From eb072dbb29dba602049c9134aba4e4c7ee5d0086 Mon Sep 17 00:00:00 2001 From: Teo Date: Thu, 9 Jan 2025 15:03:36 +0100 Subject: [PATCH 01/60] refactor: reorganize session management into dedicated components Split session logic into dedicated components for better separation of concerns and maintainability: - Move session code to dedicated session/ module - Split Session class into: - Session: Data container with minimal public API - SessionManager: Handles lifecycle and state management - SessionApi: Handles API communication - SessionTelemetry: Manages event recording and OTEL integration Key fixes: - Proper UUID and timestamp serialization in events - Consistent API key header handling - Correct token cost formatting in analytics - Proper session ID inheritance - Tags conversion and validation - Event counts type handling This refactor improves code organization while maintaining backward compatibility through the session/__init__.py module. Signed-off-by: Teo --- agentops/client.py | 48 +- agentops/event.py | 22 +- agentops/session.py | 660 ------------------------ agentops/session/__init__.py | 8 + agentops/session/api.py | 104 ++++ agentops/session/manager.py | 196 +++++++ agentops/session/registry.py | 24 + agentops/session/session.py | 105 ++++ agentops/session/telemetry.py | 88 ++++ agentops/telemetry/exporters/session.py | 106 ++++ 10 files changed, 664 insertions(+), 697 deletions(-) delete mode 100644 agentops/session.py create mode 100644 agentops/session/__init__.py create mode 100644 agentops/session/api.py create mode 100644 agentops/session/manager.py create mode 100644 agentops/session/registry.py create mode 100644 agentops/session/session.py create mode 100644 agentops/session/telemetry.py create mode 100644 agentops/telemetry/exporters/session.py diff --git a/agentops/client.py b/agentops/client.py index fb3e17937..cbb75a606 100644 --- a/agentops/client.py +++ b/agentops/client.py @@ -198,47 +198,31 @@ def start_session( self, tags: Optional[List[str]] = None, inherited_session_id: Optional[str] = None, - ) -> Union[Session, None]: - """ - Start a new session for recording events. - - Args: - tags (List[str], optional): Tags that can be used for grouping or sorting later. - e.g. ["test_run"]. - config: (Configuration, optional): Client configuration object - inherited_session_id (optional, str): assign session id to match existing Session - """ + ) -> Optional[Session]: + """Start a new session""" if not self.is_initialized: - return - - if inherited_session_id is not None: - try: - session_id = UUID(inherited_session_id) - except ValueError: - return logger.warning(f"Invalid session id: {inherited_session_id}") - else: - session_id = uuid4() + return None - session_tags = self._config.default_tags.copy() - if tags is not None: - session_tags.update(tags) + try: + session_id = UUID(inherited_session_id) if inherited_session_id else uuid4() + except ValueError: + return logger.warning(f"Invalid session id: {inherited_session_id}") + default_tags = list(self._config.default_tags) if self._config.default_tags else [] session = Session( session_id=session_id, - tags=list(session_tags), - host_env=self.host_env, config=self._config, + tags=tags or default_tags, + host_env=self.host_env, ) - if not session.is_running: - return logger.error("Failed to start session") - - if self._pre_init_queue["agents"] and len(self._pre_init_queue["agents"]) > 0: - for agent_args in self._pre_init_queue["agents"]: - session.create_agent(name=agent_args["name"], agent_id=agent_args["agent_id"]) - self._pre_init_queue["agents"] = [] + if session.is_running: + # Process any queued agents + if self._pre_init_queue["agents"]: + for agent_args in self._pre_init_queue["agents"]: + session.create_agent(name=agent_args["name"], agent_id=agent_args["agent_id"]) + self._pre_init_queue["agents"].clear() - self._sessions.append(session) return session def end_session( diff --git a/agentops/event.py b/agentops/event.py index c6200aca1..50e669078 100644 --- a/agentops/event.py +++ b/agentops/event.py @@ -25,6 +25,7 @@ class Event: end_timestamp(str): A timestamp indicating when the event ended. Defaults to the time when this Event was instantiated. agent_id(UUID, optional): The unique identifier of the agent that triggered the event. id(UUID): A unique identifier for the event. Defaults to a new UUID. + session_id(UUID, optional): The unique identifier of the session that the event belongs to. foo(x=1) { ... @@ -43,6 +44,7 @@ class Event: end_timestamp: Optional[str] = None agent_id: Optional[UUID] = field(default_factory=check_call_stack_for_agent_id) id: UUID = field(default_factory=uuid4) + session_id: Optional[UUID] = None @dataclass @@ -105,7 +107,7 @@ class ToolEvent(Event): @dataclass -class ErrorEvent: +class ErrorEvent(Event): """ For recording any errors e.g. ones related to agent execution @@ -115,21 +117,31 @@ class ErrorEvent: code(str, optional): A code that can be used to identify the error e.g. 501. details(str, optional): Detailed information about the error. logs(str, optional): For detailed information/logging related to the error. - timestamp(str): A timestamp indicating when the error occurred. Defaults to the time when this ErrorEvent was instantiated. - """ + # Inherit common Event fields + event_type: str = field(default=EventType.ERROR.value) + + # Error-specific fields trigger_event: Optional[Event] = None exception: Optional[BaseException] = None error_type: Optional[str] = None code: Optional[str] = None details: Optional[Union[str, Dict[str, str]]] = None logs: Optional[str] = field(default_factory=traceback.format_exc) - timestamp: str = field(default_factory=get_ISO_time) def __post_init__(self): - self.event_type = EventType.ERROR.value + """Process exception if provided""" if self.exception: self.error_type = self.error_type or type(self.exception).__name__ self.details = self.details or str(self.exception) self.exception = None # removes exception from serialization + + # Ensure end timestamp is set + if not self.end_timestamp: + self.end_timestamp = get_ISO_time() + + @property + def timestamp(self) -> str: + """Maintain backward compatibility with old code expecting timestamp""" + return self.init_timestamp diff --git a/agentops/session.py b/agentops/session.py deleted file mode 100644 index b9f07d20b..000000000 --- a/agentops/session.py +++ /dev/null @@ -1,660 +0,0 @@ -from __future__ import annotations - -import asyncio -import functools -import json -import threading -from datetime import datetime, timezone -from decimal import ROUND_HALF_UP, Decimal -from typing import Any, Dict, List, Optional, Sequence, Union -from uuid import UUID, uuid4 - -from opentelemetry import trace -from opentelemetry.context import attach, detach, set_value -from opentelemetry.sdk.resources import SERVICE_NAME, Resource -from opentelemetry.sdk.trace import ReadableSpan, TracerProvider -from opentelemetry.sdk.trace.export import ( - BatchSpanProcessor, - ConsoleSpanExporter, - SpanExporter, - SpanExportResult, -) -from termcolor import colored - -from .config import Configuration -from .enums import EndState -from .event import ErrorEvent, Event -from .exceptions import ApiServerException -from .helpers import filter_unjsonable, get_ISO_time, safe_serialize -from .http_client import HttpClient, Response -from .log_config import logger - -""" -OTEL Guidelines: - - - -- Maintain a single TracerProvider for the application runtime - - Have one global TracerProvider in the Client class - -- According to the OpenTelemetry Python documentation, Resource should be initialized once per application and shared across all telemetry (traces, metrics, logs). -- Each Session gets its own Tracer (with session-specific context) -- Allow multiple sessions to share the provider while maintaining their own context - - - -:: Resource - - '''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''' - Captures information about the entity producing telemetry as Attributes. - For example, a process producing telemetry that is running in a container - on Kubernetes has a process name, a pod name, a namespace, and possibly - a deployment name. All these attributes can be included in the Resource. - '''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''' - - The key insight from the documentation is: - - - Resource represents the entity producing telemetry - in our case, that's the AgentOps SDK application itself - - Session-specific information should be attributes on the spans themselves - - A Resource is meant to identify the service/process/application1 - - Sessions are units of work within that application - - The documentation example about "process name, pod name, namespace" refers to where the code is running, not the work it's doing - -""" - - -class SessionExporter(SpanExporter): - """ - Manages publishing events for Session - """ - - def __init__(self, session: Session, **kwargs): - self.session = session - self._shutdown = threading.Event() - self._export_lock = threading.Lock() - super().__init__(**kwargs) - - @property - def endpoint(self): - return f"{self.session.config.endpoint}/v2/create_events" - - def export(self, spans: Sequence[ReadableSpan]) -> SpanExportResult: - if self._shutdown.is_set(): - return SpanExportResult.SUCCESS - - with self._export_lock: - try: - # Skip if no spans to export - if not spans: - return SpanExportResult.SUCCESS - - events = [] - for span in spans: - event_data = json.loads(span.attributes.get("event.data", "{}")) - - # Format event data based on event type - if span.name == "actions": - formatted_data = { - "action_type": event_data.get("action_type", event_data.get("name", "unknown_action")), - "params": event_data.get("params", {}), - "returns": event_data.get("returns"), - } - elif span.name == "tools": - formatted_data = { - "name": event_data.get("name", event_data.get("tool_name", "unknown_tool")), - "params": event_data.get("params", {}), - "returns": event_data.get("returns"), - } - else: - formatted_data = event_data - - formatted_data = {**event_data, **formatted_data} - # Get timestamps, providing defaults if missing - current_time = datetime.now(timezone.utc).isoformat() - init_timestamp = span.attributes.get("event.timestamp") - end_timestamp = span.attributes.get("event.end_timestamp") - - # Handle missing timestamps - if init_timestamp is None: - init_timestamp = current_time - if end_timestamp is None: - end_timestamp = current_time - - # Get event ID, generate new one if missing - event_id = span.attributes.get("event.id") - if event_id is None: - event_id = str(uuid4()) - - events.append( - { - "id": event_id, - "event_type": span.name, - "init_timestamp": init_timestamp, - "end_timestamp": end_timestamp, - **formatted_data, - "session_id": str(self.session.session_id), - } - ) - - # Only make HTTP request if we have events and not shutdown - if events: - try: - res = HttpClient.post( - self.endpoint, - json.dumps({"events": events}).encode("utf-8"), - api_key=self.session.config.api_key, - jwt=self.session.jwt, - ) - return SpanExportResult.SUCCESS if res.code == 200 else SpanExportResult.FAILURE - except Exception as e: - logger.error(f"Failed to send events: {e}") - return SpanExportResult.FAILURE - - return SpanExportResult.SUCCESS - - except Exception as e: - logger.error(f"Failed to export spans: {e}") - return SpanExportResult.FAILURE - - def force_flush(self, timeout_millis: Optional[int] = None) -> bool: - return True - - def shutdown(self) -> None: - """Handle shutdown gracefully""" - self._shutdown.set() - # Don't call session.end_session() here to avoid circular dependencies - - -class Session: - """ - Represents a session of events, with a start and end state. - - Args: - session_id (UUID): The session id is used to record particular runs. - config (Configuration): The configuration object for the session. - tags (List[str], optional): Tags that can be used for grouping or sorting later. Examples could be ["GPT-4"]. - host_env (dict, optional): A dictionary containing host and environment data. - - Attributes: - init_timestamp (str): The ISO timestamp for when the session started. - end_timestamp (str, optional): The ISO timestamp for when the session ended. Only set after end_session is called. - end_state (str, optional): The final state of the session. Options: "Success", "Fail", "Indeterminate". Defaults to "Indeterminate". - end_state_reason (str, optional): The reason for ending the session. - session_id (UUID): Unique identifier for the session. - tags (List[str]): List of tags associated with the session for grouping and filtering. - video (str, optional): URL to a video recording of the session. - host_env (dict, optional): Dictionary containing host and environment data. - config (Configuration): Configuration object containing settings for the session. - jwt (str, optional): JSON Web Token for authentication with the AgentOps API. - token_cost (Decimal): Running total of token costs for the session. - event_counts (dict): Counter for different types of events: - - llms: Number of LLM calls - - tools: Number of tool calls - - actions: Number of actions - - errors: Number of errors - - apis: Number of API calls - session_url (str, optional): URL to view the session in the AgentOps dashboard. - is_running (bool): Flag indicating if the session is currently active. - """ - - def __init__( - self, - session_id: UUID, - config: Configuration, - tags: Optional[List[str]] = None, - host_env: Optional[dict] = None, - ): - self.end_timestamp = None - self.end_state: Optional[str] = "Indeterminate" - self.session_id = session_id - self.init_timestamp = get_ISO_time() - self.tags: List[str] = tags or [] - self.video: Optional[str] = None - self.end_state_reason: Optional[str] = None - self.host_env = host_env - self.config = config - self.jwt = None - self._lock = threading.Lock() - self._end_session_lock = threading.Lock() - self.token_cost: Decimal = Decimal(0) - self._session_url: str = "" - self.event_counts = { - "llms": 0, - "tools": 0, - "actions": 0, - "errors": 0, - "apis": 0, - } - # self.session_url: Optional[str] = None - - # Start session first to get JWT - self.is_running = self._start_session() - if not self.is_running: - return - - # Initialize OTEL components with a more controlled processor - self._tracer_provider = TracerProvider() - self._otel_tracer = self._tracer_provider.get_tracer( - f"agentops.session.{str(session_id)}", - ) - self._otel_exporter = SessionExporter(session=self) - - # Use smaller batch size and shorter delay to reduce buffering - self._span_processor = BatchSpanProcessor( - self._otel_exporter, - max_queue_size=self.config.max_queue_size, - schedule_delay_millis=self.config.max_wait_time, - max_export_batch_size=min( - max(self.config.max_queue_size // 20, 1), - min(self.config.max_queue_size, 32), - ), - export_timeout_millis=20000, - ) - - self._tracer_provider.add_span_processor(self._span_processor) - - def set_video(self, video: str) -> None: - """ - Sets a url to the video recording of the session. - - Args: - video (str): The url of the video recording - """ - self.video = video - - def _flush_spans(self) -> bool: - """ - Flush pending spans for this specific session with timeout. - Returns True if flush was successful, False otherwise. - """ - if not hasattr(self, "_span_processor"): - return True - - try: - success = self._span_processor.force_flush(timeout_millis=self.config.max_wait_time) - if not success: - logger.warning("Failed to flush all spans before session end") - return success - except Exception as e: - logger.warning(f"Error flushing spans: {e}") - return False - - def end_session( - self, - end_state: str = "Indeterminate", - end_state_reason: Optional[str] = None, - video: Optional[str] = None, - ) -> Union[Decimal, None]: - with self._end_session_lock: - if not self.is_running: - return None - - if not any(end_state == state.value for state in EndState): - logger.warning("Invalid end_state. Please use one of the EndState enums") - return None - - try: - # Force flush any pending spans before ending session - if hasattr(self, "_span_processor"): - self._span_processor.force_flush(timeout_millis=5000) - - # 1. Set shutdown flag on exporter first - if hasattr(self, "_otel_exporter"): - self._otel_exporter.shutdown() - - # 2. Set session end state - self.end_timestamp = get_ISO_time() - self.end_state = end_state - self.end_state_reason = end_state_reason - if video is not None: - self.video = video - - # 3. Mark session as not running before cleanup - self.is_running = False - - # 4. Clean up OTEL components - if hasattr(self, "_span_processor"): - try: - # Force flush any pending spans - self._span_processor.force_flush(timeout_millis=5000) - # Shutdown the processor - self._span_processor.shutdown() - except Exception as e: - logger.warning(f"Error during span processor cleanup: {e}") - finally: - del self._span_processor - - # 5. Final session update - if not (analytics_stats := self.get_analytics()): - return None - - analytics = ( - f"Session Stats - " - f"{colored('Duration:', attrs=['bold'])} {analytics_stats['Duration']} | " - f"{colored('Cost:', attrs=['bold'])} ${analytics_stats['Cost']} | " - f"{colored('LLMs:', attrs=['bold'])} {analytics_stats['LLM calls']} | " - f"{colored('Tools:', attrs=['bold'])} {analytics_stats['Tool calls']} | " - f"{colored('Actions:', attrs=['bold'])} {analytics_stats['Actions']} | " - f"{colored('Errors:', attrs=['bold'])} {analytics_stats['Errors']}" - ) - logger.info(analytics) - - except Exception as e: - logger.exception(f"Error during session end: {e}") - finally: - active_sessions.remove(self) # First thing, get rid of the session - - logger.info( - colored( - f"\x1b[34mSession Replay: {self.session_url}\x1b[0m", - "blue", - ) - ) - return self.token_cost - - def add_tags(self, tags: List[str]) -> None: - """ - Append to session tags at runtime. - """ - if not self.is_running: - return - - if not (isinstance(tags, list) and all(isinstance(item, str) for item in tags)): - if isinstance(tags, str): - tags = [tags] - - # Initialize tags if None - if self.tags is None: - self.tags = [] - - # Add new tags that don't exist - for tag in tags: - if tag not in self.tags: - self.tags.append(tag) - - # Update session state immediately - self._update_session() - - def set_tags(self, tags): - """Set session tags, replacing any existing tags""" - if not self.is_running: - return - - if not (isinstance(tags, list) and all(isinstance(item, str) for item in tags)): - if isinstance(tags, str): - tags = [tags] - - # Set tags directly - self.tags = tags.copy() # Make a copy to avoid reference issues - - # Update session state immediately - self._update_session() - - def record(self, event: Union[Event, ErrorEvent], flush_now=False): - """Record an event using OpenTelemetry spans""" - if not self.is_running: - return - - # Ensure event has all required base attributes - if not hasattr(event, "id"): - event.id = uuid4() - if not hasattr(event, "init_timestamp"): - event.init_timestamp = get_ISO_time() - if not hasattr(event, "end_timestamp") or event.end_timestamp is None: - event.end_timestamp = get_ISO_time() - - # Create session context - token = set_value("session.id", str(self.session_id)) - - try: - token = attach(token) - - # Create a copy of event data to modify - event_data = dict(filter_unjsonable(event.__dict__)) - - # Add required fields based on event type - if isinstance(event, ErrorEvent): - event_data["error_type"] = getattr(event, "error_type", event.event_type) - elif event.event_type == "actions": - # Ensure action events have action_type - if "action_type" not in event_data: - event_data["action_type"] = event_data.get("name", "unknown_action") - if "name" not in event_data: - event_data["name"] = event_data.get("action_type", "unknown_action") - elif event.event_type == "tools": - # Ensure tool events have name - if "name" not in event_data: - event_data["name"] = event_data.get("tool_name", "unknown_tool") - if "tool_name" not in event_data: - event_data["tool_name"] = event_data.get("name", "unknown_tool") - - with self._otel_tracer.start_as_current_span( - name=event.event_type, - attributes={ - "event.id": str(event.id), - "event.type": event.event_type, - "event.timestamp": event.init_timestamp or get_ISO_time(), - "event.end_timestamp": event.end_timestamp or get_ISO_time(), - "session.id": str(self.session_id), - "session.tags": ",".join(self.tags) if self.tags else "", - "event.data": json.dumps(event_data), - }, - ) as span: - if event.event_type in self.event_counts: - self.event_counts[event.event_type] += 1 - - if isinstance(event, ErrorEvent): - span.set_attribute("error", True) - if hasattr(event, "trigger_event") and event.trigger_event: - span.set_attribute("trigger_event.id", str(event.trigger_event.id)) - span.set_attribute("trigger_event.type", event.trigger_event.event_type) - - if flush_now and hasattr(self, "_span_processor"): - self._span_processor.force_flush() - finally: - detach(token) - - def _send_event(self, event): - """Direct event sending for testing""" - try: - payload = { - "events": [ - { - "id": str(event.id), - "event_type": event.event_type, - "init_timestamp": event.init_timestamp, - "end_timestamp": event.end_timestamp, - "data": filter_unjsonable(event.__dict__), - } - ] - } - - HttpClient.post( - f"{self.config.endpoint}/v2/create_events", - json.dumps(payload).encode("utf-8"), - jwt=self.jwt, - ) - except Exception as e: - logger.error(f"Failed to send event: {e}") - - def _reauthorize_jwt(self) -> Union[str, None]: - with self._lock: - payload = {"session_id": self.session_id} - serialized_payload = json.dumps(filter_unjsonable(payload)).encode("utf-8") - res = HttpClient.post( - f"{self.config.endpoint}/v2/reauthorize_jwt", - serialized_payload, - self.config.api_key, - ) - - logger.debug(res.body) - - if res.code != 200: - return None - - jwt = res.body.get("jwt", None) - self.jwt = jwt - return jwt - - def _start_session(self): - with self._lock: - payload = {"session": self.__dict__} - serialized_payload = json.dumps(filter_unjsonable(payload)).encode("utf-8") - - try: - res = HttpClient.post( - f"{self.config.endpoint}/v2/create_session", - serialized_payload, - api_key=self.config.api_key, - parent_key=self.config.parent_key, - ) - except ApiServerException as e: - return logger.error(f"Could not start session - {e}") - - logger.debug(res.body) - - if res.code != 200: - return False - - jwt = res.body.get("jwt", None) - self.jwt = jwt - if jwt is None: - return False - - logger.info( - colored( - f"\x1b[34mSession Replay: {self.session_url}\x1b[0m", - "blue", - ) - ) - - return True - - def _update_session(self) -> None: - """Update session state on the server""" - if not self.is_running: - return - - # TODO: Determine whether we really need to lock here: are incoming calls coming from other threads? - with self._lock: - payload = {"session": self.__dict__} - - try: - res = HttpClient.post( - f"{self.config.endpoint}/v2/update_session", - json.dumps(filter_unjsonable(payload)).encode("utf-8"), - # self.config.api_key, - jwt=self.jwt, - ) - except ApiServerException as e: - return logger.error(f"Could not update session - {e}") - - def create_agent(self, name, agent_id): - if not self.is_running: - return - if agent_id is None: - agent_id = str(uuid4()) - - payload = { - "id": agent_id, - "name": name, - } - - serialized_payload = safe_serialize(payload).encode("utf-8") - try: - HttpClient.post( - f"{self.config.endpoint}/v2/create_agent", - serialized_payload, - api_key=self.config.api_key, - jwt=self.jwt, - ) - except ApiServerException as e: - return logger.error(f"Could not create agent - {e}") - - return agent_id - - def patch(self, func): - @functools.wraps(func) - def wrapper(*args, **kwargs): - kwargs["session"] = self - return func(*args, **kwargs) - - return wrapper - - def _get_response(self) -> Optional[Response]: - payload = {"session": self.__dict__} - try: - response = HttpClient.post( - f"{self.config.endpoint}/v2/update_session", - json.dumps(filter_unjsonable(payload)).encode("utf-8"), - api_key=self.config.api_key, - jwt=self.jwt, - ) - except ApiServerException as e: - return logger.error(f"Could not end session - {e}") - - logger.debug(response.body) - return response - - def _format_duration(self, start_time, end_time) -> str: - start = datetime.fromisoformat(start_time.replace("Z", "+00:00")) - end = datetime.fromisoformat(end_time.replace("Z", "+00:00")) - duration = end - start - - hours, remainder = divmod(duration.total_seconds(), 3600) - minutes, seconds = divmod(remainder, 60) - - parts = [] - if hours > 0: - parts.append(f"{int(hours)}h") - if minutes > 0: - parts.append(f"{int(minutes)}m") - parts.append(f"{seconds:.1f}s") - - return " ".join(parts) - - def _get_token_cost(self, response: Response) -> Decimal: - token_cost = response.body.get("token_cost", "unknown") - if token_cost == "unknown" or token_cost is None: - return Decimal(0) - return Decimal(token_cost) - - def _format_token_cost(self, token_cost: Decimal) -> str: - return ( - "{:.2f}".format(token_cost) - if token_cost == 0 - else "{:.6f}".format(token_cost.quantize(Decimal("0.000001"), rounding=ROUND_HALF_UP)) - ) - - def get_analytics(self) -> Optional[Dict[str, Any]]: - if not self.end_timestamp: - self.end_timestamp = get_ISO_time() - - formatted_duration = self._format_duration(self.init_timestamp, self.end_timestamp) - - if (response := self._get_response()) is None: - return None - - self.token_cost = self._get_token_cost(response) - - return { - "LLM calls": self.event_counts["llms"], - "Tool calls": self.event_counts["tools"], - "Actions": self.event_counts["actions"], - "Errors": self.event_counts["errors"], - "Duration": formatted_duration, - "Cost": self._format_token_cost(self.token_cost), - } - - @property - def session_url(self) -> str: - """Returns the URL for this session in the AgentOps dashboard.""" - assert self.session_id, "Session ID is required to generate a session URL" - return f"https://app.agentops.ai/drilldown?session_id={self.session_id}" - - # @session_url.setter - # def session_url(self, url: str): - # pass - - -active_sessions: List[Session] = [] diff --git a/agentops/session/__init__.py b/agentops/session/__init__.py new file mode 100644 index 000000000..18f3ff3fe --- /dev/null +++ b/agentops/session/__init__.py @@ -0,0 +1,8 @@ +"""Session management module""" +from .session import Session +from .registry import get_active_sessions, add_session, remove_session + +# For backward compatibility +active_sessions = get_active_sessions() + +__all__ = ["Session", "active_sessions", "add_session", "remove_session"] diff --git a/agentops/session/api.py b/agentops/session/api.py new file mode 100644 index 000000000..ba8cf1aed --- /dev/null +++ b/agentops/session/api.py @@ -0,0 +1,104 @@ +from __future__ import annotations + +import json +from typing import TYPE_CHECKING, Dict, List, Optional, Union, Any, Tuple +from uuid import UUID + +from termcolor import colored + +from agentops.event import Event +from agentops.exceptions import ApiServerException +from agentops.helpers import filter_unjsonable, safe_serialize +from agentops.http_client import HttpClient, HttpStatus, Response +from agentops.log_config import logger + +if TYPE_CHECKING: + from agentops.session import Session + + +class SessionApi: + """Handles all API communication for sessions""" + + def __init__(self, session: "Session"): + self.session = session + + @property + def config(self): + return self.session.config + + def create_session(self) -> Tuple[bool, Optional[str]]: + """Create a new session, returns (success, jwt)""" + payload = {"session": dict(self.session)} + try: + res = self._post("/v2/create_session", payload, needs_api_key=True, needs_parent_key=True) + + jwt = res.body.get("jwt") + if not jwt: + return False, None + + return True, jwt + + except ApiServerException as e: + logger.error(f"Could not create session - {e}") + return False, None + + def update_session(self) -> Optional[Dict[str, Any]]: + """Update session state, returns response data if successful""" + payload = {"session": dict(self.session)} + try: + res = self._post("/v2/update_session", payload, needs_api_key=True) + return res.body + except ApiServerException as e: + logger.error(f"Could not update session - {e}") + return None + + def create_agent(self, name: str, agent_id: str) -> bool: + """Create a new agent, returns success""" + payload = { + "id": agent_id, + "name": name, + } + try: + self._post("/v2/create_agent", payload, needs_api_key=True) + return True + except ApiServerException as e: + logger.error(f"Could not create agent - {e}") + return False + + def create_events(self, events: List[Union[Event, dict]]) -> bool: + """Sends events to API""" + try: + res = self._post("/v2/create_events", {"events": events}, needs_api_key=True) + return res.status == HttpStatus.SUCCESS + except ApiServerException as e: + logger.error(f"Could not create events - {e}") + return False + + def _post( + self, endpoint: str, payload: Dict[str, Any], needs_api_key: bool = False, needs_parent_key: bool = False + ) -> Response: + """Helper for making POST requests""" + url = f"{self.config.endpoint}{endpoint}" + serialized = safe_serialize(payload).encode("utf-8") + + kwargs = {} + header = {} + + if needs_api_key: + # Add API key to both kwargs and header + kwargs["api_key"] = self.config.api_key + header["X-Agentops-Api-Key"] = self.config.api_key + + if needs_parent_key: + kwargs["parent_key"] = self.config.parent_key + + if self.session.jwt: + kwargs["jwt"] = self.session.jwt + + if hasattr(self.session, "session_id"): + header["X-Session-ID"] = str(self.session.session_id) + + if header: + kwargs["header"] = header + + return HttpClient.post(url, serialized, **kwargs) diff --git a/agentops/session/manager.py b/agentops/session/manager.py new file mode 100644 index 000000000..0354e5f41 --- /dev/null +++ b/agentops/session/manager.py @@ -0,0 +1,196 @@ +from __future__ import annotations + +import threading +from datetime import datetime +from decimal import Decimal +from typing import TYPE_CHECKING, Optional, Union, Dict, List + +from termcolor import colored +from agentops.enums import EndState +from agentops.helpers import get_ISO_time +from agentops.log_config import logger + +if TYPE_CHECKING: + from agentops.event import Event, ErrorEvent + from .session import Session + from .registry import add_session, remove_session + from .api import SessionApi + from .telemetry import SessionTelemetry + + +class SessionManager: + """Handles session lifecycle and state management""" + + def __init__(self, session: "Session"): + self._state = session + self._lock = threading.Lock() + self._end_session_lock = threading.Lock() + + # Import at runtime to avoid circular imports + from .registry import add_session, remove_session + + self._add_session = add_session + self._remove_session = remove_session + + # Initialize components + from .api import SessionApi + from .telemetry import SessionTelemetry + + self._api = SessionApi(self._state) + self._telemetry = SessionTelemetry(self._state) + + # Store reference on session for backward compatibility + self._state._api = self._api + self._state._telemetry = self._telemetry + self._state._otel_exporter = self._telemetry._exporter + + def start_session(self) -> bool: + """Start and initialize session""" + with self._lock: + if not self._state._api: + return False + + success, jwt = self._state._api.create_session() + if success: + self._state.jwt = jwt + self._add_session(self._state) + return success + + def create_agent(self, name: str, agent_id: Optional[str] = None) -> Optional[str]: + """Create a new agent""" + with self._lock: + if agent_id is None: + from uuid import uuid4 + + agent_id = str(uuid4()) + + if not self._state._api: + return None + + success = self._state._api.create_agent(name=name, agent_id=agent_id) + return agent_id if success else None + + def add_tags(self, tags: Union[str, List[str]]) -> None: + """Add tags to session""" + with self._lock: + if isinstance(tags, str): + if tags not in self._state.tags: + self._state.tags.append(tags) + elif isinstance(tags, list): + self._state.tags.extend(t for t in tags if t not in self._state.tags) + + if self._state._api: + self._state._api.update_session() + + def set_tags(self, tags: Union[str, List[str]]) -> None: + """Set session tags""" + with self._lock: + if isinstance(tags, str): + self._state.tags = [tags] + elif isinstance(tags, list): + self._state.tags = list(tags) + + if self._state._api: + self._state._api.update_session() + + def record_event(self, event: Union["Event", "ErrorEvent"], flush_now: bool = False) -> None: + """Update event counts and record event""" + with self._lock: + # Update counts + if event.event_type in self._state.event_counts: + self._state.event_counts[event.event_type] += 1 + + # Record via telemetry + if self._telemetry: + self._telemetry.record_event(event, flush_now) + + def end_session( + self, end_state: str, end_state_reason: Optional[str], video: Optional[str] + ) -> Union[Decimal, None]: + """End session and cleanup""" + with self._end_session_lock: + if not self._state.is_running: + return None + + try: + # Flush any pending telemetry + if self._telemetry: + self._telemetry.flush(timeout_millis=5000) + + self._state.end_timestamp = get_ISO_time() + self._state.end_state = end_state + self._state.end_state_reason = end_state_reason + self._state.video = video if video else self._state.video + self._state.is_running = False + + if analytics := self._get_analytics(): + self._log_analytics(analytics) + self._remove_session(self._state) + return self._state.token_cost + return None + except Exception as e: + logger.exception(f"Error ending session: {e}") + return None + + def _get_analytics(self) -> Optional[Dict[str, Union[int, str]]]: + """Get session analytics""" + if not self._state.end_timestamp: + self._state.end_timestamp = get_ISO_time() + + formatted_duration = self._format_duration(self._state.init_timestamp, self._state.end_timestamp) + + if not self._state._api: + return None + + response = self._state._api.update_session() + if not response: + return None + + # Update token cost from API response + if "token_cost" in response: + self._state.token_cost = Decimal(str(response["token_cost"])) + + return { + "LLM calls": self._state.event_counts["llms"], + "Tool calls": self._state.event_counts["tools"], + "Actions": self._state.event_counts["actions"], + "Errors": self._state.event_counts["errors"], + "Duration": formatted_duration, + "Cost": self._format_token_cost(self._state.token_cost), + } + + def _format_duration(self, start_time: str, end_time: str) -> str: + """Format duration between two timestamps""" + start = datetime.fromisoformat(start_time.replace("Z", "+00:00")) + end = datetime.fromisoformat(end_time.replace("Z", "+00:00")) + duration = end - start + + hours, remainder = divmod(duration.total_seconds(), 3600) + minutes, seconds = divmod(remainder, 60) + + parts = [] + if hours > 0: + parts.append(f"{int(hours)}h") + if minutes > 0: + parts.append(f"{int(minutes)}m") + parts.append(f"{seconds:.1f}s") + + return " ".join(parts) + + def _format_token_cost(self, token_cost: Decimal) -> str: + """Format token cost for display""" + # Always format with 6 decimal places for consistency with tests + return "{:.6f}".format(token_cost) + + def _log_analytics(self, stats: Dict[str, Union[int, str]]) -> None: + """Log analytics in a consistent format""" + analytics = ( + f"Session Stats - " + f"{colored('Duration:', attrs=['bold'])} {stats['Duration']} | " + f"{colored('Cost:', attrs=['bold'])} ${stats['Cost']} | " + f"{colored('LLMs:', attrs=['bold'])} {str(stats['LLM calls'])} | " + f"{colored('Tools:', attrs=['bold'])} {str(stats['Tool calls'])} | " + f"{colored('Actions:', attrs=['bold'])} {str(stats['Actions'])} | " + f"{colored('Errors:', attrs=['bold'])} {str(stats['Errors'])}" + ) + logger.info(analytics) diff --git a/agentops/session/registry.py b/agentops/session/registry.py new file mode 100644 index 000000000..5b62a7453 --- /dev/null +++ b/agentops/session/registry.py @@ -0,0 +1,24 @@ +"""Registry for tracking active sessions""" +from typing import List, TYPE_CHECKING + +if TYPE_CHECKING: + from .session import Session + +_active_sessions = [] # type: List["Session"] + + +def add_session(session: "Session") -> None: + """Add session to active sessions list""" + if session not in _active_sessions: + _active_sessions.append(session) + + +def remove_session(session: "Session") -> None: + """Remove session from active sessions list""" + if session in _active_sessions: + _active_sessions.remove(session) + + +def get_active_sessions() -> List["Session"]: + """Get list of active sessions""" + return _active_sessions diff --git a/agentops/session/session.py b/agentops/session/session.py new file mode 100644 index 000000000..81fd9110a --- /dev/null +++ b/agentops/session/session.py @@ -0,0 +1,105 @@ +from __future__ import annotations + +from dataclasses import asdict, dataclass, field +from decimal import Decimal +from typing import TYPE_CHECKING, Dict, List, Optional, Union +from uuid import UUID + +from agentops.config import Configuration +from agentops.enums import EndState +from agentops.helpers import get_ISO_time + +if TYPE_CHECKING: + from agentops.event import Event, ErrorEvent + + +@dataclass +class Session: + """Data container for session state with minimal public API""" + + session_id: UUID + config: Configuration + tags: List[str] = field(default_factory=list) + host_env: Optional[dict] = None + token_cost: Decimal = field(default_factory=lambda: Decimal(0)) + end_state: str = field(default_factory=lambda: EndState.INDETERMINATE.value) + end_state_reason: Optional[str] = None + end_timestamp: Optional[str] = None + jwt: Optional[str] = None + video: Optional[str] = None + event_counts: Dict[str, int] = field( + default_factory=lambda: {"llms": 0, "tools": 0, "actions": 0, "errors": 0, "apis": 0} + ) + init_timestamp: str = field(default_factory=get_ISO_time) + is_running: bool = field(default=True) + + def __post_init__(self): + """Initialize session manager""" + # Convert tags to list first + if isinstance(self.tags, (str, set)): + self.tags = list(self.tags) + elif self.tags is None: + self.tags = [] + + # Then initialize manager + from .manager import SessionManager + + self._manager = SessionManager(self) + self.is_running = self._manager.start_session() + + # Public API - All delegate to manager + def add_tags(self, tags: Union[str, List[str]]) -> None: + """Add tags to session""" + if self.is_running and self._manager: + self._manager.add_tags(tags) + + def set_tags(self, tags: Union[str, List[str]]) -> None: + """Set session tags""" + if self.is_running and self._manager: + self._manager.set_tags(tags) + + def record(self, event: Union["Event", "ErrorEvent"], flush_now: bool = False) -> None: + """Record an event""" + if self._manager: + self._manager.record_event(event, flush_now) + + def end_session( + self, + end_state: str = EndState.INDETERMINATE.value, + end_state_reason: Optional[str] = None, + video: Optional[str] = None, + ) -> Union[Decimal, None]: + """End the session""" + if self._manager: + return self._manager.end_session(end_state, end_state_reason, video) + return None + + def create_agent(self, name: str, agent_id: Optional[str] = None) -> Optional[str]: + """Create a new agent for this session""" + if self.is_running and self._manager: + return self._manager.create_agent(name, agent_id) + return None + + def get_analytics(self) -> Optional[Dict[str, str]]: + """Get session analytics""" + if self._manager: + return self._manager._get_analytics() + return None + + # Serialization support + def __iter__(self): + return iter(self.__dict__().items()) + + def __dict__(self): + filtered_dict = {k: v for k, v in asdict(self).items() if not k.startswith("_") and not callable(v)} + filtered_dict["session_id"] = str(self.session_id) + return filtered_dict + + @property + def session_url(self) -> str: + return f"https://app.agentops.ai/drilldown?session_id={self.session_id}" + + @property + def _tracer_provider(self): + """For testing compatibility""" + return self._telemetry._tracer_provider if self._telemetry else None diff --git a/agentops/session/telemetry.py b/agentops/session/telemetry.py new file mode 100644 index 000000000..ae98ffe50 --- /dev/null +++ b/agentops/session/telemetry.py @@ -0,0 +1,88 @@ +from __future__ import annotations + +import json +from typing import TYPE_CHECKING, Optional, Union +from uuid import UUID +from opentelemetry.sdk.trace import TracerProvider +from opentelemetry.sdk.trace.export import BatchSpanProcessor +from opentelemetry.context import attach, detach, set_value + +from agentops.helpers import get_ISO_time, filter_unjsonable + +if TYPE_CHECKING: + from agentops.session import Session + from agentops.event import Event, ErrorEvent + + +class SessionTelemetry: + """Handles telemetry setup and event recording""" + + def __init__(self, session: "Session"): + self.session = session + self._setup_telemetry() + + def _setup_telemetry(self): + """Initialize OpenTelemetry components""" + self._tracer_provider = TracerProvider() + self._otel_tracer = self._tracer_provider.get_tracer( + f"agentops.session.{str(self.session.session_id)}", + ) + + from agentops.telemetry.exporters.session import SessionExporter + + self._exporter = SessionExporter(session=self.session) + + # Configure batch processor + self._span_processor = BatchSpanProcessor( + self._exporter, + max_queue_size=self.session.config.max_queue_size, + schedule_delay_millis=self.session.config.max_wait_time, + max_export_batch_size=min( + max(self.session.config.max_queue_size // 20, 1), + min(self.session.config.max_queue_size, 32), + ), + export_timeout_millis=20000, + ) + + self._tracer_provider.add_span_processor(self._span_processor) + + def record_event(self, event: Union[Event, ErrorEvent], flush_now: bool = False) -> None: + """Record telemetry for an event""" + if not hasattr(self, "_otel_tracer"): + return + + # Create session context + token = set_value("session.id", str(self.session.session_id)) + try: + token = attach(token) + + # Filter out non-serializable data + event_data = filter_unjsonable(event.__dict__) + + with self._otel_tracer.start_as_current_span( + name=event.event_type, + attributes={ + "event.id": str(event.id), + "event.type": event.event_type, + "event.timestamp": event.init_timestamp or get_ISO_time(), + "event.end_timestamp": event.end_timestamp or get_ISO_time(), + "session.id": str(self.session.session_id), + "session.tags": ",".join(self.session.tags) if self.session.tags else "", + "event.data": json.dumps(event_data), + }, + ) as span: + if hasattr(event, "error_type"): + span.set_attribute("error", True) + if hasattr(event, "trigger_event") and event.trigger_event: + span.set_attribute("trigger_event.id", str(event.trigger_event.id)) + span.set_attribute("trigger_event.type", event.trigger_event.event_type) + + if flush_now and hasattr(self, "_span_processor"): + self._span_processor.force_flush() + finally: + detach(token) + + def flush(self, timeout_millis: Optional[int] = None) -> None: + """Force flush pending spans""" + if hasattr(self, "_span_processor"): + self._span_processor.force_flush(timeout_millis=timeout_millis) diff --git a/agentops/telemetry/exporters/session.py b/agentops/telemetry/exporters/session.py new file mode 100644 index 000000000..c363e01a8 --- /dev/null +++ b/agentops/telemetry/exporters/session.py @@ -0,0 +1,106 @@ +from __future__ import annotations + +import json +import threading +from typing import TYPE_CHECKING, Optional, Sequence +from uuid import UUID, uuid4 + +from opentelemetry.sdk.trace import ReadableSpan +from opentelemetry.sdk.trace.export import SpanExporter, SpanExportResult + +from agentops.helpers import filter_unjsonable, get_ISO_time +from agentops.http_client import HttpClient +from agentops.log_config import logger + +if TYPE_CHECKING: + from agentops.session import Session + + +class SessionExporter(SpanExporter): + """Manages publishing events for Session""" + + def __init__(self, session: Session, **kwargs): + self.session = session + self._shutdown = threading.Event() + self._export_lock = threading.Lock() + super().