server, or ``None`` when the request fails.
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"""
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url = urllib.parse.urljoin(self.endpoint, self._report_rollout_uri)
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payload = rollout.model_dump(mode="json")
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return self._post_json(url, payload)
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class DevTaskLoader(AgentLightningClient):
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"""In-memory task loader used for development and integration tests.
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The loader mimics the behavior of the legacy HTTP server by storing tasks and
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resources locally. Polling methods simply iterate over the provided collection,
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allowing rapid iteration without provisioning any external infrastructure.
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!!! warning "Deprecated"
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[`DevTaskLoader`][agentlightning.client.DevTaskLoader] is a compatibility shim.
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||||
Prefer [`Trainer.dev`][agentlightning.Trainer.dev] for new code.
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"""
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def __init__(
|
||||
self,
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tasks: Union[List[TaskInput], List[Task]],
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resources: Union[NamedResources, ResourcesUpdate],
|
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**kwargs: Any,
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):
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"""Initialize the loader with predefined tasks and resources.
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|
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Args:
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tasks: Sequence of task inputs or preconstructed tasks that will be served in
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order.
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resources: Static resources returned for any `resources_id` query.
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**kwargs: Additional keyword arguments forwarded to the parent client.
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||||
|
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Raises:
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ValueError: If no tasks are provided or both [`Task`][agentlightning.Task]
|
||||
and [`TaskInput`][agentlightning.TaskInput] instances are mixed.
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||||
"""
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||||
warnings.warn("DevTaskLoader is deprecated. Please use Trainer.dev instead.", DeprecationWarning)
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super().__init__(endpoint="local://", **kwargs)
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self._tasks = tasks.copy()
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||||
if len(self._tasks) == 0:
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raise ValueError("DevTaskLoader requires at least one task to be provided.")
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# Check if tasks are mixture of TaskInput and Task
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if any(isinstance(task, Task) for task in self._tasks):
|
||||
if not all(isinstance(task, Task) for task in self._tasks):
|
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raise ValueError("All tasks must be either Task or TaskInput objects.")
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self._task_index = 0
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|
||||
if isinstance(resources, ResourcesUpdate):
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||||
self._resources_update = resources
|
||||
else:
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self._resources_update = ResourcesUpdate(
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resources_id="local", resources=resources, create_time=time.time(), update_time=time.time(), version=1
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||||
)
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||||
|
||||
# Store rollouts posted back to the loader for easy debugging of local runs
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self._rollouts: List[RolloutLegacy] = []
|
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|
||||
@property
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def rollouts(self) -> List[RolloutLegacy]:
|
||||
"""Return the rollouts posted back to the loader during development runs."""
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return self._rollouts
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||||
|
||||
def poll_next_task(self) -> Optional[Task]:
|
||||
"""Return the next task from the local queue.
|
||||
|
||||
If [`TaskInput`][agentlightning.TaskInput] instances were provided,
|
||||
they are converted into [`Task`][agentlightning.Task] objects on the
|
||||
fly. Otherwise, the preconstructed tasks are returned in sequence.
|
||||
|
||||
Returns:
|
||||
Next task to execute.
|
||||
"""
|
||||
if self._task_index >= len(self._tasks):
|
||||
self._task_index = 0
|
||||
|
||||
task_or_input = self._tasks[self._task_index]
|
||||
|
||||
if isinstance(task_or_input, Task):
|
||||
task = task_or_input
|
||||
else:
|
||||
rollout_id = f"local_task_{self._task_index + 1:03d}"
|
||||
task = Task(
|
||||
rollout_id=rollout_id,
|
||||
input=task_or_input,
|
||||
resources_id=self._resources_update.resources_id,
|
||||
create_time=time.time(),
|
||||
)
|
||||
|
||||
self._task_index += 1
|
||||
self.task_count += 1
|
||||
logger.info(f"[Task {self.task_count} Received] Task ID: {task.rollout_id}")
|
||||
return task
|
||||
|
||||
def get_resources_by_id(self, resource_id: str) -> Optional[ResourcesUpdate]:
|
||||
logger.debug(f"DevTaskLoader checking resources for ID: {resource_id}")
|
||||
if resource_id != self._resources_update.resources_id:
|
||||
raise ValueError(
|
||||
f"Resource ID '{resource_id}' not found. Only '{self._resources_update.resources_id}' is available."
|
||||
)
|
||||
return self._resources_update
|
||||
|
||||
def get_latest_resources(self) -> Optional[ResourcesUpdate]:
|
||||
logger.debug("DevTaskLoader returning latest resources.")
|
||||
return self._resources_update
|
||||
|
||||
def post_rollout(self, rollout: RolloutLegacy) -> Optional[Dict[str, Any]]:
|
||||
logger.debug(f"DevTaskLoader received rollout for task: {rollout.rollout_id}")
|
||||
self._rollouts.append(rollout)
|
||||
return {"status": "received", "rollout_id": rollout.rollout_id}
|
||||
|
||||
async def poll_next_task_async(self) -> Optional[Task]:
|
||||
return self.poll_next_task()
|
||||
|
||||
async def get_resources_by_id_async(self, resource_id: str) -> Optional[ResourcesUpdate]:
|
||||
return self.get_resources_by_id(resource_id)
|
||||
|
||||
async def get_latest_resources_async(self) -> Optional[ResourcesUpdate]:
|
||||
return self.get_latest_resources()
|
||||
|
||||
async def post_rollout_async(self, rollout: RolloutLegacy) -> Optional[Dict[str, Any]]:
|
||||
return self.post_rollout(rollout)
|
||||
|
||||
def __repr__(self):
|
||||
return f"DevTaskLoader(num_tasks={len(self._tasks)}, resources={self._resources_update.resources})"
|
||||
Reference in New Issue
Block a user