__init__(**kwargs) + + @property + def endpoint(self): + return f"{self.session.config.endpoint}/v2/create_events" + + def export(self, spans: Sequence[ReadableSpan]) -> SpanExportResult: + if self._shutdown.is_set(): + return SpanExportResult.SUCCESS + + with self._export_lock: + try: + if not spans: + return SpanExportResult.SUCCESS + + events = [] + for span in spans: + event_data = json.loads(span.attributes.get("event.data", "{}")) + + # Format event data based on event type + if span.name == "actions": + formatted_data = { + "action_type": event_data.get("action_type", event_data.get("name", "unknown_action")), + "params": event_data.get("params", {}), + "returns": event_data.get("returns"), + } + elif span.name == "tools": + formatted_data = { + "name": event_data.get("name", event_data.get("tool_name", "unknown_tool")), + "params": event_data.get("params", {}), + "returns": event_data.get("returns"), + } + else: + formatted_data = event_data + + formatted_data = {**event_data, **formatted_data} + + # Get timestamps and ID, providing defaults + init_timestamp = span.attributes.get("event.timestamp") or get_ISO_time() + end_timestamp = span.attributes.get("event.end_timestamp") or get_ISO_time() + event_id = span.attributes.get("event.id") or str(uuid4()) + + events.append( + filter_unjsonable( + { + "id": event_id, + "event_type": span.name, + "init_timestamp": init_timestamp, + "end_timestamp": end_timestamp, + **formatted_data, + "session_id": str(self.session.session_id), + } + ) + ) + + # Only make HTTP request if we have events and not shutdown + if events: + try: + res = HttpClient.post( + self.endpoint, + json.dumps({"events": events}).encode("utf-8"), + api_key=self.session.config.api_key, + jwt=self.session.jwt, + ) + return SpanExportResult.SUCCESS if res.code == 200 else SpanExportResult.FAILURE + except Exception as e: + logger.error(f"Failed to send events: {e}") + return SpanExportResult.FAILURE + + return SpanExportResult.SUCCESS + + except Exception as e: + logger.error(f"Failed to export spans: {e}") + return SpanExportResult.FAILURE + + def force_flush(self, timeout_millis: Optional[int] = None) -> bool: + return True + + def shutdown(self) -> None: + """Handle shutdown gracefully""" + self._shutdown.set() From f9b141f6e77ccae304ac34bf44007474d6c75f7b Mon Sep 17 00:00:00 2001 From: Teo Date: Thu, 9 Jan 2025 16:21:33 +0100 Subject: [PATCH 02/60] feat(session): add README for session package documentation --- agentops/session/README.md | 93 ++++++++++++++++++++++++++++++++++++++ 1 file changed, 93 insertions(+) create mode 100644 agentops/session/README.md diff --git a/agentops/session/README.md b/agentops/session/README.md new file mode 100644 index 000000000..05e5a7cc1 --- /dev/null +++ b/agentops/session/README.md @@ -0,0 +1,93 @@ +# Session Package + +This package contains the core session management functionality for AgentOps. + +## Architecture + +```mermaid +graph TD + S[Session] --> |delegates to| M[SessionManager] + M --> |uses| A[SessionApi] + M --> |uses| T[SessionTelemetry] + T --> |uses| E[SessionExporter] + M --> |manages| R[Registry] + R --> |tracks| S +``` + +## Component Responsibilities + +### Session (`session.py`) +- Data container for session state +- Provides public API for session operations +- Delegates all operations to SessionManager + +### SessionManager (`manager.py`) +- Handles session lifecycle and state management +- Coordinates between API, telemetry, and registry +- Manages session analytics and event counts + +### SessionApi (`api.py`) +- Handles all HTTP communication with AgentOps API +- Manages authentication headers and JWT +- Serializes session state for API calls + +### SessionTelemetry (`telemetry.py`) +- Sets up OpenTelemetry infrastructure +- Records events with proper context +- Manages event batching and flushing + +### SessionExporter (`../telemetry/exporters/session.py`) +- Exports OpenTelemetry spans as AgentOps events +- Handles event formatting and delivery +- Manages export batching and retries + +### Registry (`registry.py`) +- Tracks active sessions +- Provides global session access +- Maintains backward compatibility with old code + +## Data Flow + +```mermaid +sequenceDiagram + participant C as Client + participant S as Session + participant M as SessionManager + participant A as SessionApi + participant T as SessionTelemetry + participant E as SessionExporter + + C->>S: start_session() + S->>M: create() + M->>A: create_session() + A-->>M: jwt + M->>T: setup() + T->>E: init() + + C->>S: record(event) + S->>M: record_event() + M->>T: record_event() + T->>E: export() + E->>A: create_events() +``` + +## Usage Example + +```python +from agentops import Client + +# Create client +client = Client(api_key="your-key") + +# Start session +session = client.start_session(tags=["test"]) + +# Record events +session.record(some_event) + +# Add tags +session.add_tags(["new_tag"]) + +# End session +session.end_session(end_state="Success") +``` From 9b6ed9e94b435c7b7f3ba685310cca5348bdf28a Mon Sep 17 00:00:00 2001 From: Teo Date: Thu, 9 Jan 2025 16:24:30 +0100 Subject: [PATCH 03/60] Import `agentops/_telemetry` from `otel/v4` branch Signed-off-by: Teo --- agentops/_telemetry/README.md | 162 ++++++++++++++++++++ agentops/_telemetry/__init__.py | 4 + agentops/_telemetry/attributes.py | 59 +++++++ agentops/_telemetry/config.py | 23 +++ agentops/_telemetry/encoders.py | 178 ++++++++++++++++++++++ agentops/_telemetry/exporters/__init__.py | 6 + agentops/_telemetry/exporters/event.py | 155 +++++++++++++++++++ agentops/_telemetry/exporters/session.py | 124 +++++++++++++++ agentops/_telemetry/manager.py | 147 ++++++++++++++++++ agentops/_telemetry/processors.py | 121 +++++++++++++++ 10 files changed, 979 insertions(+) create mode 100644 agentops/_telemetry/README.md create mode 100644 agentops/_telemetry/__init__.py create mode 100644 agentops/_telemetry/attributes.py create mode 100644 agentops/_telemetry/config.py create mode 100644 agentops/_telemetry/encoders.py create mode 100644 agentops/_telemetry/exporters/__init__.py create mode 100644 agentops/_telemetry/exporters/event.py create mode 100644 agentops/_telemetry/exporters/session.py create mode 100644 agentops/_telemetry/manager.py create mode 100644 agentops/_telemetry/processors.py diff --git a/agentops/_telemetry/README.md b/agentops/_telemetry/README.md new file mode 100644 index 000000000..064501276 --- /dev/null +++ b/agentops/_telemetry/README.md @@ -0,0 +1,162 @@ +# AgentOps OpenTelemetry Integration + +## Architecture Overview + +```mermaid +flowchart TB + subgraph AgentOps + Client[AgentOps Client] + Session[Session] + Events[Events] + TelemetryManager[Telemetry Manager] + end + + subgraph OpenTelemetry + TracerProvider[Tracer Provider] + EventProcessor[Event Processor] + SessionExporter[Session Exporter] + BatchProcessor[Batch Processor] + end + + Client --> Session + Session --> Events + Events --> TelemetryManager + + TelemetryManager --> TracerProvider + TracerProvider --> EventProcessor + EventProcessor --> BatchProcessor + BatchProcessor --> SessionExporter +``` + +## Component Overview + +### TelemetryManager (`manager.py`) +- Central configuration and management of OpenTelemetry setup +- Handles TracerProvider lifecycle +- Manages session-specific exporters and processors +- Coordinates telemetry initialization and shutdown + +### EventProcessor (`processors.py`) +- Processes spans for AgentOps events +- Adds session context to spans +- Tracks event counts +- Handles error propagation +- Forwards spans to wrapped processor + +### SessionExporter (`exporters/session.py`) +- Exports session spans and their child event spans +- Maintains session hierarchy +- Handles batched export of spans +- Manages retry logic and error handling + +### EventToSpanEncoder (`encoders.py`) +- Converts AgentOps events into OpenTelemetry span definitions +- Handles different event types (LLM, Action, Tool, Error) +- Maintains proper span relationships + +## Event to Span Mapping + +```mermaid +classDiagram + class Event { + +UUID id + +EventType event_type + +timestamp init_timestamp + +timestamp end_timestamp + } + + class SpanDefinition { + +str name + +Dict attributes + +SpanKind kind + +str parent_span_id + } + + class EventTypes { + LLMEvent + ActionEvent + ToolEvent + ErrorEvent + } + + Event <|-- EventTypes + Event --> SpanDefinition : encoded to +``` + +## Usage Example + +```python +from agentops.telemetry import OTELConfig, TelemetryManager + +# Configure telemetry +config = OTELConfig( + endpoint="https://api.agentops.ai", + api_key="your-api-key", + enable_metrics=True +) + +# Initialize telemetry manager +manager = TelemetryManager() +manager.initialize(config) + +# Create session tracer +tracer = manager.create_session_tracer( + session_id=session_id, + jwt=jwt_token +) +``` + +## Configuration Options + +The `OTELConfig` class supports: +- Custom exporters +- Resource attributes +- Sampling configuration +- Retry settings +- Custom formatters +- Metrics configuration +- Batch processing settings + +## Key Features + +1. **Session-Based Tracing** + - Each session creates a unique trace + - Events are tracked as spans within the session + - Maintains proper parent-child relationships + +2. **Automatic Context Management** + - Session context propagation + - Event type tracking + - Error handling and status propagation + +3. **Flexible Export Options** + - Batched export support + - Retry logic for failed exports + - Custom formatters for span data + +4. **Resource Attribution** + - Service name and version tracking + - Environment information + - Deployment-specific tags + +## Best Practices + +1. **Configuration** + - Always set service name and version + - Configure appropriate batch sizes + - Set reasonable retry limits + +2. **Error Handling** + - Use error events for failures + - Include relevant error details + - Maintain error context + +3. **Resource Management** + - Clean up sessions when done + - Properly shutdown telemetry + - Monitor resource usage + +4. **Performance** + - Use appropriate batch sizes + - Configure export intervals + - Monitor queue sizes diff --git a/agentops/_telemetry/__init__.py b/agentops/_telemetry/__init__.py new file mode 100644 index 000000000..0b8032fd8 --- /dev/null +++ b/agentops/_telemetry/__init__.py @@ -0,0 +1,4 @@ +from .manager import TelemetryManager +from .config import OTELConfig + +__all__ = [OTELConfig, TelemetryManager] diff --git a/agentops/_telemetry/attributes.py b/agentops/_telemetry/attributes.py new file mode 100644 index 000000000..9232a437c --- /dev/null +++ b/agentops/_telemetry/attributes.py @@ -0,0 +1,59 @@ +"""Semantic conventions for AgentOps spans""" +# Time attributes +TIME_START = "time.start" +TIME_END = "time.end" + +# Common attributes (from Event base class) +EVENT_ID = "event.id" +EVENT_TYPE = "event.type" +EVENT_DATA = "event.data" +EVENT_START_TIME = "event.start_time" +EVENT_END_TIME = "event.end_time" +EVENT_PARAMS = "event.params" +EVENT_RETURNS = "event.returns" + +# Session attributes +SESSION_ID = "session.id" +SESSION_TAGS = "session.tags" + +# Agent attributes +AGENT_ID = "agent.id" + +# Thread attributes +THREAD_ID = "thread.id" + +# Error attributes +ERROR = "error" +ERROR_TYPE = "error.type" +ERROR_MESSAGE = "error.message" +ERROR_STACKTRACE = "error.stacktrace" +ERROR_DETAILS = "error.details" +ERROR_CODE = "error.code" +TRIGGER_EVENT_ID = "trigger_event.id" +TRIGGER_EVENT_TYPE = "trigger_event.type" + +# LLM attributes +LLM_MODEL = "llm.model" +LLM_PROMPT = "llm.prompt" +LLM_COMPLETION = "llm.completion" +LLM_TOKENS_TOTAL = "llm.tokens.total" +LLM_TOKENS_PROMPT = "llm.tokens.prompt" +LLM_TOKENS_COMPLETION = "llm.tokens.completion" +LLM_COST = "llm.cost" + +# Action attributes +ACTION_TYPE = "action.type" +ACTION_PARAMS = "action.params" +ACTION_RESULT = "action.result" +ACTION_LOGS = "action.logs" +ACTION_SCREENSHOT = "action.screenshot" + +# Tool attributes +TOOL_NAME = "tool.name" +TOOL_PARAMS = "tool.params" +TOOL_RESULT = "tool.result" +TOOL_LOGS = "tool.logs" + +# Execution attributes +EXECUTION_START_TIME = "execution.start_time" +EXECUTION_END_TIME = "execution.end_time" diff --git a/agentops/_telemetry/config.py b/agentops/_telemetry/config.py new file mode 100644 index 000000000..0dba712c6 --- /dev/null +++ b/agentops/_telemetry/config.py @@ -0,0 +1,23 @@ +from dataclasses import dataclass +from typing import Callable, Dict, List, Optional + +from opentelemetry.sdk.trace.export import SpanExporter +from opentelemetry.sdk.trace.sampling import Sampler + + +@dataclass +class OTELConfig: + """Configuration for OpenTelemetry integration""" + + additional_exporters: Optional[List[SpanExporter]] = None + resource_attributes: Optional[Dict] = None + sampler: Optional[Sampler] = None + retry_config: Optional[Dict] = None + custom_formatters: Optional[List[Callable]] = None + enable_metrics: bool = False + metric_readers: Optional[List] = None + max_queue_size: int = 512 + max_export_batch_size: int = 256 + max_wait_time: int = 5000 + endpoint: str = "https://api.agentops.ai" + api_key: Optional[str] = None diff --git a/agentops/_telemetry/encoders.py b/agentops/_telemetry/encoders.py new file mode 100644 index 000000000..0d792a1ff --- /dev/null +++ b/agentops/_telemetry/encoders.py @@ -0,0 +1,178 @@ +""" +Generic encoder for converting dataclasses to OpenTelemetry spans. +""" + +from __future__ import annotations + +from dataclasses import dataclass +from typing import Any, Dict, List, Optional, Sequence +import json + +from opentelemetry.trace import SpanKind +from opentelemetry.semconv.trace import SpanAttributes + +from ..event import Event, LLMEvent, ActionEvent, ToolEvent, ErrorEvent +from ..enums import EventType + + +@dataclass +class SpanDefinition: + """Definition of a span to be created. + + This class represents a span before it is created, containing + all the necessary information to create the span. + """ + name: str + attributes: Dict[str, Any] + kind: SpanKind = SpanKind.INTERNAL + parent_span_id: Optional[str] = None + + +class SpanDefinitions(Sequence[SpanDefinition]): + """A sequence of span definitions that supports len() and iteration.""" + + def __init__(self, *spans: SpanDefinition): + self._spans = list(spans) + + def __len__(self) -> int: + return len(self._spans) + + def __iter__(self): + return iter(self._spans) + + def __getitem__(self, index: int) -> SpanDefinition: + return self._spans[index] + + +class EventToSpanEncoder: + """Encodes AgentOps events into OpenTelemetry span definitions.""" + + @classmethod + def encode(cls, event: Event) -> SpanDefinitions: + """Convert an event into span definitions. + + Args: + event: The event to convert + + Returns: + A sequence of span definitions + """ + if isinstance(event, LLMEvent): + return cls._encode_llm_event(event) + elif isinstance(event, ActionEvent): + return cls._encode_action_event(event) + elif isinstance(event, ToolEvent): + return cls._encode_tool_event(event) + elif isinstance(event, ErrorEvent): + return cls._encode_error_event(event) + else: + return cls._encode_generic_event(event) + + @classmethod + def _encode_llm_event(cls, event: LLMEvent) -> SpanDefinitions: + completion_span = SpanDefinition( + name="llm.completion", + attributes={ + "model": event.model, + "prompt": event.prompt, + "completion": event.completion, + "prompt_tokens": event.prompt_tokens, + "completion_tokens": event.completion_tokens, + "cost": event.cost, + "event.start_time": event.init_timestamp, + "event.end_time": event.end_timestamp, + SpanAttributes.CODE_NAMESPACE: event.__class__.__name__, + "event_type": "llms" + } + ) + + api_span = SpanDefinition( + name="llm.api.call", + kind=SpanKind.CLIENT, + parent_span_id=completion_span.name, + attributes={ + "model": event.model, + "start_time": event.init_timestamp, + "end_time": event.end_timestamp + } + ) + + return SpanDefinitions(completion_span, api_span) + + @classmethod + def _encode_action_event(cls, event: ActionEvent) -> SpanDefinitions: + action_span = SpanDefinition( + name="agent.action", + attributes={ + "action_type": event.action_type, + "params": json.dumps(event.params), + "returns": event.returns, + "logs": event.logs, + "event.start_time": event.init_timestamp, + SpanAttributes.CODE_NAMESPACE: event.__class__.__name__, + "event_type": "actions" + } + ) + + execution_span = SpanDefinition( + name="action.execution", + parent_span_id=action_span.name, + attributes={ + "start_time": event.init_timestamp, + "end_time": event.end_timestamp + } + ) + + return SpanDefinitions(action_span, execution_span) + + @classmethod + def _encode_tool_event(cls, event: ToolEvent) -> SpanDefinitions: + tool_span = SpanDefinition( + name="agent.tool", + attributes={ + "name": event.name, + "params": json.dumps(event.params), + "returns": json.dumps(event.returns), + "logs": json.dumps(event.logs), + SpanAttributes.CODE_NAMESPACE: event.__class__.__name__, + "event_type": "tools" + } + ) + + execution_span = SpanDefinition( + name="tool.execution", + parent_span_id=tool_span.name, + attributes={ + "start_time": event.init_timestamp, + "end_time": event.end_timestamp + } + ) + + return SpanDefinitions(tool_span, execution_span) + + @classmethod + def _encode_error_event(cls, event: ErrorEvent) -> SpanDefinitions: + error_span = SpanDefinition( + name="error", + attributes={ + "error": True, + "error_type": event.error_type, + "details": event.details, + "trigger_event": event.trigger_event, + SpanAttributes.CODE_NAMESPACE: event.__class__.__name__, + "event_type": "errors" + } + ) + return SpanDefinitions(error_span) + + @classmethod + def _encode_generic_event(cls, event: Event) -> SpanDefinitions: + """Handle unknown event types with basic attributes.""" + span = SpanDefinition( + name="event", + attributes={ + SpanAttributes.CODE_NAMESPACE: event.__class__.__name__, + "event_type": getattr(event, "event_type", "unknown") + } + ) + return SpanDefinitions(span) diff --git a/agentops/_telemetry/exporters/__init__.py b/agentops/_telemetry/exporters/__init__.py new file mode 100644 index 000000000..d52c39fac --- /dev/null +++ b/agentops/_telemetry/exporters/__init__.py @@ -0,0 +1,6 @@ +from .event import EventExporter + + + + + diff --git a/agentops/_telemetry/exporters/event.py b/agentops/_telemetry/exporters/event.py new file mode 100644 index 000000000..76f2f38ff --- /dev/null +++ b/agentops/_telemetry/exporters/event.py @@ -0,0 +1,155 @@ +import json +import threading +from typing import Callable, Dict, List, Optional, Sequence +from uuid import UUID + +from opentelemetry.sdk.trace import ReadableSpan +from opentelemetry.sdk.trace.export import SpanExporter, SpanExportResult +from opentelemetry.util.types import Attributes + +from agentops.http_client import HttpClient +from agentops.log_config import logger +import agentops.telemetry.attributes as attrs + + +class EventExporter(SpanExporter): + """ + Exports agentops.event.Event to AgentOps servers. + """ + + def __init__( + self, + session_id: UUID, + endpoint: str, + jwt: str, + api_key: str, + retry_config: Optional[Dict] = None, + custom_formatters: Optional[List[Callable]] = None, + ): + self.session_id = session_id + self.endpoint = endpoint + self.jwt = jwt + self.api_key = api_key + self._export_lock = threading.Lock() + self._shutdown = threading.Event() + self._wait_event = threading.Event() + self._wait_fn = self._wait_event.wait # Store the wait function + + # Allow custom retry configuration + retry_config = retry_config or {} + self._retry_count = retry_config.get("retry_count", 3) + self._retry_delay = retry_config.get("retry_delay", 1.0) + + # Support custom formatters + self._custom_formatters = custom_formatters or [] + + def export(self, spans: Sequence[ReadableSpan]) -> SpanExportResult: + """Export spans with retry logic and proper error handling""" + if self._shutdown.is_set(): + return SpanExportResult.SUCCESS + + with self._export_lock: + try: + if not spans: + return SpanExportResult.SUCCESS + + events = self._format_spans(spans) + + for attempt in range(self._retry_count): + try: + success = self._send_batch(events) + if success: + return SpanExportResult.SUCCESS + + # If not successful but not the last attempt, wait and retry + if attempt < self._retry_count - 1: + self._wait_before_retry(attempt) + continue + + except Exception as e: + logger.error(f"Export attempt {attempt + 1} failed: {e}") + if attempt < self._retry_count - 1: + self._wait_before_retry(attempt) + continue + return SpanExportResult.FAILURE + + # If we've exhausted all retries without success + return SpanExportResult.FAILURE + + except Exception as e: + logger.error(f"Error during span export: {e}") + return SpanExportResult.FAILURE + + def _format_spans(self, spans: Sequence[ReadableSpan]) -> List[Dict]: + """Format spans into AgentOps event format with custom formatters""" + events = [] + for span in spans: + try: + # Get base event data + event_data = json.loads(span.attributes.get(attrs.EVENT_DATA, "{}")) + + # Ensure required fields + event = { + "id": span.attributes.get(attrs.EVENT_ID), + "event_type": span.name, + "init_timestamp": span.attributes.get(attrs.EVENT_START_TIME), + "end_timestamp": span.attributes.get(attrs.EVENT_END_TIME), + # Always include session_id from the exporter + "session_id": str(self.session_id), + } + + # Add agent ID if present + agent_id = span.attributes.get(attrs.AGENT_ID) + if agent_id: + event["agent_id"] = agent_id + + # Add event-specific data, but ensure session_id isn't overwritten + event_data["session_id"] = str(self.session_id) + event.update(event_data) + + # Apply custom formatters + for formatter in self._custom_formatters: + try: + event = formatter(event) + # Ensure session_id isn't removed by formatters + event["session_id"] = str(self.session_id) + except Exception as e: + logger.error(f"Custom formatter failed: {e}") + + events.append(event) + except Exception as e: + logger.error(f"Error formatting span: {e}") + + return events + + def _send_batch(self, events: List[Dict]) -> bool: + """Send a batch of events to the AgentOps backend""" + try: + endpoint = self.endpoint.rstrip('/') + '/v2/create_events' + response = HttpClient.post( + endpoint, + json.dumps({"events": events}).encode("utf-8"), + api_key=self.api_key, + jwt=self.jwt, + ) + return response.code == 200 + except Exception as e: + logger.error(f"Error sending batch: {str(e)}", exc_info=e) + return False + + def _wait_before_retry(self, attempt: int): + """Implement exponential backoff for retries""" + delay = self._retry_delay * (2**attempt) + self._wait_fn(delay) # Use the wait function + + def _set_wait_fn(self, wait_fn): + """Test helper to override wait behavior""" + self._wait_fn = wait_fn + + def force_flush(self, timeout_millis: Optional[int] = None) -> bool: + """Force flush any pending exports""" + return True + + def shutdown(self) -> None: + """Shutdown the exporter gracefully""" + self._shutdown.set() diff --git a/agentops/_telemetry/exporters/session.py b/agentops/_telemetry/exporters/session.py new file mode 100644 index 000000000..d357db3ed --- /dev/null +++ b/agentops/_telemetry/exporters/session.py @@ -0,0 +1,124 @@ +from __future__ import annotations + +from dataclasses import dataclass +from typing import Any, Dict, List, Optional, Sequence +from uuid import UUID +import json +import threading + +from opentelemetry.sdk.trace import ReadableSpan +from opentelemetry.sdk.trace.export import SpanExporter, SpanExportResult +from opentelemetry.trace import SpanKind, Status, StatusCode + +from agentops.http_client import HttpClient +from agentops.log_config import logger +from agentops.helpers import filter_unjsonable +import agentops.telemetry.attributes as attrs + + +@dataclass +class SessionExporter(SpanExporter): + """Exports session spans and their child event spans to AgentOps backend. + + Architecture: + Session Span + | + |-- Event Span (LLM) + |-- Event Span (Tool) + |-- Event Span (Action) + + The SessionExporter: + 1. Creates a root span for the session + 2. Attaches events as child spans + 3. Maintains session context and attributes + 4. Handles batched export of spans + """ + + session_id: UUID + endpoint: str + jwt: str + api_key: Optional[str] = None + + def __post_init__(self): + self._export_lock = threading.Lock() + self._shutdown = threading.Event() + self._session_span: Optional[ReadableSpan] = None + + def export(self, spans: Sequence[ReadableSpan]) -> SpanExportResult: + """Export spans while maintaining session hierarchy""" + if self._shutdown.is_set(): + return SpanExportResult.SUCCESS + + with self._export_lock: + try: + session_data = self._process_spans(spans) + if not session_data: + return SpanExportResult.SUCCESS + + success = self._send_session_data(session_data) + return SpanExportResult.SUCCESS if success else SpanExportResult.FAILURE + + except Exception as e: + logger.error(f"Failed to export spans: {e}") + return SpanExportResult.FAILURE + + def _process_spans(self, spans: Sequence[ReadableSpan]) -> Optional[Dict[str, Any]]: + """Process spans into session data structure""" + session_data: Dict[str, Any] = { + "session_id": str(self.session_id), + "events": [] + } + + for span in spans: + # Skip spans without attributes or non-event spans + if not hasattr(span, 'attributes') or not span.attributes: + continue + + event_type = span.attributes.get(attrs.EVENT_TYPE) + if not event_type: + continue + + # Build event data with safe attribute access + event_data = { + "id": span.attributes.get(attrs.EVENT_ID), + "event_type": event_type, + "init_timestamp": span.start_time, + "end_timestamp": span.end_time, + "attributes": {} + } + + # Safely copy attributes + if hasattr(span, 'attributes') and span.attributes: + event_data["attributes"] = { + k: v for k, v in span.attributes.items() + if not k.startswith("session.") + } + + session_data["events"].append(event_data) + + return session_data if session_data["events"] else None + + def _send_session_data(self, session_data: Dict[str, Any]) -> bool: + """Send session data to AgentOps backend""" + try: + endpoint = f"{self.endpoint.rstrip('/')}/v2/update_session" + payload = json.dumps(filter_unjsonable(session_data)).encode("utf-8") + + response = HttpClient.post( + endpoint, + payload, + jwt=self.jwt, + api_key=self.api_key + ) + return response.code == 200 + except Exception as e: + logger.error(f"Failed to send session data: {e}") + return False + + def force_flush(self, timeout_millis: Optional[int] = None) -> bool: + """Force flush any pending exports""" + return True + + def shutdown(self) -> None: + """Shutdown the exporter""" + self._shutdown.set() \ No newline at end of file diff --git a/agentops/_telemetry/manager.py b/agentops/_telemetry/manager.py new file mode 100644 index 000000000..ed352ec63 --- /dev/null +++ b/agentops/_telemetry/manager.py @@ -0,0 +1,147 @@ +from __future__ import annotations + +from typing import TYPE_CHECKING, Dict, List, Optional +from uuid import UUID + +from opentelemetry import trace +from opentelemetry.sdk.resources import Resource +from opentelemetry.sdk.trace import TracerProvider, SpanProcessor +from opentelemetry.sdk.trace.export import BatchSpanProcessor +from opentelemetry.sdk.trace.sampling import ParentBased, Sampler, TraceIdRatioBased + +from .config import OTELConfig +from .exporters.session import SessionExporter +from .processors import EventProcessor + + + +if TYPE_CHECKING: + from agentops.client import Client + + +class TelemetryManager: + """Manages OpenTelemetry instrumentation for AgentOps. + + Responsibilities: + 1. Configure and manage TracerProvider + 2. Handle resource attributes and sampling + 3. Manage session-specific exporters and processors + 4. Coordinate telemetry lifecycle + + Architecture: + TelemetryManager + | + |-- TracerProvider (configured with sampling) + |-- Resource (service info and attributes) + |-- SessionExporters (per session) + |-- EventProcessors (per session) + """ + + def __init__(self, client: Optional[Client] = None) -> None: + self._provider: Optional[TracerProvider] = None + self._session_exporters: Dict[UUID, SessionExporter] = {} + self._processors: List[SpanProcessor] = [] + self.config: Optional[OTELConfig] = None + + if not client: + from agentops.client import Client + client = Client() + self.client = client + + def initialize(self, config: OTELConfig) -> None: + """Initialize telemetry infrastructure. + + Args: + config: OTEL configuration + + Raises: + ValueError: If config is None + """ + if not config: + raise ValueError("Config is required") + + self.config = config + + # Create resource with service info + resource = Resource.create({ + "service.name": "agentops", + **(config.resource_attributes or {}) + }) + + # Create provider with sampling + sampler = config.sampler or ParentBased(TraceIdRatioBased(0.5)) + self._provider = TracerProvider( + resource=resource, + sampler=sampler + ) + + # Set as global provider + trace.set_tracer_provider(self._provider) + + def create_session_tracer(self, session_id: UUID, jwt: str) -> trace.Tracer: + """Create tracer for a new session. + + Args: + session_id: UUID for the session + jwt: JWT token for authentication + + Returns: + Configured tracer for the session + + Raises: + RuntimeError: If telemetry is not initialized + """ + if not self._provider: + raise RuntimeError("Telemetry not initialized") + if not self.config: + raise RuntimeError("Config not initialized") + + # Create session exporter and processor + exporter = SessionExporter( + session_id=session_id, + endpoint=self.config.endpoint, + jwt=jwt, + api_key=self.config.api_key + ) + self._session_exporters[session_id] = exporter + + # Create processors + batch_processor = BatchSpanProcessor( + exporter, + max_queue_size=self.config.max_queue_size, + max_export_batch_size=self.config.max_export_batch_size, + schedule_delay_millis=self.config.max_wait_time + ) + + event_processor = EventProcessor( + session_id=session_id, + processor=batch_processor + ) + + # Add processor + self._provider.add_span_processor(event_processor) + self._processors.append(event_processor) + + # Return session tracer + return self._provider.get_tracer(f"agentops.session.{session_id}") + + def cleanup_session(self, session_id: UUID) -> None: + """Clean up session telemetry resources. + + Args: + session_id: UUID of session to clean up + """ + if session_id in self._session_exporters: + exporter = self._session_exporters[session_id] + exporter.shutdown() + del self._session_exporters[session_id] + + def shutdown(self) -> None: + """Shutdown all telemetry resources.""" + if self._provider: + self._provider.shutdown() + self._provider = None + for exporter in self._session_exporters.values(): + exporter.shutdown() + self._session_exporters.clear() + self._processors.clear() diff --git a/agentops/_telemetry/processors.py b/agentops/_telemetry/processors.py new file mode 100644 index 000000000..22f075c8c --- /dev/null +++ b/agentops/_telemetry/processors.py @@ -0,0 +1,121 @@ +from __future__ import annotations + +from dataclasses import dataclass, field +from typing import Any, Dict, List, Optional +from uuid import UUID, uuid4 + +from opentelemetry import trace +from opentelemetry.context import Context, attach, detach, set_value +from opentelemetry.sdk.trace import ReadableSpan, Span, SpanProcessor, TracerProvider +from opentelemetry.trace import Status, StatusCode + +from agentops.event import ErrorEvent +from agentops.helpers import get_ISO_time +from .encoders import EventToSpanEncoder + + +@dataclass +class EventProcessor(SpanProcessor): + """Processes spans for AgentOps events. + + Responsibilities: + 1. Add session context to spans + 2. Track event counts + 3. Handle error propagation + 4. Forward spans to wrapped processor + + Architecture: + EventProcessor + | + |-- Session Context + |-- Event Counting + |-- Error Handling + |-- Wrapped Processor + """ + + session_id: UUID + processor: SpanProcessor + event_counts: Dict[str, int] = field( + default_factory=lambda: { + "llms": 0, + "tools": 0, + "actions": 0, + "errors": 0, + "apis": 0 + } + ) + + def on_start( + self, + span: Span, + parent_context: Optional[Context] = None + ) -> None: + """Process span start, adding session context and common attributes. + + Args: + span: The span being started + parent_context: Optional parent context + """ + if not span.is_recording() or not hasattr(span, 'context') or span.context is None: + return + + # Add session context + token = set_value("session.id", str(self.session_id)) + try: + token = attach(token) + + # Add common attributes + span.set_attributes({ + "session.id": str(self.session_id), + "event.timestamp": get_ISO_time(), + }) + + # Update event counts if this is an AgentOps event + event_type = span.attributes.get("event.type") + if event_type in self.event_counts: + self.event_counts[event_type] += 1 + + # Forward to wrapped processor + self.processor.on_start(span, parent_context) + finally: + detach(token) + + def on_end(self, span: ReadableSpan) -> None: + """Process span end, handling error events and forwarding to wrapped processor. + + Args: + span: The span being ended + """ + # Check for None context first + if not span.context: + return + + if not span.context.trace_flags.sampled: + return + + # Handle error events by updating the current span + if "error" in span.attributes: + current_span = trace.get_current_span() + if current_span and current_span.is_recording(): + current_span.set_status(Status(StatusCode.ERROR)) + for key, value in span.attributes.items(): + if key.startswith("error."): + current_span.set_attribute(key, value) + + # Forward to wrapped processor + self.processor.on_end(span) + + def shutdown(self) -> None: + """Shutdown the processor.""" + self.processor.shutdown() + + def force_flush(self, timeout_millis: Optional[int] = None) -> bool: + """Force flush the processor. + + Args: + timeout_millis: Optional timeout in milliseconds + + Returns: + bool: True if flush succeeded + """ + return self.processor.force_flush(timeout_millis) From 0fc7701f8ff332b263daaafd2b906f70f378f390 Mon Sep 17 00:00:00 2001 From: Teo Date: Thu, 9 Jan 2025 17:01:24 +0100 Subject: [PATCH 04/60] add `tests/_telemetry` from `otel/v4` branch Signed-off-by: Teo --- tests/_telemetry/conftest.py | 114 +++++++++++++ tests/_telemetry/test_event_converter.py | 110 +++++++++++++ tests/_telemetry/test_exporter.py | 168 ++++++++++++++++++++ tests/_telemetry/test_manager.py | 124 +++++++++++++++ tests/_telemetry/test_processors.py | 194 +++++++++++++++++++++++ 5 files changed, 710 insertions(+) create mode 100644 tests/_telemetry/conftest.py create mode 100644 tests/_telemetry/test_event_converter.py create mode 100644 tests/_telemetry/test_exporter.py create mode 100644 tests/_telemetry/test_manager.py create mode 100644 tests/_telemetry/test_processors.py diff --git a/tests/_telemetry/conftest.py b/tests/_telemetry/conftest.py new file mode 100644 index 000000000..bd5176dd7 --- /dev/null +++ b/tests/_telemetry/conftest.py @@ -0,0 +1,114 @@ +import pytest +from opentelemetry import trace as trace_api +from opentelemetry.sdk.trace import TracerProvider +from opentelemetry.sdk.trace.export import SimpleSpanProcessor +from opentelemetry.sdk.trace.export.in_memory_span_exporter import InMemorySpanExporter + +from agentops.event import ActionEvent, ErrorEvent, LLMEvent, ToolEvent + + +class InstrumentationTester: + """Helper class for testing OTEL instrumentation""" + def __init__(self): + self.tracer_provider = TracerProvider() + self.memory_exporter = InMemorySpanExporter() + span_processor = SimpleSpanProcessor(self.memory_exporter) + self.tracer_provider.add_span_processor(span_processor) + + # Reset and set global tracer provider + trace_api.set_tracer_provider(self.tracer_provider) + self.memory_exporter.clear() + + def get_finished_spans(self): + return self.memory_exporter.get_finished_spans() + + def clear(self): + """Clear captured spans""" + self.memory_exporter.clear() + + +@pytest.fixture +def instrumentation(): + """Fixture providing instrumentation testing utilities""" + return InstrumentationTester() + + +@pytest.fixture +def mock_llm_event(): + """Creates an LLMEvent for testing""" + return LLMEvent( + prompt="What is the meaning of life?", + completion="42", + model="gpt-4", + prompt_tokens=10, + completion_tokens=1, + cost=0.01, + ) + + +@pytest.fixture +def mock_action_event(): + """Creates an ActionEvent for testing""" + return ActionEvent( + action_type="process_data", + params={"input_file": "data.csv"}, + returns="100 rows processed", + logs="Successfully processed all rows", + ) + + +@pytest.fixture +def mock_tool_event(): + """Creates a ToolEvent for testing""" + return ToolEvent( + name="searchWeb", + params={"query": "python testing"}, + returns=["result1", "result2"], + logs={"status": "success"}, + ) + + +@pytest.fixture +def mock_error_event(): + """Creates an ErrorEvent for testing""" + trigger = ActionEvent(action_type="risky_action") + error = ValueError("Something went wrong") + return ErrorEvent( + trigger_event=trigger, + exception=error, + error_type="ValueError", + details="Detailed error info" + ) + + +@pytest.fixture +def mock_span_exporter(): + """Creates an InMemorySpanExporter for testing""" + return InMemorySpanExporter() + + +@pytest.fixture +def tracer_provider(mock_span_exporter): + """Creates a TracerProvider with test exporter""" + provider = TracerProvider() + processor = SimpleSpanProcessor(mock_span_exporter) + provider.add_span_processor(processor) + return provider + + +@pytest.fixture(autouse=True) +def cleanup_telemetry(): + """Cleanup telemetry after each test""" + yield + # Clean up any active telemetry + from agentops import Client + client = Client() + if hasattr(client, 'telemetry'): + try: + if client.telemetry._tracer_provider: + client.telemetry._tracer_provider.shutdown() + if client.telemetry._otel_manager: + client.telemetry._otel_manager.shutdown() + client.telemetry.shutdown() + except Exception: + pass # Ensure cleanup continues even if one step fails diff --git a/tests/_telemetry/test_event_converter.py b/tests/_telemetry/test_event_converter.py new file mode 100644 index 000000000..9f00499a1 --- /dev/null +++ b/tests/_telemetry/test_event_converter.py @@ -0,0 +1,110 @@ +import json +import pytest +from opentelemetry.trace import SpanKind + +from agentops.event import Event +from agentops.telemetry.encoders import EventToSpanEncoder, SpanDefinition + + +class TestEventToSpanEncoder: + """Test the Event to Span conversion logic""" + + def test_llm_event_conversion(self, mock_llm_event): + """Test converting LLMEvent to spans""" + span_defs = EventToSpanEncoder.encode(mock_llm_event) + + # Verify we get exactly two spans for LLM events + assert len(span_defs) == 2, f"Expected 2 spans for LLM event, got {len(span_defs)}" + + # Find the spans by name + completion_span = next((s for s in span_defs if s.name == "llm.completion"), None) + api_span = next((s for s in span_defs if s.name == "llm.api.call"), None) + + assert completion_span is not None, "Missing llm.completion span" + assert api_span is not None, "Missing llm.api.call span" + + # Verify completion span attributes + assert completion_span.attributes["model"] == mock_llm_event.model + assert completion_span.attributes["prompt"] == mock_llm_event.prompt + assert completion_span.attributes["completion"] == mock_llm_event.completion + assert completion_span.attributes["prompt_tokens"] == 10 + assert completion_span.attributes["completion_tokens"] == 1 + assert completion_span.attributes["cost"] == 0.01 + assert completion_span.attributes["event.start_time"] == mock_llm_event.init_timestamp + assert completion_span.attributes["event.end_time"] == mock_llm_event.end_timestamp + + # Verify API span attributes and relationships + assert api_span.parent_span_id == completion_span.name + assert api_span.kind == SpanKind.CLIENT + assert api_span.attributes["model"] == mock_llm_event.model + assert api_span.attributes["start_time"] == mock_llm_event.init_timestamp + assert api_span.attributes["end_time"] == mock_llm_event.end_timestamp + + def test_action_event_conversion(self, mock_action_event): + """Test converting ActionEvent to spans""" + span_defs = EventToSpanEncoder.encode(mock_action_event) + + assert len(span_defs) == 2 + action_span = next((s for s in span_defs if s.name == "agent.action"), None) + execution_span = next((s for s in span_defs if s.name == "action.execution"), None) + + assert action_span is not None + assert execution_span is not None + + # Verify action span attributes + assert action_span.attributes["action_type"] == "process_data" + assert json.loads(action_span.attributes["params"]) == {"input_file": "data.csv"} + assert action_span.attributes["returns"] == "100 rows processed" + assert action_span.attributes["logs"] == "Successfully processed all rows" + assert action_span.attributes["event.start_time"] == mock_action_event.init_timestamp + + # Verify execution span + assert execution_span.parent_span_id == action_span.name + assert execution_span.attributes["start_time"] == mock_action_event.init_timestamp + assert execution_span.attributes["end_time"] == mock_action_event.end_timestamp + + def test_tool_event_conversion(self, mock_tool_event): + """Test converting ToolEvent to spans""" + span_defs = EventToSpanEncoder.encode(mock_tool_event) + + assert len(span_defs) == 2 + tool_span = next((s for s in span_defs if s.name == "agent.tool"), None) + execution_span = next((s for s in span_defs if s.name == "tool.execution"), None) + + assert tool_span is not None + assert execution_span is not None + + # Verify tool span attributes + assert tool_span.attributes["name"] == "searchWeb" + assert json.loads(tool_span.attributes["params"]) == {"query": "python testing"} + assert json.loads(tool_span.attributes["returns"]) == ["result1", "result2"] + assert json.loads(tool_span.attributes["logs"]) == {"status": "success"} + + # Verify execution span + assert execution_span.parent_span_id == tool_span.name + assert execution_span.attributes["start_time"] == mock_tool_event.init_timestamp + assert execution_span.attributes["end_time"] == mock_tool_event.end_timestamp + + def test_error_event_conversion(self, mock_error_event): + """Test converting ErrorEvent to spans""" + span_defs = EventToSpanEncoder.encode(mock_error_event) + + assert len(span_defs) == 1 + error_span = span_defs[0] + + # Verify error span attributes + assert error_span.name == "error" + assert error_span.attributes["error"] is True + assert error_span.attributes["error_type"] == "ValueError" + assert error_span.attributes["details"] == "Detailed error info" + assert "trigger_event" in error_span.attributes + + def test_unknown_event_type(self): + """Test handling of unknown event types""" + class UnknownEvent(Event): + pass + + # Should still work, just with generic event name + span_defs = EventToSpanEncoder.encode(UnknownEvent(event_type="unknown")) + assert len(span_defs) == 1 + assert span_defs[0].name == "event" diff --git a/tests/_telemetry/test_exporter.py b/tests/_telemetry/test_exporter.py new file mode 100644 index 000000000..3109f1e80 --- /dev/null +++ b/tests/_telemetry/test_exporter.py @@ -0,0 +1,168 @@ +import json +import threading +import time +import uuid +from unittest.mock import Mock, patch + +import pytest +from opentelemetry.sdk.trace import ReadableSpan +from opentelemetry.sdk.trace.export import SpanExportResult + +from agentops.telemetry.exporters.event import EventExporter + + +@pytest.fixture +def mock_span(): + span = Mock(spec=ReadableSpan) + span.name = "test_span" + span.attributes = { + "event.id": str(uuid.uuid4()), + "event.data": json.dumps({"test": "data"}), + "event.timestamp": "2024-01-01T00:00:00Z", + "event.end_timestamp": "2024-01-01T00:00:01Z", + } + return span + + +@pytest.fixture +def ref(): + return EventExporter( + session_id=uuid.uuid4(), endpoint="http://test-endpoint/v2/create_events", jwt="test-jwt", api_key="test-key" + ) + + +class TestExportManager: + def test_initialization(self, ref: EventExporter): + """Test exporter initialization""" + assert not ref._shutdown.is_set() + assert isinstance(ref._export_lock, type(threading.Lock())) + assert ref._retry_count == 3 + assert ref._retry_delay == 1.0 + + def test_export_empty_spans(self, ref): + """Test exporting empty spans list""" + result = ref.export([]) + assert result == SpanExportResult.SUCCESS + + def test_export_single_span(self, ref, mock_span): + """Test exporting a single span""" + with patch("agentops.http_client.HttpClient.post") as mock_post: + mock_post.return_value.code = 200 + + result = ref.export([mock_span]) + assert result == SpanExportResult.SUCCESS + + # Verify request + mock_post.assert_called_once() + call_args = mock_post.call_args[0] + payload = json.loads(call_args[1].decode("utf-8")) + + assert len(payload["events"]) == 1 + assert payload["events"][0]["event_type"] == "test_span" + + def test_export_multiple_spans(self, ref, mock_span): + """Test exporting multiple spans""" + spans = [mock_span, mock_span] + + with patch("agentops.http_client.HttpClient.post") as mock_post: + mock_post.return_value.code = 200 + + result = ref.export(spans) + assert result == SpanExportResult.SUCCESS + + # Verify request + mock_post.assert_called_once() + call_args = mock_post.call_args[0] + payload = json.loads(call_args[1].decode("utf-8")) + + assert len(payload["events"]) == 2 + + def test_export_failure_retry(self, ref, mock_span): + """Test retry behavior on export failure""" + mock_wait = Mock() + ref._wait_fn = mock_wait + + with patch("agentops.http_client.HttpClient.post") as mock_post: + # Create mock responses with proper return values + mock_responses = [ + Mock(code=500), # First attempt fails + Mock(code=500), # Second attempt fails + Mock(code=200), # Third attempt succeeds + ] + mock_post.side_effect = mock_responses + + result = ref.export([mock_span]) + assert result == SpanExportResult.SUCCESS + assert mock_post.call_count == 3 + + # Verify exponential backoff delays + assert mock_wait.call_count == 2 + assert mock_wait.call_args_list[0][0][0] == 1.0 + assert mock_wait.call_args_list[1][0][0] == 2.0 + + def test_export_max_retries_exceeded(self, ref, mock_span): + """Test behavior when max retries are exceeded""" + mock_wait = Mock() + ref._wait_fn = mock_wait + + with patch("agentops.http_client.HttpClient.post") as mock_post: + # Mock consistently failing response + mock_response = Mock(ok=False, status_code=500) + mock_post.return_value = mock_response + + result = ref.export([mock_span]) + assert result == SpanExportResult.FAILURE + assert mock_post.call_count == ref._retry_count + + # Verify all retries waited + assert mock_wait.call_count == ref._retry_count - 1 + + def test_shutdown_behavior(self, ref, mock_span): + """Test exporter shutdown behavior""" + ref.shutdown() + assert ref._shutdown.is_set() + + # Should return success without exporting + result = ref.export([mock_span]) + assert result == SpanExportResult.SUCCESS + + def test_malformed_span_handling(self, ref): + """Test handling of malformed spans""" + malformed_span = Mock(spec=ReadableSpan) + malformed_span.name = "test_span" + malformed_span.attributes = {} # Missing required attributes + + with patch("agentops.http_client.HttpClient.post") as mock_post: + mock_post.return_value.code = 200 + + result = ref.export([malformed_span]) + assert result == SpanExportResult.SUCCESS + + # Verify event was formatted with defaults + call_args = mock_post.call_args[0] + payload = json.loads(call_args[1].decode("utf-8")) + event = payload["events"][0] + + assert "id" in event + assert event["event_type"] == "test_span" + + def test_concurrent_exports(self, ref, mock_span): + """Test concurrent export handling""" + + def export_spans(): + return ref.export([mock_span]) + + with patch("agentops.http_client.HttpClient.post") as mock_post: + mock_post.return_value.code = 200 + + # Create and start threads + threads = [threading.Thread(target=export_spans) for _ in range(3)] + for thread in threads: + thread.start() + + # Wait for all threads to complete + for thread in threads: + thread.join() + + # Verify each thread's export was processed + assert mock_post.call_count == 3 diff --git a/tests/_telemetry/test_manager.py b/tests/_telemetry/test_manager.py new file mode 100644 index 000000000..380b75007 --- /dev/null +++ b/tests/_telemetry/test_manager.py @@ -0,0 +1,124 @@ +from unittest.mock import Mock, patch +from uuid import UUID, uuid4 + +import pytest +from opentelemetry import trace +from opentelemetry.sdk.trace import TracerProvider +from opentelemetry.sdk.trace.sampling import ParentBased, TraceIdRatioBased + +from agentops.telemetry.manager import TelemetryManager +from agentops.telemetry.config import OTELConfig +from agentops.telemetry.exporters.session import SessionExporter +from agentops.telemetry.processors import EventProcessor + + +@pytest.fixture +def config() -> OTELConfig: + """Create test config""" + return OTELConfig( + endpoint="https://test.agentops.ai", + api_key="test-key", + max_queue_size=100, + max_export_batch_size=50, + max_wait_time=1000 + ) + + +@pytest.fixture +def manager() -> TelemetryManager: + """Create test manager""" + return TelemetryManager() + + +class TestTelemetryManager: + def test_initialization(self, manager: TelemetryManager, config: OTELConfig) -> None: + """Test manager initialization""" + manager.initialize(config) + + assert manager.config == config + assert isinstance(manager._provider, TracerProvider) + assert isinstance(manager._provider.sampler, ParentBased) + + # Verify global provider was set + assert trace.get_tracer_provider() == manager._provider + + def test_initialization_with_custom_resource(self, manager: TelemetryManager) -> None: + """Test initialization with custom resource attributes""" + config = OTELConfig( + endpoint="https://test.agentops.ai", + api_key="test-key", + resource_attributes={"custom.attr": "value"}, + max_queue_size=100, + max_export_batch_size=50, + max_wait_time=1000 + ) + + manager.initialize(config) + assert manager._provider is not None + resource = manager._provider.resource + + assert resource.attributes["service.name"] == "agentops" + assert resource.attributes["custom.attr"] == "value" + + def test_create_session_tracer(self, manager: TelemetryManager, config: OTELConfig) -> None: + """Test session tracer creation""" + manager.initialize(config) + session_id = uuid4() + + tracer = manager.create_session_tracer(session_id, "test-jwt") + + # Verify exporter was created + assert session_id in manager._session_exporters + assert isinstance(manager._session_exporters[session_id], SessionExporter) + + # Verify processor was added + assert len(manager._processors) == 1 + assert isinstance(manager._processors[0], EventProcessor) + + # Skip tracer name verification since it's an implementation detail + # The important part is that the tracer is properly configured with exporters and processors + + def test_cleanup_session(self, manager: TelemetryManager, config: OTELConfig) -> None: + """Test session cleanup""" + manager.initialize(config) + session_id = uuid4() + + # Create session + manager.create_session_tracer(session_id, "test-jwt") + exporter = manager._session_exporters[session_id] + + # Clean up + with patch.object(exporter, 'shutdown') as mock_shutdown: + manager.cleanup_session(session_id) + mock_shutdown.assert_called_once() + + assert session_id not in manager._session_exporters + + def test_shutdown(self, manager: TelemetryManager, config: OTELConfig) -> None: + """Test manager shutdown""" + manager.initialize(config) + session_id = uuid4() + + # Create session + manager.create_session_tracer(session_id, "test-jwt") + exporter = manager._session_exporters[session_id] + + # Shutdown + with patch.object(exporter, 'shutdown') as mock_shutdown: + manager.shutdown() + assert mock_shutdown.called + + assert not manager._session_exporters + assert not manager._processors + assert manager._provider is None + + def test_error_handling(self, manager: TelemetryManager) -> None: + """Test error handling""" + # Test initialization without config + with pytest.raises(ValueError, match="Config is required"): + manager.initialize(None) # type: ignore + + # Test creating tracer without initialization + with pytest.raises(RuntimeError, match="Telemetry not initialized"): + manager.create_session_tracer(uuid4(), "test-jwt") + diff --git a/tests/_telemetry/test_processors.py b/tests/_telemetry/test_processors.py new file mode 100644 index 000000000..27b83242b --- /dev/null +++ b/tests/_telemetry/test_processors.py @@ -0,0 +1,194 @@ +from unittest.mock import Mock, patch +from typing import List, Any + +import pytest +from opentelemetry.sdk.trace import ReadableSpan, Span +from opentelemetry.trace import SpanContext, TraceFlags, Status, StatusCode +from opentelemetry.sdk.trace.export import BatchSpanProcessor +from opentelemetry.context import Context + +from agentops.telemetry.processors import EventProcessor + + +@pytest.fixture +def mock_span_exporter() -> Mock: + """Create a mock span exporter""" + return Mock() + + +def create_mock_span(span_id: int = 123) -> Mock: + """Helper to create consistent mock spans""" + span = Mock(spec=Span) + span.context = Mock( + spec=SpanContext, + span_id=span_id, + trace_flags=TraceFlags(TraceFlags.SAMPLED) + ) + + # Set up attributes dict and methods + span.attributes = {} + def set_attributes(attrs: dict) -> None: + span.attributes.update(attrs) + def set_attribute(key: str, value: Any) -> None: + span.attributes[key] = value + + span.set_attributes = Mock(side_effect=set_attributes) + span.set_attribute = Mock(side_effect=set_attribute) + + span.is_recording.return_value = True + span.set_status = Mock() + + # Set up readable span + mock_readable = Mock(spec=ReadableSpan) + mock_readable.attributes = span.attributes + mock_readable.context = span.context + span._readable_span.return_value = mock_readable + + return span + + +@pytest.fixture +def mock_span() -> Mock: + """Create a mock span with proper attribute handling""" + return create_mock_span() + + +@pytest.fixture +def processor(mock_span_exporter) -> EventProcessor: + """Create a processor for testing""" + batch_processor = BatchSpanProcessor(mock_span_exporter) + return EventProcessor(session_id=123, processor=batch_processor) + + +class TestEventProcessor: + def test_initialization(self, processor: EventProcessor, mock_span_exporter: Mock) -> None: + """Test processor initialization""" + assert processor.session_id == 123 + assert isinstance(processor.processor, BatchSpanProcessor) + assert processor.event_counts == { + "llms": 0, "tools": 0, "actions": 0, "errors": 0, "apis": 0, + } + + def test_span_processing_lifecycle(self, processor: EventProcessor, mock_span: Mock) -> None: + """Test complete span lifecycle""" + mock_span.attributes["event.type"] = "llms" + + processor.on_start(mock_span) + + assert mock_span.set_attributes.called + assert mock_span.attributes["session.id"] == str(processor.session_id) + assert "event.timestamp" in mock_span.attributes + assert processor.event_counts["llms"] == 1 + + readable_span = mock_span._readable_span() + processor.on_end(readable_span) + + def test_unsampled_span_ignored(self, processor: EventProcessor) -> None: + """Test that unsampled spans are ignored""" + unsampled_span = Mock(spec=Span) + unsampled_span.context = Mock( + spec=SpanContext, + trace_flags=TraceFlags(TraceFlags.DEFAULT) + ) + unsampled_span.is_recording.return_value = False + + processor.on_start(unsampled_span) + assert not unsampled_span.set_attributes.called + + def test_span_without_context(self, processor: EventProcessor) -> None: + """Test handling of spans without context""" + span_without_context = Mock(spec=Span) + span_without_context.context = None + span_without_context.is_recording.return_value = True + span_without_context.attributes = {} + + # Should not raise exception and should not call wrapped processor + processor.on_start(span_without_context) + + # Create readable span without context + readable_span = Mock(spec=ReadableSpan) + readable_span.context = None + readable_span.attributes = span_without_context.attributes + + # Should not raise exception and should not call wrapped processor + with patch.object(processor.processor, 'on_end') as mock_on_end: + processor.on_end(readable_span) + mock_on_end.assert_not_called() + + # Verify processor still works after handling None context + normal_span = create_mock_span() + with patch.object(processor.processor, 'on_start') as mock_on_start: + processor.on_start(normal_span) + mock_on_start.assert_called_once_with(normal_span, None) + + with patch.object(processor.processor, 'on_end') as mock_on_end: + processor.on_end(normal_span._readable_span()) + mock_on_end.assert_called_once_with(normal_span._readable_span()) + + def test_concurrent_spans(self, processor: EventProcessor) -> None: + """Test handling multiple spans concurrently""" + spans: List[Mock] = [create_mock_span(i) for i in range(3)] + + for span in spans: + processor.on_start(span) + assert span.attributes["session.id"] == str(processor.session_id) + + for span in reversed(spans): + processor.on_end(span._readable_span()) + + def test_error_span_handling(self, processor: EventProcessor) -> None: + """Test handling of error spans""" + # Create parent span with proper attribute handling + parent_span = create_mock_span(1) + + # Create error span + error_span = create_mock_span(2) + error_span.attributes.update({ + "error": True, + "error.type": "ValueError", + "error.message": "Test error" + }) + + with patch('opentelemetry.trace.get_current_span', return_value=parent_span): + processor.on_end(error_span._readable_span()) + + # Verify status was set + assert parent_span.set_status.called + status_args = parent_span.set_status.call_args[0][0] + assert status_args.status_code == StatusCode.ERROR + + # Verify error attributes were set correctly + assert parent_span.set_attribute.call_args_list == [ + (("error.type", "ValueError"), {}), + (("error.message", "Test error"), {}) + ] + + def test_event_counting(self, processor: EventProcessor) -> None: + """Test event counting for different event types""" + for event_type in processor.event_counts.keys(): + span = create_mock_span() + span.attributes["event.type"] = event_type + + processor.on_start(span) + assert processor.event_counts[event_type] == 1 + + def test_processor_shutdown(self, processor: EventProcessor) -> None: + """Test processor shutdown""" + with patch.object(processor.processor, 'shutdown') as mock_shutdown: + processor.shutdown() + mock_shutdown.assert_called_once() + + def test_force_flush(self, processor: EventProcessor) -> None: + """Test force flush""" + with patch.object(processor.processor, 'force_flush') as mock_flush: + mock_flush.return_value = True + assert processor.force_flush() is True + mock_flush.assert_called_once() + + def test_span_attributes_preserved(self, processor: EventProcessor, mock_span: Mock) -> None: + """Test that existing span attributes are preserved""" + mock_span.attributes = {"custom.attr": "value"} + processor.on_start(mock_span) + + assert mock_span.attributes["custom.attr"] == "value" + assert mock_span.attributes["session.id"] == str(processor.session_id) \ No newline at end of file From 051a85be7a9063fba2fa2789e0b50fe7fd397f7a Mon Sep 17 00:00:00 2001 From: Teo Date: Fri, 10 Jan 2025 22:28:32 +0100 Subject: [PATCH 05/60] test: add `__init__` to make `tests/` a package --- tests/__init__.py | 0 1 file changed, 0 insertions(+), 0 deletions(-) create mode 100644 tests/__init__.py diff --git a/tests/__init__.py b/tests/__init__.py new file mode 100644 index 000000000..e69de29bb From 2d9725183cfb87bace79780965d255d08c7e2292 Mon Sep 17 00:00:00 2001 From: Teo Date: Fri, 10 Jan 2025 21:55:37 +0100 Subject: [PATCH 06/60] test: add llm_event_spy fixture for tests --- tests/conftest.py | 1 + tests/fixtures/event.py | 32 ++++++++++++++++++++++++++++++++ 2 files changed, 33 insertions(+) create mode 100644 tests/conftest.py create mode 100644 tests/fixtures/event.py diff --git a/tests/conftest.py b/tests/conftest.py new file mode 100644 index 000000000..6123d0184 --- /dev/null +++ b/tests/conftest.py @@ -0,0 +1 @@ +from .fixtures.event import llm_event_spy diff --git a/tests/fixtures/event.py b/tests/fixtures/event.py new file mode 100644 index 000000000..e0e3fd80b --- /dev/null +++ b/tests/fixtures/event.py @@ -0,0 +1,32 @@ +from collections import defaultdict +from typing import TYPE_CHECKING + +import pytest + +if TYPE_CHECKING: + from pytest_mock import MockerFixture + + +@pytest.fixture(scope="function") +def llm_event_spy(agentops_client, mocker: "MockerFixture") -> dict[str, "MockerFixture"]: + """ + Fixture that provides spies on both providers' response handling + + These fixtures are reset on each test run (function scope). To use it, + simply pass it as an argument to the test function. Example: + + ``` + def test_my_test(llm_event_spy): + # test code here + llm_event_spy["litellm"].assert_called_once() + ``` + """ + from agentops.llms.providers.anthropic import AnthropicProvider + from agentops.llms.providers.litellm import LiteLLMProvider + from agentops.llms.providers.openai import OpenAiProvider + + return { + "litellm": mocker.spy(LiteLLMProvider(agentops_client), "handle_response"), + "openai": mocker.spy(OpenAiProvider(agentops_client), "handle_response"), + "anthropic": mocker.spy(AnthropicProvider(agentops_client), "handle_response"), + } From 4a19dabe851e1066e527bde3fdc7b167c7c365d4 Mon Sep 17 00:00:00 2001 From: Teo Date: Fri, 10 Jan 2025 22:19:03 +0100 Subject: [PATCH 07/60] test: add VCR.py fixture for HTTP interaction recording --- tests/fixtures/vcr.py | 70 +++++++++++++++++++++++++++++++++++++++++++ 1 file changed, 70 insertions(+) create mode 100644 tests/fixtures/vcr.py diff --git a/tests/fixtures/vcr.py b/tests/fixtures/vcr.py new file mode 100644 index 000000000..43471c3f9 --- /dev/null +++ b/tests/fixtures/vcr.py @@ -0,0 +1,70 @@ +import pytest +from pathlib import Path + +@pytest.fixture(scope="module") +def vcr_config(): + """Configure VCR.py for recording HTTP interactions. + + This fixture sets up VCR.py with: + - YAML serialization + - Cassette storage in fixtures/recordings + - Comprehensive header filtering for API keys and sensitive data + - Request matching on URI, method, and body + """ + # Define cassette storage location + vcr_cassettes = Path(__file__).parent / "fixtures" / "recordings" + vcr_cassettes.mkdir(parents=True, exist_ok=True) + + # Define sensitive headers to filter + sensitive_headers = [ + # Generic API authentication + ("authorization", "REDACTED"), + ("x-api-key", "REDACTED"), + ("api-key", "REDACTED"), + ("bearer", "REDACTED"), + + # LLM service API keys + ("openai-api-key", "REDACTED"), + ("anthropic-api-key", "REDACTED"), + ("cohere-api-key", "REDACTED"), + ("x-cohere-api-key", "REDACTED"), + ("ai21-api-key", "REDACTED"), + ("x-ai21-api-key", "REDACTED"), + ("replicate-api-token", "REDACTED"), + ("huggingface-api-key", "REDACTED"), + ("x-huggingface-api-key", "REDACTED"), + ("claude-api-key", "REDACTED"), + ("x-claude-api-key", "REDACTED"), + + # Authentication tokens + ("x-api-token", "REDACTED"), + ("api-token", "REDACTED"), + ("x-auth-token", "REDACTED"), + ("x-session-token", "REDACTED"), + + # OpenAI specific headers + ("openai-organization", "REDACTED"), + ("x-request-id", "REDACTED"), + ("__cf_bm", "REDACTED"), + ("_cfuvid", "REDACTED"), + ("cf-ray", "REDACTED"), + + # Rate limit headers + ("x-ratelimit-limit-requests", "REDACTED"), + ("x-ratelimit-limit-tokens", "REDACTED"), + ("x-ratelimit-remaining-requests", "REDACTED"), + ("x-ratelimit-remaining-tokens", "REDACTED"), + ("x-ratelimit-reset-requests", "REDACTED"), + ("x-ratelimit-reset-tokens", "REDACTED"), + ] + + return { + # Basic VCR configuration + "serializer": "yaml", + "cassette_library_dir": str(vcr_cassettes), + "match_on": ["uri", "method", "body"], + "record_mode": "once", + + # Header filtering + "filter_headers": sensitive_headers, + } From 51e2da2274635793756674cdd87b2b633788de9b Mon Sep 17 00:00:00 2001 From: Teo Date: Fri, 10 Jan 2025 23:09:27 +0100 Subject: [PATCH 08/60] deps: group integration-testing --- pyproject.toml | 1 + 1 file changed, 1 insertion(+) diff --git a/pyproject.toml b/pyproject.toml index 93a511788..ba001c81e 100644 --- a/pyproject.toml +++ b/pyproject.toml @@ -44,6 +44,7 @@ test = [ "openai>=1.0.0,<2.0.0", "langchain", "pytest-cov", + "fastapi[standard]", ] dev = [ From 0180e2cc89c3d5ba13f8527a480366d7095ed731 Mon Sep 17 00:00:00 2001 From: Teo Date: Fri, 10 Jan 2025 23:17:00 +0100 Subject: [PATCH 09/60] test: add fixture to mock package availability in tests --- tests/fixtures/packaging.py | 26 ++++++++++++++++++++++++++ 1 file changed, 26 insertions(+) create mode 100644 tests/fixtures/packaging.py diff --git a/tests/fixtures/packaging.py b/tests/fixtures/packaging.py new file mode 100644 index 000000000..3102629c6 --- /dev/null +++ b/tests/fixtures/packaging.py @@ -0,0 +1,26 @@ +import builtins +import pytest + + +@pytest.fixture +def hide_available_pkg(monkeypatch): + """ + Hide the availability of a package by mocking the __import__ function. + + Usage: + @pytest.mark.usefixtures('hide_available_pkg') + def test_message(): + with pytest.raises(ImportError, match='Install "pkg" to use test_function'): + foo('test_function') + + Source: + https://stackoverflow.com/questions/60227582/making-a-python-test-think-an-installed-package-is-not-available + """ + import_orig = builtins.__import__ + + def mocked_import(name, *args, **kwargs): + if name == 'pkg': + raise ImportError() + return import_orig(name, *args, **kwargs) + + monkeypatch.setattr(builtins, '__import__', mocked_import) From 73a0110f10fbc97360136bc638672be616a93daf Mon Sep 17 00:00:00 2001 From: Teo Date: Fri, 10 Jan 2025 23:17:27 +0100 Subject: [PATCH 10/60] test: Add integration tests for OpenAI provider and features --- .../recordings/test_openai_provider.yaml | 238 ++++++++++++++++++ .../test_time_travel_story_generation.yaml | 213 ++++++++++++++++ tests/integration/test_llm_providers.py | 35 +++ tests/integration/test_time_travel.py | 34 +++ 4 files changed, 520 insertions(+) create mode 100644 tests/fixtures/recordings/test_openai_provider.yaml create mode 100644 tests/fixtures/recordings/test_time_travel_story_generation.yaml create mode 100644 tests/integration/test_llm_providers.py create mode 100644 tests/integration/test_time_travel.py diff --git a/tests/fixtures/recordings/test_openai_provider.yaml b/tests/fixtures/recordings/test_openai_provider.yaml new file mode 100644 index 000000000..910416bee --- /dev/null +++ b/tests/fixtures/recordings/test_openai_provider.yaml @@ -0,0 +1,238 @@ +interactions: +- request: + body: '{"messages":[{"role":"user","content":"Hello"}],"model":"gpt-3.5-turbo","temperature":0.5}' + headers: + accept: + - 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Just return the superpower in the format: 'Superpower: [superpower]'", + "role": "user" + }], + model="gpt-3.5-turbo-0125" + ) + superpower = response1.choices[0].message.content.split("Superpower:")[1].strip() + assert superpower + + # Step 2: Get superhero name + response2 = openai_client.chat.completions.create( + messages=[{ + "content": f"Come up with a superhero name given this superpower: {superpower}. Just return the superhero name in this format: 'Superhero: [superhero name]'", + "role": "user" + }], + model="gpt-3.5-turbo-0125" + ) + superhero = response2.choices[0].message.content.split("Superhero:")[1].strip() + assert superhero + + # We can continue with more steps, but this shows the pattern + # The test verifies the complete story generation flow works \ No newline at end of file From 538bf98727d8e4e35f3a5da21ccea947fa9d1e5a Mon Sep 17 00:00:00 2001 From: Teo Date: Fri, 10 Jan 2025 23:23:51 +0100 Subject: [PATCH 11/60] test: add tests for concurrent API requests handling --- .../test_concurrent_api_requests.yaml | 210 ++++++++++++++++++ tests/integration/test_session_concurrency.py | 64 ++++++ 2 files changed, 274 insertions(+) create mode 100644 tests/fixtures/recordings/test_concurrent_api_requests.yaml create mode 100644 tests/integration/test_session_concurrency.py diff --git a/tests/fixtures/recordings/test_concurrent_api_requests.yaml 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"colorama": "0.4.6", "uvicorn": "0.34.0", "typer": "0.15.1", "fancycompleter": + "0.9.1", "googleapis-common-protos": "1.66.0", "dnspython": "2.7.0", "opentelemetry-exporter-otlp-proto-common": + "1.22.0", "multidict": "6.0.5", "six": "1.16.0", "mypy-extensions": "1.0.0", + "pluggy": "1.2.0", "h11": "0.14.0", "pytest-sugar": "1.0.0", "pyrepl": "0.9.0", + "iniconfig": "2.0.0", "tqdm": "4.67.1", "urllib3": "2.3.0", "python-dotenv": + "0.21.1", "click": "8.1.8", "numpy": "1.26.4", "zipp": "3.15.0", "packaging": + "23.2", "markdown-it-py": "2.2.0", "certifi": "2024.8.30", "pytest-cov": "4.1.0", + "openai": "1.58.1", "propcache": "0.2.1", "Jinja2": "3.1.5", "SQLAlchemy": "2.0.36", + "requests": "2.31.0", "pytest": "7.4.0", "sniffio": "1.3.1", "pytest-mock": + "3.11.1", "fastapi-cli": "0.0.7", "mdurl": "0.1.2", "yarl": "1.18.3", "Deprecated": + "1.2.15", "opentelemetry-sdk": "1.22.0", "importlib-metadata": "6.7.0", "psutil": + "5.9.8", "protobuf": "4.24.4", "pydantic_core": "2.27.2", "pytest-spec": "4.0.0", + "httpcore": "1.0.7", "websockets": "14.1", "pydantic": "2.10.4", "future-fstrings": + "1.2.0", "pytest-asyncio": "0.21.2", "python-multipart": "0.0.20", "starlette": + "0.41.3", "requests-mock": "1.11.0", "distro": "1.9.0", "jiter": "0.8.2", "ruff": + "0.8.1", "pyfakefs": "5.7.1", "httptools": "0.6.4", "typing_extensions": "4.12.2", + "wmctrl": "0.5", "opentelemetry-api": "1.22.0", "httpx": "0.28.1", "attrs": + "24.3.0", "anyio": "4.7.0", "mypy": "1.4.1", "watchfiles": "1.0.4", "email_validator": + "2.2.0", "charset-normalizer": "3.4.0", "backoff": "2.2.1", "opentelemetry-proto": + "1.22.0", "pdbpp": "0.10.3", "langchain": "0.0.27", "vcrpy": "6.0.2", "uvloop": + "0.21.0", "termcolor": "2.3.0", "annotated-types": "0.7.0", "pytest-depends": + "1.0.1", "types-requests": "2.31.0.6", "wrapt": "1.16.0", "coverage": "7.2.7", + "MarkupSafe": "3.0.2"}}, "Project Working Directory": {"Project Working Directory": + "/Users/noob/agentops"}, "Virtual Environment": {"Virtual Environment": "/Users/noob/agentops/.venv"}}, + "config": "", "jwt": "REDACTED", + "_lock": "", "_end_session_lock": "", "token_cost": "", "_session_url": "", + "event_counts": {"llms": 0, "tools": 2, "actions": 0, "errors": 0, "apis": 0}, + "is_running": false, "_tracer_provider": "", "_otel_tracer": "", "_otel_exporter": + ""}}' + headers: + Accept: + - '*/*' + Accept-Encoding: + - gzip, deflate + Connection: + - keep-alive + Content-Length: + - '5886' + Content-Type: + - application/json; charset=UTF-8 + Keep-Alive: + - timeout=10, max=1000 + User-Agent: + - python-requests/2.31.0 + authorization: + - REDACTED + x-agentops-api-key: + - REDACTED + method: POST + uri: https://api.agentops.ai/v2/update_session + response: + body: + string: '{"session_url":"https://app.agentops.ai/drilldown?session_id=303bf574-be63-4205-98ef-bcfd8d9e9b38","status":"success","token_cost":"0.00"}' + headers: + Content-Length: + - '138' + Content-Type: + - application/json + Date: + - Fri, 10 Jan 2025 22:22:38 GMT + Server: + - railway-edge + X-Railway-Request-Id: REDACTED + status: + code: 200 + message: OK +version: 1 diff --git a/tests/integration/test_session_concurrency.py b/tests/integration/test_session_concurrency.py new file mode 100644 index 000000000..a06e79f7a --- /dev/null +++ b/tests/integration/test_session_concurrency.py @@ -0,0 +1,64 @@ +import pytest +import concurrent.futures +from fastapi import FastAPI +from fastapi.testclient import TestClient +import agentops +from agentops import record_tool +import time + +# Create FastAPI app +app = FastAPI() + +@app.get("/completion") +def completion(): + start_time = time.time() + + @record_tool(tool_name="foo") + def foo(x: str): + print(x) + + foo("Hello") + + end_time = time.time() + execution_time = end_time - start_time + + return {"response": "Done", "execution_time_seconds": round(execution_time, 3)} + +pytestmark = [pytest.mark.integration] + +@pytest.fixture +def client(): + return TestClient(app) + +@pytest.fixture(autouse=True) +def setup_agentops(): + agentops.init(auto_start_session=True) # Let agentops handle sessions automatically + yield + agentops.end_all_sessions() + +@pytest.mark.vcr( + match_on=['method'], + record_mode='once' +) +def test_concurrent_api_requests(client): + """Test concurrent API requests to ensure proper session handling.""" + def fetch_url(test_client): + response = test_client.get("/completion") + assert response.status_code == 200 + return response.json() + + # Make concurrent requests + with concurrent.futures.ThreadPoolExecutor() as executor: + futures = [ + executor.submit(fetch_url, client), + executor.submit(fetch_url, client) + ] + responses = [future.result() for future in concurrent.futures.as_completed(futures)] + + # Verify responses + assert len(responses) == 2 + for response in responses: + assert "response" in response + assert response["response"] == "Done" + assert "execution_time_seconds" in response + assert isinstance(response["execution_time_seconds"], float) From d679b93d71949495c824a8819b399327e88db707 Mon Sep 17 00:00:00 2001 From: Teo Date: Fri, 10 Jan 2025 23:25:19 +0100 Subject: [PATCH 12/60] Improve vcr.py configuration Signed-off-by: Teo --- tests/conftest.py | 4 ++++ tests/fixtures/vcr.py | 53 +++++++++++++++++++++++++++++++++++++++++-- 2 files changed, 55 insertions(+), 2 deletions(-) diff --git a/tests/conftest.py b/tests/conftest.py index 6123d0184..471f03a4f 100644 --- a/tests/conftest.py +++ b/tests/conftest.py @@ -1 +1,5 @@ +import pytest +from pytest import Config, Session + from .fixtures.event import llm_event_spy +from .fixtures.vcr import vcr_config diff --git a/tests/fixtures/vcr.py b/tests/fixtures/vcr.py index 43471c3f9..9c3f089fb 100644 --- a/tests/fixtures/vcr.py +++ b/tests/fixtures/vcr.py @@ -12,7 +12,7 @@ def vcr_config(): - Request matching on URI, method, and body """ # Define cassette storage location - vcr_cassettes = Path(__file__).parent / "fixtures" / "recordings" + vcr_cassettes = Path(__file__).parent / "recordings" vcr_cassettes.mkdir(parents=True, exist_ok=True) # Define sensitive headers to filter @@ -22,6 +22,9 @@ def vcr_config(): ("x-api-key", "REDACTED"), ("api-key", "REDACTED"), ("bearer", "REDACTED"), + + # AgentOps API keys + ("x-agentops-api-key", "REDACTED"), # LLM service API keys ("openai-api-key", "REDACTED"), @@ -35,6 +38,8 @@ def vcr_config(): ("x-huggingface-api-key", "REDACTED"), ("claude-api-key", "REDACTED"), ("x-claude-api-key", "REDACTED"), + ("x-railway-request-id", "REDACTED"), + ("X-Railway-Request-Id", "REDACTED"), # Authentication tokens ("x-api-token", "REDACTED"), @@ -58,13 +63,57 @@ def vcr_config(): ("x-ratelimit-reset-tokens", "REDACTED"), ] + def filter_response_headers(response): + """Filter sensitive headers from response.""" + headers = response['headers'] + headers_lower = {k.lower(): k for k in headers} # Map of lowercase -> original header names + + for header, replacement in sensitive_headers: + header_lower = header.lower() + if header_lower in headers_lower: + # Replace using the original header name from the response + original_header = headers_lower[header_lower] + headers[original_header] = replacement + return response + return { # Basic VCR configuration "serializer": "yaml", "cassette_library_dir": str(vcr_cassettes), "match_on": ["uri", "method", "body"], "record_mode": "once", + "ignore_localhost": True, + "ignore_hosts": ["pypi.org"], - # Header filtering + # Header filtering for requests and responses "filter_headers": sensitive_headers, + "before_record_response": filter_response_headers, + + # Add these new options + "decode_compressed_response": True, + "record_on_exception": True, + "allow_playback_repeats": True, + + # # Body filtering for system information + # "filter_post_data_parameters": [ + # ("host_env", "REDACTED_ENV_INFO"), + # ("OS", "REDACTED_OS_INFO"), + # ("CPU", "REDACTED_CPU_INFO"), + # ("RAM", "REDACTED_RAM_INFO"), + # ("Disk", "REDACTED_DISK_INFO"), + # ("Installed Packages", "REDACTED_PACKAGES_INFO"), + # ("Project Working Directory", "REDACTED_DIR_INFO"), + # ("Virtual Environment", "REDACTED_VENV_INFO"), + # ("Hostname", "REDACTED_HOSTNAME") + # ], + # + # # Custom before_record function to filter response bodies + # "before_record_response": lambda response: { + # **response, + # "body": { + # "string": response["body"]["string"].replace( + # str(Path.home()), "REDACTED_HOME_PATH" + # ) + # } if isinstance(response.get("body", {}).get("string"), str) else response["body"] + # } } From 93744cebfbeef16c4d3cc0c4cc5c304e6d456d36 Mon Sep 17 00:00:00 2001 From: Teo Date: Fri, 10 Jan 2025 23:27:40 +0100 Subject: [PATCH 13/60] ruff Signed-off-by: Teo --- tests/fixtures/packaging.py | 4 +-- tests/fixtures/vcr.py | 21 ++++-------- tests/integration/test_llm_providers.py | 5 +-- tests/integration/test_session_concurrency.py | 16 +++++----- tests/integration/test_time_travel.py | 32 +++++++++++-------- 5 files changed, 39 insertions(+), 39 deletions(-) diff --git a/tests/fixtures/packaging.py b/tests/fixtures/packaging.py index 3102629c6..63fdbc088 100644 --- a/tests/fixtures/packaging.py +++ b/tests/fixtures/packaging.py @@ -19,8 +19,8 @@ def test_message(): import_orig = builtins.__import__ def mocked_import(name, *args, **kwargs): - if name == 'pkg': + if name == "pkg": raise ImportError() return import_orig(name, *args, **kwargs) - monkeypatch.setattr(builtins, '__import__', mocked_import) + monkeypatch.setattr(builtins, "__import__", mocked_import) diff --git a/tests/fixtures/vcr.py b/tests/fixtures/vcr.py index 9c3f089fb..e644ba248 100644 --- a/tests/fixtures/vcr.py +++ b/tests/fixtures/vcr.py @@ -1,10 +1,11 @@ import pytest from pathlib import Path + @pytest.fixture(scope="module") def vcr_config(): """Configure VCR.py for recording HTTP interactions. - + This fixture sets up VCR.py with: - YAML serialization - Cassette storage in fixtures/recordings @@ -22,10 +23,8 @@ def vcr_config(): ("x-api-key", "REDACTED"), ("api-key", "REDACTED"), ("bearer", "REDACTED"), - # AgentOps API keys ("x-agentops-api-key", "REDACTED"), - # LLM service API keys ("openai-api-key", "REDACTED"), ("anthropic-api-key", "REDACTED"), @@ -40,23 +39,20 @@ def vcr_config(): ("x-claude-api-key", "REDACTED"), ("x-railway-request-id", "REDACTED"), ("X-Railway-Request-Id", "REDACTED"), - # Authentication tokens ("x-api-token", "REDACTED"), - ("api-token", "REDACTED"), + ("api-token", "REDACTED"), ("x-auth-token", "REDACTED"), ("x-session-token", "REDACTED"), - # OpenAI specific headers ("openai-organization", "REDACTED"), ("x-request-id", "REDACTED"), ("__cf_bm", "REDACTED"), ("_cfuvid", "REDACTED"), ("cf-ray", "REDACTED"), - # Rate limit headers ("x-ratelimit-limit-requests", "REDACTED"), - ("x-ratelimit-limit-tokens", "REDACTED"), + ("x-ratelimit-limit-tokens", "REDACTED"), ("x-ratelimit-remaining-requests", "REDACTED"), ("x-ratelimit-remaining-tokens", "REDACTED"), ("x-ratelimit-reset-requests", "REDACTED"), @@ -65,9 +61,9 @@ def vcr_config(): def filter_response_headers(response): """Filter sensitive headers from response.""" - headers = response['headers'] + headers = response["headers"] headers_lower = {k.lower(): k for k in headers} # Map of lowercase -> original header names - + for header, replacement in sensitive_headers: header_lower = header.lower() if header_lower in headers_lower: @@ -84,16 +80,13 @@ def filter_response_headers(response): "record_mode": "once", "ignore_localhost": True, "ignore_hosts": ["pypi.org"], - # Header filtering for requests and responses "filter_headers": sensitive_headers, "before_record_response": filter_response_headers, - # Add these new options "decode_compressed_response": True, "record_on_exception": True, "allow_playback_repeats": True, - # # Body filtering for system information # "filter_post_data_parameters": [ # ("host_env", "REDACTED_ENV_INFO"), @@ -106,7 +99,7 @@ def filter_response_headers(response): # ("Virtual Environment", "REDACTED_VENV_INFO"), # ("Hostname", "REDACTED_HOSTNAME") # ], - # + # # # Custom before_record function to filter response bodies # "before_record_response": lambda response: { # **response, diff --git a/tests/integration/test_llm_providers.py b/tests/integration/test_llm_providers.py index 5ce0c83d5..1dff3f7b2 100644 --- a/tests/integration/test_llm_providers.py +++ b/tests/integration/test_llm_providers.py @@ -5,10 +5,12 @@ load_dotenv() + @pytest.fixture def openai_client(): return OpenAI() + @pytest.mark.vcr() def test_openai_provider(openai_client): """Test OpenAI provider integration with sync, async and streaming calls.""" @@ -19,7 +21,7 @@ def test_openai_provider(openai_client): temperature=0.5, ) assert response.choices[0].message.content - + # Test streaming stream_response = openai_client.chat.completions.create( model="gpt-3.5-turbo", @@ -32,4 +34,3 @@ def test_openai_provider(openai_client): if chunk.choices[0].delta.content: collected_messages.append(chunk.choices[0].delta.content) assert len(collected_messages) > 0 - diff --git a/tests/integration/test_session_concurrency.py b/tests/integration/test_session_concurrency.py index a06e79f7a..a6787e3e2 100644 --- a/tests/integration/test_session_concurrency.py +++ b/tests/integration/test_session_concurrency.py @@ -9,6 +9,7 @@ # Create FastAPI app app = FastAPI() + @app.get("/completion") def completion(): start_time = time.time() @@ -24,24 +25,26 @@ def foo(x: str): return {"response": "Done", "execution_time_seconds": round(execution_time, 3)} + pytestmark = [pytest.mark.integration] + @pytest.fixture def client(): return TestClient(app) + @pytest.fixture(autouse=True) def setup_agentops(): agentops.init(auto_start_session=True) # Let agentops handle sessions automatically yield agentops.end_all_sessions() -@pytest.mark.vcr( - match_on=['method'], - record_mode='once' -) + +@pytest.mark.vcr(match_on=["method"], record_mode="once") def test_concurrent_api_requests(client): """Test concurrent API requests to ensure proper session handling.""" + def fetch_url(test_client): response = test_client.get("/completion") assert response.status_code == 200 @@ -49,10 +52,7 @@ def fetch_url(test_client): # Make concurrent requests with concurrent.futures.ThreadPoolExecutor() as executor: - futures = [ - executor.submit(fetch_url, client), - executor.submit(fetch_url, client) - ] + futures = [executor.submit(fetch_url, client), executor.submit(fetch_url, client)] responses = [future.result() for future in concurrent.futures.as_completed(futures)] # Verify responses diff --git a/tests/integration/test_time_travel.py b/tests/integration/test_time_travel.py index 2609bdf2f..133c256a7 100644 --- a/tests/integration/test_time_travel.py +++ b/tests/integration/test_time_travel.py @@ -1,34 +1,40 @@ import pytest from openai import OpenAI + @pytest.fixture def openai_client(): return OpenAI() + @pytest.mark.vcr() def test_time_travel_story_generation(openai_client): """Test the complete time travel story generation flow.""" # Step 1: Get superpower response1 = openai_client.chat.completions.create( - messages=[{ - "content": "Come up with a random superpower that isn't time travel. Just return the superpower in the format: 'Superpower: [superpower]'", - "role": "user" - }], - model="gpt-3.5-turbo-0125" + messages=[ + { + "content": "Come up with a random superpower that isn't time travel. Just return the superpower in the format: 'Superpower: [superpower]'", + "role": "user", + } + ], + model="gpt-3.5-turbo-0125", ) superpower = response1.choices[0].message.content.split("Superpower:")[1].strip() assert superpower - + # Step 2: Get superhero name response2 = openai_client.chat.completions.create( - messages=[{ - "content": f"Come up with a superhero name given this superpower: {superpower}. Just return the superhero name in this format: 'Superhero: [superhero name]'", - "role": "user" - }], - model="gpt-3.5-turbo-0125" + messages=[ + { + "content": f"Come up with a superhero name given this superpower: {superpower}. Just return the superhero name in this format: 'Superhero: [superhero name]'", + "role": "user", + } + ], + model="gpt-3.5-turbo-0125", ) superhero = response2.choices[0].message.content.split("Superhero:")[1].strip() assert superhero - + # We can continue with more steps, but this shows the pattern - # The test verifies the complete story generation flow works \ No newline at end of file + # The test verifies the complete story generation flow works From 512c95d863c629ea6feb7578532e5c20b218fb06 Mon Sep 17 00:00:00 2001 From: Teo Date: Fri, 10 Jan 2025 23:29:38 +0100 Subject: [PATCH 14/60] chore(pyproject): update pytest options and loop scope --- pyproject.toml | 4 ++-- 1 file changed, 2 insertions(+), 2 deletions(-) diff --git a/pyproject.toml b/pyproject.toml index ba001c81e..2b0e30a0a 100644 --- a/pyproject.toml +++ b/pyproject.toml @@ -98,11 +98,11 @@ max_line_length = 120 [tool.pytest.ini_options] asyncio_mode = "auto" -asyncio_default_fixture_loop_scope = "function" # WARNING: Changing this may break tests. A `module`-scoped session might be faster, but also unstable. +asyncio_default_fixture_loop_scope = "module" # WARNING: Changing this may break tests. A `module`-scoped session might be faster, but also unstable. test_paths = [ "tests", ] -addopts = "--tb=short -p no:warnings" +addopts = "--tb=short -p no:warnings --import-mode=importlib" pythonpath = ["."] faulthandler_timeout = 30 # Reduced from 60 timeout = 60 # Reduced from 300 From e29d2b2e7f66afb044736d55508e5add961b4730 Mon Sep 17 00:00:00 2001 From: Teo Date: Sat, 11 Jan 2025 02:42:20 +0100 Subject: [PATCH 15/60] chore(tests): update vcr.py ignore_hosts and options --- tests/fixtures/vcr.py | 11 +++++++++-- 1 file changed, 9 insertions(+), 2 deletions(-) diff --git a/tests/fixtures/vcr.py b/tests/fixtures/vcr.py index e644ba248..162dbac56 100644 --- a/tests/fixtures/vcr.py +++ b/tests/fixtures/vcr.py @@ -79,13 +79,20 @@ def filter_response_headers(response): "match_on": ["uri", "method", "body"], "record_mode": "once", "ignore_localhost": True, - "ignore_hosts": ["pypi.org"], + "ignore_hosts": [ + "pypi.org", + # Add OTEL endpoints to ignore list + "localhost:4317", # Default OTLP gRPC endpoint + "localhost:4318", # Default OTLP HTTP endpoint + "127.0.0.1:4317", + "127.0.0.1:4318", + ], # Header filtering for requests and responses "filter_headers": sensitive_headers, "before_record_response": filter_response_headers, # Add these new options "decode_compressed_response": True, - "record_on_exception": True, + "record_on_exception": False, "allow_playback_repeats": True, # # Body filtering for system information # "filter_post_data_parameters": [ From 8f0296184ddbd35a5e6a0504f311313748c7108f Mon Sep 17 00:00:00 2001 From: Teo Date: Sun, 12 Jan 2025 00:23:32 +0100 Subject: [PATCH 16/60] pyproject.toml Signed-off-by: Teo --- pyproject.toml | 26 +++++++++++++------------- 1 file changed, 13 insertions(+), 13 deletions(-) diff --git a/pyproject.toml b/pyproject.toml index 2b0e30a0a..0c77c3c46 100644 --- a/pyproject.toml +++ b/pyproject.toml @@ -49,23 +49,23 @@ test = [ dev = [ # Testing essentials - "pytest>=7.4.0,<8.0.0", # Testing framework with good async support - "pytest-depends", # For testing complex agent workflows - "pytest-asyncio", # Async test support for testing concurrent agent operations - "pytest-mock", # Mocking capabilities for isolating agent components - "pyfakefs", # File system testing - "pytest-recording", # Alternative to pytest-vcr with better Python 3.x support - "vcrpy @ git+https://github.com/kevin1024/vcrpy.git@81978659f1b18bbb7040ceb324a19114e4a4f328", + "pytest>=7.4.0,<8.0.0", # Testing framework with good async support + "pytest-depends", # For testing complex agent workflows + "pytest-asyncio", # Async test support for testing concurrent agent operations + "pytest-mock", # Mocking capabilities for isolating agent components + "pyfakefs", # File system testing + "pytest-recording", # Alternative to pytest-vcr with better Python 3.x support + "vcrpy @ git+https://github.com/kevin1024/vcrpy.git@5f1b20c4ca4a18c1fc8cfe049d7df12ca0659c9b", # Code quality and type checking - "ruff", # Fast Python linter for maintaining code quality - "mypy", # Static type checking for better reliability - "types-requests", # Type stubs for requests library - + "ruff", # Fast Python linter for maintaining code quality + "mypy", # Static type checking for better reliability + "types-requests", # Type stubs for requests library # HTTP mocking and environment "requests_mock>=1.11.0", # Mock HTTP requests for testing agent external communications - "python-dotenv", # Environment management for secure testing - + "python-dotenv", # Environment management for secure testing # Agent integration testing + "pytest-sugar>=1.0.0", + "pdbpp>=0.10.3", ] # CI dependencies From a012a0f76f3adc5cd165967626ea514484cf965b Mon Sep 17 00:00:00 2001 From: Teo Date: Sun, 12 Jan 2025 00:32:09 +0100 Subject: [PATCH 17/60] centralize teardown in conftest.py (clear singletons, end all sessions) Signed-off-by: Teo --- tests/conftest.py | 13 +++++++++++++ tests/test_canary.py | 12 +++--------- tests/test_events.py | 12 +++--------- tests/test_pre_init.py | 7 ------- tests/test_record_action.py | 15 +++++---------- tests/test_record_tool.py | 17 +++++------------ tests/test_session.py | 14 +++----------- tests/test_singleton.py | 2 +- 8 files changed, 33 insertions(+), 59 deletions(-) diff --git a/tests/conftest.py b/tests/conftest.py index 471f03a4f..b886d77c1 100644 --- a/tests/conftest.py +++ b/tests/conftest.py @@ -1,5 +1,18 @@ import pytest from pytest import Config, Session +import agentops +from agentops.singleton import clear_singletons + from .fixtures.event import llm_event_spy from .fixtures.vcr import vcr_config + + +@pytest.fixture(autouse=True) +def setup_teardown(): + """ + Ensures that all agentops sessions are closed in-between tests + """ + clear_singletons() + yield + agentops.end_all_sessions() # teardown part diff --git a/tests/test_canary.py b/tests/test_canary.py index 3c36b27de..82ef3b972 100644 --- a/tests/test_canary.py +++ b/tests/test_canary.py @@ -1,16 +1,10 @@ +import time + import pytest import requests_mock -import time + import agentops from agentops import ActionEvent -from agentops.singleton import clear_singletons - - -@pytest.fixture(autouse=True) -def setup_teardown(): - clear_singletons() - yield - agentops.end_all_sessions() # teardown part @pytest.fixture(autouse=True, scope="function") diff --git a/tests/test_events.py b/tests/test_events.py index 11fba8176..3eb6bee94 100644 --- a/tests/test_events.py +++ b/tests/test_events.py @@ -1,16 +1,10 @@ import time -import requests_mock + import pytest +import requests_mock + import agentops from agentops import ActionEvent, ErrorEvent -from agentops.singleton import clear_singletons - - -@pytest.fixture(autouse=True) -def setup_teardown(): - clear_singletons() - yield - agentops.end_all_sessions() # teardown part @pytest.fixture(autouse=True, scope="function") diff --git a/tests/test_pre_init.py b/tests/test_pre_init.py index 4baba801f..3ce63a8a4 100644 --- a/tests/test_pre_init.py +++ b/tests/test_pre_init.py @@ -10,13 +10,6 @@ jwts = ["some_jwt", "some_jwt2", "some_jwt3"] -@pytest.fixture(autouse=True) -def setup_teardown(): - clear_singletons() - yield - agentops.end_all_sessions() # teardown part - - @contextlib.contextmanager @pytest.fixture(autouse=True, scope="function") def mock_req(): diff --git a/tests/test_record_action.py b/tests/test_record_action.py index 320e6f482..c5938fa41 100644 --- a/tests/test_record_action.py +++ b/tests/test_record_action.py @@ -1,22 +1,17 @@ +import contextlib +import time +from datetime import datetime + import pytest import requests_mock -import time + import agentops from agentops import record_action -from datetime import datetime from agentops.singleton import clear_singletons -import contextlib jwts = ["some_jwt", "some_jwt2", "some_jwt3"] -@pytest.fixture(autouse=True) -def setup_teardown(): - clear_singletons() - yield - agentops.end_all_sessions() # teardown part - - @contextlib.contextmanager @pytest.fixture(autouse=True, scope="function") def mock_req(): diff --git a/tests/test_record_tool.py b/tests/test_record_tool.py index e97f7e087..955effbbd 100644 --- a/tests/test_record_tool.py +++ b/tests/test_record_tool.py @@ -1,23 +1,16 @@ +import contextlib +import time +from datetime import datetime + import pytest import requests_mock -import time + import agentops from agentops import record_tool -from datetime import datetime - -from agentops.singleton import clear_singletons -import contextlib jwts = ["some_jwt", "some_jwt2", "some_jwt3"] -@pytest.fixture(autouse=True) -def setup_teardown(): - clear_singletons() - yield - agentops.end_all_sessions() # teardown part - - @contextlib.contextmanager @pytest.fixture(autouse=True) def mock_req(): diff --git a/tests/test_session.py b/tests/test_session.py index 4bbfb31d4..e14b0c209 100644 --- a/tests/test_session.py +++ b/tests/test_session.py @@ -1,18 +1,17 @@ import json import time +from datetime import datetime, timezone from typing import Dict, Optional, Sequence from unittest.mock import MagicMock, Mock, patch -from datetime import datetime, timezone +from uuid import UUID import pytest import requests_mock from opentelemetry import trace from opentelemetry.sdk.trace import ReadableSpan -from opentelemetry.trace import SpanContext, SpanKind from opentelemetry.sdk.trace.export import SpanExportResult -from opentelemetry.trace import Status, StatusCode +from opentelemetry.trace import SpanContext, SpanKind, Status, StatusCode from opentelemetry.trace.span import TraceState -from uuid import UUID import agentops from agentops import ActionEvent, Client @@ -20,13 +19,6 @@ from agentops.singleton import clear_singletons -@pytest.fixture(autouse=True) -def setup_teardown(mock_req): - clear_singletons() - yield - agentops.end_all_sessions() # teardown part - - @pytest.fixture(autouse=True, scope="function") def mock_req(): with requests_mock.Mocker() as m: diff --git a/tests/test_singleton.py b/tests/test_singleton.py index ca4790903..a9de287b1 100644 --- a/tests/test_singleton.py +++ b/tests/test_singleton.py @@ -1,6 +1,6 @@ import uuid -from agentops.singleton import singleton, conditional_singleton, clear_singletons +from agentops.singleton import clear_singletons, conditional_singleton, singleton @singleton From f51850e197407daf4a89f22797d4927f9b738520 Mon Sep 17 00:00:00 2001 From: Teo Date: Sun, 12 Jan 2025 00:38:57 +0100 Subject: [PATCH 18/60] change vcr_config scope to session Signed-off-by: Teo --- tests/fixtures/vcr.py | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/tests/fixtures/vcr.py b/tests/fixtures/vcr.py index 162dbac56..8234370ec 100644 --- a/tests/fixtures/vcr.py +++ b/tests/fixtures/vcr.py @@ -2,7 +2,7 @@ from pathlib import Path -@pytest.fixture(scope="module") +@pytest.fixture(scope="session") def vcr_config(): """Configure VCR.py for recording HTTP interactions. From e22513ba3a5254c584c1a757dec8fc6b077dbf8e Mon Sep 17 00:00:00 2001 From: Teo Date: Sun, 12 Jan 2025 00:39:06 +0100 Subject: [PATCH 19/60] integration: auto start agentops session Signed-off-by: Teo --- tests/integration/conftest.py | 12 ++++++++++++ 1 file changed, 12 insertions(+) create mode 100644 tests/integration/conftest.py diff --git a/tests/integration/conftest.py b/tests/integration/conftest.py new file mode 100644 index 000000000..05e90a340 --- /dev/null +++ b/tests/integration/conftest.py @@ -0,0 +1,12 @@ +import pytest + +import agentops + + +@pytest.fixture +def agentops_session(): + agentops.start_session() + + yield + + agentops.end_all_sessions() From cb014b234072b75d2fd74b9424a14590b9663d56 Mon Sep 17 00:00:00 2001 From: Teo Date: Sun, 12 Jan 2025 00:51:04 +0100 Subject: [PATCH 20/60] Move unit tests to dedicated folder (tests/unit) Signed-off-by: Teo --- tests/conftest.py | 18 ------------- tests/unit/__init__.py | 0 tests/unit/conftest.py | 36 ++++++++++++++++++++++++++ tests/{ => unit}/test_agent.py | 0 tests/{ => unit}/test_canary.py | 0 tests/{ => unit}/test_decorators.py | 0 tests/{ => unit}/test_events.py | 0 tests/{ => unit}/test_host_env.py | 0 tests/{ => unit}/test_patcher.py | 0 tests/{ => unit}/test_pre_init.py | 0 tests/{ => unit}/test_record_action.py | 0 tests/{ => unit}/test_record_tool.py | 0 tests/{ => unit}/test_session.py | 0 tests/{ => unit}/test_singleton.py | 0 tests/{ => unit}/test_teardown.py | 0 tests/{ => unit}/test_time_travel.py | 0 16 files changed, 36 insertions(+), 18 deletions(-) delete mode 100644 tests/conftest.py create mode 100644 tests/unit/__init__.py create mode 100644 tests/unit/conftest.py rename tests/{ => unit}/test_agent.py (100%) rename tests/{ => unit}/test_canary.py (100%) rename tests/{ => unit}/test_decorators.py (100%) rename tests/{ => unit}/test_events.py (100%) rename tests/{ => unit}/test_host_env.py (100%) rename tests/{ => unit}/test_patcher.py (100%) rename tests/{ => unit}/test_pre_init.py (100%) rename tests/{ => unit}/test_record_action.py (100%) rename tests/{ => unit}/test_record_tool.py (100%) rename tests/{ => unit}/test_session.py (100%) rename tests/{ => unit}/test_singleton.py (100%) rename tests/{ => unit}/test_teardown.py (100%) rename tests/{ => unit}/test_time_travel.py (100%) diff --git a/tests/conftest.py b/tests/conftest.py deleted file mode 100644 index b886d77c1..000000000 --- a/tests/conftest.py +++ /dev/null @@ -1,18 +0,0 @@ -import pytest -from pytest import Config, Session - -import agentops -from agentops.singleton import clear_singletons - -from .fixtures.event import llm_event_spy -from .fixtures.vcr import vcr_config - - -@pytest.fixture(autouse=True) -def setup_teardown(): - """ - Ensures that all agentops sessions are closed in-between tests - """ - clear_singletons() - yield - agentops.end_all_sessions() # teardown part diff --git a/tests/unit/__init__.py b/tests/unit/__init__.py new file mode 100644 index 000000000..e69de29bb diff --git a/tests/unit/conftest.py b/tests/unit/conftest.py new file mode 100644 index 000000000..8690f82b7 --- /dev/null +++ b/tests/unit/conftest.py @@ -0,0 +1,36 @@ +import contextlib +from typing import Iterator + +import pytest +import requests_mock +from pytest import Config, Session + +import agentops +from agentops.singleton import clear_singletons +from tests.fixtures.event import llm_event_spy +from tests.fixtures.vcr import vcr_config + +# Common JWT tokens used across tests +JWTS = ["some_jwt", "some_jwt2", "some_jwt3"] + + +@pytest.fixture(autouse=True) +def setup_teardown(): + """ + Ensures that all agentops sessions are closed and singletons are cleared in-between tests + """ + clear_singletons() + yield + agentops.end_all_sessions() # teardown part + + +@pytest.fixture(scope="session") +def api_key() -> str: + """Standard API key for testing""" + return "11111111-1111-4111-8111-111111111111" + + +@pytest.fixture(scope="session") +def base_url() -> str: + """Base API URL""" + return "https://api.agentops.ai" diff --git a/tests/test_agent.py b/tests/unit/test_agent.py similarity index 100% rename from tests/test_agent.py rename to tests/unit/test_agent.py diff --git a/tests/test_canary.py b/tests/unit/test_canary.py similarity index 100% rename from tests/test_canary.py rename to tests/unit/test_canary.py diff --git a/tests/test_decorators.py b/tests/unit/test_decorators.py similarity index 100% rename from tests/test_decorators.py rename to tests/unit/test_decorators.py diff --git a/tests/test_events.py b/tests/unit/test_events.py similarity index 100% rename from tests/test_events.py rename to tests/unit/test_events.py diff --git a/tests/test_host_env.py b/tests/unit/test_host_env.py similarity index 100% rename from tests/test_host_env.py rename to tests/unit/test_host_env.py diff --git a/tests/test_patcher.py b/tests/unit/test_patcher.py similarity index 100% rename from tests/test_patcher.py rename to tests/unit/test_patcher.py diff --git a/tests/test_pre_init.py b/tests/unit/test_pre_init.py similarity index 100% rename from tests/test_pre_init.py rename to tests/unit/test_pre_init.py diff --git a/tests/test_record_action.py b/tests/unit/test_record_action.py similarity index 100% rename from tests/test_record_action.py rename to tests/unit/test_record_action.py diff --git a/tests/test_record_tool.py b/tests/unit/test_record_tool.py similarity index 100% rename from tests/test_record_tool.py rename to tests/unit/test_record_tool.py diff --git a/tests/test_session.py b/tests/unit/test_session.py similarity index 100% rename from tests/test_session.py rename to tests/unit/test_session.py diff --git a/tests/test_singleton.py b/tests/unit/test_singleton.py similarity index 100% rename from tests/test_singleton.py rename to tests/unit/test_singleton.py diff --git a/tests/test_teardown.py b/tests/unit/test_teardown.py similarity index 100% rename from tests/test_teardown.py rename to tests/unit/test_teardown.py diff --git a/tests/test_time_travel.py b/tests/unit/test_time_travel.py similarity index 100% rename from tests/test_time_travel.py rename to tests/unit/test_time_travel.py From 2c3b19d22ddd4ca546be0e5fb837d6e23efa573a Mon Sep 17 00:00:00 2001 From: Teo Date: Sun, 12 Jan 2025 01:18:42 +0100 Subject: [PATCH 21/60] Isolate vcr_config import into tests/integration Signed-off-by: Teo --- tests/integration/conftest.py | 2 +- tests/unit/conftest.py | 33 ++++++++++++++++++++++++++++++++- 2 files changed, 33 insertions(+), 2 deletions(-) diff --git a/tests/integration/conftest.py b/tests/integration/conftest.py index 05e90a340..70beceb96 100644 --- a/tests/integration/conftest.py +++ b/tests/integration/conftest.py @@ -1,7 +1,7 @@ import pytest import agentops - +from tests.fixtures.vcr import vcr_config @pytest.fixture def agentops_session(): diff --git a/tests/unit/conftest.py b/tests/unit/conftest.py index 8690f82b7..0b31a25ad 100644 --- a/tests/unit/conftest.py +++ b/tests/unit/conftest.py @@ -8,7 +8,6 @@ import agentops from agentops.singleton import clear_singletons from tests.fixtures.event import llm_event_spy -from tests.fixtures.vcr import vcr_config # Common JWT tokens used across tests JWTS = ["some_jwt", "some_jwt2", "some_jwt3"] @@ -24,6 +23,38 @@ def setup_teardown(): agentops.end_all_sessions() # teardown part +# @contextlib.contextmanager +# @pytest.fixture(autouse=True) +# def mock_req() -> Iterator[requests_mock.Mocker]: +# """ +# Centralized request mocking for all tests. +# Mocks common API endpoints with standard responses. +# """ +# with requests_mock.Mocker() as m: +# url = "https://api.agentops.ai" +# +# # Mock API endpoints +# m.post(url + "/v2/create_events", json={"status": "ok"}) +# m.post(url + "/v2/developer_errors", json={"status": "ok"}) +# m.post(url + "/v2/update_session", json={"status": "success", "token_cost": 5}) +# m.post("https://pypi.org/pypi/agentops/json", status_code=404) +# +# # Use iterator for JWT tokens in session creation +# jwt_tokens = iter(JWTS) +# +# def create_session_response(request, context): +# context.status_code = 200 +# try: +# return {"status": "success", "jwt": next(jwt_tokens)} +# except StopIteration: +# return {"status": "success", "jwt": "some_jwt"} # Fallback JWT +# +# m.post(url + "/v2/create_session", json=create_session_response) +# m.post(url + "/v2/reauthorize_jwt", json={"status": "success", "jwt": "some_jwt"}) +# +# yield m + + @pytest.fixture(scope="session") def api_key() -> str: """Standard API key for testing""" From 6dbe54ba940e92f4e591ea45a1b26dbc7d249a0b Mon Sep 17 00:00:00 2001 From: Teo Date: Sun, 12 Jan 2025 01:46:30 +0100 Subject: [PATCH 22/60] configure pytest to run only unit tests by default, and include integration tests only when explicitly specified. Signed-off-by: Teo --- pyproject.toml | 6 ++---- 1 file changed, 2 insertions(+), 4 deletions(-) diff --git a/pyproject.toml b/pyproject.toml index 0c77c3c46..0f7568d71 100644 --- a/pyproject.toml +++ b/pyproject.toml @@ -99,10 +99,8 @@ max_line_length = 120 [tool.pytest.ini_options] asyncio_mode = "auto" asyncio_default_fixture_loop_scope = "module" # WARNING: Changing this may break tests. A `module`-scoped session might be faster, but also unstable. -test_paths = [ - "tests", -] -addopts = "--tb=short -p no:warnings --import-mode=importlib" +testpaths = ["tests/unit"] # Default to unit tests +addopts = "--tb=short -p no:warnings --import-mode=importlib --ignore=tests/integration" # Ignore integration by default pythonpath = ["."] faulthandler_timeout = 30 # Reduced from 60 timeout = 60 # Reduced from 300 From fb2be21e7ba12cdddd2445ba084efeac273aad15 Mon Sep 17 00:00:00 2001 From: Teo Date: Sun, 12 Jan 2025 03:32:41 +0100 Subject: [PATCH 23/60] ci(python-tests): separate job between unit-integration tests --- .github/workflows/python-tests.yaml | 48 +++++++++++++++++++++++++++-- 1 file changed, 45 insertions(+), 3 deletions(-) diff --git a/.github/workflows/python-tests.yaml b/.github/workflows/python-tests.yaml index fdf0b3879..220e78158 100644 --- a/.github/workflows/python-tests.yaml +++ b/.github/workflows/python-tests.yaml @@ -1,6 +1,18 @@ # :: Use nektos/act to run this locally # :: Example: # :: `act push -j python-tests --matrix python-version:3.10 --container-architecture linux/amd64` +# +# This workflow runs two separate test suites: +# 1. Unit Tests (python-tests job): +# - Runs across Python 3.9 to 3.13 +# - Located in tests/unit directory +# - Coverage report uploaded to Codecov for Python 3.11 only +# +# 2. Integration Tests (integration-tests job): +# - Runs only on Python 3.13 +# - Located in tests/integration directory +# - Longer timeout (15 min vs 10 min for unit tests) +# - Separate cache for dependencies name: Python Tests on: workflow_dispatch: {} @@ -23,7 +35,7 @@ on: - 'tests/**/*.ipynb' jobs: - python-tests: + unit-tests: runs-on: ubuntu-latest env: OPENAI_API_KEY: ${{ secrets.OPENAI_API_KEY }} @@ -49,10 +61,10 @@ jobs: run: | uv sync --group test --group dev - - name: Run tests with coverage + - name: Run unit tests with coverage timeout-minutes: 10 run: | - uv run -m pytest tests/ -v --cov=agentops --cov-report=xml + uv run -m pytest tests/unit -v --cov=agentops --cov-report=xml env: OPENAI_API_KEY: ${{ secrets.OPENAI_API_KEY }} AGENTOPS_API_KEY: ${{ secrets.AGENTOPS_API_KEY }} @@ -68,3 +80,33 @@ jobs: flags: unittests name: codecov-umbrella fail_ci_if_error: true # Should we? + + integration-tests: + runs-on: ubuntu-latest + env: + OPENAI_API_KEY: ${{ secrets.OPENAI_API_KEY }} + + steps: + - uses: actions/checkout@v4 + + - name: Setup UV + uses: astral-sh/setup-uv@v5 + continue-on-error: true + with: + python-version: "3.13" + enable-cache: true + cache-suffix: uv-3.13-integration + cache-dependency-glob: "**/pyproject.toml" + + - name: Install dependencies + run: | + uv sync --group test --group dev + + - name: Run integration tests + timeout-minutes: 15 + run: | + uv run -m pytest tests/integration -v --cov=agentops --cov-report=xml + env: + OPENAI_API_KEY: ${{ secrets.OPENAI_API_KEY }} + AGENTOPS_API_KEY: ${{ secrets.AGENTOPS_API_KEY }} + PYTHONUNBUFFERED: "1" From caa08df3ea4fbbefe6e5a33bfdb987d22089f3d3 Mon Sep 17 00:00:00 2001 From: Teo Date: Sun, 12 Jan 2025 03:38:04 +0100 Subject: [PATCH 24/60] set python-tests timeout to 5 minutes Signed-off-by: Teo --- .github/workflows/python-tests.yaml | 4 ++-- 1 file changed, 2 insertions(+), 2 deletions(-) diff --git a/.github/workflows/python-tests.yaml b/.github/workflows/python-tests.yaml index 220e78158..4bc78b73c 100644 --- a/.github/workflows/python-tests.yaml +++ b/.github/workflows/python-tests.yaml @@ -62,7 +62,7 @@ jobs: uv sync --group test --group dev - name: Run unit tests with coverage - timeout-minutes: 10 + timeout-minutes: 5 run: | uv run -m pytest tests/unit -v --cov=agentops --cov-report=xml env: @@ -103,7 +103,7 @@ jobs: uv sync --group test --group dev - name: Run integration tests - timeout-minutes: 15 + timeout-minutes: 5 run: | uv run -m pytest tests/integration -v --cov=agentops --cov-report=xml env: From 120c455bcf1234346c0b93009d563e937ca6b6d1 Mon Sep 17 00:00:00 2001 From: Teo Date: Sun, 12 Jan 2025 03:38:26 +0100 Subject: [PATCH 25/60] ruff Signed-off-by: Teo --- tests/integration/conftest.py | 1 + 1 file changed, 1 insertion(+) diff --git a/tests/integration/conftest.py b/tests/integration/conftest.py index 70beceb96..17aebee7c 100644 --- a/tests/integration/conftest.py +++ b/tests/integration/conftest.py @@ -3,6 +3,7 @@ import agentops from tests.fixtures.vcr import vcr_config + @pytest.fixture def agentops_session(): agentops.start_session() From 37edbc0b56250f20158afca99a2a463461d16f8e Mon Sep 17 00:00:00 2001 From: Teo Date: Sun, 12 Jan 2025 04:00:52 +0100 Subject: [PATCH 26/60] Implement jwt fixture, centralized reusable mock_req into conftest.py Signed-off-by: Teo reauthorize Signed-off-by: Teo --- tests/unit/conftest.py | 87 +++++++++++++++++++------------- tests/unit/test_canary.py | 12 ----- tests/unit/test_events.py | 14 ----- tests/unit/test_pre_init.py | 26 ++-------- tests/unit/test_record_action.py | 51 +++++++------------ tests/unit/test_record_tool.py | 30 ++--------- tests/unit/test_session.py | 40 +++++++-------- tests/unit/test_teardown.py | 14 +---- 8 files changed, 98 insertions(+), 176 deletions(-) diff --git a/tests/unit/conftest.py b/tests/unit/conftest.py index 0b31a25ad..45f83e00b 100644 --- a/tests/unit/conftest.py +++ b/tests/unit/conftest.py @@ -1,5 +1,7 @@ import contextlib -from typing import Iterator +import uuid +from collections import defaultdict +from typing import Dict, Iterator, List import pytest import requests_mock @@ -9,8 +11,20 @@ from agentops.singleton import clear_singletons from tests.fixtures.event import llm_event_spy -# Common JWT tokens used across tests -JWTS = ["some_jwt", "some_jwt2", "some_jwt3"] + +@pytest.fixture +def jwt(): + """Fixture that provides unique JWTs per session within a test""" + session_jwts = defaultdict(lambda: str(uuid.uuid4())) + session_count = 0 + + def get_jwt(): + nonlocal session_count + jwt = session_jwts[session_count] + session_count += 1 + return jwt + + return get_jwt @pytest.fixture(autouse=True) @@ -23,38 +37,6 @@ def setup_teardown(): agentops.end_all_sessions() # teardown part -# @contextlib.contextmanager -# @pytest.fixture(autouse=True) -# def mock_req() -> Iterator[requests_mock.Mocker]: -# """ -# Centralized request mocking for all tests. -# Mocks common API endpoints with standard responses. -# """ -# with requests_mock.Mocker() as m: -# url = "https://api.agentops.ai" -# -# # Mock API endpoints -# m.post(url + "/v2/create_events", json={"status": "ok"}) -# m.post(url + "/v2/developer_errors", json={"status": "ok"}) -# m.post(url + "/v2/update_session", json={"status": "success", "token_cost": 5}) -# m.post("https://pypi.org/pypi/agentops/json", status_code=404) -# -# # Use iterator for JWT tokens in session creation -# jwt_tokens = iter(JWTS) -# -# def create_session_response(request, context): -# context.status_code = 200 -# try: -# return {"status": "success", "jwt": next(jwt_tokens)} -# except StopIteration: -# return {"status": "success", "jwt": "some_jwt"} # Fallback JWT -# -# m.post(url + "/v2/create_session", json=create_session_response) -# m.post(url + "/v2/reauthorize_jwt", json={"status": "success", "jwt": "some_jwt"}) -# -# yield m - - @pytest.fixture(scope="session") def api_key() -> str: """Standard API key for testing""" @@ -65,3 +47,38 @@ def api_key() -> str: def base_url() -> str: """Base API URL""" return "https://api.agentops.ai" + + +@pytest.fixture(autouse=True) +def mock_req(base_url, jwt): + """ + Mocks AgentOps backend API requests. + """ + with requests_mock.Mocker() as m: + # Map session IDs to their JWTs + m.session_jwts = {} + + m.post(base_url + "/v2/create_events", json={"status": "ok"}) + + def create_session_response(request, context): + context.status_code = 200 + # Extract session_id from the request + session_id = request.json()["session"]["session_id"] + # Use the jwt fixture to get consistent JWTs + m.session_jwts[session_id] = jwt() + return {"status": "success", "jwt": m.session_jwts[session_id]} + + def reauthorize_jwt_response(request, context): + context.status_code = 200 + # Extract session_id from the request + session_id = request.json()["session_id"] + # Return the same JWT for this session + return {"status": "success", "jwt": m.session_jwts[session_id]} + + m.post(base_url + "/v2/create_session", json=create_session_response) + m.post(base_url + "/v2/update_session", json={"status": "success", "token_cost": 5}) + m.post(base_url + "/v2/developer_errors", json={"status": "ok"}) + m.post(base_url + "/v2/reauthorize_jwt", json=reauthorize_jwt_response) + m.post(base_url + "/v2/create_agent", json={"status": "success"}) + + yield m diff --git a/tests/unit/test_canary.py b/tests/unit/test_canary.py index 82ef3b972..2c79d3ee1 100644 --- a/tests/unit/test_canary.py +++ b/tests/unit/test_canary.py @@ -7,18 +7,6 @@ from agentops import ActionEvent -@pytest.fixture(autouse=True, scope="function") -def mock_req(): - with requests_mock.Mocker() as m: - url = "https://api.agentops.ai" - m.post(url + "/v2/create_events", json={"status": "ok"}) - m.post(url + "/v2/create_session", json={"status": "success", "jwt": "some_jwt"}) - m.post(url + "/v2/update_session", json={"status": "success", "token_cost": 5}) - m.post(url + "/v2/developer_errors", json={"status": "ok"}) - m.post("https://pypi.org/pypi/agentops/json", status_code=404) - yield m - - class TestCanary: def setup_method(self): self.url = "https://api.agentops.ai" diff --git a/tests/unit/test_events.py b/tests/unit/test_events.py index 3eb6bee94..e0c193bf5 100644 --- a/tests/unit/test_events.py +++ b/tests/unit/test_events.py @@ -7,20 +7,6 @@ from agentops import ActionEvent, ErrorEvent -@pytest.fixture(autouse=True, scope="function") -def mock_req(): - with requests_mock.Mocker() as m: - url = "https://api.agentops.ai" - m.post(url + "/v2/create_events", json={"status": "ok"}) - m.post(url + "/v2/create_session", json={"status": "success", "jwt": "some_jwt"}) - m.post(url + "/v2/update_session", json={"status": "success", "token_cost": 5}) - m.post(url + "/v2/developer_errors", json={"status": "ok"}) - m.post("https://pypi.org/pypi/agentops/json", status_code=404) - - m.post(url + "/v2/reauthorize_jwt", json={"status": "success", "jwt": "some_jwt"}) - yield m - - class TestEvents: def setup_method(self): self.api_key = "11111111-1111-4111-8111-111111111111" diff --git a/tests/unit/test_pre_init.py b/tests/unit/test_pre_init.py index 3ce63a8a4..c18fe659b 100644 --- a/tests/unit/test_pre_init.py +++ b/tests/unit/test_pre_init.py @@ -1,29 +1,13 @@ +import contextlib +import time +from datetime import datetime + import pytest import requests_mock -import time + import agentops from agentops import record_action, track_agent -from datetime import datetime from agentops.singleton import clear_singletons -import contextlib - -jwts = ["some_jwt", "some_jwt2", "some_jwt3"] - - -@contextlib.contextmanager -@pytest.fixture(autouse=True, scope="function") -def mock_req(): - with requests_mock.Mocker() as m: - url = "https://api.agentops.ai" - m.post(url + "/v2/create_agent", json={"status": "success"}) - m.post(url + "/v2/update_session", json={"status": "success", "token_cost": 5}) - m.post(url + "/v2/create_session", json={"status": "success", "jwt": "some_jwt"}) - m.post("https://pypi.org/pypi/agentops/json", status_code=404) - - m.post(url + "/v2/create_events", json={"status": "ok"}) - m.post(url + "/v2/developer_errors", json={"status": "ok"}) - - yield m @track_agent(name="TestAgent") diff --git a/tests/unit/test_record_action.py b/tests/unit/test_record_action.py index c5938fa41..631691428 100644 --- a/tests/unit/test_record_action.py +++ b/tests/unit/test_record_action.py @@ -1,39 +1,10 @@ -import contextlib import time from datetime import datetime import pytest -import requests_mock import agentops from agentops import record_action -from agentops.singleton import clear_singletons - -jwts = ["some_jwt", "some_jwt2", "some_jwt3"] - - -@contextlib.contextmanager -@pytest.fixture(autouse=True, scope="function") -def mock_req(): - with requests_mock.Mocker() as m: - url = "https://api.agentops.ai" - m.post(url + "/v2/create_events", json={"status": "ok"}) - - # Use iter to create an iterator that can return the jwt values - jwt_tokens = iter(jwts) - - # Use an inner function to change the response for each request - def create_session_response(request, context): - context.status_code = 200 - return {"status": "success", "jwt": next(jwt_tokens)} - - m.post(url + "/v2/create_session", json=create_session_response) - m.post(url + "/v2/create_events", json={"status": "ok"}) - m.post(url + "/v2/update_session", json={"status": "success", "token_cost": 5}) - m.post(url + "/v2/developer_errors", json={"status": "ok"}) - m.post("https://pypi.org/pypi/agentops/json", status_code=404) - - yield m class TestRecordAction: @@ -165,14 +136,20 @@ def add_three(x, y, z=3): request_json = mock_req.last_request.json() assert mock_req.last_request.headers["X-Agentops-Api-Key"] == self.api_key - assert mock_req.last_request.headers["Authorization"] == "Bearer some_jwt2" + assert ( + mock_req.last_request.headers["Authorization"] + == f"Bearer {mock_req.session_jwts[str(session_2.session_id)]}" + ) assert request_json["events"][0]["action_type"] == self.event_type assert request_json["events"][0]["params"] == {"x": 1, "y": 2, "z": 3} assert request_json["events"][0]["returns"] == 6 second_last_request_json = mock_req.request_history[-2].json() assert mock_req.request_history[-2].headers["X-Agentops-Api-Key"] == self.api_key - assert mock_req.request_history[-2].headers["Authorization"] == "Bearer some_jwt" + assert ( + mock_req.request_history[-2].headers["Authorization"] + == f"Bearer {mock_req.session_jwts[str(session_1.session_id)]}" + ) assert second_last_request_json["events"][0]["action_type"] == self.event_type assert second_last_request_json["events"][0]["params"] == { "x": 1, @@ -208,14 +185,20 @@ async def async_add(x, y): request_json = mock_req.last_request.json() assert mock_req.last_request.headers["X-Agentops-Api-Key"] == self.api_key - assert mock_req.last_request.headers["Authorization"] == "Bearer some_jwt2" + assert ( + mock_req.last_request.headers["Authorization"] + == f"Bearer {mock_req.session_jwts[str(session_2.session_id)]}" + ) assert request_json["events"][0]["action_type"] == self.event_type assert request_json["events"][0]["params"] == {"x": 1, "y": 2} assert request_json["events"][0]["returns"] == 3 second_last_request_json = mock_req.request_history[-2].json() assert mock_req.request_history[-2].headers["X-Agentops-Api-Key"] == self.api_key - assert mock_req.request_history[-2].headers["Authorization"] == "Bearer some_jwt" + assert ( + mock_req.request_history[-2].headers["Authorization"] + == f"Bearer {mock_req.session_jwts[str(session_1.session_id)]}" + ) assert second_last_request_json["events"][0]["action_type"] == self.event_type assert second_last_request_json["events"][0]["params"] == { "x": 1, @@ -226,7 +209,7 @@ async def async_add(x, y): session_1.end_session(end_state="Success") session_2.end_session(end_state="Success") - def test_require_session_if_multiple(self): + def test_require_session_if_multiple(self, mock_req): session_1 = agentops.start_session() session_2 = agentops.start_session() diff --git a/tests/unit/test_record_tool.py b/tests/unit/test_record_tool.py index 955effbbd..b7a92e9f8 100644 --- a/tests/unit/test_record_tool.py +++ b/tests/unit/test_record_tool.py @@ -11,26 +11,6 @@ jwts = ["some_jwt", "some_jwt2", "some_jwt3"] -@contextlib.contextmanager -@pytest.fixture(autouse=True) -def mock_req(): - with requests_mock.Mocker() as m: - url = "https://api.agentops.ai" - m.post(url + "/v2/create_events", json={"status": "ok"}) - - # Use iter to create an iterator that can return the jwt values - jwt_tokens = iter(jwts) - - # Use an inner function to change the response for each request - def create_session_response(request, context): - context.status_code = 200 - return {"status": "success", "jwt": next(jwt_tokens)} - - m.post(url + "/v2/create_session", json=create_session_response) - m.post(url + "/v2/update_session", json={"status": "success", "token_cost": 5}) - m.post(url + "/v2/developer_errors", json={"status": "ok"}) - - yield m class TestRecordTool: @@ -158,14 +138,14 @@ def add_three(x, y, z=3): request_json = mock_req.last_request.json() assert mock_req.last_request.headers["X-Agentops-Api-Key"] == self.api_key - assert mock_req.last_request.headers["Authorization"] == "Bearer some_jwt2" + assert mock_req.last_request.headers["Authorization"] == f"Bearer {mock_req.session_jwts[str(session_2.session_id)]}" assert request_json["events"][0]["name"] == self.tool_name assert request_json["events"][0]["params"] == {"x": 1, "y": 2, "z": 3} assert request_json["events"][0]["returns"] == 6 second_last_request_json = mock_req.request_history[-2].json() assert mock_req.request_history[-2].headers["X-Agentops-Api-Key"] == self.api_key - assert mock_req.request_history[-2].headers["Authorization"] == "Bearer some_jwt" + assert mock_req.request_history[-2].headers["Authorization"] == f"Bearer {mock_req.session_jwts[str(session_1.session_id)]}" assert second_last_request_json["events"][0]["name"] == self.tool_name assert second_last_request_json["events"][0]["params"] == { "x": 1, @@ -201,14 +181,14 @@ async def async_add(x, y): request_json = mock_req.last_request.json() assert mock_req.last_request.headers["X-Agentops-Api-Key"] == self.api_key - assert mock_req.last_request.headers["Authorization"] == "Bearer some_jwt2" + assert mock_req.last_request.headers["Authorization"] == f"Bearer {mock_req.session_jwts[str(session_2.session_id)]}" assert request_json["events"][0]["name"] == self.tool_name assert request_json["events"][0]["params"] == {"x": 1, "y": 2} assert request_json["events"][0]["returns"] == 3 second_last_request_json = mock_req.request_history[-2].json() assert mock_req.request_history[-2].headers["X-Agentops-Api-Key"] == self.api_key - assert mock_req.request_history[-2].headers["Authorization"] == "Bearer some_jwt" + assert mock_req.request_history[-2].headers["Authorization"] == f"Bearer {mock_req.session_jwts[str(session_1.session_id)]}" assert second_last_request_json["events"][0]["name"] == self.tool_name assert second_last_request_json["events"][0]["params"] == { "x": 1, @@ -219,7 +199,7 @@ async def async_add(x, y): session_1.end_session(end_state="Success") session_2.end_session(end_state="Success") - def test_require_session_if_multiple(self): + def test_require_session_if_multiple(self, mock_req): session_1 = agentops.start_session() session_2 = agentops.start_session() diff --git a/tests/unit/test_session.py b/tests/unit/test_session.py index e14b0c209..7be7bffe5 100644 --- a/tests/unit/test_session.py +++ b/tests/unit/test_session.py @@ -19,19 +19,6 @@ from agentops.singleton import clear_singletons -@pytest.fixture(autouse=True, scope="function") -def mock_req(): - with requests_mock.Mocker() as m: - url = "https://api.agentops.ai" - m.post(url + "/v2/create_events", json={"status": "ok"}) - m.post(url + "/v2/create_session", json={"status": "success", "jwt": "some_jwt"}) - m.post(url + "/v2/reauthorize_jwt", json={"status": "success", "jwt": "some_jwt"}) - m.post(url + "/v2/update_session", json={"status": "success", "token_cost": 5}) - m.post(url + "/v2/developer_errors", json={"status": "ok"}) - m.post("https://pypi.org/pypi/agentops/json", status_code=404) - yield m - - class TestNonInitializedSessions: def setup_method(self): self.api_key = "11111111-1111-4111-8111-111111111111" @@ -50,7 +37,7 @@ def setup_method(self): agentops.init(api_key=self.api_key, max_wait_time=50, auto_start_session=False) def test_session(self, mock_req): - agentops.start_session() + session = agentops.start_session() agentops.record(ActionEvent(self.event_type)) agentops.record(ActionEvent(self.event_type)) @@ -60,7 +47,7 @@ def test_session(self, mock_req): assert len(mock_req.request_history) == 3 time.sleep(0.15) - assert mock_req.last_request.headers["Authorization"] == "Bearer some_jwt" + assert mock_req.last_request.headers["Authorization"] == f"Bearer {mock_req.session_jwts[str(session.session_id)]}" request_json = mock_req.last_request.json() assert request_json["events"][0]["event_type"] == self.event_type @@ -70,7 +57,7 @@ def test_session(self, mock_req): # We should have 4 requests (additional end session) assert len(mock_req.request_history) == 4 - assert mock_req.last_request.headers["Authorization"] == "Bearer some_jwt" + assert mock_req.last_request.headers["Authorization"] == f"Bearer {mock_req.session_jwts[str(session.session_id)]}" request_json = mock_req.last_request.json() assert request_json["session"]["end_state"] == end_state assert len(request_json["session"]["tags"]) == 0 @@ -266,18 +253,27 @@ def test_two_sessions(self, mock_req): # 5 requests: check_for_updates, 2 start_session, 2 record_event assert len(mock_req.request_history) == 5 - assert mock_req.last_request.headers["Authorization"] == "Bearer some_jwt" - request_json = mock_req.last_request.json() - assert request_json["events"][0]["event_type"] == self.event_type + + # Check the last two requests instead of just the last one + last_request = mock_req.request_history[-1] + second_last_request = mock_req.request_history[-2] + + # Verify session_1's request + assert second_last_request.headers["Authorization"] == f"Bearer {mock_req.session_jwts[str(session_1.session_id)]}" + assert second_last_request.json()["events"][0]["event_type"] == self.event_type + + # Verify session_2's request + assert last_request.headers["Authorization"] == f"Bearer {mock_req.session_jwts[str(session_2.session_id)]}" + assert last_request.json()["events"][0]["event_type"] == self.event_type end_state = "Success" - + session_1.end_session(end_state) time.sleep(1.5) # Additional end session request assert len(mock_req.request_history) == 6 - assert mock_req.last_request.headers["Authorization"] == "Bearer some_jwt" + assert mock_req.last_request.headers["Authorization"] == f"Bearer {mock_req.session_jwts[str(session_1.session_id)]}" request_json = mock_req.last_request.json() assert request_json["session"]["end_state"] == end_state assert len(request_json["session"]["tags"]) == 0 @@ -285,7 +281,7 @@ def test_two_sessions(self, mock_req): session_2.end_session(end_state) # Additional end session request assert len(mock_req.request_history) == 7 - assert mock_req.last_request.headers["Authorization"] == "Bearer some_jwt" + assert mock_req.last_request.headers["Authorization"] == f"Bearer {mock_req.session_jwts[str(session_2.session_id)]}" request_json = mock_req.last_request.json() assert request_json["session"]["end_state"] == end_state assert len(request_json["session"]["tags"]) == 0 diff --git a/tests/unit/test_teardown.py b/tests/unit/test_teardown.py index 4911fc8bf..eadb5b549 100644 --- a/tests/unit/test_teardown.py +++ b/tests/unit/test_teardown.py @@ -1,19 +1,7 @@ import pytest import requests_mock -import agentops - -@pytest.fixture(autouse=True, scope="function") -def mock_req(): - with requests_mock.Mocker() as m: - url = "https://api.agentops.ai" - m.post(url + "/v2/create_events", json={"status": "ok"}) - m.post(url + "/v2/create_session", json={"status": "success", "jwt": "some_jwt"}) - m.post(url + "/v2/reauthorize_jwt", json={"status": "success", "jwt": "some_jwt"}) - m.post(url + "/v2/update_session", json={"status": "success", "token_cost": 5}) - m.post(url + "/v2/developer_errors", json={"status": "ok"}) - m.post("https://pypi.org/pypi/agentops/json", status_code=404) - yield m +import agentops class TestSessions: From 6be254a3644e7081890e14ce176e39e8e02f3ea7 Mon Sep 17 00:00:00 2001 From: Teo Date: Sun, 12 Jan 2025 04:18:49 +0100 Subject: [PATCH 27/60] ci(python-tests): simplify env management, remove cov from integration-teests Signed-off-by: Teo --- .github/workflows/python-tests.yaml | 17 +++++++---------- 1 file changed, 7 insertions(+), 10 deletions(-) diff --git a/.github/workflows/python-tests.yaml b/.github/workflows/python-tests.yaml index 4bc78b73c..2bc8c473f 100644 --- a/.github/workflows/python-tests.yaml +++ b/.github/workflows/python-tests.yaml @@ -1,6 +1,6 @@ # :: Use nektos/act to run this locally # :: Example: -# :: `act push -j python-tests --matrix python-version:3.10 --container-architecture linux/amd64` +# :: `act push -j unit-tests --matrix python-version:3.10 --container-architecture linux/amd64` # # This workflow runs two separate test suites: # 1. Unit Tests (python-tests job): @@ -13,6 +13,7 @@ # - Located in tests/integration directory # - Longer timeout (15 min vs 10 min for unit tests) # - Separate cache for dependencies + name: Python Tests on: workflow_dispatch: {} @@ -39,6 +40,8 @@ jobs: runs-on: ubuntu-latest env: OPENAI_API_KEY: ${{ secrets.OPENAI_API_KEY }} + AGENTOPS_API_KEY: ${{ secrets.AGENTOPS_API_KEY }} + PYTHONUNBUFFERED: "1" strategy: matrix: @@ -65,10 +68,6 @@ jobs: timeout-minutes: 5 run: | uv run -m pytest tests/unit -v --cov=agentops --cov-report=xml - env: - OPENAI_API_KEY: ${{ secrets.OPENAI_API_KEY }} - AGENTOPS_API_KEY: ${{ secrets.AGENTOPS_API_KEY }} - PYTHONUNBUFFERED: "1" # Only upload coverage report for python3.11 - name: Upload coverage to Codecov @@ -85,6 +84,8 @@ jobs: runs-on: ubuntu-latest env: OPENAI_API_KEY: ${{ secrets.OPENAI_API_KEY }} + AGENTOPS_API_KEY: ${{ secrets.AGENTOPS_API_KEY }} + PYTHONUNBUFFERED: "1" steps: - uses: actions/checkout@v4 @@ -105,8 +106,4 @@ jobs: - name: Run integration tests timeout-minutes: 5 run: | - uv run -m pytest tests/integration -v --cov=agentops --cov-report=xml - env: - OPENAI_API_KEY: ${{ secrets.OPENAI_API_KEY }} - AGENTOPS_API_KEY: ${{ secrets.AGENTOPS_API_KEY }} - PYTHONUNBUFFERED: "1" + uv run pytest tests/integration From 4d0d5a20699f44cd708871e762f6932f1af1e9af Mon Sep 17 00:00:00 2001 From: Teo Date: Sun, 12 Jan 2025 04:19:25 +0100 Subject: [PATCH 28/60] ruff Signed-off-by: Teo --- tests/unit/conftest.py | 2 +- tests/unit/test_record_tool.py | 22 ++++++++++++++++------ tests/unit/test_session.py | 28 ++++++++++++++++++++-------- 3 files changed, 37 insertions(+), 15 deletions(-) diff --git a/tests/unit/conftest.py b/tests/unit/conftest.py index 45f83e00b..90414a9c4 100644 --- a/tests/unit/conftest.py +++ b/tests/unit/conftest.py @@ -57,7 +57,7 @@ def mock_req(base_url, jwt): with requests_mock.Mocker() as m: # Map session IDs to their JWTs m.session_jwts = {} - + m.post(base_url + "/v2/create_events", json={"status": "ok"}) def create_session_response(request, context): diff --git a/tests/unit/test_record_tool.py b/tests/unit/test_record_tool.py index b7a92e9f8..aa5bb2576 100644 --- a/tests/unit/test_record_tool.py +++ b/tests/unit/test_record_tool.py @@ -11,8 +11,6 @@ jwts = ["some_jwt", "some_jwt2", "some_jwt3"] - - class TestRecordTool: def setup_method(self): self.url = "https://api.agentops.ai" @@ -138,14 +136,20 @@ def add_three(x, y, z=3): request_json = mock_req.last_request.json() assert mock_req.last_request.headers["X-Agentops-Api-Key"] == self.api_key - assert mock_req.last_request.headers["Authorization"] == f"Bearer {mock_req.session_jwts[str(session_2.session_id)]}" + assert ( + mock_req.last_request.headers["Authorization"] + == f"Bearer {mock_req.session_jwts[str(session_2.session_id)]}" + ) assert request_json["events"][0]["name"] == self.tool_name assert request_json["events"][0]["params"] == {"x": 1, "y": 2, "z": 3} assert request_json["events"][0]["returns"] == 6 second_last_request_json = mock_req.request_history[-2].json() assert mock_req.request_history[-2].headers["X-Agentops-Api-Key"] == self.api_key - assert mock_req.request_history[-2].headers["Authorization"] == f"Bearer {mock_req.session_jwts[str(session_1.session_id)]}" + assert ( + mock_req.request_history[-2].headers["Authorization"] + == f"Bearer {mock_req.session_jwts[str(session_1.session_id)]}" + ) assert second_last_request_json["events"][0]["name"] == self.tool_name assert second_last_request_json["events"][0]["params"] == { "x": 1, @@ -181,14 +185,20 @@ async def async_add(x, y): request_json = mock_req.last_request.json() assert mock_req.last_request.headers["X-Agentops-Api-Key"] == self.api_key - assert mock_req.last_request.headers["Authorization"] == f"Bearer {mock_req.session_jwts[str(session_2.session_id)]}" + assert ( + mock_req.last_request.headers["Authorization"] + == f"Bearer {mock_req.session_jwts[str(session_2.session_id)]}" + ) assert request_json["events"][0]["name"] == self.tool_name assert request_json["events"][0]["params"] == {"x": 1, "y": 2} assert request_json["events"][0]["returns"] == 3 second_last_request_json = mock_req.request_history[-2].json() assert mock_req.request_history[-2].headers["X-Agentops-Api-Key"] == self.api_key - assert mock_req.request_history[-2].headers["Authorization"] == f"Bearer {mock_req.session_jwts[str(session_1.session_id)]}" + assert ( + mock_req.request_history[-2].headers["Authorization"] + == f"Bearer {mock_req.session_jwts[str(session_1.session_id)]}" + ) assert second_last_request_json["events"][0]["name"] == self.tool_name assert second_last_request_json["events"][0]["params"] == { "x": 1, diff --git a/tests/unit/test_session.py b/tests/unit/test_session.py index 7be7bffe5..3d5d38dd5 100644 --- a/tests/unit/test_session.py +++ b/tests/unit/test_session.py @@ -47,7 +47,9 @@ def test_session(self, mock_req): assert len(mock_req.request_history) == 3 time.sleep(0.15) - assert mock_req.last_request.headers["Authorization"] == f"Bearer {mock_req.session_jwts[str(session.session_id)]}" + assert ( + mock_req.last_request.headers["Authorization"] == f"Bearer {mock_req.session_jwts[str(session.session_id)]}" + ) request_json = mock_req.last_request.json() assert request_json["events"][0]["event_type"] == self.event_type @@ -57,7 +59,9 @@ def test_session(self, mock_req): # We should have 4 requests (additional end session) assert len(mock_req.request_history) == 4 - assert mock_req.last_request.headers["Authorization"] == f"Bearer {mock_req.session_jwts[str(session.session_id)]}" + assert ( + mock_req.last_request.headers["Authorization"] == f"Bearer {mock_req.session_jwts[str(session.session_id)]}" + ) request_json = mock_req.last_request.json() assert request_json["session"]["end_state"] == end_state assert len(request_json["session"]["tags"]) == 0 @@ -253,13 +257,15 @@ def test_two_sessions(self, mock_req): # 5 requests: check_for_updates, 2 start_session, 2 record_event assert len(mock_req.request_history) == 5 - + # Check the last two requests instead of just the last one last_request = mock_req.request_history[-1] second_last_request = mock_req.request_history[-2] - + # Verify session_1's request - assert second_last_request.headers["Authorization"] == f"Bearer {mock_req.session_jwts[str(session_1.session_id)]}" + assert ( + second_last_request.headers["Authorization"] == f"Bearer {mock_req.session_jwts[str(session_1.session_id)]}" + ) assert second_last_request.json()["events"][0]["event_type"] == self.event_type # Verify session_2's request @@ -267,13 +273,16 @@ def test_two_sessions(self, mock_req): assert last_request.json()["events"][0]["event_type"] == self.event_type end_state = "Success" - + session_1.end_session(end_state) time.sleep(1.5) # Additional end session request assert len(mock_req.request_history) == 6 - assert mock_req.last_request.headers["Authorization"] == f"Bearer {mock_req.session_jwts[str(session_1.session_id)]}" + assert ( + mock_req.last_request.headers["Authorization"] + == f"Bearer {mock_req.session_jwts[str(session_1.session_id)]}" + ) request_json = mock_req.last_request.json() assert request_json["session"]["end_state"] == end_state assert len(request_json["session"]["tags"]) == 0 @@ -281,7 +290,10 @@ def test_two_sessions(self, mock_req): session_2.end_session(end_state) # Additional end session request assert len(mock_req.request_history) == 7 - assert mock_req.last_request.headers["Authorization"] == f"Bearer {mock_req.session_jwts[str(session_2.session_id)]}" + assert ( + mock_req.last_request.headers["Authorization"] + == f"Bearer {mock_req.session_jwts[str(session_2.session_id)]}" + ) request_json = mock_req.last_request.json() assert request_json["session"]["end_state"] == end_state assert len(request_json["session"]["tags"]) == 0 From 2a860c8b9af0d1fa9a1ed86eca179629ceca1450 Mon Sep 17 00:00:00 2001 From: Teo Date: Sun, 12 Jan 2025 04:24:28 +0100 Subject: [PATCH 29/60] fix: cassette for test_concurrent_api_requests Signed-off-by: Teo --- .../test_concurrent_api_requests.yaml | 251 ++++++++++++------ 1 file changed, 177 insertions(+), 74 deletions(-) diff --git a/tests/fixtures/recordings/test_concurrent_api_requests.yaml b/tests/fixtures/recordings/test_concurrent_api_requests.yaml index 88ec078e1..3d429b304 100644 --- a/tests/fixtures/recordings/test_concurrent_api_requests.yaml +++ b/tests/fixtures/recordings/test_concurrent_api_requests.yaml @@ -1,4 +1,108 @@ interactions: +- request: + body: '{"session": {"end_timestamp": null, "end_state": "Indeterminate", "session_id": + "b6dde605-486f-4b05-a2da-21587b2c43c3", "init_timestamp": "2025-01-12T03:23:33.063611+00:00", + "tags": [], "video": null, "end_state_reason": null, "host_env": {"SDK": {"AgentOps + SDK Version": "0.3.22", "Python Version": "3.13.0", "System Packages": {"future_fstrings": + "1.2.0", "importlib.metadata": "6.7.0", "pluggy": "1.2.0", "iniconfig": "2.0.0", + "pytest": "7.4.0", "pytest_recording": "0.13.2", "termcolor": "2.3.0", "pytest_sugar": + "1.0.0", "pytest_cov": "4.1.0", "coverage": "7.2.7", "pytest_mock": "3.11.1", + "pytest_asyncio": "0.21.2", "urllib3": "2.3.0", "charset_normalizer": "3.4.0", + "idna": "3.10", "certifi": "2024.8.30", "requests": "2.31.0", "six": "1.16.0", + "requests_mock": "1.11.0", "pyfakefs": "5.7.1", "fancycompleter": "0.9.1", "sniffio": + "1.3.1", "anyio": "4.7.0", "colorama": "0.4.6", "networkx": "2.6.3", "pytest_depends": + "1.0.1", "psutil": "5.9.8", "packaging": "23.2", "wrapt": "1.16.0", "deprecated": + "1.2.15", "zipp": "3.15.0", "importlib_metadata": "6.7.0", "opentelemetry.sdk": + "1.29.0", "agentops": "0.3.22", "typing_extensions": "4.12.2", "pydantic": "2.10.4", + "annotated_types": "0.7.0", "pydantic_core": "2.27.2", "click": "8.1.8", "pygments": + "2.17.2", "rich": "13.8.1", "httpx": "0.28.1", "distro": "1.9.0", "jiter": "0.8.2", + "openai": "1.58.1", "starlette": "0.41.3", "email_validator": "2.2.0", "python_multipart": + "0.0.20", "fastapi": "0.115.6", "h11": "0.14.0", "httpcore": "1.0.7"}}, "OS": + {"Hostname": "c0.station", "OS": "Darwin", "OS Version": "Darwin Kernel Version + 24.1.0: Thu Oct 10 21:03:11 PDT 2024; root:xnu-11215.41.3~2/RELEASE_ARM64_T6020", + "OS Release": "24.1.0"}, "CPU": {"Physical cores": 12, "Total cores": 12, "CPU + Usage": "17.0%"}, "RAM": {"Total": "16.00 GB", "Available": "4.45 GB", "Used": + "6.39 GB", "Percentage": "72.2%"}, "Disk": {"/dev/disk3s1s1": {"Mountpoint": + "/", "Total": "926.35 GB", "Used": "10.00 GB", "Free": "121.31 GB", "Percentage": + "7.6%"}, "/dev/disk3s6": {"Mountpoint": "/System/Volumes/VM", "Total": "926.35 + GB", "Used": "3.00 GB", "Free": "121.31 GB", "Percentage": "2.4%"}, "/dev/disk3s2": + {"Mountpoint": "/System/Volumes/Preboot", "Total": "926.35 GB", "Used": "6.15 + GB", "Free": "121.31 GB", "Percentage": "4.8%"}, "/dev/disk3s4": {"Mountpoint": + "/System/Volumes/Update", "Total": "926.35 GB", "Used": "0.00 GB", "Free": "121.31 + GB", "Percentage": "0.0%"}, "/dev/disk1s2": {"Mountpoint": "/System/Volumes/xarts", + "Total": "0.49 GB", "Used": "0.01 GB", "Free": "0.47 GB", "Percentage": "1.2%"}, + "/dev/disk1s1": {"Mountpoint": "/System/Volumes/iSCPreboot", "Total": "0.49 + GB", "Used": "0.01 GB", "Free": "0.47 GB", "Percentage": "1.1%"}, "/dev/disk1s3": + {"Mountpoint": "/System/Volumes/Hardware", "Total": "0.49 GB", "Used": "0.00 + GB", "Free": "0.47 GB", "Percentage": "0.8%"}, "/dev/disk3s5": {"Mountpoint": + "/System/Volumes/Data", "Total": "926.35 GB", "Used": "784.80 GB", "Free": "121.31 + GB", "Percentage": "86.6%"}}, "Installed Packages": {"Installed Packages": {"agentops": + "0.3.22", "rich": "13.8.1", "rich-toolkit": "0.12.0", "pytest-recording": "0.13.2", + "shellingham": "1.5.4", "opentelemetry-api": "1.29.0", "opentelemetry-proto": + "1.29.0", "idna": "3.10", "fastapi": "0.115.6", "PyYAML": "6.0.1", "types-urllib3": + "1.26.25.14", "Pygments": "2.17.2", "networkx": "2.6.3", "colorama": "0.4.6", + "uvicorn": "0.34.0", "typer": "0.15.1", "fancycompleter": "0.9.1", "googleapis-common-protos": + "1.66.0", "dnspython": "2.7.0", "multidict": "6.0.5", "six": "1.16.0", "mypy-extensions": + "1.0.0", "pluggy": "1.2.0", "h11": "0.14.0", "opentelemetry-sdk": "1.29.0", + "pytest-sugar": "1.0.0", "pyrepl": "0.9.0", "iniconfig": "2.0.0", "tqdm": "4.67.1", + "urllib3": "2.3.0", "protobuf": "5.29.3", "python-dotenv": "0.21.1", "click": + "8.1.8", "numpy": "1.26.4", "zipp": "3.15.0", "packaging": "23.2", "markdown-it-py": + "2.2.0", "certifi": "2024.8.30", "pytest-cov": "4.1.0", "openai": "1.58.1", + "opentelemetry-semantic-conventions": "0.50b0", "propcache": "0.2.1", "Jinja2": + "3.1.5", "SQLAlchemy": "2.0.36", "vcrpy": "7.0.0", "requests": "2.31.0", "pytest": + "7.4.0", "sniffio": "1.3.1", "pytest-mock": "3.11.1", "fastapi-cli": "0.0.7", + "mdurl": "0.1.2", "opentelemetry-exporter-otlp-proto-common": "1.29.0", "yarl": + "1.18.3", "Deprecated": "1.2.15", "importlib-metadata": "6.7.0", "psutil": "5.9.8", + "pydantic_core": "2.27.2", "httpcore": "1.0.7", "websockets": "14.1", "pydantic": + "2.10.4", "future-fstrings": "1.2.0", "pytest-asyncio": "0.21.2", "python-multipart": + "0.0.20", "starlette": "0.41.3", "requests-mock": "1.11.0", "distro": "1.9.0", + "jiter": "0.8.2", "ruff": "0.8.1", "pyfakefs": "5.7.1", "httptools": "0.6.4", + "typing_extensions": "4.12.2", "wmctrl": "0.5", "httpx": "0.28.1", "attrs": + "24.3.0", "anyio": "4.7.0", "mypy": "1.4.1", "watchfiles": "1.0.4", "email_validator": + "2.2.0", "charset-normalizer": "3.4.0", "pdbpp": "0.10.3", "langchain": "0.0.27", + "uvloop": "0.21.0", "termcolor": "2.3.0", "annotated-types": "0.7.0", "pytest-depends": + "1.0.1", "opentelemetry-exporter-otlp-proto-http": "1.29.0", "types-requests": + "2.31.0.6", "wrapt": "1.16.0", "coverage": "7.2.7", "MarkupSafe": "3.0.2"}}, + "Project Working Directory": {"Project Working Directory": "/Users/noob/agentops"}, + "Virtual Environment": {"Virtual Environment": "/Users/noob/agentops/.venv"}}, + "config": "", "jwt": null, "_lock": "", "_end_session_lock": "", "token_cost": + "", "_session_url": "", "event_counts": {"llms": 0, "tools": 0, "actions": 0, + "errors": 0, "apis": 0}}}' + headers: + Accept: + - '*/*' + Accept-Encoding: + - gzip, deflate + Connection: + - keep-alive + Content-Length: + - '5519' + Content-Type: + - application/json; charset=UTF-8 + Keep-Alive: + - timeout=10, max=1000 + User-Agent: + - python-requests/2.31.0 + x-agentops-api-key: + - REDACTED + method: POST + uri: https://api.agentops.ai/v2/create_session + response: + body: + string: '{"jwt":"REDACTED","session_url":"https://app.agentops.ai/drilldown?session_id=b6dde605-486f-4b05-a2da-21587b2c43c3","status":"Success"}' + headers: + Content-Length: + - '310' + Content-Type: + - application/json + Date: + - Sun, 12 Jan 2025 03:23:33 GMT + Server: + - railway-edge + X-Railway-Request-Id: REDACTED + status: + code: 200 + message: OK - request: body: '' headers: @@ -16,7 +120,7 @@ interactions: uri: http://testserver/completion response: body: - string: '{"response":"Done","execution_time_seconds":0.075}' + string: '{"response":"Done","execution_time_seconds":0.066}' headers: content-length: - '50' @@ -42,7 +146,7 @@ interactions: uri: http://testserver/completion response: body: - string: '{"response":"Done","execution_time_seconds":0.074}' + string: '{"response":"Done","execution_time_seconds":0.066}' headers: content-length: - '50' @@ -52,15 +156,15 @@ interactions: code: 200 message: OK - request: - body: '{"events": [{"id": "11dcaf1e-c07f-4e7b-8283-d656a63b78b4", "event_type": - "tools", "init_timestamp": "2025-01-10T22:22:37.387423+00:00", "end_timestamp": - "2025-01-10T22:22:37.459013+00:00", "params": {"x": "Hello"}, "returns": null, + body: '{"events": [{"id": "ff3bac2b-9c2f-42b2-bf72-1acf0ea17bb2", "event_type": + "tools", "init_timestamp": "2025-01-12T03:23:33.896970+00:00", "end_timestamp": + "2025-01-12T03:23:33.963196+00:00", "params": {"x": "Hello"}, "returns": null, "agent_id": null, "name": "foo", "logs": null, "tool_name": "foo", "session_id": - "303bf574-be63-4205-98ef-bcfd8d9e9b38"}, {"id": "3cecd1ac-c2bf-43fb-bdbe-9e4d3dac50f0", - "event_type": "tools", "init_timestamp": "2025-01-10T22:22:37.387103+00:00", - "end_timestamp": "2025-01-10T22:22:37.459201+00:00", "params": {"x": "Hello"}, + "b6dde605-486f-4b05-a2da-21587b2c43c3"}, {"id": "fb4199a4-f39b-41a4-ad84-e33137ad57c4", + "event_type": "tools", "init_timestamp": "2025-01-12T03:23:33.897051+00:00", + "end_timestamp": "2025-01-12T03:23:33.963347+00:00", "params": {"x": "Hello"}, "returns": null, "agent_id": null, "name": "foo", "logs": null, "tool_name": - "foo", "session_id": "303bf574-be63-4205-98ef-bcfd8d9e9b38"}]}' + "foo", "session_id": "b6dde605-486f-4b05-a2da-21587b2c43c3"}]}' headers: Accept: - '*/*' @@ -91,7 +195,7 @@ interactions: Content-Type: - application/json Date: - - Fri, 10 Jan 2025 22:22:38 GMT + - Sun, 12 Jan 2025 03:23:34 GMT Server: - railway-edge X-Railway-Request-Id: REDACTED @@ -99,70 +203,69 @@ interactions: code: 200 message: OK - request: - body: '{"session": {"end_timestamp": "2025-01-10T22:22:38.118351+00:00", "end_state": - "Indeterminate", "session_id": "303bf574-be63-4205-98ef-bcfd8d9e9b38", "init_timestamp": - "2025-01-10T22:22:36.560717+00:00", "tags": [], "video": null, "end_state_reason": - null, "host_env": {"SDK": {"AgentOps SDK Version": "0.3.21", "Python Version": + body: '{"session": {"end_timestamp": "2025-01-12T03:23:34.764692+00:00", "end_state": + "Indeterminate", "session_id": "b6dde605-486f-4b05-a2da-21587b2c43c3", "init_timestamp": + "2025-01-12T03:23:33.063611+00:00", "tags": [], "video": null, "end_state_reason": + null, "host_env": {"SDK": {"AgentOps SDK Version": "0.3.22", "Python Version": "3.13.0", "System Packages": {"future_fstrings": "1.2.0", "importlib.metadata": "6.7.0", "pluggy": "1.2.0", "iniconfig": "2.0.0", "pytest": "7.4.0", "pytest_recording": "0.13.2", "termcolor": "2.3.0", "pytest_sugar": "1.0.0", "pytest_cov": "4.1.0", - "coverage": "7.2.7", "pytest_mock": "3.11.1", "pytest_spec": "4.0.0", "pytest_asyncio": - "0.21.2", "urllib3": "2.3.0", "charset_normalizer": "3.4.0", "idna": "3.10", - "certifi": "2024.8.30", "requests": "2.31.0", "six": "1.16.0", "requests_mock": - "1.11.0", "pyfakefs": "5.7.1", "fancycompleter": "0.9.1", "sniffio": "1.3.1", - "anyio": "4.7.0", "colorama": "0.4.6", "networkx": "2.6.3", "pytest_depends": - "1.0.1", "typing_extensions": "4.12.2", "pydantic": "2.10.4", "annotated_types": - "0.7.0", "pydantic_core": "2.27.2", "click": "8.1.8", "pygments": "2.17.2", - "rich": "13.8.1", "httpx": "0.28.1", "distro": "1.9.0", "jiter": "0.8.2", "openai": - "1.58.1", "starlette": "0.41.3", "email_validator": "2.2.0", "python_multipart": - "0.0.20", "fastapi": "0.115.6", "psutil": "5.9.8", "packaging": "23.2", "wrapt": - "1.16.0", "deprecated": "1.2.15", "zipp": "3.15.0", "importlib_metadata": 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"Free": "121.55 - GB", "Percentage": "0.0%"}, "/dev/disk1s2": {"Mountpoint": "/System/Volumes/xarts", - "Total": "0.49 GB", "Used": "0.01 GB", "Free": "0.47 GB", "Percentage": "1.2%"}, - "/dev/disk1s1": {"Mountpoint": "/System/Volumes/iSCPreboot", "Total": "0.49 - GB", "Used": "0.01 GB", "Free": "0.47 GB", "Percentage": "1.1%"}, "/dev/disk1s3": - {"Mountpoint": "/System/Volumes/Hardware", "Total": "0.49 GB", "Used": "0.00 - GB", "Free": "0.47 GB", "Percentage": "0.8%"}, "/dev/disk3s5": {"Mountpoint": - "/System/Volumes/Data", "Total": "926.35 GB", "Used": "784.55 GB", "Free": "121.55 - GB", "Percentage": "86.6%"}}, "Installed Packages": {"Installed Packages": {"agentops": - "0.3.21", "rich": "13.8.1", "rich-toolkit": "0.12.0", "pytest-recording": "0.13.2", - "shellingham": "1.5.4", "idna": "3.10", "fastapi": "0.115.6", "PyYAML": "6.0.1", - "opentelemetry-exporter-otlp-proto-http": "1.22.0", "types-urllib3": "1.26.25.14", - "Pygments": "2.17.2", "opentelemetry-semantic-conventions": "0.43b0", "networkx": - "2.6.3", "colorama": "0.4.6", "uvicorn": "0.34.0", "typer": "0.15.1", "fancycompleter": - "0.9.1", "googleapis-common-protos": "1.66.0", "dnspython": "2.7.0", "opentelemetry-exporter-otlp-proto-common": - "1.22.0", "multidict": "6.0.5", "six": "1.16.0", "mypy-extensions": "1.0.0", - "pluggy": "1.2.0", "h11": "0.14.0", "pytest-sugar": "1.0.0", "pyrepl": "0.9.0", - "iniconfig": "2.0.0", "tqdm": "4.67.1", "urllib3": "2.3.0", "python-dotenv": - "0.21.1", "click": "8.1.8", "numpy": "1.26.4", "zipp": "3.15.0", "packaging": - "23.2", "markdown-it-py": "2.2.0", "certifi": "2024.8.30", "pytest-cov": "4.1.0", - "openai": "1.58.1", "propcache": "0.2.1", "Jinja2": "3.1.5", "SQLAlchemy": "2.0.36", - "requests": "2.31.0", "pytest": "7.4.0", "sniffio": "1.3.1", "pytest-mock": - "3.11.1", "fastapi-cli": "0.0.7", "mdurl": "0.1.2", "yarl": "1.18.3", "Deprecated": - "1.2.15", "opentelemetry-sdk": "1.22.0", "importlib-metadata": "6.7.0", "psutil": - "5.9.8", "protobuf": "4.24.4", "pydantic_core": "2.27.2", "pytest-spec": "4.0.0", - "httpcore": "1.0.7", "websockets": "14.1", "pydantic": "2.10.4", "future-fstrings": - "1.2.0", "pytest-asyncio": "0.21.2", "python-multipart": "0.0.20", "starlette": - "0.41.3", "requests-mock": "1.11.0", "distro": "1.9.0", "jiter": "0.8.2", "ruff": - "0.8.1", "pyfakefs": "5.7.1", "httptools": "0.6.4", "typing_extensions": "4.12.2", - "wmctrl": "0.5", "opentelemetry-api": "1.22.0", "httpx": "0.28.1", "attrs": - "24.3.0", "anyio": "4.7.0", "mypy": "1.4.1", "watchfiles": "1.0.4", "email_validator": - "2.2.0", "charset-normalizer": "3.4.0", "backoff": "2.2.1", "opentelemetry-proto": - "1.22.0", "pdbpp": "0.10.3", "langchain": "0.0.27", "vcrpy": "6.0.2", "uvloop": - "0.21.0", "termcolor": "2.3.0", "annotated-types": "0.7.0", "pytest-depends": - "1.0.1", "types-requests": "2.31.0.6", "wrapt": "1.16.0", "coverage": "7.2.7", + "coverage": "7.2.7", "pytest_mock": "3.11.1", "pytest_asyncio": "0.21.2", "urllib3": + "2.3.0", "charset_normalizer": "3.4.0", "idna": "3.10", "certifi": "2024.8.30", + "requests": "2.31.0", "six": "1.16.0", "requests_mock": "1.11.0", "pyfakefs": + "5.7.1", "fancycompleter": "0.9.1", "sniffio": "1.3.1", "anyio": "4.7.0", "colorama": + "0.4.6", "networkx": "2.6.3", "pytest_depends": "1.0.1", "psutil": "5.9.8", + "packaging": "23.2", "wrapt": "1.16.0", "deprecated": "1.2.15", "zipp": "3.15.0", + "importlib_metadata": "6.7.0", "opentelemetry.sdk": "1.29.0", "agentops": "0.3.22", + "typing_extensions": "4.12.2", "pydantic": "2.10.4", "annotated_types": "0.7.0", + "pydantic_core": "2.27.2", "click": "8.1.8", "pygments": "2.17.2", "rich": "13.8.1", + "httpx": "0.28.1", "distro": "1.9.0", "jiter": "0.8.2", "openai": "1.58.1", + "starlette": "0.41.3", "email_validator": "2.2.0", "python_multipart": "0.0.20", + "fastapi": "0.115.6", "h11": "0.14.0", "httpcore": "1.0.7"}}, "OS": {"Hostname": + "c0.station", "OS": "Darwin", "OS Version": "Darwin Kernel Version 24.1.0: Thu + Oct 10 21:03:11 PDT 2024; root:xnu-11215.41.3~2/RELEASE_ARM64_T6020", "OS Release": + "24.1.0"}, "CPU": {"Physical cores": 12, "Total cores": 12, "CPU Usage": "17.0%"}, + "RAM": {"Total": "16.00 GB", "Available": "4.45 GB", "Used": "6.39 GB", "Percentage": + "72.2%"}, "Disk": {"/dev/disk3s1s1": {"Mountpoint": "/", "Total": "926.35 GB", + "Used": "10.00 GB", "Free": "121.31 GB", "Percentage": "7.6%"}, "/dev/disk3s6": + {"Mountpoint": "/System/Volumes/VM", "Total": "926.35 GB", "Used": "3.00 GB", + "Free": "121.31 GB", "Percentage": "2.4%"}, "/dev/disk3s2": {"Mountpoint": "/System/Volumes/Preboot", + "Total": "926.35 GB", "Used": "6.15 GB", "Free": "121.31 GB", "Percentage": + "4.8%"}, "/dev/disk3s4": {"Mountpoint": "/System/Volumes/Update", "Total": "926.35 + GB", "Used": "0.00 GB", "Free": "121.31 GB", "Percentage": "0.0%"}, "/dev/disk1s2": + {"Mountpoint": "/System/Volumes/xarts", "Total": "0.49 GB", "Used": "0.01 GB", + "Free": "0.47 GB", "Percentage": "1.2%"}, "/dev/disk1s1": {"Mountpoint": "/System/Volumes/iSCPreboot", + "Total": "0.49 GB", "Used": "0.01 GB", "Free": "0.47 GB", "Percentage": "1.1%"}, + "/dev/disk1s3": {"Mountpoint": "/System/Volumes/Hardware", "Total": "0.49 GB", + "Used": "0.00 GB", "Free": "0.47 GB", "Percentage": "0.8%"}, "/dev/disk3s5": + {"Mountpoint": "/System/Volumes/Data", "Total": "926.35 GB", "Used": "784.80 + GB", "Free": "121.31 GB", "Percentage": "86.6%"}}, "Installed Packages": {"Installed + Packages": {"agentops": "0.3.22", "rich": "13.8.1", "rich-toolkit": "0.12.0", + "pytest-recording": "0.13.2", "shellingham": "1.5.4", "opentelemetry-api": "1.29.0", + "opentelemetry-proto": "1.29.0", "idna": "3.10", "fastapi": "0.115.6", "PyYAML": + "6.0.1", "types-urllib3": "1.26.25.14", "Pygments": "2.17.2", "networkx": "2.6.3", + "colorama": "0.4.6", "uvicorn": "0.34.0", "typer": "0.15.1", "fancycompleter": + "0.9.1", "googleapis-common-protos": "1.66.0", "dnspython": "2.7.0", "multidict": + "6.0.5", "six": "1.16.0", "mypy-extensions": "1.0.0", "pluggy": "1.2.0", "h11": + "0.14.0", "opentelemetry-sdk": "1.29.0", "pytest-sugar": "1.0.0", "pyrepl": + "0.9.0", "iniconfig": "2.0.0", "tqdm": "4.67.1", "urllib3": "2.3.0", "protobuf": + "5.29.3", "python-dotenv": "0.21.1", "click": "8.1.8", "numpy": "1.26.4", "zipp": + "3.15.0", "packaging": "23.2", "markdown-it-py": "2.2.0", "certifi": "2024.8.30", + "pytest-cov": "4.1.0", "openai": "1.58.1", "opentelemetry-semantic-conventions": + "0.50b0", "propcache": "0.2.1", "Jinja2": "3.1.5", "SQLAlchemy": "2.0.36", "vcrpy": + "7.0.0", "requests": "2.31.0", "pytest": "7.4.0", "sniffio": "1.3.1", "pytest-mock": + "3.11.1", "fastapi-cli": "0.0.7", "mdurl": "0.1.2", "opentelemetry-exporter-otlp-proto-common": + "1.29.0", "yarl": "1.18.3", "Deprecated": "1.2.15", "importlib-metadata": "6.7.0", + "psutil": "5.9.8", "pydantic_core": "2.27.2", "httpcore": "1.0.7", "websockets": + "14.1", "pydantic": "2.10.4", "future-fstrings": "1.2.0", "pytest-asyncio": + "0.21.2", "python-multipart": "0.0.20", "starlette": "0.41.3", "requests-mock": + "1.11.0", "distro": "1.9.0", "jiter": "0.8.2", "ruff": "0.8.1", "pyfakefs": + "5.7.1", "httptools": "0.6.4", "typing_extensions": "4.12.2", "wmctrl": "0.5", + "httpx": "0.28.1", "attrs": "24.3.0", "anyio": "4.7.0", "mypy": "1.4.1", "watchfiles": + "1.0.4", "email_validator": "2.2.0", "charset-normalizer": "3.4.0", "pdbpp": + "0.10.3", "langchain": "0.0.27", "uvloop": "0.21.0", "termcolor": "2.3.0", "annotated-types": + "0.7.0", "pytest-depends": "1.0.1", "opentelemetry-exporter-otlp-proto-http": + "1.29.0", "types-requests": "2.31.0.6", "wrapt": "1.16.0", "coverage": "7.2.7", "MarkupSafe": "3.0.2"}}, "Project Working Directory": {"Project Working Directory": "/Users/noob/agentops"}, "Virtual Environment": {"Virtual Environment": "/Users/noob/agentops/.venv"}}, "config": "", "jwt": "REDACTED", @@ -178,7 +281,7 @@ interactions: Connection: - keep-alive Content-Length: - - '5886' + - '5817' Content-Type: - application/json; charset=UTF-8 Keep-Alive: @@ -193,14 +296,14 @@ interactions: uri: https://api.agentops.ai/v2/update_session response: body: - string: '{"session_url":"https://app.agentops.ai/drilldown?session_id=303bf574-be63-4205-98ef-bcfd8d9e9b38","status":"success","token_cost":"0.00"}' + string: '{"session_url":"https://app.agentops.ai/drilldown?session_id=b6dde605-486f-4b05-a2da-21587b2c43c3","status":"success","token_cost":"0.00"}' headers: Content-Length: - '138' Content-Type: - application/json Date: - - Fri, 10 Jan 2025 22:22:38 GMT + - Sun, 12 Jan 2025 03:23:35 GMT Server: - railway-edge X-Railway-Request-Id: REDACTED From e65f64639508b9d8c6a4021e33335e3ed5f239ff Mon Sep 17 00:00:00 2001 From: Teo Date: Mon, 13 Jan 2025 11:19:28 +0100 Subject: [PATCH 30/60] Cleanup vcr.py comments Signed-off-by: Teo --- tests/fixtures/vcr.py | 22 ---------------------- 1 file changed, 22 deletions(-) diff --git a/tests/fixtures/vcr.py b/tests/fixtures/vcr.py index 8234370ec..60802661f 100644 --- a/tests/fixtures/vcr.py +++ b/tests/fixtures/vcr.py @@ -94,26 +94,4 @@ def filter_response_headers(response): "decode_compressed_response": True, "record_on_exception": False, "allow_playback_repeats": True, - # # Body filtering for system information - # "filter_post_data_parameters": [ - # ("host_env", "REDACTED_ENV_INFO"), - # ("OS", "REDACTED_OS_INFO"), - # ("CPU", "REDACTED_CPU_INFO"), - # ("RAM", "REDACTED_RAM_INFO"), - # ("Disk", "REDACTED_DISK_INFO"), - # ("Installed Packages", "REDACTED_PACKAGES_INFO"), - # ("Project Working Directory", "REDACTED_DIR_INFO"), - # ("Virtual Environment", "REDACTED_VENV_INFO"), - # ("Hostname", "REDACTED_HOSTNAME") - # ], - # - # # Custom before_record function to filter response bodies - # "before_record_response": lambda response: { - # **response, - # "body": { - # "string": response["body"]["string"].replace( - # str(Path.home()), "REDACTED_HOME_PATH" - # ) - # } if isinstance(response.get("body", {}).get("string"), str) else response["body"] - # } } From 50d92c8d609cd986b0f35feba55e0cd4c50b93fb Mon Sep 17 00:00:00 2001 From: Teo Date: Thu, 9 Jan 2025 17:09:23 +0100 Subject: [PATCH 31/60] migrate(telemetry): config.py, encoders.py, attributes.py as-is Signed-off-by: Teo --- agentops/telemetry/attributes.py | 59 ++++++++++ agentops/telemetry/config.py | 23 ++++ agentops/telemetry/encoders.py | 178 +++++++++++++++++++++++++++++++ 3 files changed, 260 insertions(+) create mode 100644 agentops/telemetry/attributes.py create mode 100644 agentops/telemetry/config.py create mode 100644 agentops/telemetry/encoders.py diff --git a/agentops/telemetry/attributes.py b/agentops/telemetry/attributes.py new file mode 100644 index 000000000..9232a437c --- /dev/null +++ b/agentops/telemetry/attributes.py @@ -0,0 +1,59 @@ +"""Semantic conventions for AgentOps spans""" +# Time attributes +TIME_START = "time.start" +TIME_END = "time.end" + +# Common attributes (from Event base class) +EVENT_ID = "event.id" +EVENT_TYPE = "event.type" +EVENT_DATA = "event.data" +EVENT_START_TIME = "event.start_time" +EVENT_END_TIME = "event.end_time" +EVENT_PARAMS = "event.params" +EVENT_RETURNS = "event.returns" + +# Session attributes +SESSION_ID = "session.id" +SESSION_TAGS = "session.tags" + +# Agent attributes +AGENT_ID = "agent.id" + +# Thread attributes +THREAD_ID = "thread.id" + +# Error attributes +ERROR = "error" +ERROR_TYPE = "error.type" +ERROR_MESSAGE = "error.message" +ERROR_STACKTRACE = "error.stacktrace" +ERROR_DETAILS = "error.details" +ERROR_CODE = "error.code" +TRIGGER_EVENT_ID = "trigger_event.id" +TRIGGER_EVENT_TYPE = "trigger_event.type" + +# LLM attributes +LLM_MODEL = "llm.model" +LLM_PROMPT = "llm.prompt" +LLM_COMPLETION = "llm.completion" +LLM_TOKENS_TOTAL = "llm.tokens.total" +LLM_TOKENS_PROMPT = "llm.tokens.prompt" +LLM_TOKENS_COMPLETION = "llm.tokens.completion" +LLM_COST = "llm.cost" + +# Action attributes +ACTION_TYPE = "action.type" +ACTION_PARAMS = "action.params" +ACTION_RESULT = "action.result" +ACTION_LOGS = "action.logs" +ACTION_SCREENSHOT = "action.screenshot" + +# Tool attributes +TOOL_NAME = "tool.name" +TOOL_PARAMS = "tool.params" +TOOL_RESULT = "tool.result" +TOOL_LOGS = "tool.logs" + +# Execution attributes +EXECUTION_START_TIME = "execution.start_time" +EXECUTION_END_TIME = "execution.end_time" diff --git a/agentops/telemetry/config.py b/agentops/telemetry/config.py new file mode 100644 index 000000000..0dba712c6 --- /dev/null +++ b/agentops/telemetry/config.py @@ -0,0 +1,23 @@ +from dataclasses import dataclass +from typing import Callable, Dict, List, Optional + +from opentelemetry.sdk.trace.export import SpanExporter +from opentelemetry.sdk.trace.sampling import Sampler + + +@dataclass +class OTELConfig: + """Configuration for OpenTelemetry integration""" + + additional_exporters: Optional[List[SpanExporter]] = None + resource_attributes: Optional[Dict] = None + sampler: Optional[Sampler] = None + retry_config: Optional[Dict] = None + custom_formatters: Optional[List[Callable]] = None + enable_metrics: bool = False + metric_readers: Optional[List] = None + max_queue_size: int = 512 + max_export_batch_size: int = 256 + max_wait_time: int = 5000 + endpoint: str = "https://api.agentops.ai" + api_key: Optional[str] = None diff --git a/agentops/telemetry/encoders.py b/agentops/telemetry/encoders.py new file mode 100644 index 000000000..0d792a1ff --- /dev/null +++ b/agentops/telemetry/encoders.py @@ -0,0 +1,178 @@ +""" +Generic encoder for converting dataclasses to OpenTelemetry spans. +""" + +from __future__ import annotations + +from dataclasses import dataclass +from typing import Any, Dict, List, Optional, Sequence +import json + +from opentelemetry.trace import SpanKind +from opentelemetry.semconv.trace import SpanAttributes + +from ..event import Event, LLMEvent, ActionEvent, ToolEvent, ErrorEvent +from ..enums import EventType + + +@dataclass +class SpanDefinition: + """Definition of a span to be created. + + This class represents a span before it is created, containing + all the necessary information to create the span. + """ + name: str + attributes: Dict[str, Any] + kind: SpanKind = SpanKind.INTERNAL + parent_span_id: Optional[str] = None + + +class SpanDefinitions(Sequence[SpanDefinition]): + """A sequence of span definitions that supports len() and iteration.""" + + def __init__(self, *spans: SpanDefinition): + self._spans = list(spans) + + def __len__(self) -> int: + return len(self._spans) + + def __iter__(self): + return iter(self._spans) + + def __getitem__(self, index: int) -> SpanDefinition: + return self._spans[index] + + +class EventToSpanEncoder: + """Encodes AgentOps events into OpenTelemetry span definitions.""" + + @classmethod + def encode(cls, event: Event) -> SpanDefinitions: + """Convert an event into span definitions. + + Args: + event: The event to convert + + Returns: + A sequence of span definitions + """ + if isinstance(event, LLMEvent): + return cls._encode_llm_event(event) + elif isinstance(event, ActionEvent): + return cls._encode_action_event(event) + elif isinstance(event, ToolEvent): + return cls._encode_tool_event(event) + elif isinstance(event, ErrorEvent): + return cls._encode_error_event(event) + else: + return cls._encode_generic_event(event) + + @classmethod + def _encode_llm_event(cls, event: LLMEvent) -> SpanDefinitions: + completion_span = SpanDefinition( + name="llm.completion", + attributes={ + "model": event.model, + "prompt": event.prompt, + "completion": event.completion, + "prompt_tokens": event.prompt_tokens, + "completion_tokens": event.completion_tokens, + "cost": event.cost, + "event.start_time": event.init_timestamp, + "event.end_time": event.end_timestamp, + SpanAttributes.CODE_NAMESPACE: event.__class__.__name__, + "event_type": "llms" + } + ) + + api_span = SpanDefinition( + name="llm.api.call", + kind=SpanKind.CLIENT, + parent_span_id=completion_span.name, + attributes={ + "model": event.model, + "start_time": event.init_timestamp, + "end_time": event.end_timestamp + } + ) + + return SpanDefinitions(completion_span, api_span) + + @classmethod + def _encode_action_event(cls, event: ActionEvent) -> SpanDefinitions: + action_span = SpanDefinition( + name="agent.action", + attributes={ + "action_type": event.action_type, + "params": json.dumps(event.params), + "returns": event.returns, + "logs": event.logs, + "event.start_time": event.init_timestamp, + SpanAttributes.CODE_NAMESPACE: event.__class__.__name__, + "event_type": "actions" + } + ) + + execution_span = SpanDefinition( + name="action.execution", + parent_span_id=action_span.name, + attributes={ + "start_time": event.init_timestamp, + "end_time": event.end_timestamp + } + ) + + return SpanDefinitions(action_span, execution_span) + + @classmethod + def _encode_tool_event(cls, event: ToolEvent) -> SpanDefinitions: + tool_span = SpanDefinition( + name="agent.tool", + attributes={ + "name": event.name, + "params": json.dumps(event.params), + "returns": json.dumps(event.returns), + "logs": json.dumps(event.logs), + SpanAttributes.CODE_NAMESPACE: event.__class__.__name__, + "event_type": "tools" + } + ) + + execution_span = SpanDefinition( + name="tool.execution", + parent_span_id=tool_span.name, + attributes={ + "start_time": event.init_timestamp, + "end_time": event.end_timestamp + } + ) + + return SpanDefinitions(tool_span, execution_span) + + @classmethod + def _encode_error_event(cls, event: ErrorEvent) -> SpanDefinitions: + error_span = SpanDefinition( + name="error", + attributes={ + "error": True, + "error_type": event.error_type, + "details": event.details, + "trigger_event": event.trigger_event, + SpanAttributes.CODE_NAMESPACE: event.__class__.__name__, + "event_type": "errors" + } + ) + return SpanDefinitions(error_span) + + @classmethod + def _encode_generic_event(cls, event: Event) -> SpanDefinitions: + """Handle unknown event types with basic attributes.""" + span = SpanDefinition( + name="event", + attributes={ + SpanAttributes.CODE_NAMESPACE: event.__class__.__name__, + "event_type": getattr(event, "event_type", "unknown") + } + ) + return SpanDefinitions(span) From adecb40875ca95f56c1819c9e52d3058e537ed77 Mon Sep 17 00:00:00 2001 From: Teo Date: Thu, 9 Jan 2025 17:22:35 +0100 Subject: [PATCH 32/60] remove _telemetry Signed-off-by: Teo --- agentops/_telemetry/README.md | 162 -------------------- agentops/_telemetry/__init__.py | 4 - agentops/_telemetry/attributes.py | 59 ------- agentops/_telemetry/config.py | 23 --- agentops/_telemetry/encoders.py | 178 ---------------------- agentops/_telemetry/exporters/__init__.py | 6 - agentops/_telemetry/exporters/event.py | 155 ------------------- agentops/_telemetry/exporters/session.py | 124 --------------- agentops/_telemetry/manager.py | 147 ------------------ agentops/_telemetry/processors.py | 121 --------------- 10 files changed, 979 deletions(-) delete mode 100644 agentops/_telemetry/README.md delete mode 100644 agentops/_telemetry/__init__.py delete mode 100644 agentops/_telemetry/attributes.py delete mode 100644 agentops/_telemetry/config.py delete mode 100644 agentops/_telemetry/encoders.py delete mode 100644 agentops/_telemetry/exporters/__init__.py delete mode 100644 agentops/_telemetry/exporters/event.py delete mode 100644 agentops/_telemetry/exporters/session.py delete mode 100644 agentops/_telemetry/manager.py delete mode 100644 agentops/_telemetry/processors.py diff --git a/agentops/_telemetry/README.md b/agentops/_telemetry/README.md deleted file mode 100644 index 064501276..000000000 --- a/agentops/_telemetry/README.md +++ /dev/null @@ -1,162 +0,0 @@ -# AgentOps OpenTelemetry Integration - -## Architecture Overview - -```mermaid -flowchart TB - subgraph AgentOps - Client[AgentOps Client] - Session[Session] - Events[Events] - TelemetryManager[Telemetry Manager] - end - - subgraph OpenTelemetry - TracerProvider[Tracer Provider] - EventProcessor[Event Processor] - SessionExporter[Session Exporter] - BatchProcessor[Batch Processor] - end - - Client --> Session - Session --> Events - Events --> TelemetryManager - - TelemetryManager --> TracerProvider - TracerProvider --> EventProcessor - EventProcessor --> BatchProcessor - BatchProcessor --> SessionExporter -``` - -## Component Overview - -### TelemetryManager (`manager.py`) -- Central configuration and management of OpenTelemetry setup -- Handles TracerProvider lifecycle -- Manages session-specific exporters and processors -- Coordinates telemetry initialization and shutdown - -### EventProcessor (`processors.py`) -- Processes spans for AgentOps events -- Adds session context to spans -- Tracks event counts -- Handles error propagation -- Forwards spans to wrapped processor - -### SessionExporter (`exporters/session.py`) -- Exports session spans and their child event spans -- Maintains session hierarchy -- Handles batched export of spans -- Manages retry logic and error handling - -### EventToSpanEncoder (`encoders.py`) -- Converts AgentOps events into OpenTelemetry span definitions -- Handles different event types (LLM, Action, Tool, Error) -- Maintains proper span relationships - -## Event to Span Mapping - -```mermaid -classDiagram - class Event { - +UUID id - +EventType event_type - +timestamp init_timestamp - +timestamp end_timestamp - } - - class SpanDefinition { - +str name - +Dict attributes - +SpanKind kind - +str parent_span_id - } - - class EventTypes { - LLMEvent - ActionEvent - ToolEvent - ErrorEvent - } - - Event <|-- EventTypes - Event --> SpanDefinition : encoded to -``` - -## Usage Example - -```python -from agentops.telemetry import OTELConfig, TelemetryManager - -# Configure telemetry -config = OTELConfig( - endpoint="https://api.agentops.ai", - api_key="your-api-key", - enable_metrics=True -) - -# Initialize telemetry manager -manager = TelemetryManager() -manager.initialize(config) - -# Create session tracer -tracer = manager.create_session_tracer( - session_id=session_id, - jwt=jwt_token -) -``` - -## Configuration Options - -The `OTELConfig` class supports: -- Custom exporters -- Resource attributes -- Sampling configuration -- Retry settings -- Custom formatters -- Metrics configuration -- Batch processing settings - -## Key Features - -1. **Session-Based Tracing** - - Each session creates a unique trace - - Events are tracked as spans within the session - - Maintains proper parent-child relationships - -2. **Automatic Context Management** - - Session context propagation - - Event type tracking - - Error handling and status propagation - -3. **Flexible Export Options** - - Batched export support - - Retry logic for failed exports - - Custom formatters for span data - -4. **Resource Attribution** - - Service name and version tracking - - Environment information - - Deployment-specific tags - -## Best Practices - -1. **Configuration** - - Always set service name and version - - Configure appropriate batch sizes - - Set reasonable retry limits - -2. **Error Handling** - - Use error events for failures - - Include relevant error details - - Maintain error context - -3. **Resource Management** - - Clean up sessions when done - - Properly shutdown telemetry - - Monitor resource usage - -4. **Performance** - - Use appropriate batch sizes - - Configure export intervals - - Monitor queue sizes diff --git a/agentops/_telemetry/__init__.py b/agentops/_telemetry/__init__.py deleted file mode 100644 index 0b8032fd8..000000000 --- a/agentops/_telemetry/__init__.py +++ /dev/null @@ -1,4 +0,0 @@ -from .manager import TelemetryManager -from .config import OTELConfig - -__all__ = [OTELConfig, TelemetryManager] diff --git a/agentops/_telemetry/attributes.py b/agentops/_telemetry/attributes.py deleted file mode 100644 index 9232a437c..000000000 --- a/agentops/_telemetry/attributes.py +++ /dev/null @@ -1,59 +0,0 @@ -"""Semantic conventions for AgentOps spans""" -# Time attributes -TIME_START = "time.start" -TIME_END = "time.end" - -# Common attributes (from Event base class) -EVENT_ID = "event.id" -EVENT_TYPE = "event.type" -EVENT_DATA = "event.data" -EVENT_START_TIME = "event.start_time" -EVENT_END_TIME = "event.end_time" -EVENT_PARAMS = "event.params" -EVENT_RETURNS = "event.returns" - -# Session attributes -SESSION_ID = "session.id" -SESSION_TAGS = "session.tags" - -# Agent attributes -AGENT_ID = "agent.id" - -# Thread attributes -THREAD_ID = "thread.id" - -# Error attributes -ERROR = "error" -ERROR_TYPE = "error.type" -ERROR_MESSAGE = "error.message" -ERROR_STACKTRACE = "error.stacktrace" -ERROR_DETAILS = "error.details" -ERROR_CODE = "error.code" -TRIGGER_EVENT_ID = "trigger_event.id" -TRIGGER_EVENT_TYPE = "trigger_event.type" - -# LLM attributes -LLM_MODEL = "llm.model" -LLM_PROMPT = "llm.prompt" -LLM_COMPLETION = "llm.completion" -LLM_TOKENS_TOTAL = "llm.tokens.total" -LLM_TOKENS_PROMPT = "llm.tokens.prompt" -LLM_TOKENS_COMPLETION = "llm.tokens.completion" -LLM_COST = "llm.cost" - -# Action attributes -ACTION_TYPE = "action.type" -ACTION_PARAMS = "action.params" -ACTION_RESULT = "action.result" -ACTION_LOGS = "action.logs" -ACTION_SCREENSHOT = "action.screenshot" - -# Tool attributes -TOOL_NAME = "tool.name" -TOOL_PARAMS = "tool.params" -TOOL_RESULT = "tool.result" -TOOL_LOGS = "tool.logs" - -# Execution attributes -EXECUTION_START_TIME = "execution.start_time" -EXECUTION_END_TIME = "execution.end_time" diff --git a/agentops/_telemetry/config.py b/agentops/_telemetry/config.py deleted file mode 100644 index 0dba712c6..000000000 --- a/agentops/_telemetry/config.py +++ /dev/null @@ -1,23 +0,0 @@ -from dataclasses import dataclass -from typing import Callable, Dict, List, Optional - -from opentelemetry.sdk.trace.export import SpanExporter -from opentelemetry.sdk.trace.sampling import Sampler - - -@dataclass -class OTELConfig: - """Configuration for OpenTelemetry integration""" - - additional_exporters: Optional[List[SpanExporter]] = None - resource_attributes: Optional[Dict] = None - sampler: Optional[Sampler] = None - retry_config: Optional[Dict] = None - custom_formatters: Optional[List[Callable]] = None - enable_metrics: bool = False - metric_readers: Optional[List] = None - max_queue_size: int = 512 - max_export_batch_size: int = 256 - max_wait_time: int = 5000 - endpoint: str = "https://api.agentops.ai" - api_key: Optional[str] = None diff --git a/agentops/_telemetry/encoders.py b/agentops/_telemetry/encoders.py deleted file mode 100644 index 0d792a1ff..000000000 --- a/agentops/_telemetry/encoders.py +++ /dev/null @@ -1,178 +0,0 @@ -""" -Generic encoder for converting dataclasses to OpenTelemetry spans. -""" - -from __future__ import annotations - -from dataclasses import dataclass -from typing import Any, Dict, List, Optional, Sequence -import json - -from opentelemetry.trace import SpanKind -from opentelemetry.semconv.trace import SpanAttributes - -from ..event import Event, LLMEvent, ActionEvent, ToolEvent, ErrorEvent -from ..enums import EventType - - -@dataclass -class SpanDefinition: - """Definition of a span to be created. - - This class represents a span before it is created, containing - all the necessary information to create the span. - """ - name: str - attributes: Dict[str, Any] - kind: SpanKind = SpanKind.INTERNAL - parent_span_id: Optional[str] = None - - -class SpanDefinitions(Sequence[SpanDefinition]): - """A sequence of span definitions that supports len() and iteration.""" - - def __init__(self, *spans: SpanDefinition): - self._spans = list(spans) - - def __len__(self) -> int: - return len(self._spans) - - def __iter__(self): - return iter(self._spans) - - def __getitem__(self, index: int) -> SpanDefinition: - return self._spans[index] - - -class EventToSpanEncoder: - """Encodes AgentOps events into OpenTelemetry span definitions.""" - - @classmethod - def encode(cls, event: Event) -> SpanDefinitions: - """Convert an event into span definitions. - - Args: - event: The event to convert - - Returns: - A sequence of span definitions - """ - if isinstance(event, LLMEvent): - return cls._encode_llm_event(event) - elif isinstance(event, ActionEvent): - return cls._encode_action_event(event) - elif isinstance(event, ToolEvent): - return cls._encode_tool_event(event) - elif isinstance(event, ErrorEvent): - return cls._encode_error_event(event) - else: - return cls._encode_generic_event(event) - - @classmethod - def _encode_llm_event(cls, event: LLMEvent) -> SpanDefinitions: - completion_span = SpanDefinition( - name="llm.completion", - attributes={ - "model": event.model, - "prompt": event.prompt, - "completion": event.completion, - "prompt_tokens": event.prompt_tokens, - "completion_tokens": event.completion_tokens, - "cost": event.cost, - "event.start_time": event.init_timestamp, - "event.end_time": event.end_timestamp, - SpanAttributes.CODE_NAMESPACE: event.__class__.__name__, - "event_type": "llms" - } - ) - - api_span = SpanDefinition( - name="llm.api.call", - kind=SpanKind.CLIENT, - parent_span_id=completion_span.name, - attributes={ - "model": event.model, - "start_time": event.init_timestamp, - "end_time": event.end_timestamp - } - ) - - return SpanDefinitions(completion_span, api_span) - - @classmethod - def _encode_action_event(cls, event: ActionEvent) -> SpanDefinitions: - action_span = SpanDefinition( - name="agent.action", - attributes={ - "action_type": event.action_type, - "params": json.dumps(event.params), - "returns": event.returns, - "logs": event.logs, - "event.start_time": event.init_timestamp, - SpanAttributes.CODE_NAMESPACE: event.__class__.__name__, - "event_type": "actions" - } - ) - - execution_span = SpanDefinition( - name="action.execution", - parent_span_id=action_span.name, - attributes={ - "start_time": event.init_timestamp, - "end_time": event.end_timestamp - } - ) - - return SpanDefinitions(action_span, execution_span) - - @classmethod - def _encode_tool_event(cls, event: ToolEvent) -> SpanDefinitions: - tool_span = SpanDefinition( - name="agent.tool", - attributes={ - "name": event.name, - "params": json.dumps(event.params), - "returns": json.dumps(event.returns), - "logs": json.dumps(event.logs), - SpanAttributes.CODE_NAMESPACE: event.__class__.__name__, - "event_type": "tools" - } - ) - - execution_span = SpanDefinition( - name="tool.execution", - parent_span_id=tool_span.name, - attributes={ - "start_time": event.init_timestamp, - "end_time": event.end_timestamp - } - ) - - return SpanDefinitions(tool_span, execution_span) - - @classmethod - def _encode_error_event(cls, event: ErrorEvent) -> SpanDefinitions: - error_span = SpanDefinition( - name="error", - attributes={ - "error": True, - "error_type": event.error_type, - "details": event.details, - "trigger_event": event.trigger_event, - SpanAttributes.CODE_NAMESPACE: event.__class__.__name__, - "event_type": "errors" - } - ) - return SpanDefinitions(error_span) - - @classmethod - def _encode_generic_event(cls, event: Event) -> SpanDefinitions: - """Handle unknown event types with basic attributes.""" - span = SpanDefinition( - name="event", - attributes={ - SpanAttributes.CODE_NAMESPACE: event.__class__.__name__, - "event_type": getattr(event, "event_type", "unknown") - } - ) - return SpanDefinitions(span) diff --git a/agentops/_telemetry/exporters/__init__.py b/agentops/_telemetry/exporters/__init__.py deleted file mode 100644 index d52c39fac..000000000 --- a/agentops/_telemetry/exporters/__init__.py +++ /dev/null @@ -1,6 +0,0 @@ -from .event import EventExporter - - - - - diff --git a/agentops/_telemetry/exporters/event.py b/agentops/_telemetry/exporters/event.py deleted file mode 100644 index 76f2f38ff..000000000 --- a/agentops/_telemetry/exporters/event.py +++ /dev/null @@ -1,155 +0,0 @@ -import json -import threading -from typing import Callable, Dict, List, Optional, Sequence -from uuid import UUID - -from opentelemetry.sdk.trace import ReadableSpan -from opentelemetry.sdk.trace.export import SpanExporter, SpanExportResult -from opentelemetry.util.types import Attributes - -from agentops.http_client import HttpClient -from agentops.log_config import logger -import agentops.telemetry.attributes as attrs - - -class EventExporter(SpanExporter): - """ - Exports agentops.event.Event to AgentOps servers. - """ - - def __init__( - self, - session_id: UUID, - endpoint: str, - jwt: str, - api_key: str, - retry_config: Optional[Dict] = None, - custom_formatters: Optional[List[Callable]] = None, - ): - self.session_id = session_id - self.endpoint = endpoint - self.jwt = jwt - self.api_key = api_key - self._export_lock = threading.Lock() - self._shutdown = threading.Event() - self._wait_event = threading.Event() - self._wait_fn = self._wait_event.wait # Store the wait function - - # Allow custom retry configuration - retry_config = retry_config or {} - self._retry_count = retry_config.get("retry_count", 3) - self._retry_delay = retry_config.get("retry_delay", 1.0) - - # Support custom formatters - self._custom_formatters = custom_formatters or [] - - def export(self, spans: Sequence[ReadableSpan]) -> SpanExportResult: - """Export spans with retry logic and proper error handling""" - if self._shutdown.is_set(): - return SpanExportResult.SUCCESS - - with self._export_lock: - try: - if not spans: - return SpanExportResult.SUCCESS - - events = self._format_spans(spans) - - for attempt in range(self._retry_count): - try: - success = self._send_batch(events) - if success: - return SpanExportResult.SUCCESS - - # If not successful but not the last attempt, wait and retry - if attempt < self._retry_count - 1: - self._wait_before_retry(attempt) - continue - - except Exception as e: - logger.error(f"Export attempt {attempt + 1} failed: {e}") - if attempt < self._retry_count - 1: - self._wait_before_retry(attempt) - continue - return SpanExportResult.FAILURE - - # If we've exhausted all retries without success - return SpanExportResult.FAILURE - - except Exception as e: - logger.error(f"Error during span export: {e}") - return SpanExportResult.FAILURE - - def _format_spans(self, spans: Sequence[ReadableSpan]) -> List[Dict]: - """Format spans into AgentOps event format with custom formatters""" - events = [] - for span in spans: - try: - # Get base event data - event_data = json.loads(span.attributes.get(attrs.EVENT_DATA, "{}")) - - # Ensure required fields - event = { - "id": span.attributes.get(attrs.EVENT_ID), - "event_type": span.name, - "init_timestamp": span.attributes.get(attrs.EVENT_START_TIME), - "end_timestamp": span.attributes.get(attrs.EVENT_END_TIME), - # Always include session_id from the exporter - "session_id": str(self.session_id), - } - - # Add agent ID if present - agent_id = span.attributes.get(attrs.AGENT_ID) - if agent_id: - event["agent_id"] = agent_id - - # Add event-specific data, but ensure session_id isn't overwritten - event_data["session_id"] = str(self.session_id) - event.update(event_data) - - # Apply custom formatters - for formatter in self._custom_formatters: - try: - event = formatter(event) - # Ensure session_id isn't removed by formatters - event["session_id"] = str(self.session_id) - except Exception as e: - logger.error(f"Custom formatter failed: {e}") - - events.append(event) - except Exception as e: - logger.error(f"Error formatting span: {e}") - - return events - - def _send_batch(self, events: List[Dict]) -> bool: - """Send a batch of events to the AgentOps backend""" - try: - endpoint = self.endpoint.rstrip('/') + '/v2/create_events' - response = HttpClient.post( - endpoint, - json.dumps({"events": events}).encode("utf-8"), - api_key=self.api_key, - jwt=self.jwt, - ) - return response.code == 200 - except Exception as e: - logger.error(f"Error sending batch: {str(e)}", exc_info=e) - return False - - def _wait_before_retry(self, attempt: int): - """Implement exponential backoff for retries""" - delay = self._retry_delay * (2**attempt) - self._wait_fn(delay) # Use the wait function - - def _set_wait_fn(self, wait_fn): - """Test helper to override wait behavior""" - self._wait_fn = wait_fn - - def force_flush(self, timeout_millis: Optional[int] = None) -> bool: - """Force flush any pending exports""" - return True - - def shutdown(self) -> None: - """Shutdown the exporter gracefully""" - self._shutdown.set() diff --git a/agentops/_telemetry/exporters/session.py b/agentops/_telemetry/exporters/session.py deleted file mode 100644 index d357db3ed..000000000 --- a/agentops/_telemetry/exporters/session.py +++ /dev/null @@ -1,124 +0,0 @@ -from __future__ import annotations - -from dataclasses import dataclass -from typing import Any, Dict, List, Optional, Sequence -from uuid import UUID -import json -import threading - -from opentelemetry.sdk.trace import ReadableSpan -from opentelemetry.sdk.trace.export import SpanExporter, SpanExportResult -from opentelemetry.trace import SpanKind, Status, StatusCode - -from agentops.http_client import HttpClient -from agentops.log_config import logger -from agentops.helpers import filter_unjsonable -import agentops.telemetry.attributes as attrs - - -@dataclass -class SessionExporter(SpanExporter): - """Exports session spans and their child event spans to AgentOps backend. - - Architecture: - Session Span - | - |-- Event Span (LLM) - |-- Event Span (Tool) - |-- Event Span (Action) - - The SessionExporter: - 1. Creates a root span for the session - 2. Attaches events as child spans - 3. Maintains session context and attributes - 4. Handles batched export of spans - """ - - session_id: UUID - endpoint: str - jwt: str - api_key: Optional[str] = None - - def __post_init__(self): - self._export_lock = threading.Lock() - self._shutdown = threading.Event() - self._session_span: Optional[ReadableSpan] = None - - def export(self, spans: Sequence[ReadableSpan]) -> SpanExportResult: - """Export spans while maintaining session hierarchy""" - if self._shutdown.is_set(): - return SpanExportResult.SUCCESS - - with self._export_lock: - try: - session_data = self._process_spans(spans) - if not session_data: - return SpanExportResult.SUCCESS - - success = self._send_session_data(session_data) - return SpanExportResult.SUCCESS if success else SpanExportResult.FAILURE - - except Exception as e: - logger.error(f"Failed to export spans: {e}") - return SpanExportResult.FAILURE - - def _process_spans(self, spans: Sequence[ReadableSpan]) -> Optional[Dict[str, Any]]: - """Process spans into session data structure""" - session_data: Dict[str, Any] = { - "session_id": str(self.session_id), - "events": [] - } - - for span in spans: - # Skip spans without attributes or non-event spans - if not hasattr(span, 'attributes') or not span.attributes: - continue - - event_type = span.attributes.get(attrs.EVENT_TYPE) - if not event_type: - continue - - # Build event data with safe attribute access - event_data = { - "id": span.attributes.get(attrs.EVENT_ID), - "event_type": event_type, - "init_timestamp": span.start_time, - "end_timestamp": span.end_time, - "attributes": {} - } - - # Safely copy attributes - if hasattr(span, 'attributes') and span.attributes: - event_data["attributes"] = { - k: v for k, v in span.attributes.items() - if not k.startswith("session.") - } - - session_data["events"].append(event_data) - - return session_data if session_data["events"] else None - - def _send_session_data(self, session_data: Dict[str, Any]) -> bool: - """Send session data to AgentOps backend""" - try: - endpoint = f"{self.endpoint.rstrip('/')}/v2/update_session" - payload = json.dumps(filter_unjsonable(session_data)).encode("utf-8") - - response = HttpClient.post( - endpoint, - payload, - jwt=self.jwt, - api_key=self.api_key - ) - return response.code == 200 - except Exception as e: - logger.error(f"Failed to send session data: {e}") - return False - - def force_flush(self, timeout_millis: Optional[int] = None) -> bool: - """Force flush any pending exports""" - return True - - def shutdown(self) -> None: - """Shutdown the exporter""" - self._shutdown.set() \ No newline at end of file diff --git a/agentops/_telemetry/manager.py b/agentops/_telemetry/manager.py deleted file mode 100644 index ed352ec63..000000000 --- a/agentops/_telemetry/manager.py +++ /dev/null @@ -1,147 +0,0 @@ -from __future__ import annotations - -from typing import TYPE_CHECKING, Dict, List, Optional -from uuid import UUID - -from opentelemetry import trace -from opentelemetry.sdk.resources import Resource -from opentelemetry.sdk.trace import TracerProvider, SpanProcessor -from opentelemetry.sdk.trace.export import BatchSpanProcessor -from opentelemetry.sdk.trace.sampling import ParentBased, Sampler, TraceIdRatioBased - -from .config import OTELConfig -from .exporters.session import SessionExporter -from .processors import EventProcessor - - - -if TYPE_CHECKING: - from agentops.client import Client - - -class TelemetryManager: - """Manages OpenTelemetry instrumentation for AgentOps. - - Responsibilities: - 1. Configure and manage TracerProvider - 2. Handle resource attributes and sampling - 3. Manage session-specific exporters and processors - 4. Coordinate telemetry lifecycle - - Architecture: - TelemetryManager - | - |-- TracerProvider (configured with sampling) - |-- Resource (service info and attributes) - |-- SessionExporters (per session) - |-- EventProcessors (per session) - """ - - def __init__(self, client: Optional[Client] = None) -> None: - self._provider: Optional[TracerProvider] = None - self._session_exporters: Dict[UUID, SessionExporter] = {} - self._processors: List[SpanProcessor] = [] - self.config: Optional[OTELConfig] = None - - if not client: - from agentops.client import Client - client = Client() - self.client = client - - def initialize(self, config: OTELConfig) -> None: - """Initialize telemetry infrastructure. - - Args: - config: OTEL configuration - - Raises: - ValueError: If config is None - """ - if not config: - raise ValueError("Config is required") - - self.config = config - - # Create resource with service info - resource = Resource.create({ - "service.name": "agentops", - **(config.resource_attributes or {}) - }) - - # Create provider with sampling - sampler = config.sampler or ParentBased(TraceIdRatioBased(0.5)) - self._provider = TracerProvider( - resource=resource, - sampler=sampler - ) - - # Set as global provider - trace.set_tracer_provider(self._provider) - - def create_session_tracer(self, session_id: UUID, jwt: str) -> trace.Tracer: - """Create tracer for a new session. - - Args: - session_id: UUID for the session - jwt: JWT token for authentication - - Returns: - Configured tracer for the session - - Raises: - RuntimeError: If telemetry is not initialized - """ - if not self._provider: - raise RuntimeError("Telemetry not initialized") - if not self.config: - raise RuntimeError("Config not initialized") - - # Create session exporter and processor - exporter = SessionExporter( - session_id=session_id, - endpoint=self.config.endpoint, - jwt=jwt, - api_key=self.config.api_key - ) - self._session_exporters[session_id] = exporter - - # Create processors - batch_processor = BatchSpanProcessor( - exporter, - max_queue_size=self.config.max_queue_size, - max_export_batch_size=self.config.max_export_batch_size, - schedule_delay_millis=self.config.max_wait_time - ) - - event_processor = EventProcessor( - session_id=session_id, - processor=batch_processor - ) - - # Add processor - self._provider.add_span_processor(event_processor) - self._processors.append(event_processor) - - # Return session tracer - return self._provider.get_tracer(f"agentops.session.{session_id}") - - def cleanup_session(self, session_id: UUID) -> None: - """Clean up session telemetry resources. - - Args: - session_id: UUID of session to clean up - """ - if session_id in self._session_exporters: - exporter = self._session_exporters[session_id] - exporter.shutdown() - del self._session_exporters[session_id] - - def shutdown(self) -> None: - """Shutdown all telemetry resources.""" - if self._provider: - self._provider.shutdown() - self._provider = None - for exporter in self._session_exporters.values(): - exporter.shutdown() - self._session_exporters.clear() - self._processors.clear() diff --git a/agentops/_telemetry/processors.py b/agentops/_telemetry/processors.py deleted file mode 100644 index 22f075c8c..000000000 --- a/agentops/_telemetry/processors.py +++ /dev/null @@ -1,121 +0,0 @@ -from __future__ import annotations - -from dataclasses import dataclass, field -from typing import Any, Dict, List, Optional -from uuid import UUID, uuid4 - -from opentelemetry import trace -from opentelemetry.context import Context, attach, detach, set_value -from opentelemetry.sdk.trace import ReadableSpan, Span, SpanProcessor, TracerProvider -from opentelemetry.trace import Status, StatusCode - -from agentops.event import ErrorEvent -from agentops.helpers import get_ISO_time -from .encoders import EventToSpanEncoder - - -@dataclass -class EventProcessor(SpanProcessor): - """Processes spans for AgentOps events. - - Responsibilities: - 1. Add session context to spans - 2. Track event counts - 3. Handle error propagation - 4. Forward spans to wrapped processor - - Architecture: - EventProcessor - | - |-- Session Context - |-- Event Counting - |-- Error Handling - |-- Wrapped Processor - """ - - session_id: UUID - processor: SpanProcessor - event_counts: Dict[str, int] = field( - default_factory=lambda: { - "llms": 0, - "tools": 0, - "actions": 0, - "errors": 0, - "apis": 0 - } - ) - - def on_start( - self, - span: Span, - parent_context: Optional[Context] = None - ) -> None: - """Process span start, adding session context and common attributes. - - Args: - span: The span being started - parent_context: Optional parent context - """ - if not span.is_recording() or not hasattr(span, 'context') or span.context is None: - return - - # Add session context - token = set_value("session.id", str(self.session_id)) - try: - token = attach(token) - - # Add common attributes - span.set_attributes({ - "session.id": str(self.session_id), - "event.timestamp": get_ISO_time(), - }) - - # Update event counts if this is an AgentOps event - event_type = span.attributes.get("event.type") - if event_type in self.event_counts: - self.event_counts[event_type] += 1 - - # Forward to wrapped processor - self.processor.on_start(span, parent_context) - finally: - detach(token) - - def on_end(self, span: ReadableSpan) -> None: - """Process span end, handling error events and forwarding to wrapped processor. - - Args: - span: The span being ended - """ - # Check for None context first - if not span.context: - return - - if not span.context.trace_flags.sampled: - return - - # Handle error events by updating the current span - if "error" in span.attributes: - current_span = trace.get_current_span() - if current_span and current_span.is_recording(): - current_span.set_status(Status(StatusCode.ERROR)) - for key, value in span.attributes.items(): - if key.startswith("error."): - current_span.set_attribute(key, value) - - # Forward to wrapped processor - self.processor.on_end(span) - - def shutdown(self) -> None: - """Shutdown the processor.""" - self.processor.shutdown() - - def force_flush(self, timeout_millis: Optional[int] = None) -> bool: - """Force flush the processor. - - Args: - timeout_millis: Optional timeout in milliseconds - - Returns: - bool: True if flush succeeded - """ - return self.processor.force_flush(timeout_millis) From 3980a15e3b03c040e8cc8a0b1f4684db6b1da057 Mon Sep 17 00:00:00 2001 From: Teo Date: Thu, 9 Jan 2025 17:22:49 +0100 Subject: [PATCH 33/60] import to telemetry Signed-off-by: Teo --- agentops/telemetry/README.md | 162 +++++++++++++++++++++++ agentops/telemetry/__init__.py | 4 + agentops/telemetry/exporters/__init__.py | 6 + agentops/telemetry/exporters/event.py | 155 ++++++++++++++++++++++ agentops/telemetry/manager.py | 147 ++++++++++++++++++++ agentops/telemetry/processors.py | 121 +++++++++++++++++ 6 files changed, 595 insertions(+) create mode 100644 agentops/telemetry/README.md create mode 100644 agentops/telemetry/__init__.py create mode 100644 agentops/telemetry/exporters/__init__.py create mode 100644 agentops/telemetry/exporters/event.py create mode 100644 agentops/telemetry/manager.py create mode 100644 agentops/telemetry/processors.py diff --git a/agentops/telemetry/README.md b/agentops/telemetry/README.md new file mode 100644 index 000000000..064501276 --- /dev/null +++ b/agentops/telemetry/README.md @@ -0,0 +1,162 @@ +# AgentOps OpenTelemetry Integration + +## Architecture Overview + +```mermaid +flowchart TB + subgraph AgentOps + Client[AgentOps Client] + Session[Session] + Events[Events] + TelemetryManager[Telemetry Manager] + end + + subgraph OpenTelemetry + TracerProvider[Tracer Provider] + EventProcessor[Event Processor] + SessionExporter[Session Exporter] + BatchProcessor[Batch Processor] + end + + Client --> Session + Session --> Events + Events --> TelemetryManager + + TelemetryManager --> TracerProvider + TracerProvider --> EventProcessor + EventProcessor --> BatchProcessor + BatchProcessor --> SessionExporter +``` + +## Component Overview + +### TelemetryManager (`manager.py`) +- Central configuration and management of OpenTelemetry setup +- Handles TracerProvider lifecycle +- Manages session-specific exporters and processors +- Coordinates telemetry initialization and shutdown + +### EventProcessor (`processors.py`) +- Processes spans for AgentOps events +- Adds session context to spans +- Tracks event counts +- Handles error propagation +- Forwards spans to wrapped processor + +### SessionExporter (`exporters/session.py`) +- Exports session spans and their child event spans +- Maintains session hierarchy +- Handles batched export of spans +- Manages retry logic and error handling + +### EventToSpanEncoder (`encoders.py`) +- Converts AgentOps events into OpenTelemetry span definitions +- Handles different event types (LLM, Action, Tool, Error) +- Maintains proper span relationships + +## Event to Span Mapping + +```mermaid +classDiagram + class Event { + +UUID id + +EventType event_type + +timestamp init_timestamp + +timestamp end_timestamp + } + + class SpanDefinition { + +str name + +Dict attributes + +SpanKind kind + +str parent_span_id + } + + class EventTypes { + LLMEvent + ActionEvent + ToolEvent + ErrorEvent + } + + Event <|-- EventTypes + Event --> SpanDefinition : encoded to +``` + +## Usage Example + +```python +from agentops.telemetry import OTELConfig, TelemetryManager + +# Configure telemetry +config = OTELConfig( + endpoint="https://api.agentops.ai", + api_key="your-api-key", + enable_metrics=True +) + +# Initialize telemetry manager +manager = TelemetryManager() +manager.initialize(config) + +# Create session tracer +tracer = manager.create_session_tracer( + session_id=session_id, + jwt=jwt_token +) +``` + +## Configuration Options + +The `OTELConfig` class supports: +- Custom exporters +- Resource attributes +- Sampling configuration +- Retry settings +- Custom formatters +- Metrics configuration +- Batch processing settings + +## Key Features + +1. **Session-Based Tracing** + - Each session creates a unique trace + - Events are tracked as spans within the session + - Maintains proper parent-child relationships + +2. **Automatic Context Management** + - Session context propagation + - Event type tracking + - Error handling and status propagation + +3. **Flexible Export Options** + - Batched export support + - Retry logic for failed exports + - Custom formatters for span data + +4. **Resource Attribution** + - Service name and version tracking + - Environment information + - Deployment-specific tags + +## Best Practices + +1. **Configuration** + - Always set service name and version + - Configure appropriate batch sizes + - Set reasonable retry limits + +2. **Error Handling** + - Use error events for failures + - Include relevant error details + - Maintain error context + +3. **Resource Management** + - Clean up sessions when done + - Properly shutdown telemetry + - Monitor resource usage + +4. **Performance** + - Use appropriate batch sizes + - Configure export intervals + - Monitor queue sizes diff --git a/agentops/telemetry/__init__.py b/agentops/telemetry/__init__.py new file mode 100644 index 000000000..0b8032fd8 --- /dev/null +++ b/agentops/telemetry/__init__.py @@ -0,0 +1,4 @@ +from .manager import TelemetryManager +from .config import OTELConfig + +__all__ = [OTELConfig, TelemetryManager] diff --git a/agentops/telemetry/exporters/__init__.py b/agentops/telemetry/exporters/__init__.py new file mode 100644 index 000000000..d52c39fac --- /dev/null +++ b/agentops/telemetry/exporters/__init__.py @@ -0,0 +1,6 @@ +from .event import EventExporter + + + + + diff --git a/agentops/telemetry/exporters/event.py b/agentops/telemetry/exporters/event.py new file mode 100644 index 000000000..76f2f38ff --- /dev/null +++ b/agentops/telemetry/exporters/event.py @@ -0,0 +1,155 @@ +import json +import threading +from typing import Callable, Dict, List, Optional, Sequence +from uuid import UUID + +from opentelemetry.sdk.trace import ReadableSpan +from opentelemetry.sdk.trace.export import SpanExporter, SpanExportResult +from opentelemetry.util.types import Attributes + +from agentops.http_client import HttpClient +from agentops.log_config import logger +import agentops.telemetry.attributes as attrs + + +class EventExporter(SpanExporter): + """ + Exports agentops.event.Event to AgentOps servers. + """ + + def __init__( + self, + session_id: UUID, + endpoint: str, + jwt: str, + api_key: str, + retry_config: Optional[Dict] = None, + custom_formatters: Optional[List[Callable]] = None, + ): + self.session_id = session_id + self.endpoint = endpoint + self.jwt = jwt + self.api_key = api_key + self._export_lock = threading.Lock() + self._shutdown = threading.Event() + self._wait_event = threading.Event() + self._wait_fn = self._wait_event.wait # Store the wait function + + # Allow custom retry configuration + retry_config = retry_config or {} + self._retry_count = retry_config.get("retry_count", 3) + self._retry_delay = retry_config.get("retry_delay", 1.0) + + # Support custom formatters + self._custom_formatters = custom_formatters or [] + + def export(self, spans: Sequence[ReadableSpan]) -> SpanExportResult: + """Export spans with retry logic and proper error handling""" + if self._shutdown.is_set(): + return SpanExportResult.SUCCESS + + with self._export_lock: + try: + if not spans: + return SpanExportResult.SUCCESS + + events = self._format_spans(spans) + + for attempt in range(self._retry_count): + try: + success = self._send_batch(events) + if success: + return SpanExportResult.SUCCESS + + # If not successful but not the last attempt, wait and retry + if attempt < self._retry_count - 1: + self._wait_before_retry(attempt) + continue + + except Exception as e: + logger.error(f"Export attempt {attempt + 1} failed: {e}") + if attempt < self._retry_count - 1: + self._wait_before_retry(attempt) + continue + return SpanExportResult.FAILURE + + # If we've exhausted all retries without success + return SpanExportResult.FAILURE + + except Exception as e: + logger.error(f"Error during span export: {e}") + return SpanExportResult.FAILURE + + def _format_spans(self, spans: Sequence[ReadableSpan]) -> List[Dict]: + """Format spans into AgentOps event format with custom formatters""" + events = [] + for span in spans: + try: + # Get base event data + event_data = json.loads(span.attributes.get(attrs.EVENT_DATA, "{}")) + + # Ensure required fields + event = { + "id": span.attributes.get(attrs.EVENT_ID), + "event_type": span.name, + "init_timestamp": span.attributes.get(attrs.EVENT_START_TIME), + "end_timestamp": span.attributes.get(attrs.EVENT_END_TIME), + # Always include session_id from the exporter + "session_id": str(self.session_id), + } + + # Add agent ID if present + agent_id = span.attributes.get(attrs.AGENT_ID) + if agent_id: + event["agent_id"] = agent_id + + # Add event-specific data, but ensure session_id isn't overwritten + event_data["session_id"] = str(self.session_id) + event.update(event_data) + + # Apply custom formatters + for formatter in self._custom_formatters: + try: + event = formatter(event) + # Ensure session_id isn't removed by formatters + event["session_id"] = str(self.session_id) + except Exception as e: + logger.error(f"Custom formatter failed: {e}") + + events.append(event) + except Exception as e: + logger.error(f"Error formatting span: {e}") + + return events + + def _send_batch(self, events: List[Dict]) -> bool: + """Send a batch of events to the AgentOps backend""" + try: + endpoint = self.endpoint.rstrip('/') + '/v2/create_events' + response = HttpClient.post( + endpoint, + json.dumps({"events": events}).encode("utf-8"), + api_key=self.api_key, + jwt=self.jwt, + ) + return response.code == 200 + except Exception as e: + logger.error(f"Error sending batch: {str(e)}", exc_info=e) + return False + + def _wait_before_retry(self, attempt: int): + """Implement exponential backoff for retries""" + delay = self._retry_delay * (2**attempt) + self._wait_fn(delay) # Use the wait function + + def _set_wait_fn(self, wait_fn): + """Test helper to override wait behavior""" + self._wait_fn = wait_fn + + def force_flush(self, timeout_millis: Optional[int] = None) -> bool: + """Force flush any pending exports""" + return True + + def shutdown(self) -> None: + """Shutdown the exporter gracefully""" + self._shutdown.set() diff --git a/agentops/telemetry/manager.py b/agentops/telemetry/manager.py new file mode 100644 index 000000000..ed352ec63 --- /dev/null +++ b/agentops/telemetry/manager.py @@ -0,0 +1,147 @@ +from __future__ import annotations + +from typing import TYPE_CHECKING, Dict, List, Optional +from uuid import UUID + +from opentelemetry import trace +from opentelemetry.sdk.resources import Resource +from opentelemetry.sdk.trace import TracerProvider, SpanProcessor +from opentelemetry.sdk.trace.export import BatchSpanProcessor +from opentelemetry.sdk.trace.sampling import ParentBased, Sampler, TraceIdRatioBased + +from .config import OTELConfig +from .exporters.session import SessionExporter +from .processors import EventProcessor + + + +if TYPE_CHECKING: + from agentops.client import Client + + +class TelemetryManager: + """Manages OpenTelemetry instrumentation for AgentOps. + + Responsibilities: + 1. Configure and manage TracerProvider + 2. Handle resource attributes and sampling + 3. Manage session-specific exporters and processors + 4. Coordinate telemetry lifecycle + + Architecture: + TelemetryManager + | + |-- TracerProvider (configured with sampling) + |-- Resource (service info and attributes) + |-- SessionExporters (per session) + |-- EventProcessors (per session) + """ + + def __init__(self, client: Optional[Client] = None) -> None: + self._provider: Optional[TracerProvider] = None + self._session_exporters: Dict[UUID, SessionExporter] = {} + self._processors: List[SpanProcessor] = [] + self.config: Optional[OTELConfig] = None + + if not client: + from agentops.client import Client + client = Client() + self.client = client + + def initialize(self, config: OTELConfig) -> None: + """Initialize telemetry infrastructure. + + Args: + config: OTEL configuration + + Raises: + ValueError: If config is None + """ + if not config: + raise ValueError("Config is required") + + self.config = config + + # Create resource with service info + resource = Resource.create({ + "service.name": "agentops", + **(config.resource_attributes or {}) + }) + + # Create provider with sampling + sampler = config.sampler or ParentBased(TraceIdRatioBased(0.5)) + self._provider = TracerProvider( + resource=resource, + sampler=sampler + ) + + # Set as global provider + trace.set_tracer_provider(self._provider) + + def create_session_tracer(self, session_id: UUID, jwt: str) -> trace.Tracer: + """Create tracer for a new session. + + Args: + session_id: UUID for the session + jwt: JWT token for authentication + + Returns: + Configured tracer for the session + + Raises: + RuntimeError: If telemetry is not initialized + """ + if not self._provider: + raise RuntimeError("Telemetry not initialized") + if not self.config: + raise RuntimeError("Config not initialized") + + # Create session exporter and processor + exporter = SessionExporter( + session_id=session_id, + endpoint=self.config.endpoint, + jwt=jwt, + api_key=self.config.api_key + ) + self._session_exporters[session_id] = exporter + + # Create processors + batch_processor = BatchSpanProcessor( + exporter, + max_queue_size=self.config.max_queue_size, + max_export_batch_size=self.config.max_export_batch_size, + schedule_delay_millis=self.config.max_wait_time + ) + + event_processor = EventProcessor( + session_id=session_id, + processor=batch_processor + ) + + # Add processor + self._provider.add_span_processor(event_processor) + self._processors.append(event_processor) + + # Return session tracer + return self._provider.get_tracer(f"agentops.session.{session_id}") + + def cleanup_session(self, session_id: UUID) -> None: + """Clean up session telemetry resources. + + Args: + session_id: UUID of session to clean up + """ + if session_id in self._session_exporters: + exporter = self._session_exporters[session_id] + exporter.shutdown() + del self._session_exporters[session_id] + + def shutdown(self) -> None: + """Shutdown all telemetry resources.""" + if self._provider: + self._provider.shutdown() + self._provider = None + for exporter in self._session_exporters.values(): + exporter.shutdown() + self._session_exporters.clear() + self._processors.clear() diff --git a/agentops/telemetry/processors.py b/agentops/telemetry/processors.py new file mode 100644 index 000000000..22f075c8c --- /dev/null +++ b/agentops/telemetry/processors.py @@ -0,0 +1,121 @@ +from __future__ import annotations + +from dataclasses import dataclass, field +from typing import Any, Dict, List, Optional +from uuid import UUID, uuid4 + +from opentelemetry import trace +from opentelemetry.context import Context, attach, detach, set_value +from opentelemetry.sdk.trace import ReadableSpan, Span, SpanProcessor, TracerProvider +from opentelemetry.trace import Status, StatusCode + +from agentops.event import ErrorEvent +from agentops.helpers import get_ISO_time +from .encoders import EventToSpanEncoder + + +@dataclass +class EventProcessor(SpanProcessor): + """Processes spans for AgentOps events. + + Responsibilities: + 1. Add session context to spans + 2. Track event counts + 3. Handle error propagation + 4. Forward spans to wrapped processor + + Architecture: + EventProcessor + | + |-- Session Context + |-- Event Counting + |-- Error Handling + |-- Wrapped Processor + """ + + session_id: UUID + processor: SpanProcessor + event_counts: Dict[str, int] = field( + default_factory=lambda: { + "llms": 0, + "tools": 0, + "actions": 0, + "errors": 0, + "apis": 0 + } + ) + + def on_start( + self, + span: Span, + parent_context: Optional[Context] = None + ) -> None: + """Process span start, adding session context and common attributes. + + Args: + span: The span being started + parent_context: Optional parent context + """ + if not span.is_recording() or not hasattr(span, 'context') or span.context is None: + return + + # Add session context + token = set_value("session.id", str(self.session_id)) + try: + token = attach(token) + + # Add common attributes + span.set_attributes({ + "session.id": str(self.session_id), + "event.timestamp": get_ISO_time(), + }) + + # Update event counts if this is an AgentOps event + event_type = span.attributes.get("event.type") + if event_type in self.event_counts: + self.event_counts[event_type] += 1 + + # Forward to wrapped processor + self.processor.on_start(span, parent_context) + finally: + detach(token) + + def on_end(self, span: ReadableSpan) -> None: + """Process span end, handling error events and forwarding to wrapped processor. + + Args: + span: The span being ended + """ + # Check for None context first + if not span.context: + return + + if not span.context.trace_flags.sampled: + return + + # Handle error events by updating the current span + if "error" in span.attributes: + current_span = trace.get_current_span() + if current_span and current_span.is_recording(): + current_span.set_status(Status(StatusCode.ERROR)) + for key, value in span.attributes.items(): + if key.startswith("error."): + current_span.set_attribute(key, value) + + # Forward to wrapped processor + self.processor.on_end(span) + + def shutdown(self) -> None: + """Shutdown the processor.""" + self.processor.shutdown() + + def force_flush(self, timeout_millis: Optional[int] = None) -> bool: + """Force flush the processor. + + Args: + timeout_millis: Optional timeout in milliseconds + + Returns: + bool: True if flush succeeded + """ + return self.processor.force_flush(timeout_millis) From 3a6dfa7aecbf8005f99ea726a377a0f48fb0c871 Mon Sep 17 00:00:00 2001 From: Teo Date: Fri, 10 Jan 2025 00:02:50 +0100 Subject: [PATCH 34/60] Add telemetry tests Signed-off-by: Teo --- tests/{_telemetry => telemetry}/conftest.py | 0 .../test_event_converter.py | 0 .../test_exporter.py | 0 tests/telemetry/test_exporters.py | 44 +++++++++++++++++++ .../{_telemetry => telemetry}/test_manager.py | 0 .../test_processors.py | 0 6 files changed, 44 insertions(+) rename tests/{_telemetry => telemetry}/conftest.py (100%) rename tests/{_telemetry => telemetry}/test_event_converter.py (100%) rename tests/{_telemetry => telemetry}/test_exporter.py (100%) create mode 100644 tests/telemetry/test_exporters.py rename tests/{_telemetry => telemetry}/test_manager.py (100%) rename tests/{_telemetry => telemetry}/test_processors.py (100%) diff --git a/tests/_telemetry/conftest.py b/tests/telemetry/conftest.py similarity index 100% rename from tests/_telemetry/conftest.py rename to tests/telemetry/conftest.py diff --git a/tests/_telemetry/test_event_converter.py b/tests/telemetry/test_event_converter.py similarity index 100% rename from tests/_telemetry/test_event_converter.py rename to tests/telemetry/test_event_converter.py diff --git a/tests/_telemetry/test_exporter.py b/tests/telemetry/test_exporter.py similarity index 100% rename from tests/_telemetry/test_exporter.py rename to tests/telemetry/test_exporter.py diff --git a/tests/telemetry/test_exporters.py b/tests/telemetry/test_exporters.py new file mode 100644 index 000000000..ec94255c8 --- /dev/null +++ b/tests/telemetry/test_exporters.py @@ -0,0 +1,44 @@ +import pytest +from uuid import UUID +from opentelemetry.sdk.trace import ReadableSpan +from opentelemetry.trace import SpanKind, Status, StatusCode +from opentelemetry.sdk.trace.export import SpanExportResult + +from agentops.telemetry.exporters.session import SessionExporter + +class TestSessionExporter: + """Test suite for new SessionExporter""" + + @pytest.fixture + def exporter(self): + return SessionExporter( + session_id=UUID('00000000-0000-0000-0000-000000000000'), + jwt="test-jwt", + endpoint="http://test", + api_key="test-key" + ) + + def test_event_formatting(self, exporter, test_span): + """Verify events are formatted correctly""" + formatted = exporter._format_spans([test_span]) + + assert len(formatted) == 1 + event = formatted[0] + assert "id" in event + assert "event_type" in event + assert "session_id" in event + + def test_retry_logic(self, exporter, test_span, mocker): + """Verify retry behavior works as expected""" + mock_send = mocker.patch.object(exporter, '_send_batch') + mock_send.side_effect = [False, False, True] + + result = exporter.export([test_span]) + assert result == SpanExportResult.SUCCESS + assert mock_send.call_count == 3 + + def test_batch_processing(self, exporter, test_span): + """Verify batch processing works correctly""" + spans = [test_span for _ in range(5)] + result = exporter.export(spans) + assert result == SpanExportResult.SUCCESS \ No newline at end of file diff --git a/tests/_telemetry/test_manager.py b/tests/telemetry/test_manager.py similarity index 100% rename from tests/_telemetry/test_manager.py rename to tests/telemetry/test_manager.py diff --git a/tests/_telemetry/test_processors.py b/tests/telemetry/test_processors.py similarity index 100% rename from tests/_telemetry/test_processors.py rename to tests/telemetry/test_processors.py From 1684f511e0e4161b4b876c8f1b056a4676c47aee Mon Sep 17 00:00:00 2001 From: Teo Date: Fri, 10 Jan 2025 15:56:55 +0100 Subject: [PATCH 35/60] merge exporters tests Signed-off-by: Teo --- tests/telemetry/test_exporter.py | 168 --------------------- tests/telemetry/test_exporters.py | 236 +++++++++++++++++++++++++++--- 2 files changed, 212 insertions(+), 192 deletions(-) delete mode 100644 tests/telemetry/test_exporter.py diff --git a/tests/telemetry/test_exporter.py b/tests/telemetry/test_exporter.py deleted file mode 100644 index 3109f1e80..000000000 --- a/tests/telemetry/test_exporter.py +++ /dev/null @@ -1,168 +0,0 @@ -import json -import threading -import time -import uuid -from unittest.mock import Mock, patch - -import pytest -from opentelemetry.sdk.trace import ReadableSpan -from opentelemetry.sdk.trace.export import SpanExportResult - -from agentops.telemetry.exporters.event import EventExporter - - -@pytest.fixture -def mock_span(): - span = Mock(spec=ReadableSpan) - span.name = "test_span" - span.attributes = { - "event.id": str(uuid.uuid4()), - "event.data": json.dumps({"test": "data"}), - "event.timestamp": "2024-01-01T00:00:00Z", - "event.end_timestamp": "2024-01-01T00:00:01Z", - } - return span - - -@pytest.fixture -def ref(): - return EventExporter( - session_id=uuid.uuid4(), endpoint="http://test-endpoint/v2/create_events", jwt="test-jwt", api_key="test-key" - ) - - -class TestExportManager: - def test_initialization(self, ref: EventExporter): - """Test exporter initialization""" - assert not ref._shutdown.is_set() - assert isinstance(ref._export_lock, type(threading.Lock())) - assert ref._retry_count == 3 - assert ref._retry_delay == 1.0 - - def test_export_empty_spans(self, ref): - """Test exporting empty spans list""" - result = ref.export([]) - assert result == SpanExportResult.SUCCESS - - def test_export_single_span(self, ref, mock_span): - """Test exporting a single span""" - with patch("agentops.http_client.HttpClient.post") as mock_post: - mock_post.return_value.code = 200 - - result = ref.export([mock_span]) - assert result == SpanExportResult.SUCCESS - - # Verify request - mock_post.assert_called_once() - call_args = mock_post.call_args[0] - payload = json.loads(call_args[1].decode("utf-8")) - - assert len(payload["events"]) == 1 - assert payload["events"][0]["event_type"] == "test_span" - - def test_export_multiple_spans(self, ref, mock_span): - """Test exporting multiple spans""" - spans = [mock_span, mock_span] - - with patch("agentops.http_client.HttpClient.post") as mock_post: - mock_post.return_value.code = 200 - - result = ref.export(spans) - assert result == SpanExportResult.SUCCESS - - # Verify request - mock_post.assert_called_once() - call_args = mock_post.call_args[0] - payload = json.loads(call_args[1].decode("utf-8")) - - assert len(payload["events"]) == 2 - - def test_export_failure_retry(self, ref, mock_span): - """Test retry behavior on export failure""" - mock_wait = Mock() - ref._wait_fn = mock_wait - - with patch("agentops.http_client.HttpClient.post") as mock_post: - # Create mock responses with proper return values - mock_responses = [ - Mock(code=500), # First attempt fails - Mock(code=500), # Second attempt fails - Mock(code=200), # Third attempt succeeds - ] - mock_post.side_effect = mock_responses - - result = ref.export([mock_span]) - assert result == SpanExportResult.SUCCESS - assert mock_post.call_count == 3 - - # Verify exponential backoff delays - assert mock_wait.call_count == 2 - assert mock_wait.call_args_list[0][0][0] == 1.0 - assert mock_wait.call_args_list[1][0][0] == 2.0 - - def test_export_max_retries_exceeded(self, ref, mock_span): - """Test behavior when max retries are exceeded""" - mock_wait = Mock() - ref._wait_fn = mock_wait - - with patch("agentops.http_client.HttpClient.post") as mock_post: - # Mock consistently failing response - mock_response = Mock(ok=False, status_code=500) - mock_post.return_value = mock_response - - result = ref.export([mock_span]) - assert result == SpanExportResult.FAILURE - assert mock_post.call_count == ref._retry_count - - # Verify all retries waited - assert mock_wait.call_count == ref._retry_count - 1 - - def test_shutdown_behavior(self, ref, mock_span): - """Test exporter shutdown behavior""" - ref.shutdown() - assert ref._shutdown.is_set() - - # Should return success without exporting - result = ref.export([mock_span]) - assert result == SpanExportResult.SUCCESS - - def test_malformed_span_handling(self, ref): - """Test handling of malformed spans""" - malformed_span = Mock(spec=ReadableSpan) - malformed_span.name = "test_span" - malformed_span.attributes = {} # Missing required attributes - - with patch("agentops.http_client.HttpClient.post") as mock_post: - mock_post.return_value.code = 200 - - result = ref.export([malformed_span]) - assert result == SpanExportResult.SUCCESS - - # Verify event was formatted with defaults - call_args = mock_post.call_args[0] - payload = json.loads(call_args[1].decode("utf-8")) - event = payload["events"][0] - - assert "id" in event - assert event["event_type"] == "test_span" - - def test_concurrent_exports(self, ref, mock_span): - """Test concurrent export handling""" - - def export_spans(): - return ref.export([mock_span]) - - with patch("agentops.http_client.HttpClient.post") as mock_post: - mock_post.return_value.code = 200 - - # Create and start threads - threads = [threading.Thread(target=export_spans) for _ in range(3)] - for thread in threads: - thread.start() - - # Wait for all threads to complete - for thread in threads: - thread.join() - - # Verify each thread's export was processed - assert mock_post.call_count == 3 diff --git a/tests/telemetry/test_exporters.py b/tests/telemetry/test_exporters.py index ec94255c8..8ba6f0d67 100644 --- a/tests/telemetry/test_exporters.py +++ b/tests/telemetry/test_exporters.py @@ -1,44 +1,232 @@ +import json +import threading +import time +import uuid +from unittest.mock import Mock, patch + import pytest from uuid import UUID from opentelemetry.sdk.trace import ReadableSpan from opentelemetry.trace import SpanKind, Status, StatusCode from opentelemetry.sdk.trace.export import SpanExportResult +from agentops.telemetry.exporters.event import EventExporter from agentops.telemetry.exporters.session import SessionExporter + +@pytest.fixture +def mock_span(): + span = Mock(spec=ReadableSpan) + span.name = "test_span" + span.attributes = { + "event.id": str(uuid.uuid4()), + "event.data": json.dumps({"test": "data"}), + "event.timestamp": "2024-01-01T00:00:00Z", + "event.end_timestamp": "2024-01-01T00:00:01Z", + } + return span + + +@pytest.fixture +def event_exporter(): + return EventExporter( + session_id=uuid.uuid4(), + endpoint="http://test-endpoint/v2/create_events", + jwt="test-jwt", + api_key="test-key" + ) + + +class TestEventExporter: + """Test suite for EventExporter""" + + def test_initialization(self, event_exporter: EventExporter): + """Test exporter initialization""" + assert not event_exporter._shutdown.is_set() + assert isinstance(event_exporter._export_lock, type(threading.Lock())) + assert event_exporter._retry_count == 3 + assert event_exporter._retry_delay == 1.0 + + def test_export_empty_spans(self, event_exporter): + """Test exporting empty spans list""" + result = event_exporter.export([]) + assert result == SpanExportResult.SUCCESS + + def test_export_single_span(self, event_exporter, mock_span): + """Test exporting a single span""" + with patch("agentops.http_client.HttpClient.post") as mock_post: + mock_post.return_value.code = 200 + + result = event_exporter.export([mock_span]) + assert result == SpanExportResult.SUCCESS + + # Verify request + mock_post.assert_called_once() + call_args = mock_post.call_args[0] + payload = json.loads(call_args[1].decode("utf-8")) + + assert len(payload["events"]) == 1 + assert payload["events"][0]["event_type"] == "test_span" + + def test_export_multiple_spans(self, event_exporter, mock_span): + """Test exporting multiple spans""" + spans = [mock_span, mock_span] + + with patch("agentops.http_client.HttpClient.post") as mock_post: + mock_post.return_value.code = 200 + + result = event_exporter.export(spans) + assert result == SpanExportResult.SUCCESS + + # Verify request + mock_post.assert_called_once() + call_args = mock_post.call_args[0] + payload = json.loads(call_args[1].decode("utf-8")) + + assert len(payload["events"]) == 2 + + def test_export_failure_retry(self, event_exporter, mock_span): + """Test retry behavior on export failure""" + mock_wait = Mock() + event_exporter._wait_fn = mock_wait + + with patch("agentops.http_client.HttpClient.post") as mock_post: + # Create mock responses with proper return values + mock_responses = [ + Mock(code=500), # First attempt fails + Mock(code=500), # Second attempt fails + Mock(code=200), # Third attempt succeeds + ] + mock_post.side_effect = mock_responses + + result = event_exporter.export([mock_span]) + assert result == SpanExportResult.SUCCESS + assert mock_post.call_count == 3 + + # Verify exponential backoff delays + assert mock_wait.call_count == 2 + assert mock_wait.call_args_list[0][0][0] == 1.0 + assert mock_wait.call_args_list[1][0][0] == 2.0 + + def test_export_max_retries_exceeded(self, event_exporter, mock_span): + """Test behavior when max retries are exceeded""" + mock_wait = Mock() + event_exporter._wait_fn = mock_wait + + with patch("agentops.http_client.HttpClient.post") as mock_post: + # Mock consistently failing response + mock_response = Mock(code=500) + mock_post.return_value = mock_response + + result = event_exporter.export([mock_span]) + assert result == SpanExportResult.FAILURE + assert mock_post.call_count == event_exporter._retry_count + + # Verify all retries waited + assert mock_wait.call_count == event_exporter._retry_count - 1 + + def test_shutdown_behavior(self, event_exporter, mock_span): + """Test exporter shutdown behavior""" + event_exporter.shutdown() + assert event_exporter._shutdown.is_set() + + # Should return success without exporting + result = event_exporter.export([mock_span]) + assert result == SpanExportResult.SUCCESS + + def test_retry_logic(self, exporter, test_span): + """Verify retry behavior works as expected""" + with patch("agentops.http_client.HttpClient.post") as mock_post: + # Create mock responses with proper return values + mock_responses = [ + Mock(code=500), # First attempt fails + Mock(code=500), # Second attempt fails + Mock(code=200), # Third attempt succeeds + ] + mock_post.side_effect = mock_responses + + result = exporter.export([test_span]) + assert result == SpanExportResult.SUCCESS + assert mock_post.call_count == 3 + + # Verify the endpoint was called correctly + for call in mock_post.call_args_list: + assert call[0][0] == exporter.endpoint + payload = json.loads(call[0][1].decode("utf-8")) + assert "events" in payload + assert len(payload["events"]) == 1 + + class TestSessionExporter: - """Test suite for new SessionExporter""" + """Test suite for SessionExporter""" + + @pytest.fixture + def test_span(self): + """Create a test span with required attributes""" + span = Mock(spec=ReadableSpan) + span.name = "test_span" + span.attributes = { + "event.id": str(uuid.uuid4()), + "event.data": json.dumps({"test": "data"}), + "event.timestamp": "2024-01-01T00:00:00Z", + "event.end_timestamp": "2024-01-01T00:00:01Z", + } + return span @pytest.fixture def exporter(self): - return SessionExporter( - session_id=UUID('00000000-0000-0000-0000-000000000000'), - jwt="test-jwt", - endpoint="http://test", - api_key="test-key" - ) + """Create a SessionExporter with mocked session""" + from agentops.session import Session + mock_config = Mock() + mock_config.endpoint = "http://test" + mock_config.api_key = "test-key" + + mock_session = Mock(spec=Session) + mock_session.session_id = UUID('00000000-0000-0000-0000-000000000000') + mock_session.jwt = "test-jwt" + mock_session.config = mock_config + + return SessionExporter(session=mock_session) def test_event_formatting(self, exporter, test_span): """Verify events are formatted correctly""" - formatted = exporter._format_spans([test_span]) - - assert len(formatted) == 1 - event = formatted[0] - assert "id" in event - assert "event_type" in event - assert "session_id" in event + with patch("agentops.http_client.HttpClient.post") as mock_post: + mock_post.return_value.code = 200 + result = exporter.export([test_span]) + assert result == SpanExportResult.SUCCESS + + # Verify the formatted event + call_args = mock_post.call_args[0] + payload = json.loads(call_args[1].decode("utf-8")) + assert len(payload["events"]) == 1 + event = payload["events"][0] + assert "id" in event + assert "event_type" in event + assert "session_id" in event - def test_retry_logic(self, exporter, test_span, mocker): + def test_retry_logic(self, exporter, test_span): """Verify retry behavior works as expected""" - mock_send = mocker.patch.object(exporter, '_send_batch') - mock_send.side_effect = [False, False, True] - - result = exporter.export([test_span]) - assert result == SpanExportResult.SUCCESS - assert mock_send.call_count == 3 + with patch("agentops.http_client.HttpClient.post") as mock_post: + mock_responses = [ + Mock(code=500), # First attempt fails + Mock(code=500), # Second attempt fails + Mock(code=200), # Third attempt succeeds + ] + mock_post.side_effect = mock_responses + + result = exporter.export([test_span]) + assert result == SpanExportResult.SUCCESS + assert mock_post.call_count == 3 def test_batch_processing(self, exporter, test_span): """Verify batch processing works correctly""" - spans = [test_span for _ in range(5)] - result = exporter.export(spans) - assert result == SpanExportResult.SUCCESS \ No newline at end of file + with patch("agentops.http_client.HttpClient.post") as mock_post: + mock_post.return_value.code = 200 + spans = [test_span for _ in range(5)] + result = exporter.export(spans) + assert result == SpanExportResult.SUCCESS + + # Verify batch was sent correctly + call_args = mock_post.call_args[0] + payload = json.loads(call_args[1].decode("utf-8")) + assert len(payload["events"]) == 5 \ No newline at end of file From e4d9530cec6968eb45cdf1ccdba69cac58095fe8 Mon Sep 17 00:00:00 2001 From: Teo Date: Fri, 10 Jan 2025 16:35:50 +0100 Subject: [PATCH 36/60] fixes Signed-off-by: Teo fix exporters Made the SessionExporter constructor more flexible by accepting either a session object or individual parameters Added proper validation to ensure all required parameters are provided Updated the export method to use the instance variables directly instead of accessing through the session object Maintained backward compatibility for existing code that uses the session object Signed-off-by: Teo fix parent key handling Signed-off-by: Teo --- agentops/http_client.py | 49 ++++------------------- agentops/session/api.py | 3 +- agentops/telemetry/exporters/event.py | 6 ++- agentops/telemetry/exporters/session.py | 53 ++++++++++++++++++++++--- tests/telemetry/test_exporters.py | 16 ++++---- 5 files changed, 69 insertions(+), 58 deletions(-) diff --git a/agentops/http_client.py b/agentops/http_client.py index 11c0bf49f..d357e5f4a 100644 --- a/agentops/http_client.py +++ b/agentops/http_client.py @@ -115,63 +115,30 @@ def _prepare_headers( def post( cls, url: str, - payload: bytes, + data: bytes, api_key: Optional[str] = None, parent_key: Optional[str] = None, jwt: Optional[str] = None, - header: Optional[Dict[str, str]] = None, + header: Optional[Dict[str, str]] = None ) -> Response: - """Make HTTP POST request using connection pooling""" - result = Response() - try: - headers = cls._prepare_headers(api_key, parent_key, jwt, header) - session = cls.get_session() - res = session.post(url, data=payload, headers=headers, timeout=20) - result.parse(res) - - except requests.exceptions.Timeout: - result.code = 408 - result.status = HttpStatus.TIMEOUT - raise ApiServerException("Could not reach API server - connection timed out") - except requests.exceptions.HTTPError as e: - try: - result.parse(e.response) - except Exception: - result = Response() - result.code = e.response.status_code - result.status = Response.get_status(e.response.status_code) - result.body = {"error": str(e)} - raise ApiServerException(f"HTTPError: {e}") - except requests.exceptions.RequestException as e: - result.body = {"error": str(e)} - raise ApiServerException(f"RequestException: {e}") - - if result.code == 401: - raise ApiServerException( - f"API server: invalid API key: {api_key}. Find your API key at https://app.agentops.ai/settings/projects" - ) - if result.code == 400: - if "message" in result.body: - raise ApiServerException(f"API server: {result.body['message']}") - else: - raise ApiServerException(f"API server: {result.body}") - if result.code == 500: - raise ApiServerException("API server: - internal server error") - - return result + """Make POST request with proper headers""" + headers = cls._prepare_headers(api_key, parent_key, jwt, header) + response = requests.post(url, data=data, headers=headers) + return Response(Response.get_status(response.status_code), response.json() if response.text else None) @classmethod def get( cls, url: str, api_key: Optional[str] = None, + parent_key: Optional[str] = None, jwt: Optional[str] = None, header: Optional[Dict[str, str]] = None, ) -> Response: """Make HTTP GET request using connection pooling""" result = Response() try: - headers = cls._prepare_headers(api_key, None, jwt, header) + headers = cls._prepare_headers(api_key, parent_key, jwt, header) session = cls.get_session() res = session.get(url, headers=headers, timeout=20) result.parse(res) diff --git a/agentops/session/api.py b/agentops/session/api.py index ba8cf1aed..5c4bc1ef1 100644 --- a/agentops/session/api.py +++ b/agentops/session/api.py @@ -85,11 +85,10 @@ def _post( header = {} if needs_api_key: - # Add API key to both kwargs and header kwargs["api_key"] = self.config.api_key header["X-Agentops-Api-Key"] = self.config.api_key - if needs_parent_key: + if needs_parent_key and self.config.parent_key: kwargs["parent_key"] = self.config.parent_key if self.session.jwt: diff --git a/agentops/telemetry/exporters/event.py b/agentops/telemetry/exporters/event.py index 76f2f38ff..1c7100980 100644 --- a/agentops/telemetry/exporters/event.py +++ b/agentops/telemetry/exporters/event.py @@ -125,7 +125,11 @@ def _format_spans(self, spans: Sequence[ReadableSpan]) -> List[Dict]: def _send_batch(self, events: List[Dict]) -> bool: """Send a batch of events to the AgentOps backend""" try: - endpoint = self.endpoint.rstrip('/') + '/v2/create_events' + # Don't append /v2/create_events if it's already in the endpoint + endpoint = self.endpoint + if not endpoint.endswith('/v2/create_events'): + endpoint = endpoint.rstrip('/') + '/v2/create_events' + response = HttpClient.post( endpoint, json.dumps({"events": events}).encode("utf-8"), diff --git a/agentops/telemetry/exporters/session.py b/agentops/telemetry/exporters/session.py index c363e01a8..362abdbbf 100644 --- a/agentops/telemetry/exporters/session.py +++ b/agentops/telemetry/exporters/session.py @@ -19,15 +19,48 @@ class SessionExporter(SpanExporter): """Manages publishing events for Session""" - def __init__(self, session: Session, **kwargs): - self.session = session + def __init__( + self, + session: Optional[Session] = None, + session_id: Optional[UUID] = None, + endpoint: Optional[str] = None, + jwt: Optional[str] = None, + api_key: Optional[str] = None, + **kwargs + ): + """Initialize SessionExporter with either a Session object or individual parameters. + + Args: + session: Session object containing all required parameters + session_id: UUID for the session (if not using session object) + endpoint: API endpoint (if not using session object) + jwt: JWT token for authentication (if not using session object) + api_key: API key for authentication (if not using session object) + """ self._shutdown = threading.Event() self._export_lock = threading.Lock() + + if session: + self.session = session + self.session_id = session.session_id + self._endpoint = session.config.endpoint + self.jwt = session.jwt + self.api_key = session.config.api_key + else: + if not all([session_id, endpoint, jwt, api_key]): + raise ValueError("Must provide either session object or all individual parameters") + self.session = None + self.session_id = session_id + self._endpoint = endpoint + self.jwt = jwt + self.api_key = api_key + super().__init__(**kwargs) @property def endpoint(self): - return f"{self.session.config.endpoint}/v2/create_events" + """Get the full endpoint URL.""" + return f"{self._endpoint}/v2/create_events" def export(self, spans: Sequence[ReadableSpan]) -> SpanExportResult: if self._shutdown.is_set(): @@ -73,7 +106,7 @@ def export(self, spans: Sequence[ReadableSpan]) -> SpanExportResult: "init_timestamp": init_timestamp, "end_timestamp": end_timestamp, **formatted_data, - "session_id": str(self.session.session_id), + "session_id": str(self.session_id), } ) ) @@ -81,11 +114,19 @@ def export(self, spans: Sequence[ReadableSpan]) -> SpanExportResult: # Only make HTTP request if we have events and not shutdown if events: try: + # Add Authorization header with Bearer token + headers = { + "Authorization": f"Bearer {self.jwt}" if self.jwt else None, + "X-Agentops-Api-Key": self.api_key + } + headers = {k: v for k, v in headers.items() if v is not None} + res = HttpClient.post( self.endpoint, json.dumps({"events": events}).encode("utf-8"), - api_key=self.session.config.api_key, - jwt=self.session.jwt, + api_key=self.api_key, + jwt=self.jwt, + header=headers ) return SpanExportResult.SUCCESS if res.code == 200 else SpanExportResult.FAILURE except Exception as e: diff --git a/tests/telemetry/test_exporters.py b/tests/telemetry/test_exporters.py index 8ba6f0d67..12e4c5c3f 100644 --- a/tests/telemetry/test_exporters.py +++ b/tests/telemetry/test_exporters.py @@ -134,7 +134,7 @@ def test_shutdown_behavior(self, event_exporter, mock_span): result = event_exporter.export([mock_span]) assert result == SpanExportResult.SUCCESS - def test_retry_logic(self, exporter, test_span): + def test_retry_logic(self, event_exporter, mock_span): """Verify retry behavior works as expected""" with patch("agentops.http_client.HttpClient.post") as mock_post: # Create mock responses with proper return values @@ -145,13 +145,13 @@ def test_retry_logic(self, exporter, test_span): ] mock_post.side_effect = mock_responses - result = exporter.export([test_span]) + result = event_exporter.export([mock_span]) assert result == SpanExportResult.SUCCESS assert mock_post.call_count == 3 # Verify the endpoint was called correctly for call in mock_post.call_args_list: - assert call[0][0] == exporter.endpoint + assert call[0][0] == event_exporter.endpoint payload = json.loads(call[0][1].decode("utf-8")) assert "events" in payload assert len(payload["events"]) == 1 @@ -174,11 +174,11 @@ def test_span(self): return span @pytest.fixture - def exporter(self): - """Create a SessionExporter with mocked session""" + def session_exporter(self): + """Create a SessionExporter instance for testing""" from agentops.session import Session mock_config = Mock() - mock_config.endpoint = "http://test" + mock_config.endpoint = "http://test-endpoint" mock_config.api_key = "test-key" mock_session = Mock(spec=Session) @@ -204,7 +204,7 @@ def test_event_formatting(self, exporter, test_span): assert "event_type" in event assert "session_id" in event - def test_retry_logic(self, exporter, test_span): + def test_retry_logic(self, session_exporter, test_span): """Verify retry behavior works as expected""" with patch("agentops.http_client.HttpClient.post") as mock_post: mock_responses = [ @@ -214,7 +214,7 @@ def test_retry_logic(self, exporter, test_span): ] mock_post.side_effect = mock_responses - result = exporter.export([test_span]) + result = session_exporter.export([test_span]) assert result == SpanExportResult.SUCCESS assert mock_post.call_count == 3 From eb99891c27a1c3e2ef64e035a133fb49e4dca32b Mon Sep 17 00:00:00 2001 From: Teo Date: Fri, 10 Jan 2025 16:56:01 +0100 Subject: [PATCH 37/60] save x3 Signed-off-by: Teo --- agentops/http_client.py | 20 +++++++++++++++++--- agentops/session/api.py | 7 +------ agentops/telemetry/exporters/event.py | 8 ++++++++ agentops/telemetry/exporters/session.py | 6 +++--- 4 files changed, 29 insertions(+), 12 deletions(-) diff --git a/agentops/http_client.py b/agentops/http_client.py index d357e5f4a..3143944e8 100644 --- a/agentops/http_client.py +++ b/agentops/http_client.py @@ -106,7 +106,15 @@ def _prepare_headers( if jwt is not None: headers["Authorization"] = f"Bearer {jwt}" - if custom_headers is not None: + if custom_headers: + # Don't let custom headers override critical headers + custom_headers = custom_headers.copy() + if jwt is not None: + custom_headers.pop("Authorization", None) + if api_key is not None: + custom_headers.pop("X-Agentops-Api-Key", None) + if parent_key is not None: + custom_headers.pop("X-Agentops-Parent-Key", None) headers.update(custom_headers) return headers @@ -122,8 +130,14 @@ def post( header: Optional[Dict[str, str]] = None ) -> Response: """Make POST request with proper headers""" - headers = cls._prepare_headers(api_key, parent_key, jwt, header) - response = requests.post(url, data=data, headers=headers) + # Use session for connection pooling + session = cls.get_session() + + # Prepare headers with all authentication info + headers = cls._prepare_headers(api_key, parent_key, jwt, header or {}) + + # Make request with prepared headers + response = session.post(url, data=data, headers=headers) return Response(Response.get_status(response.status_code), response.json() if response.text else None) @classmethod diff --git a/agentops/session/api.py b/agentops/session/api.py index 5c4bc1ef1..6b575d666 100644 --- a/agentops/session/api.py +++ b/agentops/session/api.py @@ -82,11 +82,9 @@ def _post( serialized = safe_serialize(payload).encode("utf-8") kwargs = {} - header = {} if needs_api_key: kwargs["api_key"] = self.config.api_key - header["X-Agentops-Api-Key"] = self.config.api_key if needs_parent_key and self.config.parent_key: kwargs["parent_key"] = self.config.parent_key @@ -95,9 +93,6 @@ def _post( kwargs["jwt"] = self.session.jwt if hasattr(self.session, "session_id"): - header["X-Session-ID"] = str(self.session.session_id) - - if header: - kwargs["header"] = header + kwargs["header"] = {"X-Session-ID": str(self.session.session_id)} return HttpClient.post(url, serialized, **kwargs) diff --git a/agentops/telemetry/exporters/event.py b/agentops/telemetry/exporters/event.py index 1c7100980..9fa679c51 100644 --- a/agentops/telemetry/exporters/event.py +++ b/agentops/telemetry/exporters/event.py @@ -130,11 +130,19 @@ def _send_batch(self, events: List[Dict]) -> bool: if not endpoint.endswith('/v2/create_events'): endpoint = endpoint.rstrip('/') + '/v2/create_events' + # Add Authorization header with Bearer token + headers = { + "X-Agentops-Api-Key": self.api_key, + } + if self.jwt: + headers["Authorization"] = f"Bearer {self.jwt}" + response = HttpClient.post( endpoint, json.dumps({"events": events}).encode("utf-8"), api_key=self.api_key, jwt=self.jwt, + header=headers ) return response.code == 200 except Exception as e: diff --git a/agentops/telemetry/exporters/session.py b/agentops/telemetry/exporters/session.py index 362abdbbf..9159c47ed 100644 --- a/agentops/telemetry/exporters/session.py +++ b/agentops/telemetry/exporters/session.py @@ -116,10 +116,10 @@ def export(self, spans: Sequence[ReadableSpan]) -> SpanExportResult: try: # Add Authorization header with Bearer token headers = { - "Authorization": f"Bearer {self.jwt}" if self.jwt else None, - "X-Agentops-Api-Key": self.api_key + "X-Agentops-Api-Key": self.api_key, } - headers = {k: v for k, v in headers.items() if v is not None} + if self.jwt: + headers["Authorization"] = f"Bearer {self.jwt}" res = HttpClient.post( self.endpoint, From bcb5ead55816666ad50f2e1302b3f81fe05aa085 Mon Sep 17 00:00:00 2001 From: Teo Date: Fri, 10 Jan 2025 16:58:12 +0100 Subject: [PATCH 38/60] Introduce API Layer Signed-off-by: Teo Make session use new API Layer Signed-off-by: Teo --- agentops/api/base.py | 72 +++++++++ agentops/api/session.py | 73 +++++++++ agentops/http_client.py | 189 ------------------------ agentops/meta_client.py | 2 +- agentops/session/README.md | 6 +- agentops/session/api.py | 99 +------------ agentops/session/manager.py | 11 +- agentops/session/session.py | 21 ++- agentops/telemetry/exporters/event.py | 2 +- agentops/telemetry/exporters/session.py | 2 +- agentops/time_travel.py | 2 +- tests/telemetry/test_exporters.py | 18 +-- tests/test_session.py | 2 +- 13 files changed, 185 insertions(+), 314 deletions(-) create mode 100644 agentops/api/base.py create mode 100644 agentops/api/session.py delete mode 100644 agentops/http_client.py diff --git a/agentops/api/base.py b/agentops/api/base.py new file mode 100644 index 000000000..e88c00167 --- /dev/null +++ b/agentops/api/base.py @@ -0,0 +1,72 @@ +from typing import Optional, Dict, Any +import requests +from requests.adapters import HTTPAdapter +from urllib3.util import Retry + +from ..exceptions import ApiServerException + +class ApiClient: + """Base class for API communication with connection pooling""" + + _session: Optional[requests.Session] = None + + @classmethod + def get_session(cls) -> requests.Session: + """Get or create the global session with optimized connection pooling""" + if cls._session is None: + cls._session = requests.Session() + + # Configure connection pooling + adapter = HTTPAdapter( + pool_connections=15, + pool_maxsize=256, + max_retries=Retry( + total=3, + backoff_factor=0.1, + status_forcelist=[500, 502, 503, 504] + ) + ) + + # Mount adapter for both HTTP and HTTPS + cls._session.mount("http://", adapter) + cls._session.mount("https://", adapter) + + # Set default headers + cls._session.headers.update({ + "Connection": "keep-alive", + "Keep-Alive": "timeout=10, max=1000", + "Content-Type": "application/json", + }) + + return cls._session + + def __init__(self, endpoint: str): + self.endpoint = endpoint + + def _prepare_headers( + self, + api_key: Optional[str] = None, + parent_key: Optional[str] = None, + jwt: Optional[str] = None, + custom_headers: Optional[Dict[str, str]] = None + ) -> Dict[str, str]: + """Prepare headers for the request""" + headers = {"Content-Type": "application/json; charset=UTF-8", "Accept": "*/*"} + + if api_key: + headers["X-Agentops-Api-Key"] = api_key + + if parent_key: + headers["X-Agentops-Parent-Key"] = parent_key + + if jwt: + headers["Authorization"] = f"Bearer {jwt}" + + if custom_headers: + # Don't let custom headers override critical headers + safe_headers = custom_headers.copy() + for protected in ["Authorization", "X-Agentops-Api-Key", "X-Agentops-Parent-Key"]: + safe_headers.pop(protected, None) + headers.update(safe_headers) + + return headers \ No newline at end of file diff --git a/agentops/api/session.py b/agentops/api/session.py new file mode 100644 index 000000000..f9ad1cd36 --- /dev/null +++ b/agentops/api/session.py @@ -0,0 +1,73 @@ +from typing import Dict, List, Optional, Tuple, Union, Any +from uuid import UUID +import requests + +from .base import ApiClient +from ..exceptions import ApiServerException +from ..helpers import safe_serialize +from ..log_config import logger +from ..event import Event + +class SessionApiClient(ApiClient): + """Handles API communication for sessions""" + + def __init__(self, endpoint: str, session_id: UUID, api_key: str, jwt: Optional[str] = None): + super().__init__(endpoint) + self.session_id = session_id + self.api_key = api_key + self.jwt = jwt + + def create_session(self, session_data: Dict[str, Any], parent_key: Optional[str] = None) -> Tuple[bool, Optional[str]]: + """Create a new session""" + try: + headers = self._prepare_headers( + api_key=self.api_key, + parent_key=parent_key, + custom_headers={"X-Session-ID": str(self.session_id)} + ) + + res = self._post("/v2/create_session", {"session": session_data}, headers) + jwt = res.json().get("jwt") + return bool(jwt), jwt + + except ApiServerException as e: + logger.error(f"Could not create session - {e}") + return False, None + + def update_session(self, session_data: Dict[str, Any]) -> Optional[Dict[str, Any]]: + """Update session state""" + try: + headers = self._prepare_headers( + api_key=self.api_key, + jwt=self.jwt, + custom_headers={"X-Session-ID": str(self.session_id)} + ) + + res = self._post("/v2/update_session", {"session": session_data}, headers) + return res.json() + + except ApiServerException as e: + logger.error(f"Could not update session - {e}") + return None + + def create_events(self, events: List[Union[Event, dict]]) -> bool: + """Send events to API""" + try: + headers = self._prepare_headers( + api_key=self.api_key, + jwt=self.jwt, + custom_headers={"X-Session-ID": str(self.session_id)} + ) + + res = self._post("/v2/create_events", {"events": events}, headers) + return res.status_code == 200 + + except ApiServerException as e: + logger.error(f"Could not create events - {e}") + return False + + def _post(self, path: str, data: Dict[str, Any], headers: Dict[str, str]) -> requests.Response: + """Make POST request""" + url = f"{self.endpoint}{path}" + session = self.get_session() + return session.post(url, json=data, headers=headers) diff --git a/agentops/http_client.py b/agentops/http_client.py deleted file mode 100644 index 3143944e8..000000000 --- a/agentops/http_client.py +++ /dev/null @@ -1,189 +0,0 @@ -from enum import Enum -from typing import Optional, Dict, Any - -import requests -from requests.adapters import HTTPAdapter, Retry -import json - -from .exceptions import ApiServerException - -JSON_HEADER = {"Content-Type": "application/json; charset=UTF-8", "Accept": "*/*"} - -retry_config = Retry(total=5, backoff_factor=0.1) - - -class HttpStatus(Enum): - SUCCESS = 200 - INVALID_REQUEST = 400 - INVALID_API_KEY = 401 - TIMEOUT = 408 - PAYLOAD_TOO_LARGE = 413 - TOO_MANY_REQUESTS = 429 - FAILED = 500 - UNKNOWN = -1 - - -class Response: - def __init__(self, status: HttpStatus = HttpStatus.UNKNOWN, body: Optional[dict] = None): - self.status: HttpStatus = status - self.code: int = status.value - self.body = body if body else {} - - def parse(self, res: requests.models.Response): - res_body = res.json() - self.code = res.status_code - self.status = self.get_status(self.code) - self.body = res_body - return self - - @staticmethod - def get_status(code: int) -> HttpStatus: - if 200 <= code < 300: - return HttpStatus.SUCCESS - elif code == 429: - return HttpStatus.TOO_MANY_REQUESTS - elif code == 413: - return HttpStatus.PAYLOAD_TOO_LARGE - elif code == 408: - return HttpStatus.TIMEOUT - elif code == 401: - return HttpStatus.INVALID_API_KEY - elif 400 <= code < 500: - return HttpStatus.INVALID_REQUEST - elif code >= 500: - return HttpStatus.FAILED - return HttpStatus.UNKNOWN - - -class HttpClient: - _session: Optional[requests.Session] = None - - @classmethod - def get_session(cls) -> requests.Session: - """Get or create the global session with optimized connection pooling""" - if cls._session is None: - cls._session = requests.Session() - - # Configure connection pooling - adapter = requests.adapters.HTTPAdapter( - pool_connections=15, # Number of connection pools - pool_maxsize=256, # Connections per pool - max_retries=Retry(total=3, backoff_factor=0.1, status_forcelist=[500, 502, 503, 504]), - ) - - # Mount adapter for both HTTP and HTTPS - cls._session.mount("http://", adapter) - cls._session.mount("https://", adapter) - - # Set default headers - cls._session.headers.update( - { - "Connection": "keep-alive", - "Keep-Alive": "timeout=10, max=1000", - "Content-Type": "application/json", - } - ) - - return cls._session - - @classmethod - def _prepare_headers( - cls, - api_key: Optional[str] = None, - parent_key: Optional[str] = None, - jwt: Optional[str] = None, - custom_headers: Optional[dict] = None, - ) -> dict: - """Prepare headers for the request""" - headers = JSON_HEADER.copy() - - if api_key is not None: - headers["X-Agentops-Api-Key"] = api_key - - if parent_key is not None: - headers["X-Agentops-Parent-Key"] = parent_key - - if jwt is not None: - headers["Authorization"] = f"Bearer {jwt}" - - if custom_headers: - # Don't let custom headers override critical headers - custom_headers = custom_headers.copy() - if jwt is not None: - custom_headers.pop("Authorization", None) - if api_key is not None: - custom_headers.pop("X-Agentops-Api-Key", None) - if parent_key is not None: - custom_headers.pop("X-Agentops-Parent-Key", None) - headers.update(custom_headers) - - return headers - - @classmethod - def post( - cls, - url: str, - data: bytes, - api_key: Optional[str] = None, - parent_key: Optional[str] = None, - jwt: Optional[str] = None, - header: Optional[Dict[str, str]] = None - ) -> Response: - """Make POST request with proper headers""" - # Use session for connection pooling - session = cls.get_session() - - # Prepare headers with all authentication info - headers = cls._prepare_headers(api_key, parent_key, jwt, header or {}) - - # Make request with prepared headers - response = session.post(url, data=data, headers=headers) - return Response(Response.get_status(response.status_code), response.json() if response.text else None) - - @classmethod - def get( - cls, - url: str, - api_key: Optional[str] = None, - parent_key: Optional[str] = None, - jwt: Optional[str] = None, - header: Optional[Dict[str, str]] = None, - ) -> Response: - """Make HTTP GET request using connection pooling""" - result = Response() - try: - headers = cls._prepare_headers(api_key, parent_key, jwt, header) - session = cls.get_session() - res = session.get(url, headers=headers, timeout=20) - result.parse(res) - - except requests.exceptions.Timeout: - result.code = 408 - result.status = HttpStatus.TIMEOUT - raise ApiServerException("Could not reach API server - connection timed out") - except requests.exceptions.HTTPError as e: - try: - result.parse(e.response) - except Exception: - result = Response() - result.code = e.response.status_code - result.status = Response.get_status(e.response.status_code) - result.body = {"error": str(e)} - raise ApiServerException(f"HTTPError: {e}") - except requests.exceptions.RequestException as e: - result.body = {"error": str(e)} - raise ApiServerException(f"RequestException: {e}") - - if result.code == 401: - raise ApiServerException( - f"API server: invalid API key: {api_key}. Find your API key at https://app.agentops.ai/settings/projects" - ) - if result.code == 400: - if "message" in result.body: - raise ApiServerException(f"API server: {result.body['message']}") - else: - raise ApiServerException(f"API server: {result.body}") - if result.code == 500: - raise ApiServerException("API server: - internal server error") - - return result diff --git a/agentops/meta_client.py b/agentops/meta_client.py index 6cc7ed2ef..d41a8657b 100644 --- a/agentops/meta_client.py +++ b/agentops/meta_client.py @@ -2,7 +2,7 @@ import traceback from .host_env import get_host_env -from .http_client import HttpClient +from .api.base import ApiClient from .helpers import safe_serialize, get_agentops_version from os import environ diff --git a/agentops/session/README.md b/agentops/session/README.md index 05e5a7cc1..059844ff9 100644 --- a/agentops/session/README.md +++ b/agentops/session/README.md @@ -7,7 +7,7 @@ This package contains the core session management functionality for AgentOps. ```mermaid graph TD S[Session] --> |delegates to| M[SessionManager] - M --> |uses| A[SessionApi] + M --> |uses| A[SessionApiClient] M --> |uses| T[SessionTelemetry] T --> |uses| E[SessionExporter] M --> |manages| R[Registry] @@ -26,7 +26,7 @@ graph TD - Coordinates between API, telemetry, and registry - Manages session analytics and event counts -### SessionApi (`api.py`) +### SessionApiClient (`api.py`) - Handles all HTTP communication with AgentOps API - Manages authentication headers and JWT - Serializes session state for API calls @@ -53,7 +53,7 @@ sequenceDiagram participant C as Client participant S as Session participant M as SessionManager - participant A as SessionApi + participant A as SessionApiClient participant T as SessionTelemetry participant E as SessionExporter diff --git a/agentops/session/api.py b/agentops/session/api.py index 6b575d666..02dc24487 100644 --- a/agentops/session/api.py +++ b/agentops/session/api.py @@ -1,98 +1 @@ -from __future__ import annotations - -import json -from typing import TYPE_CHECKING, Dict, List, Optional, Union, Any, Tuple -from uuid import UUID - -from termcolor import colored - -from agentops.event import Event -from agentops.exceptions import ApiServerException -from agentops.helpers import filter_unjsonable, safe_serialize -from agentops.http_client import HttpClient, HttpStatus, Response -from agentops.log_config import logger - -if TYPE_CHECKING: - from agentops.session import Session - - -class SessionApi: - """Handles all API communication for sessions""" - - def __init__(self, session: "Session"): - self.session = session - - @property - def config(self): - return self.session.config - - def create_session(self) -> Tuple[bool, Optional[str]]: - """Create a new session, returns (success, jwt)""" - payload = {"session": dict(self.session)} - try: - res = self._post("/v2/create_session", payload, needs_api_key=True, needs_parent_key=True) - - jwt = res.body.get("jwt") - if not jwt: - return False, None - - return True, jwt - - except ApiServerException as e: - logger.error(f"Could not create session - {e}") - return False, None - - def update_session(self) -> Optional[Dict[str, Any]]: - """Update session state, returns response data if successful""" - payload = {"session": dict(self.session)} - try: - res = self._post("/v2/update_session", payload, needs_api_key=True) - return res.body - except ApiServerException as e: - logger.error(f"Could not update session - {e}") - return None - - def create_agent(self, name: str, agent_id: str) -> bool: - """Create a new agent, returns success""" - payload = { - "id": agent_id, - "name": name, - } - try: - self._post("/v2/create_agent", payload, needs_api_key=True) - return True - except ApiServerException as e: - logger.error(f"Could not create agent - {e}") - return False - - def create_events(self, events: List[Union[Event, dict]]) -> bool: - """Sends events to API""" - try: - res = self._post("/v2/create_events", {"events": events}, needs_api_key=True) - return res.status == HttpStatus.SUCCESS - except ApiServerException as e: - logger.error(f"Could not create events - {e}") - return False - - def _post( - self, endpoint: str, payload: Dict[str, Any], needs_api_key: bool = False, needs_parent_key: bool = False - ) -> Response: - """Helper for making POST requests""" - url = f"{self.config.endpoint}{endpoint}" - serialized = safe_serialize(payload).encode("utf-8") - - kwargs = {} - - if needs_api_key: - kwargs["api_key"] = self.config.api_key - - if needs_parent_key and self.config.parent_key: - kwargs["parent_key"] = self.config.parent_key - - if self.session.jwt: - kwargs["jwt"] = self.session.jwt - - if hasattr(self.session, "session_id"): - kwargs["header"] = {"X-Session-ID": str(self.session.session_id)} - - return HttpClient.post(url, serialized, **kwargs) +from agentops.api.session import * diff --git a/agentops/session/manager.py b/agentops/session/manager.py index 0354e5f41..95912f982 100644 --- a/agentops/session/manager.py +++ b/agentops/session/manager.py @@ -14,7 +14,7 @@ from agentops.event import Event, ErrorEvent from .session import Session from .registry import add_session, remove_session - from .api import SessionApi + from .api import SessionApiClient from .telemetry import SessionTelemetry @@ -32,15 +32,11 @@ def __init__(self, session: "Session"): self._add_session = add_session self._remove_session = remove_session - # Initialize components - from .api import SessionApi + # Initialize telemetry from .telemetry import SessionTelemetry - - self._api = SessionApi(self._state) self._telemetry = SessionTelemetry(self._state) # Store reference on session for backward compatibility - self._state._api = self._api self._state._telemetry = self._telemetry self._state._otel_exporter = self._telemetry._exporter @@ -50,9 +46,10 @@ def start_session(self) -> bool: if not self._state._api: return False - success, jwt = self._state._api.create_session() + success, jwt = self._state._api.create_session(dict(self._state), self._state.config.parent_key) if success: self._state.jwt = jwt + self._state._api.jwt = jwt # Update JWT on API client self._add_session(self._state) return success diff --git a/agentops/session/session.py b/agentops/session/session.py index 81fd9110a..56081f06d 100644 --- a/agentops/session/session.py +++ b/agentops/session/session.py @@ -2,7 +2,7 @@ from dataclasses import asdict, dataclass, field from decimal import Decimal -from typing import TYPE_CHECKING, Dict, List, Optional, Union +from typing import TYPE_CHECKING, Dict, List, Optional, Union, Any from uuid import UUID from agentops.config import Configuration @@ -32,6 +32,10 @@ class Session: ) init_timestamp: str = field(default_factory=get_ISO_time) is_running: bool = field(default=True) + _telemetry: Any = field(init=False, repr=False, default=None) + _api: Any = field(init=False, repr=False, default=None) + _manager: Any = field(init=False, repr=False, default=None) + _otel_exporter: Any = field(init=False, repr=False, default=None) def __post_init__(self): """Initialize session manager""" @@ -41,9 +45,20 @@ def __post_init__(self): elif self.tags is None: self.tags = [] + # Initialize API client + from ..api.session import SessionApiClient + + if not self.config.api_key: + raise ValueError("API key is required") + + self._api = SessionApiClient( + endpoint=self.config.endpoint, + session_id=self.session_id, + api_key=self.config.api_key + ) + # Then initialize manager from .manager import SessionManager - self._manager = SessionManager(self) self.is_running = self._manager.start_session() @@ -80,7 +95,7 @@ def create_agent(self, name: str, agent_id: Optional[str] = None) -> Optional[st return self._manager.create_agent(name, agent_id) return None - def get_analytics(self) -> Optional[Dict[str, str]]: + def get_analytics(self) -> Optional[Dict[str, Union[int, str]]]: """Get session analytics""" if self._manager: return self._manager._get_analytics() diff --git a/agentops/telemetry/exporters/event.py b/agentops/telemetry/exporters/event.py index 9fa679c51..486901680 100644 --- a/agentops/telemetry/exporters/event.py +++ b/agentops/telemetry/exporters/event.py @@ -7,7 +7,7 @@ from opentelemetry.sdk.trace.export import SpanExporter, SpanExportResult from opentelemetry.util.types import Attributes -from agentops.http_client import HttpClient +from agentops.api.base import ApiClient from agentops.log_config import logger import agentops.telemetry.attributes as attrs diff --git a/agentops/telemetry/exporters/session.py b/agentops/telemetry/exporters/session.py index 9159c47ed..46330b6b2 100644 --- a/agentops/telemetry/exporters/session.py +++ b/agentops/telemetry/exporters/session.py @@ -9,7 +9,7 @@ from opentelemetry.sdk.trace.export import SpanExporter, SpanExportResult from agentops.helpers import filter_unjsonable, get_ISO_time -from agentops.http_client import HttpClient +from agentops.api.base import ApiClient from agentops.log_config import logger if TYPE_CHECKING: diff --git a/agentops/time_travel.py b/agentops/time_travel.py index 55ad66629..6ab5ff0bf 100644 --- a/agentops/time_travel.py +++ b/agentops/time_travel.py @@ -1,7 +1,7 @@ import json import yaml import os -from .http_client import HttpClient +from .api.base import ApiClient from .exceptions import ApiServerException from .singleton import singleton diff --git a/tests/telemetry/test_exporters.py b/tests/telemetry/test_exporters.py index 12e4c5c3f..41f529837 100644 --- a/tests/telemetry/test_exporters.py +++ b/tests/telemetry/test_exporters.py @@ -54,7 +54,7 @@ def test_export_empty_spans(self, event_exporter): def test_export_single_span(self, event_exporter, mock_span): """Test exporting a single span""" - with patch("agentops.http_client.HttpClient.post") as mock_post: + with patch("agentops.api.base.ApiClient.post") as mock_post: mock_post.return_value.code = 200 result = event_exporter.export([mock_span]) @@ -72,7 +72,7 @@ def test_export_multiple_spans(self, event_exporter, mock_span): """Test exporting multiple spans""" spans = [mock_span, mock_span] - with patch("agentops.http_client.HttpClient.post") as mock_post: + with patch("agentops.api.base.ApiClient.post") as mock_post: mock_post.return_value.code = 200 result = event_exporter.export(spans) @@ -90,7 +90,7 @@ def test_export_failure_retry(self, event_exporter, mock_span): mock_wait = Mock() event_exporter._wait_fn = mock_wait - with patch("agentops.http_client.HttpClient.post") as mock_post: + with patch("agentops.api.base.ApiClient.post") as mock_post: # Create mock responses with proper return values mock_responses = [ Mock(code=500), # First attempt fails @@ -113,7 +113,7 @@ def test_export_max_retries_exceeded(self, event_exporter, mock_span): mock_wait = Mock() event_exporter._wait_fn = mock_wait - with patch("agentops.http_client.HttpClient.post") as mock_post: + with patch("agentops.api.base.ApiClient.post") as mock_post: # Mock consistently failing response mock_response = Mock(code=500) mock_post.return_value = mock_response @@ -136,7 +136,7 @@ def test_shutdown_behavior(self, event_exporter, mock_span): def test_retry_logic(self, event_exporter, mock_span): """Verify retry behavior works as expected""" - with patch("agentops.http_client.HttpClient.post") as mock_post: + with patch("agentops.api.base.ApiClient.post") as mock_post: # Create mock responses with proper return values mock_responses = [ Mock(code=500), # First attempt fails @@ -190,7 +190,7 @@ def session_exporter(self): def test_event_formatting(self, exporter, test_span): """Verify events are formatted correctly""" - with patch("agentops.http_client.HttpClient.post") as mock_post: + with patch("agentops.api.base.ApiClient.post") as mock_post: mock_post.return_value.code = 200 result = exporter.export([test_span]) assert result == SpanExportResult.SUCCESS @@ -206,7 +206,7 @@ def test_event_formatting(self, exporter, test_span): def test_retry_logic(self, session_exporter, test_span): """Verify retry behavior works as expected""" - with patch("agentops.http_client.HttpClient.post") as mock_post: + with patch("agentops.api.base.ApiClient.post") as mock_post: mock_responses = [ Mock(code=500), # First attempt fails Mock(code=500), # Second attempt fails @@ -220,7 +220,7 @@ def test_retry_logic(self, session_exporter, test_span): def test_batch_processing(self, exporter, test_span): """Verify batch processing works correctly""" - with patch("agentops.http_client.HttpClient.post") as mock_post: + with patch("agentops.api.base.ApiClient.post") as mock_post: mock_post.return_value.code = 200 spans = [test_span for _ in range(5)] result = exporter.export(spans) @@ -229,4 +229,4 @@ def test_batch_processing(self, exporter, test_span): # Verify batch was sent correctly call_args = mock_post.call_args[0] payload = json.loads(call_args[1].decode("utf-8")) - assert len(payload["events"]) == 5 \ No newline at end of file + assert len(payload["events"]) == 5 diff --git a/tests/test_session.py b/tests/test_session.py index 4bbfb31d4..a56c621d7 100644 --- a/tests/test_session.py +++ b/tests/test_session.py @@ -16,7 +16,7 @@ import agentops from agentops import ActionEvent, Client -from agentops.http_client import HttpClient +from agentops.api.base import ApiClient from agentops.singleton import clear_singletons From 9666f20be937976aeb9c3000c1ec06e354d618c4 Mon Sep 17 00:00:00 2001 From: Teo Date: Fri, 10 Jan 2025 17:14:19 +0100 Subject: [PATCH 39/60] v2 Signed-off-by: Teo --- agentops/api/session.py | 18 +++++++- agentops/session/manager.py | 24 ++++++++-- agentops/session/session.py | 9 ---- agentops/telemetry/exporters/event.py | 59 +++++++++++-------------- agentops/telemetry/exporters/session.py | 54 ++++++++++------------ 5 files changed, 88 insertions(+), 76 deletions(-) diff --git a/agentops/api/session.py b/agentops/api/session.py index f9ad1cd36..d3051d28e 100644 --- a/agentops/api/session.py +++ b/agentops/api/session.py @@ -50,7 +50,7 @@ def update_session(self, session_data: Dict[str, Any]) -> Optional[Dict[str, Any logger.error(f"Could not update session - {e}") return None - def create_events(self, events: List[Union[Event, dict]]) -> bool: + def create_events(self, events: List[Dict[str, Any]]) -> bool: """Send events to API""" try: headers = self._prepare_headers( @@ -65,6 +65,22 @@ def create_events(self, events: List[Union[Event, dict]]) -> bool: except ApiServerException as e: logger.error(f"Could not create events - {e}") return False + + def create_agent(self, name: str, agent_id: str) -> bool: + """Create a new agent""" + try: + headers = self._prepare_headers( + api_key=self.api_key, + jwt=self.jwt, + custom_headers={"X-Session-ID": str(self.session_id)} + ) + + res = self._post("/v2/create_agent", {"id": agent_id, "name": name}, headers) + return res.status_code == 200 + + except ApiServerException as e: + logger.error(f"Could not create agent - {e}") + return False def _post(self, path: str, data: Dict[str, Any], headers: Dict[str, str]) -> requests.Response: """Make POST request""" diff --git a/agentops/session/manager.py b/agentops/session/manager.py index 95912f982..e50b663ac 100644 --- a/agentops/session/manager.py +++ b/agentops/session/manager.py @@ -3,7 +3,7 @@ import threading from datetime import datetime from decimal import Decimal -from typing import TYPE_CHECKING, Optional, Union, Dict, List +from typing import TYPE_CHECKING, Optional, Union, Dict, List, Any from termcolor import colored from agentops.enums import EndState @@ -46,7 +46,7 @@ def start_session(self) -> bool: if not self._state._api: return False - success, jwt = self._state._api.create_session(dict(self._state), self._state.config.parent_key) + success, jwt = self._state._api.create_session(self._serialize_session(), self._state.config.parent_key) if success: self._state.jwt = jwt self._state._api.jwt = jwt # Update JWT on API client @@ -139,7 +139,7 @@ def _get_analytics(self) -> Optional[Dict[str, Union[int, str]]]: if not self._state._api: return None - response = self._state._api.update_session() + response = self._state._api.update_session(self._serialize_session()) if not response: return None @@ -156,6 +156,24 @@ def _get_analytics(self) -> Optional[Dict[str, Union[int, str]]]: "Cost": self._format_token_cost(self._state.token_cost), } + def _serialize_session(self) -> Dict[str, Any]: + """Convert session to API-friendly dict format""" + # Get only the public fields we want to send to API + return { + "session_id": str(self._state.session_id), + "tags": self._state.tags, + "host_env": self._state.host_env, + "token_cost": float(self._state.token_cost), + "end_state": self._state.end_state, + "end_state_reason": self._state.end_state_reason, + "end_timestamp": self._state.end_timestamp, + "jwt": self._state.jwt, + "video": self._state.video, + "event_counts": self._state.event_counts, + "init_timestamp": self._state.init_timestamp, + "is_running": self._state.is_running + } + def _format_duration(self, start_time: str, end_time: str) -> str: """Format duration between two timestamps""" start = datetime.fromisoformat(start_time.replace("Z", "+00:00")) diff --git a/agentops/session/session.py b/agentops/session/session.py index 56081f06d..7cca389d3 100644 --- a/agentops/session/session.py +++ b/agentops/session/session.py @@ -101,15 +101,6 @@ def get_analytics(self) -> Optional[Dict[str, Union[int, str]]]: return self._manager._get_analytics() return None - # Serialization support - def __iter__(self): - return iter(self.__dict__().items()) - - def __dict__(self): - filtered_dict = {k: v for k, v in asdict(self).items() if not k.startswith("_") and not callable(v)} - filtered_dict["session_id"] = str(self.session_id) - return filtered_dict - @property def session_url(self) -> str: return f"https://app.agentops.ai/drilldown?session_id={self.session_id}" diff --git a/agentops/telemetry/exporters/event.py b/agentops/telemetry/exporters/event.py index 486901680..31f84c768 100644 --- a/agentops/telemetry/exporters/event.py +++ b/agentops/telemetry/exporters/event.py @@ -1,16 +1,22 @@ import json import threading -from typing import Callable, Dict, List, Optional, Sequence -from uuid import UUID +from typing import Callable, Dict, List, Optional, Sequence, Any, cast +from uuid import UUID, uuid4 from opentelemetry.sdk.trace import ReadableSpan from opentelemetry.sdk.trace.export import SpanExporter, SpanExportResult from opentelemetry.util.types import Attributes -from agentops.api.base import ApiClient +from agentops.api.session import SessionApiClient +from agentops.helpers import get_ISO_time from agentops.log_config import logger import agentops.telemetry.attributes as attrs +EVENT_DATA = "event.data" +EVENT_ID = "event.id" +EVENT_START_TIME = "event.timestamp" +EVENT_END_TIME = "event.end_timestamp" +AGENT_ID = "agent.id" class EventExporter(SpanExporter): """ @@ -27,9 +33,12 @@ def __init__( custom_formatters: Optional[List[Callable]] = None, ): self.session_id = session_id - self.endpoint = endpoint - self.jwt = jwt - self.api_key = api_key + self._api = SessionApiClient( + endpoint=endpoint, + session_id=session_id, + api_key=api_key, + jwt=jwt + ) self._export_lock = threading.Lock() self._shutdown = threading.Event() self._wait_event = threading.Event() @@ -80,26 +89,31 @@ def export(self, spans: Sequence[ReadableSpan]) -> SpanExportResult: logger.error(f"Error during span export: {e}") return SpanExportResult.FAILURE - def _format_spans(self, spans: Sequence[ReadableSpan]) -> List[Dict]: + def _format_spans(self, spans: Sequence[ReadableSpan]) -> List[Dict[str, Any]]: """Format spans into AgentOps event format with custom formatters""" events = [] for span in spans: try: # Get base event data - event_data = json.loads(span.attributes.get(attrs.EVENT_DATA, "{}")) + attrs_dict = span.attributes or {} + event_data_str = attrs_dict.get(EVENT_DATA, "{}") + if isinstance(event_data_str, (str, bytes, bytearray)): + event_data = json.loads(event_data_str) + else: + event_data = {} # Ensure required fields event = { - "id": span.attributes.get(attrs.EVENT_ID), + "id": attrs_dict.get(EVENT_ID) or str(uuid4()), "event_type": span.name, - "init_timestamp": span.attributes.get(attrs.EVENT_START_TIME), - "end_timestamp": span.attributes.get(attrs.EVENT_END_TIME), + "init_timestamp": attrs_dict.get(EVENT_START_TIME) or get_ISO_time(), + "end_timestamp": attrs_dict.get(EVENT_END_TIME) or get_ISO_time(), # Always include session_id from the exporter "session_id": str(self.session_id), } # Add agent ID if present - agent_id = span.attributes.get(attrs.AGENT_ID) + agent_id = attrs_dict.get(AGENT_ID) if agent_id: event["agent_id"] = agent_id @@ -125,26 +139,7 @@ def _format_spans(self, spans: Sequence[ReadableSpan]) -> List[Dict]: def _send_batch(self, events: List[Dict]) -> bool: """Send a batch of events to the AgentOps backend""" try: - # Don't append /v2/create_events if it's already in the endpoint - endpoint = self.endpoint - if not endpoint.endswith('/v2/create_events'): - endpoint = endpoint.rstrip('/') + '/v2/create_events' - - # Add Authorization header with Bearer token - headers = { - "X-Agentops-Api-Key": self.api_key, - } - if self.jwt: - headers["Authorization"] = f"Bearer {self.jwt}" - - response = HttpClient.post( - endpoint, - json.dumps({"events": events}).encode("utf-8"), - api_key=self.api_key, - jwt=self.jwt, - header=headers - ) - return response.code == 200 + return self._api.create_events(events) except Exception as e: logger.error(f"Error sending batch: {str(e)}", exc_info=e) return False diff --git a/agentops/telemetry/exporters/session.py b/agentops/telemetry/exporters/session.py index 46330b6b2..8f1c7a188 100644 --- a/agentops/telemetry/exporters/session.py +++ b/agentops/telemetry/exporters/session.py @@ -11,6 +11,7 @@ from agentops.helpers import filter_unjsonable, get_ISO_time from agentops.api.base import ApiClient from agentops.log_config import logger +from agentops.api.session import SessionApiClient if TYPE_CHECKING: from agentops.session import Session @@ -43,25 +44,24 @@ def __init__( if session: self.session = session self.session_id = session.session_id - self._endpoint = session.config.endpoint - self.jwt = session.jwt - self.api_key = session.config.api_key + self._api = session._api else: - if not all([session_id, endpoint, jwt, api_key]): + if not all([session_id, endpoint, api_key]): raise ValueError("Must provide either session object or all individual parameters") self.session = None self.session_id = session_id - self._endpoint = endpoint - self.jwt = jwt - self.api_key = api_key + assert session_id is not None # for type checker + assert endpoint is not None # for type checker + assert api_key is not None # for type checker + self._api = SessionApiClient( + endpoint=endpoint, + session_id=session_id, + api_key=api_key, + jwt=jwt or "" # jwt can be empty string if not provided + ) super().__init__(**kwargs) - @property - def endpoint(self): - """Get the full endpoint URL.""" - return f"{self._endpoint}/v2/create_events" - def export(self, spans: Sequence[ReadableSpan]) -> SpanExportResult: if self._shutdown.is_set(): return SpanExportResult.SUCCESS @@ -73,7 +73,12 @@ def export(self, spans: Sequence[ReadableSpan]) -> SpanExportResult: events = [] for span in spans: - event_data = json.loads(span.attributes.get("event.data", "{}")) + attrs = span.attributes or {} + event_data_str = attrs.get("event.data", "{}") + if isinstance(event_data_str, (str, bytes, bytearray)): + event_data = json.loads(event_data_str) + else: + event_data = {} # Format event data based on event type if span.name == "actions": @@ -94,9 +99,9 @@ def export(self, spans: Sequence[ReadableSpan]) -> SpanExportResult: formatted_data = {**event_data, **formatted_data} # Get timestamps and ID, providing defaults - init_timestamp = span.attributes.get("event.timestamp") or get_ISO_time() - end_timestamp = span.attributes.get("event.end_timestamp") or get_ISO_time() - event_id = span.attributes.get("event.id") or str(uuid4()) + init_timestamp = attrs.get("event.timestamp") or get_ISO_time() + end_timestamp = attrs.get("event.end_timestamp") or get_ISO_time() + event_id = attrs.get("event.id") or str(uuid4()) events.append( filter_unjsonable( @@ -114,21 +119,8 @@ def export(self, spans: Sequence[ReadableSpan]) -> SpanExportResult: # Only make HTTP request if we have events and not shutdown if events: try: - # Add Authorization header with Bearer token - headers = { - "X-Agentops-Api-Key": self.api_key, - } - if self.jwt: - headers["Authorization"] = f"Bearer {self.jwt}" - - res = HttpClient.post( - self.endpoint, - json.dumps({"events": events}).encode("utf-8"), - api_key=self.api_key, - jwt=self.jwt, - header=headers - ) - return SpanExportResult.SUCCESS if res.code == 200 else SpanExportResult.FAILURE + success = self._api.create_events(events) + return SpanExportResult.SUCCESS if success else SpanExportResult.FAILURE except Exception as e: logger.error(f"Failed to send events: {e}") return SpanExportResult.FAILURE From 97f0ec163b83950b43a2b5980a2eeb81a97b673c Mon Sep 17 00:00:00 2001 From: Teo Date: Fri, 10 Jan 2025 17:15:59 +0100 Subject: [PATCH 40/60] base api add post Signed-off-by: Teo --- agentops/api/base.py | 8 +++++++- agentops/api/session.py | 10 +++++----- 2 files changed, 12 insertions(+), 6 deletions(-) diff --git a/agentops/api/base.py b/agentops/api/base.py index e88c00167..14b186352 100644 --- a/agentops/api/base.py +++ b/agentops/api/base.py @@ -69,4 +69,10 @@ def _prepare_headers( safe_headers.pop(protected, None) headers.update(safe_headers) - return headers \ No newline at end of file + return headers + + def post(self, path: str, data: Dict[str, Any], headers: Dict[str, str]) -> requests.Response: + """Make POST request""" + url = f"{self.endpoint}{path}" + session = self.get_session() + return session.post(url, json=data, headers=headers) \ No newline at end of file diff --git a/agentops/api/session.py b/agentops/api/session.py index d3051d28e..c6ea866e4 100644 --- a/agentops/api/session.py +++ b/agentops/api/session.py @@ -26,7 +26,7 @@ def create_session(self, session_data: Dict[str, Any], parent_key: Optional[str] custom_headers={"X-Session-ID": str(self.session_id)} ) - res = self._post("/v2/create_session", {"session": session_data}, headers) + res = self.post("/v2/create_session", {"session": session_data}, headers) jwt = res.json().get("jwt") return bool(jwt), jwt @@ -34,7 +34,7 @@ def create_session(self, session_data: Dict[str, Any], parent_key: Optional[str] logger.error(f"Could not create session - {e}") return False, None - def update_session(self, session_data: Dict[str, Any]) -> Optional[Dict[str, Any]]: + def update_session(self, session_data: Optional[Dict[str, Any]] = None) -> Optional[Dict[str, Any]]: """Update session state""" try: headers = self._prepare_headers( @@ -43,7 +43,7 @@ def update_session(self, session_data: Dict[str, Any]) -> Optional[Dict[str, Any custom_headers={"X-Session-ID": str(self.session_id)} ) - res = self._post("/v2/update_session", {"session": session_data}, headers) + res = self.post("/v2/update_session", {"session": session_data or {}}, headers) return res.json() except ApiServerException as e: @@ -59,7 +59,7 @@ def create_events(self, events: List[Dict[str, Any]]) -> bool: custom_headers={"X-Session-ID": str(self.session_id)} ) - res = self._post("/v2/create_events", {"events": events}, headers) + res = self.post("/v2/create_events", {"events": events}, headers) return res.status_code == 200 except ApiServerException as e: @@ -75,7 +75,7 @@ def create_agent(self, name: str, agent_id: str) -> bool: custom_headers={"X-Session-ID": str(self.session_id)} ) - res = self._post("/v2/create_agent", {"id": agent_id, "name": name}, headers) + res = self.post("/v2/create_agent", {"id": agent_id, "name": name}, headers) return res.status_code == 200 except ApiServerException as e: From ab059ed39bd85dc2bbb829f6f34a16558e8fa907 Mon Sep 17 00:00:00 2001 From: Teo Date: Fri, 10 Jan 2025 17:17:25 +0100 Subject: [PATCH 41/60] session tests passing Signed-off-by: Teo --- agentops/session/manager.py | 4 ++-- agentops/telemetry/exporters/event.py | 9 ++++++-- agentops/telemetry/exporters/session.py | 30 ++++++++++++++++++++----- 3 files changed, 33 insertions(+), 10 deletions(-) diff --git a/agentops/session/manager.py b/agentops/session/manager.py index e50b663ac..4acdaedc9 100644 --- a/agentops/session/manager.py +++ b/agentops/session/manager.py @@ -77,7 +77,7 @@ def add_tags(self, tags: Union[str, List[str]]) -> None: self._state.tags.extend(t for t in tags if t not in self._state.tags) if self._state._api: - self._state._api.update_session() + self._state._api.update_session({"tags": self._state.tags}) def set_tags(self, tags: Union[str, List[str]]) -> None: """Set session tags""" @@ -88,7 +88,7 @@ def set_tags(self, tags: Union[str, List[str]]) -> None: self._state.tags = list(tags) if self._state._api: - self._state._api.update_session() + self._state._api.update_session({"tags": self._state.tags}) def record_event(self, event: Union["Event", "ErrorEvent"], flush_now: bool = False) -> None: """Update event counts and record event""" diff --git a/agentops/telemetry/exporters/event.py b/agentops/telemetry/exporters/event.py index 31f84c768..f39570a83 100644 --- a/agentops/telemetry/exporters/event.py +++ b/agentops/telemetry/exporters/event.py @@ -63,6 +63,8 @@ def export(self, spans: Sequence[ReadableSpan]) -> SpanExportResult: return SpanExportResult.SUCCESS events = self._format_spans(spans) + if not events: # Skip if no events were formatted + return SpanExportResult.SUCCESS for attempt in range(self._retry_count): try: @@ -136,10 +138,13 @@ def _format_spans(self, spans: Sequence[ReadableSpan]) -> List[Dict[str, Any]]: return events - def _send_batch(self, events: List[Dict]) -> bool: + def _send_batch(self, events: List[Dict[str, Any]]) -> bool: """Send a batch of events to the AgentOps backend""" try: - return self._api.create_events(events) + success = self._api.create_events(events) + if not success: + logger.error("Failed to send events batch") + return success except Exception as e: logger.error(f"Error sending batch: {str(e)}", exc_info=e) return False diff --git a/agentops/telemetry/exporters/session.py b/agentops/telemetry/exporters/session.py index 8f1c7a188..9bc0abf58 100644 --- a/agentops/telemetry/exporters/session.py +++ b/agentops/telemetry/exporters/session.py @@ -4,6 +4,7 @@ import threading from typing import TYPE_CHECKING, Optional, Sequence from uuid import UUID, uuid4 +import time from opentelemetry.sdk.trace import ReadableSpan from opentelemetry.sdk.trace.export import SpanExporter, SpanExportResult @@ -118,12 +119,29 @@ def export(self, spans: Sequence[ReadableSpan]) -> SpanExportResult: # Only make HTTP request if we have events and not shutdown if events: - try: - success = self._api.create_events(events) - return SpanExportResult.SUCCESS if success else SpanExportResult.FAILURE - except Exception as e: - logger.error(f"Failed to send events: {e}") - return SpanExportResult.FAILURE + retry_count = 3 # Match EventExporter retry count + for attempt in range(retry_count): + try: + success = self._api.create_events(events) + if success: + return SpanExportResult.SUCCESS + + # If not successful but not the last attempt, wait and retry + if attempt < retry_count - 1: + delay = 1.0 * (2**attempt) # Exponential backoff + time.sleep(delay) + continue + + except Exception as e: + logger.error(f"Export attempt {attempt + 1} failed: {e}") + if attempt < retry_count - 1: + delay = 1.0 * (2**attempt) # Exponential backoff + time.sleep(delay) + continue + return SpanExportResult.FAILURE + + # If we've exhausted all retries without success + return SpanExportResult.FAILURE return SpanExportResult.SUCCESS From 3e844595c33636ee9962cb6bcab93e5b01727d3b Mon Sep 17 00:00:00 2001 From: Teo Date: Fri, 10 Jan 2025 17:21:37 +0100 Subject: [PATCH 42/60] SessionExporter: make correct use of SessionApiClient Signed-off-by: Teo fix fixture name Signed-off-by: Teo --- agentops/telemetry/exporters/event.py | 5 +- tests/telemetry/test_exporters.py | 120 +++++++++++++------------- 2 files changed, 59 insertions(+), 66 deletions(-) diff --git a/agentops/telemetry/exporters/event.py b/agentops/telemetry/exporters/event.py index f39570a83..80dd20ead 100644 --- a/agentops/telemetry/exporters/event.py +++ b/agentops/telemetry/exporters/event.py @@ -141,10 +141,7 @@ def _format_spans(self, spans: Sequence[ReadableSpan]) -> List[Dict[str, Any]]: def _send_batch(self, events: List[Dict[str, Any]]) -> bool: """Send a batch of events to the AgentOps backend""" try: - success = self._api.create_events(events) - if not success: - logger.error("Failed to send events batch") - return success + return self._api.create_events(events) except Exception as e: logger.error(f"Error sending batch: {str(e)}", exc_info=e) return False diff --git a/tests/telemetry/test_exporters.py b/tests/telemetry/test_exporters.py index 41f529837..d57203b9c 100644 --- a/tests/telemetry/test_exporters.py +++ b/tests/telemetry/test_exporters.py @@ -54,54 +54,49 @@ def test_export_empty_spans(self, event_exporter): def test_export_single_span(self, event_exporter, mock_span): """Test exporting a single span""" - with patch("agentops.api.base.ApiClient.post") as mock_post: - mock_post.return_value.code = 200 + with patch("agentops.api.session.SessionApiClient.create_events") as mock_create: + mock_create.return_value = True result = event_exporter.export([mock_span]) assert result == SpanExportResult.SUCCESS # Verify request - mock_post.assert_called_once() - call_args = mock_post.call_args[0] - payload = json.loads(call_args[1].decode("utf-8")) + mock_create.assert_called_once() + call_args = mock_create.call_args[0] + events = call_args[0] - assert len(payload["events"]) == 1 - assert payload["events"][0]["event_type"] == "test_span" + assert len(events) == 1 + assert events[0]["event_type"] == "test_span" def test_export_multiple_spans(self, event_exporter, mock_span): """Test exporting multiple spans""" spans = [mock_span, mock_span] - with patch("agentops.api.base.ApiClient.post") as mock_post: - mock_post.return_value.code = 200 + with patch("agentops.api.session.SessionApiClient.create_events") as mock_create: + mock_create.return_value = True result = event_exporter.export(spans) assert result == SpanExportResult.SUCCESS # Verify request - mock_post.assert_called_once() - call_args = mock_post.call_args[0] - payload = json.loads(call_args[1].decode("utf-8")) + mock_create.assert_called_once() + call_args = mock_create.call_args[0] + events = call_args[0] - assert len(payload["events"]) == 2 + assert len(events) == 2 def test_export_failure_retry(self, event_exporter, mock_span): """Test retry behavior on export failure""" mock_wait = Mock() event_exporter._wait_fn = mock_wait - with patch("agentops.api.base.ApiClient.post") as mock_post: + with patch("agentops.api.session.SessionApiClient.create_events") as mock_create: # Create mock responses with proper return values - mock_responses = [ - Mock(code=500), # First attempt fails - Mock(code=500), # Second attempt fails - Mock(code=200), # Third attempt succeeds - ] - mock_post.side_effect = mock_responses + mock_create.side_effect = [False, False, True] result = event_exporter.export([mock_span]) assert result == SpanExportResult.SUCCESS - assert mock_post.call_count == 3 + assert mock_create.call_count == 3 # Verify exponential backoff delays assert mock_wait.call_count == 2 @@ -113,14 +108,13 @@ def test_export_max_retries_exceeded(self, event_exporter, mock_span): mock_wait = Mock() event_exporter._wait_fn = mock_wait - with patch("agentops.api.base.ApiClient.post") as mock_post: + with patch("agentops.api.session.SessionApiClient.create_events") as mock_create: # Mock consistently failing response - mock_response = Mock(code=500) - mock_post.return_value = mock_response + mock_create.return_value = False result = event_exporter.export([mock_span]) assert result == SpanExportResult.FAILURE - assert mock_post.call_count == event_exporter._retry_count + assert mock_create.call_count == event_exporter._retry_count # Verify all retries waited assert mock_wait.call_count == event_exporter._retry_count - 1 @@ -136,25 +130,20 @@ def test_shutdown_behavior(self, event_exporter, mock_span): def test_retry_logic(self, event_exporter, mock_span): """Verify retry behavior works as expected""" - with patch("agentops.api.base.ApiClient.post") as mock_post: + with patch("agentops.api.session.SessionApiClient.create_events") as mock_create: # Create mock responses with proper return values - mock_responses = [ - Mock(code=500), # First attempt fails - Mock(code=500), # Second attempt fails - Mock(code=200), # Third attempt succeeds - ] - mock_post.side_effect = mock_responses + mock_create.side_effect = [False, False, True] result = event_exporter.export([mock_span]) assert result == SpanExportResult.SUCCESS - assert mock_post.call_count == 3 + assert mock_create.call_count == 3 - # Verify the endpoint was called correctly - for call in mock_post.call_args_list: - assert call[0][0] == event_exporter.endpoint - payload = json.loads(call[0][1].decode("utf-8")) - assert "events" in payload - assert len(payload["events"]) == 1 + # Verify the events were sent correctly + for call in mock_create.call_args_list: + events = call[0][0] + assert len(events) == 1 + assert "event_type" in events[0] + assert events[0]["event_type"] == "test_span" class TestSessionExporter: @@ -177,6 +166,8 @@ def test_span(self): def session_exporter(self): """Create a SessionExporter instance for testing""" from agentops.session import Session + from agentops.api.session import SessionApiClient + mock_config = Mock() mock_config.endpoint = "http://test-endpoint" mock_config.api_key = "test-key" @@ -186,47 +177,52 @@ def session_exporter(self): mock_session.jwt = "test-jwt" mock_session.config = mock_config + # Create a real API client for the session + mock_session._api = SessionApiClient( + endpoint=mock_config.endpoint, + session_id=mock_session.session_id, + api_key=mock_config.api_key, + jwt=mock_session.jwt + ) + return SessionExporter(session=mock_session) - def test_event_formatting(self, exporter, test_span): + def test_event_formatting(self, session_exporter, test_span): """Verify events are formatted correctly""" - with patch("agentops.api.base.ApiClient.post") as mock_post: - mock_post.return_value.code = 200 - result = exporter.export([test_span]) + with patch("agentops.api.session.SessionApiClient.create_events") as mock_create: + mock_create.return_value = True + result = session_exporter.export([test_span]) assert result == SpanExportResult.SUCCESS # Verify the formatted event - call_args = mock_post.call_args[0] - payload = json.loads(call_args[1].decode("utf-8")) - assert len(payload["events"]) == 1 - event = payload["events"][0] + mock_create.assert_called_once() + call_args = mock_create.call_args[0] + events = call_args[0] + assert len(events) == 1 + event = events[0] assert "id" in event assert "event_type" in event assert "session_id" in event def test_retry_logic(self, session_exporter, test_span): """Verify retry behavior works as expected""" - with patch("agentops.api.base.ApiClient.post") as mock_post: - mock_responses = [ - Mock(code=500), # First attempt fails - Mock(code=500), # Second attempt fails - Mock(code=200), # Third attempt succeeds - ] - mock_post.side_effect = mock_responses + with patch("agentops.api.session.SessionApiClient.create_events") as mock_create: + mock_create.side_effect = [False, False, True] result = session_exporter.export([test_span]) assert result == SpanExportResult.SUCCESS - assert mock_post.call_count == 3 + assert mock_create.call_count == 3 - def test_batch_processing(self, exporter, test_span): + def test_batch_processing(self, session_exporter, test_span): """Verify batch processing works correctly""" - with patch("agentops.api.base.ApiClient.post") as mock_post: - mock_post.return_value.code = 200 + with patch("agentops.api.session.SessionApiClient.create_events") as mock_create: + mock_create.return_value = True spans = [test_span for _ in range(5)] - result = exporter.export(spans) + result = session_exporter.export(spans) assert result == SpanExportResult.SUCCESS # Verify batch was sent correctly - call_args = mock_post.call_args[0] - payload = json.loads(call_args[1].decode("utf-8")) - assert len(payload["events"]) == 5 + mock_create.assert_called_once() + call_args = mock_create.call_args[0] + events = call_args[0] + assert len(events) == 5 From 1025af017450a5310ab5ec1391c845f799651680 Mon Sep 17 00:00:00 2001 From: Pratyush Shukla Date: Sat, 11 Jan 2025 03:24:14 +0530 Subject: [PATCH 43/60] fix for autogen --- agentops/partners/autogen_logger.py | 106 ++++++++++++++++++---------- 1 file changed, 69 insertions(+), 37 deletions(-) diff --git a/agentops/partners/autogen_logger.py b/agentops/partners/autogen_logger.py index e35b04c80..e37bff7d6 100644 --- a/agentops/partners/autogen_logger.py +++ b/agentops/partners/autogen_logger.py @@ -1,26 +1,24 @@ from __future__ import annotations -import logging import threading import uuid -from typing import TYPE_CHECKING, Any, Dict, List, Tuple, Union, TypeVar, Callable +from typing import TYPE_CHECKING, Any, Dict, List, Union, TypeVar, Callable, Optional import agentops from openai import AzureOpenAI, OpenAI from openai.types.chat import ChatCompletion - from autogen.logger.base_logger import BaseLogger, LLMConfig from agentops.enums import EndState from agentops.helpers import get_ISO_time - from agentops import LLMEvent, ToolEvent, ActionEvent +from agentops.log_config import logger from uuid import uuid4 if TYPE_CHECKING: from autogen import Agent, ConversableAgent, OpenAIWrapper + from agentops import Session -logger = logging.getLogger(__name__) lock = threading.Lock() __all__ = ("AutogenLogger",) @@ -41,6 +39,7 @@ def _get_agentops_id_from_agent(self, autogen_id: str) -> str: for agent in self.agent_store: if agent["autogen_id"] == autogen_id: return agent["agentops_id"] + return None def log_chat_completion( self, @@ -55,45 +54,73 @@ def log_chat_completion( start_time: str, ) -> None: """Records an LLMEvent to AgentOps session""" - - completion = response.choices[len(response.choices) - 1] - - # Note: Autogen tokens are not included in the request and function call tokens are not counted in the completion - llm_event = LLMEvent( - prompt=request["messages"], - completion=completion.message.to_dict(), - model=response.model, - cost=cost, - returns=completion.message.to_json(), - ) - llm_event.init_timestamp = start_time - llm_event.end_timestamp = get_ISO_time() - llm_event.agent_id = self._get_agentops_id_from_agent(str(id(agent))) - agentops.record(llm_event) + try: + completion = response.choices[len(response.choices) - 1] + # Note: Autogen tokens are not included in the request and function call tokens are not counted in the completion + llm_event = LLMEvent( + prompt=request["messages"], + completion=completion.message.to_dict(), + model=response.model, + cost=cost, + returns=completion.message.to_json(), + ) + llm_event.init_timestamp = start_time + llm_event.end_timestamp = get_ISO_time() + llm_event.agent_id = self._get_agentops_id_from_agent(str(id(agent))) + + agentops.record(llm_event) + except Exception as e: + logger.error(f"❌ Failed to record LLM event: {str(e)}") + raise def log_new_agent(self, agent: ConversableAgent, init_args: Dict[str, Any]) -> None: - """Calls agentops.create_agent""" - ao_agent_id = agentops.create_agent(agent.name, str(uuid4())) - self.agent_store.append({"agentops_id": ao_agent_id, "autogen_id": str(id(agent))}) + """Creates agent in current session""" + try: + ao_agent_id = agentops.create_agent(agent.name, str(uuid4())) + self.agent_store.append({"agentops_id": ao_agent_id, "autogen_id": str(id(agent))}) + except Exception as e: + logger.error(f"❌ Failed to create agent {agent.name}: {str(e)}") + raise def log_event(self, source: Union[str, Agent], name: str, **kwargs: Dict[str, Any]) -> None: """Records an ActionEvent to AgentOps session""" - event = ActionEvent(action_type=name) - agentops_id = self._get_agentops_id_from_agent(str(id(source))) - event.agent_id = agentops_id - event.params = kwargs - agentops.record(event) + try: + returns = None + if "reply" in kwargs: + returns = kwargs["reply"] + elif "message" in kwargs: + returns = kwargs["message"] + + event = ActionEvent( + agent_id=self._get_agentops_id_from_agent(str(id(source))), + action_type=name, + params=kwargs, + returns=returns, + end_timestamp=get_ISO_time(), + ) + + with lock: + agentops.record(event) + except Exception as e: + logger.error(f"❌ Failed to record action event: {str(e)}") + raise def log_function_use(self, source: Union[str, Agent], function: F, args: Dict[str, Any], returns: any): """Records a ToolEvent to AgentOps session""" - event = ToolEvent() - agentops_id = self._get_agentops_id_from_agent(str(id(source))) - event.agent_id = agentops_id - event.function = function # TODO: this is not a parameter - event.params = args - event.returns = returns - event.name = getattr(function, "__name__") - agentops.record(event) + try: + function_name = getattr(function, "__name__", str(function)) + event = ToolEvent( + agent_id=self._get_agentops_id_from_agent(str(id(source))), + name=function_name, + params=args, + returns=returns, + end_timestamp=get_ISO_time(), + ) + with lock: + agentops.record(event) + except Exception as e: + logger.error(f"❌ Failed to record tool event: {str(e)}") + raise def log_new_wrapper( self, @@ -112,7 +139,12 @@ def log_new_client( def stop(self) -> None: """Ends AgentOps session""" - agentops.end_session(end_state=EndState.INDETERMINATE.value) + logger.info("🛑 Stopping AutogenLogger") + try: + agentops.end_session(end_state=EndState.INDETERMINATE.value) + except Exception as e: + logger.error(f"❌ Failed to end session: {str(e)}") + raise def get_connection(self) -> None: """Method intentionally left blank""" From ca84cd50118325a9b7cfe4614d71e70aa17d9e72 Mon Sep 17 00:00:00 2001 From: Teo Date: Sun, 12 Jan 2025 09:33:06 +0100 Subject: [PATCH 44/60] move `tests/telemetry` to `tests/unit/telemetry/` to align with #637 Signed-off-by: Teo --- tests/{ => unit}/telemetry/conftest.py | 0 tests/{ => unit}/telemetry/test_event_converter.py | 0 tests/{ => unit}/telemetry/test_exporters.py | 0 tests/{ => unit}/telemetry/test_manager.py | 0 tests/{ => unit}/telemetry/test_processors.py | 0 5 files changed, 0 insertions(+), 0 deletions(-) rename tests/{ => unit}/telemetry/conftest.py (100%) rename tests/{ => unit}/telemetry/test_event_converter.py (100%) rename tests/{ => unit}/telemetry/test_exporters.py (100%) rename tests/{ => unit}/telemetry/test_manager.py (100%) rename tests/{ => unit}/telemetry/test_processors.py (100%) diff --git a/tests/telemetry/conftest.py b/tests/unit/telemetry/conftest.py similarity index 100% rename from tests/telemetry/conftest.py rename to tests/unit/telemetry/conftest.py diff --git a/tests/telemetry/test_event_converter.py b/tests/unit/telemetry/test_event_converter.py similarity index 100% rename from tests/telemetry/test_event_converter.py rename to tests/unit/telemetry/test_event_converter.py diff --git a/tests/telemetry/test_exporters.py b/tests/unit/telemetry/test_exporters.py similarity index 100% rename from tests/telemetry/test_exporters.py rename to tests/unit/telemetry/test_exporters.py diff --git a/tests/telemetry/test_manager.py b/tests/unit/telemetry/test_manager.py similarity index 100% rename from tests/telemetry/test_manager.py rename to tests/unit/telemetry/test_manager.py diff --git a/tests/telemetry/test_processors.py b/tests/unit/telemetry/test_processors.py similarity index 100% rename from tests/telemetry/test_processors.py rename to tests/unit/telemetry/test_processors.py From 692e73ff3855dcb157fdbf7fb0804c7226996233 Mon Sep 17 00:00:00 2001 From: Teo Date: Mon, 13 Jan 2025 16:31:47 +0100 Subject: [PATCH 45/60] telemetry: add DESIGN.mermaid.md Signed-off-by: Teo --- agentops/telemetry/DESIGN.mermaid.md | 49 ++++++++++++++++++++++++++++ 1 file changed, 49 insertions(+) create mode 100644 agentops/telemetry/DESIGN.mermaid.md diff --git a/agentops/telemetry/DESIGN.mermaid.md b/agentops/telemetry/DESIGN.mermaid.md new file mode 100644 index 000000000..8494f9d0a --- /dev/null +++ b/agentops/telemetry/DESIGN.mermaid.md @@ -0,0 +1,49 @@ +```mermaid +flowchart TB + subgraph Client["AgentOps Client"] + Session["Session"] + Events["Events (LLM/Action/Tool/Error)"] + LLMTracker["LLM Tracker"] + end + + subgraph Providers["LLM Providers"] + OpenAI["OpenAI Provider"] + Anthropic["Anthropic Provider"] + Mistral["Mistral Provider"] + Other["Other Providers..."] + end + + subgraph TelemetrySystem["Telemetry System"] + TelemetryManager["TelemetryManager"] + EventProcessor["EventProcessor"] + SpanEncoder["EventToSpanEncoder"] + BatchProcessor["BatchSpanProcessor"] + end + + subgraph Export["Export Layer"] + SessionExporter["SessionExporter"] + EventExporter["EventExporter"] + end + + subgraph Backend["AgentOps Backend"] + API["AgentOps API"] + Storage["Storage"] + end + + %% Flow connections + Session -->|Creates| Events + LLMTracker -->|Instruments| Providers + Providers -->|Generates| Events + Events -->|Processed by| TelemetryManager + + TelemetryManager -->|Creates| EventProcessor + EventProcessor -->|Converts via| SpanEncoder + EventProcessor -->|Batches via| BatchProcessor + + BatchProcessor -->|Exports via| SessionExporter + BatchProcessor -->|Exports via| EventExporter + + SessionExporter -->|Sends to| API + EventExporter -->|Sends to| API + API -->|Stores in| Storage +``` From e676993f6b19fa2c5efbccda96ef3bc045a339ef Mon Sep 17 00:00:00 2001 From: Teo Date: Tue, 14 Jan 2025 21:50:50 +0100 Subject: [PATCH 46/60] OTEL Log Capture: allow capturing logging and prints from terminal Includes a test Signed-off-by: Teo --- agentops/session/log_capture.py | 207 +++++++++++++++++ agentops/session/session.py | 21 +- agentops/telemetry/attributes.py | 8 + agentops/telemetry/manager.py | 98 +++++--- agentops/telemetry/processors.py | 67 +++--- .../test_log_capture_integration.py | 219 ++++++++++++++++++ 6 files changed, 542 insertions(+), 78 deletions(-) create mode 100644 agentops/session/log_capture.py create mode 100644 tests/integration/test_log_capture_integration.py diff --git a/agentops/session/log_capture.py b/agentops/session/log_capture.py new file mode 100644 index 000000000..60cf49e4a --- /dev/null +++ b/agentops/session/log_capture.py @@ -0,0 +1,207 @@ +import sys +import logging +from typing import Optional +from uuid import UUID +from opentelemetry.sdk._logs import LoggingHandler, LoggerProvider +from opentelemetry.sdk._logs.export import ConsoleLogExporter, BatchLogRecordProcessor +from opentelemetry.sdk.resources import Resource +from opentelemetry import trace + + +class LogCapture: + """Captures terminal output for a session using OpenTelemetry logging. + + Integrates with TelemetryManager to use consistent configuration and logging setup. + If no telemetry manager is available, creates a standalone logging setup. + """ + + def __init__(self, session): + self.session = session + # Use unique logger names to avoid conflicts + self._stdout_logger = logging.getLogger(f"agentops.stdout.{id(self)}") + self._stderr_logger = logging.getLogger(f"agentops.stderr.{id(self)}") + self._stdout = None + self._stderr = None + self._handler = None + self._logger_provider = None + self._owns_handler = False # Track if we created our own handler + + # Configure loggers to not propagate to parent loggers + for logger in (self._stdout_logger, self._stderr_logger): + logger.setLevel(logging.INFO) + logger.propagate = False + logger.handlers.clear() + + def start(self): + """Start capturing output using OTEL logging handler""" + if self._stdout is not None: + return + + # Try to get handler from telemetry manager + if hasattr(self.session, '_telemetry') and self.session._telemetry: + self._handler = self.session._telemetry.get_log_handler() + + # Create our own handler if none exists + if not self._handler: + self._owns_handler = True + + # Use session's resource attributes if available + resource_attrs = { + "service.name": "agentops", + "session.id": str(getattr(self.session, 'id', 'unknown')) + } + + if (hasattr(self.session, '_telemetry') and + self.session._telemetry and + self.session._telemetry.config and + self.session._telemetry.config.resource_attributes): + resource_attrs.update(self.session._telemetry.config.resource_attributes) + + # Setup logger provider with console exporter + resource = Resource.create(resource_attrs) + self._logger_provider = LoggerProvider(resource=resource) + exporter = ConsoleLogExporter() + self._logger_provider.add_log_record_processor( + BatchLogRecordProcessor(exporter) + ) + + self._handler = LoggingHandler( + level=logging.INFO, + logger_provider=self._logger_provider, + ) + + # Register with telemetry manager if available + if hasattr(self.session, '_telemetry') and self.session._telemetry: + self.session._telemetry.set_log_handler(self._handler) + + # Add handler to both loggers + self._stdout_logger.addHandler(self._handler) + self._stderr_logger.addHandler(self._handler) + + # Save original stdout/stderr + self._stdout = sys.stdout + self._stderr = sys.stderr + + # Replace with logging proxies + sys.stdout = self._StdoutProxy(self._stdout_logger) + sys.stderr = self._StderrProxy(self._stderr_logger) + + def stop(self): + """Stop capturing output and restore stdout/stderr""" + if self._stdout is None: + return + + # Restore original stdout/stderr + sys.stdout = self._stdout + sys.stderr = self._stderr + self._stdout = None + self._stderr = None + + # Clean up handlers + if self._handler: + self._stdout_logger.removeHandler(self._handler) + self._stderr_logger.removeHandler(self._handler) + + # Only close/shutdown if we own the handler + if self._owns_handler: + self._handler.close() + if self._logger_provider: + self._logger_provider.shutdown() + + # Clear from telemetry manager if we created it + if hasattr(self.session, '_telemetry') and self.session._telemetry: + self.session._telemetry.set_log_handler(None) + + self._handler = None + self._logger_provider = None + + def flush(self): + """Flush any buffered logs""" + if self._handler: + self._handler.flush() + + class _StdoutProxy: + """Proxies stdout to logger""" + def __init__(self, logger): + self._logger = logger + + def write(self, text): + if text.strip(): # Only log non-empty strings + self._logger.info(text.rstrip()) + + def flush(self): + pass + + class _StderrProxy: + """Proxies stderr to logger""" + def __init__(self, logger): + self._logger = logger + + def write(self, text): + if text.strip(): # Only log non-empty strings + self._logger.error(text.rstrip()) + + def flush(self): + pass + +if __name__ == "__main__": + import time + from dataclasses import dataclass + from uuid import uuid4 + from agentops.telemetry.config import OTELConfig + from agentops.telemetry.manager import TelemetryManager + + # Create a mock session with telemetry + @dataclass + class MockSession: + id: UUID + _telemetry: Optional[TelemetryManager] = None + + # Setup telemetry + telemetry = TelemetryManager() + config = OTELConfig( + resource_attributes={"test.attribute": "demo"}, + endpoint="http://localhost:4317" + ) + telemetry.initialize(config) + + # Create session + session = MockSession(id=uuid4(), _telemetry=telemetry) + + # Create and start capture + capture = LogCapture(session) + capture.start() + + try: + print("Regular stdout message") + print("Multi-line stdout message\nwith a second line") + sys.stderr.write("Error message to stderr\n") + + # Show that empty lines are ignored + print("") + print("\n\n") + + # Demonstrate concurrent output + def background_prints(): + for i in range(3): + time.sleep(0.5) + print(f"Background message {i}") + sys.stderr.write(f"Background error {i}\n") + + import threading + thread = threading.Thread(target=background_prints) + thread.start() + + # Main thread output + for i in range(3): + time.sleep(0.7) + print(f"Main thread message {i}") + + thread.join() + + finally: + # Stop capture and show normal output is restored + capture.stop() + telemetry.shutdown() + print("\nCapture stopped - this prints normally to stdout") + sys.stderr.write("This error goes normally to stderr\n") diff --git a/agentops/session/session.py b/agentops/session/session.py index 7cca389d3..25120a394 100644 --- a/agentops/session/session.py +++ b/agentops/session/session.py @@ -8,6 +8,7 @@ from agentops.config import Configuration from agentops.enums import EndState from agentops.helpers import get_ISO_time +from .log_capture import LogCapture if TYPE_CHECKING: from agentops.event import Event, ErrorEvent @@ -36,6 +37,7 @@ class Session: _api: Any = field(init=False, repr=False, default=None) _manager: Any = field(init=False, repr=False, default=None) _otel_exporter: Any = field(init=False, repr=False, default=None) + _log_capture: LogCapture = field(init=False, repr=False, default=None) def __post_init__(self): """Initialize session manager""" @@ -47,21 +49,22 @@ def __post_init__(self): # Initialize API client from ..api.session import SessionApiClient - + if not self.config.api_key: raise ValueError("API key is required") - + self._api = SessionApiClient( - endpoint=self.config.endpoint, - session_id=self.session_id, - api_key=self.config.api_key + endpoint=self.config.endpoint, session_id=self.session_id, api_key=self.config.api_key ) # Then initialize manager from .manager import SessionManager + self._manager = SessionManager(self) self.is_running = self._manager.start_session() + self._log_capture = LogCapture(self) + # Public API - All delegate to manager def add_tags(self, tags: Union[str, List[str]]) -> None: """Add tags to session""" @@ -109,3 +112,11 @@ def session_url(self) -> str: def _tracer_provider(self): """For testing compatibility""" return self._telemetry._tracer_provider if self._telemetry else None + + def start_log_capture(self): + """Start capturing terminal output""" + self._log_capture.start() + + def stop_log_capture(self): + """Stop capturing terminal output""" + self._log_capture.stop() diff --git a/agentops/telemetry/attributes.py b/agentops/telemetry/attributes.py index 9232a437c..f01ac6968 100644 --- a/agentops/telemetry/attributes.py +++ b/agentops/telemetry/attributes.py @@ -57,3 +57,11 @@ # Execution attributes EXECUTION_START_TIME = "execution.start_time" EXECUTION_END_TIME = "execution.end_time" + +# Log attributes +LOG_SEVERITY = "log.severity" +LOG_MESSAGE = "log.message" +LOG_TIMESTAMP = "log.timestamp" +LOG_THREAD_ID = "log.thread_id" +LOG_SESSION_ID = "log.session_id" +LOG_CONTEXT = "log.context" diff --git a/agentops/telemetry/manager.py b/agentops/telemetry/manager.py index ed352ec63..ffd2b6b87 100644 --- a/agentops/telemetry/manager.py +++ b/agentops/telemetry/manager.py @@ -1,11 +1,13 @@ from __future__ import annotations +import logging +import sys from typing import TYPE_CHECKING, Dict, List, Optional from uuid import UUID from opentelemetry import trace from opentelemetry.sdk.resources import Resource -from opentelemetry.sdk.trace import TracerProvider, SpanProcessor +from opentelemetry.sdk.trace import SpanProcessor, TracerProvider from opentelemetry.sdk.trace.export import BatchSpanProcessor from opentelemetry.sdk.trace.sampling import ParentBased, Sampler, TraceIdRatioBased @@ -13,21 +15,22 @@ from .exporters.session import SessionExporter from .processors import EventProcessor - - if TYPE_CHECKING: + from opentelemetry.sdk._logs import LoggingHandler + from agentops.client import Client class TelemetryManager: """Manages OpenTelemetry instrumentation for AgentOps. - + Responsibilities: 1. Configure and manage TracerProvider 2. Handle resource attributes and sampling 3. Manage session-specific exporters and processors 4. Coordinate telemetry lifecycle - + 5. Handle logging setup and configuration + Architecture: TelemetryManager | @@ -35,59 +38,85 @@ class TelemetryManager: |-- Resource (service info and attributes) |-- SessionExporters (per session) |-- EventProcessors (per session) + |-- LoggingHandler (OTLP logging) """ def __init__(self, client: Optional[Client] = None) -> None: self._provider: Optional[TracerProvider] = None self._session_exporters: Dict[UUID, SessionExporter] = {} self._processors: List[SpanProcessor] = [] + self._log_handler: Optional[LoggingHandler] = None self.config: Optional[OTELConfig] = None if not client: from agentops.client import Client + client = Client() self.client = client + def set_log_handler(self, log_handler: Optional[LoggingHandler]) -> None: + """Set the OTLP log handler. + + Args: + log_handler: The logging handler to use for OTLP + """ + self._log_handler = log_handler + + def get_log_handler(self) -> Optional[LoggingHandler]: + """Get the current OTLP log handler. + + Returns: + The current logging handler if set, None otherwise + """ + return self._log_handler + + def add_telemetry_log_handler(self, logger: logging.Logger) -> None: + """Add the OTLP log handler to the given logger if configured. + + Args: + logger: The logger to add the handler to + """ + if self._log_handler: + logger.addHandler(self._log_handler) + def initialize(self, config: OTELConfig) -> None: """Initialize telemetry infrastructure. - + Args: config: OTEL configuration - + Raises: ValueError: If config is None """ if not config: raise ValueError("Config is required") - + self.config = config - + # Create resource with service info - resource = Resource.create({ - "service.name": "agentops", - **(config.resource_attributes or {}) - }) - + resource = Resource.create({"service.name": "agentops", **(config.resource_attributes or {})}) + # Create provider with sampling sampler = config.sampler or ParentBased(TraceIdRatioBased(0.5)) - self._provider = TracerProvider( - resource=resource, - sampler=sampler - ) - + self._provider = TracerProvider(resource=resource, sampler=sampler) + + # Set up logging handler with the same resource + from opentelemetry.sdk._logs import LoggerProvider, LoggingHandler + from opentelemetry.sdk._logs.export import BatchLogRecordProcessor, ConsoleLogExporter + # Set as global provider trace.set_tracer_provider(self._provider) def create_session_tracer(self, session_id: UUID, jwt: str) -> trace.Tracer: """Create tracer for a new session. - + Args: session_id: UUID for the session jwt: JWT token for authentication - + Returns: Configured tracer for the session - + Raises: RuntimeError: If telemetry is not initialized """ @@ -96,38 +125,33 @@ def create_session_tracer(self, session_id: UUID, jwt: str) -> trace.Tracer: if not self.config: raise RuntimeError("Config not initialized") - # Create session exporter and processor - exporter = SessionExporter( - session_id=session_id, - endpoint=self.config.endpoint, - jwt=jwt, - api_key=self.config.api_key + # Create exporters + session_exporter = SessionExporter( + session_id=session_id, endpoint=self.config.endpoint, jwt=jwt, api_key=self.config.api_key ) - self._session_exporters[session_id] = exporter # Create processors batch_processor = BatchSpanProcessor( - exporter, + session_exporter, max_queue_size=self.config.max_queue_size, max_export_batch_size=self.config.max_export_batch_size, - schedule_delay_millis=self.config.max_wait_time + schedule_delay_millis=self.config.max_wait_time, ) - event_processor = EventProcessor( - session_id=session_id, - processor=batch_processor - ) + # Wrap with event processor + event_processor = EventProcessor(session_id=session_id, processor=batch_processor) - # Add processor + # Add processors self._provider.add_span_processor(event_processor) self._processors.append(event_processor) + self._session_exporters[session_id] = session_exporter # Return session tracer return self._provider.get_tracer(f"agentops.session.{session_id}") def cleanup_session(self, session_id: UUID) -> None: """Clean up session telemetry resources. - + Args: session_id: UUID of session to clean up """ diff --git a/agentops/telemetry/processors.py b/agentops/telemetry/processors.py index 22f075c8c..d8fe336b6 100644 --- a/agentops/telemetry/processors.py +++ b/agentops/telemetry/processors.py @@ -11,19 +11,20 @@ from agentops.event import ErrorEvent from agentops.helpers import get_ISO_time + from .encoders import EventToSpanEncoder @dataclass class EventProcessor(SpanProcessor): """Processes spans for AgentOps events. - + Responsibilities: 1. Add session context to spans 2. Track event counts 3. Handle error propagation 4. Forward spans to wrapped processor - + Architecture: EventProcessor | @@ -36,44 +37,37 @@ class EventProcessor(SpanProcessor): session_id: UUID processor: SpanProcessor event_counts: Dict[str, int] = field( - default_factory=lambda: { - "llms": 0, - "tools": 0, - "actions": 0, - "errors": 0, - "apis": 0 - } + default_factory=lambda: {"llms": 0, "tools": 0, "actions": 0, "errors": 0, "apis": 0} ) - def on_start( - self, - span: Span, - parent_context: Optional[Context] = None - ) -> None: + def on_start(self, span: Span, parent_context: Optional[Context] = None) -> None: """Process span start, adding session context and common attributes. - + Args: span: The span being started parent_context: Optional parent context """ - if not span.is_recording() or not hasattr(span, 'context') or span.context is None: + if not span.is_recording() or not hasattr(span, "context") or span.context is None: return # Add session context token = set_value("session.id", str(self.session_id)) try: token = attach(token) - + # Add common attributes - span.set_attributes({ - "session.id": str(self.session_id), - "event.timestamp": get_ISO_time(), - }) + span.set_attributes( + { + "session.id": str(self.session_id), + "event.timestamp": get_ISO_time(), + } + ) # Update event counts if this is an AgentOps event - event_type = span.attributes.get("event.type") - if event_type in self.event_counts: - self.event_counts[event_type] += 1 + if hasattr(span, "attributes") and span.attributes is not None: + event_type = span.attributes.get("event.type") + if event_type in self.event_counts: + self.event_counts[event_type] += 1 # Forward to wrapped processor self.processor.on_start(span, parent_context) @@ -82,25 +76,26 @@ def on_start( def on_end(self, span: ReadableSpan) -> None: """Process span end, handling error events and forwarding to wrapped processor. - + Args: span: The span being ended """ # Check for None context first if not span.context: return - + if not span.context.trace_flags.sampled: return # Handle error events by updating the current span - if "error" in span.attributes: - current_span = trace.get_current_span() - if current_span and current_span.is_recording(): - current_span.set_status(Status(StatusCode.ERROR)) - for key, value in span.attributes.items(): - if key.startswith("error."): - current_span.set_attribute(key, value) + if hasattr(span, "attributes") and span.attributes is not None: + if "error" in span.attributes: + current_span = trace.get_current_span() + if current_span and current_span.is_recording(): + current_span.set_status(Status(StatusCode.ERROR)) + for key, value in span.attributes.items(): + if key.startswith("error."): + current_span.set_attribute(key, value) # Forward to wrapped processor self.processor.on_end(span) @@ -109,12 +104,12 @@ def shutdown(self) -> None: """Shutdown the processor.""" self.processor.shutdown() - def force_flush(self, timeout_millis: Optional[int] = None) -> bool: + def force_flush(self, timeout_millis: Optional[int] = 30000) -> bool: """Force flush the processor. - + Args: timeout_millis: Optional timeout in milliseconds - + Returns: bool: True if flush succeeded """ diff --git a/tests/integration/test_log_capture_integration.py b/tests/integration/test_log_capture_integration.py new file mode 100644 index 000000000..5574d8fed --- /dev/null +++ b/tests/integration/test_log_capture_integration.py @@ -0,0 +1,219 @@ +import sys +import time +import threading +from uuid import uuid4 +from dataclasses import dataclass +from typing import Optional +import pytest +from io import StringIO + +from agentops.telemetry.config import OTELConfig +from agentops.telemetry.manager import TelemetryManager +from agentops.session.log_capture import LogCapture + + +@dataclass +class MockSession: + id: uuid4 + _telemetry: Optional[TelemetryManager] = None + + +@pytest.fixture +def telemetry_setup(): + """Setup and teardown telemetry manager with config""" + telemetry = TelemetryManager() + config = OTELConfig( + resource_attributes={"test.attribute": "integration_test"}, + endpoint="http://localhost:4317" + ) + telemetry.initialize(config) + yield telemetry + telemetry.shutdown() + + +@pytest.fixture +def session(telemetry_setup): + """Create a session with telemetry""" + return MockSession(id=uuid4(), _telemetry=telemetry_setup) + + +@pytest.fixture +def standalone_session(): + """Create a session without telemetry""" + return MockSession(id=uuid4()) + + +def test_basic_output_capture(session): + """Test basic stdout and stderr capture functionality. + + Verifies: + - Basic stdout message capture + - Basic stderr message capture + - Empty line handling (should be ignored) + - Proper stream restoration after capture stops + """ + original_stdout = sys.stdout + original_stderr = sys.stderr + + capture = LogCapture(session) + capture.start() + + try: + print("Test stdout message") + sys.stderr.write("Test stderr message\n") + + # Empty lines should be ignored + print("") + print("\n\n") + + finally: + capture.stop() + + # Verify stdout/stderr are restored to original + assert sys.stdout == original_stdout, "stdout was not properly restored after capture" + assert sys.stderr == original_stderr, "stderr was not properly restored after capture" + + +def test_concurrent_output(session): + """Test concurrent output capture from multiple threads. + + Verifies: + - Thread-safe capture of stdout/stderr + - Correct interleaving of messages from different threads + - Background thread output capture + - Main thread output capture + - Message ordering preservation + """ + capture = LogCapture(session) + capture.start() + + output_received = [] + + def background_task(): + for i in range(3): + time.sleep(0.1) + print(f"Background message {i}") + sys.stderr.write(f"Background error {i}\n") + output_received.append(i) + + try: + thread = threading.Thread(target=background_task) + thread.start() + + # Main thread output + for i in range(3): + time.sleep(0.15) + print(f"Main message {i}") + output_received.append(i) + + thread.join() + + finally: + capture.stop() + + assert len(output_received) == 6, ( + "Expected 6 messages (3 from each thread), but got " + f"{len(output_received)} messages" + ) + + +def test_multiple_start_stop(session): + """Test multiple start/stop cycles of the LogCapture. + + Verifies: + - Multiple start/stop cycles work correctly + - Streams are properly restored after each stop + - No resource leaks across cycles + - Consistent behavior across multiple captures + """ + original_stdout = sys.stdout + original_stderr = sys.stderr + + capture = LogCapture(session) + + for cycle in range(3): + capture.start() + print("Test message") + capture.stop() + + # Verify original streams are restored + assert sys.stdout == original_stdout, ( + f"stdout not restored after cycle {cycle + 1}" + ) + assert sys.stderr == original_stderr, ( + f"stderr not restored after cycle {cycle + 1}" + ) + + +def test_standalone_capture(standalone_session): + """Test LogCapture functionality without telemetry manager. + + Verifies: + - Capture works without telemetry manager + - Proper handler creation in standalone mode + - Resource cleanup after capture + - Handler and provider are properly cleaned up + """ + capture = LogCapture(standalone_session) + capture.start() + + try: + print("Standalone test message") + sys.stderr.write("Standalone error message\n") + finally: + capture.stop() + + # Verify handler cleanup + assert capture._handler is None, ( + "LogHandler was not properly cleaned up after standalone capture" + ) + assert capture._logger_provider is None, ( + "LoggerProvider was not properly cleaned up after standalone capture" + ) + + +def test_flush_functionality(session): + """Test the flush operation of LogCapture. + + Verifies: + - Flush operation works correctly + - Messages before and after flush are captured + - No data loss during flush + - Capture continues working after flush + """ + capture = LogCapture(session) + capture.start() + + try: + print("Message before flush") + capture.flush() + print("Message after flush") + finally: + capture.stop() + + +def test_nested_capture(session): + """Test nested LogCapture instances. + + Verifies: + - Multiple capture instances can coexist + - Inner capture doesn't interfere with outer capture + - Proper cleanup of nested captures + - Correct message capture at different nesting levels + """ + outer_capture = LogCapture(session) + inner_capture = LogCapture(session) + + outer_capture.start() + try: + print("Outer message") + + inner_capture.start() + try: + print("Inner message") + finally: + inner_capture.stop() + + print("Back to outer") + finally: + outer_capture.stop() From bcbe850051a1acde47035c6c4809a1068d6d4fd1 Mon Sep 17 00:00:00 2001 From: Teo Date: Wed, 15 Jan 2025 15:35:09 +0100 Subject: [PATCH 47/60] Merge: main (Test suite v0.4) Signed-off-by: Teo --- .gitattributes | 1 + .github/workflows/python-tests.yaml | 4 +- .github/workflows/static-analysis.yaml | 2 +- agentops/llms/providers/openai.py | 127 +- pyproject.toml | 24 +- tests/fixtures/providers.py | 99 + .../recordings/test_ai21_provider.yaml | 543 +++ .../recordings/test_anthropic_provider.yaml | 234 ++ .../recordings/test_cohere_provider.yaml | 142 + .../recordings/test_groq_provider.yaml | 325 ++ .../recordings/test_litellm_provider.yaml | 310 ++ .../recordings/test_mistral_provider.yaml | 270 ++ .../recordings/test_openai_provider.yaml | 220 +- .../test_time_travel_story_generation.yaml | 316 +- tests/fixtures/vcr.py | 19 + tests/integration/conftest.py | 12 + tests/integration/test_llm_providers.py | 346 +- tests/integration/test_session_concurrency.py | 1 - uv.lock | 3446 +++++++++++++++++ 19 files changed, 6182 insertions(+), 259 deletions(-) create mode 100644 .gitattributes create mode 100644 tests/fixtures/providers.py create mode 100644 tests/fixtures/recordings/test_ai21_provider.yaml create mode 100644 tests/fixtures/recordings/test_anthropic_provider.yaml create mode 100644 tests/fixtures/recordings/test_cohere_provider.yaml create mode 100644 tests/fixtures/recordings/test_groq_provider.yaml create mode 100644 tests/fixtures/recordings/test_litellm_provider.yaml create mode 100644 tests/fixtures/recordings/test_mistral_provider.yaml create mode 100644 uv.lock diff --git a/.gitattributes b/.gitattributes new file mode 100644 index 000000000..63b6bd29d --- /dev/null +++ b/.gitattributes @@ -0,0 +1 @@ +uv.lock binary diff --git a/.github/workflows/python-tests.yaml b/.github/workflows/python-tests.yaml index 2bc8c473f..b0af2d567 100644 --- a/.github/workflows/python-tests.yaml +++ b/.github/workflows/python-tests.yaml @@ -94,9 +94,9 @@ jobs: uses: astral-sh/setup-uv@v5 continue-on-error: true with: - python-version: "3.13" + python-version: "3.12" enable-cache: true - cache-suffix: uv-3.13-integration + cache-suffix: uv-3.12-integration cache-dependency-glob: "**/pyproject.toml" - name: Install dependencies diff --git a/.github/workflows/static-analysis.yaml b/.github/workflows/static-analysis.yaml index 14ff89a85..3f4ae8406 100644 --- a/.github/workflows/static-analysis.yaml +++ b/.github/workflows/static-analysis.yaml @@ -40,7 +40,7 @@ jobs: with: enable-cache: true cache-dependency-glob: "**/pyproject.toml" - python-version: "3.11.10" + python-version: "3.12.2" - name: Install packages run: | diff --git a/agentops/llms/providers/openai.py b/agentops/llms/providers/openai.py index 36df289e1..dfba0eca0 100644 --- a/agentops/llms/providers/openai.py +++ b/agentops/llms/providers/openai.py @@ -136,6 +136,69 @@ async def async_generator(): return response + def handle_assistant_response(self, response, kwargs, init_timestamp, session: Optional[Session] = None) -> dict: + """Handle response based on return type""" + from openai.pagination import BasePage + + action_event = ActionEvent(init_timestamp=init_timestamp, params=kwargs) + if session is not None: + action_event.session_id = session.session_id + + try: + # Set action type and returns + action_event.action_type = ( + response.__class__.__name__.split("[")[1][:-1] + if isinstance(response, BasePage) + else response.__class__.__name__ + ) + action_event.returns = response.model_dump() if hasattr(response, "model_dump") else response + action_event.end_timestamp = get_ISO_time() + self._safe_record(session, action_event) + + # Create LLMEvent if usage data exists + response_dict = response.model_dump() if hasattr(response, "model_dump") else {} + + if "id" in response_dict and response_dict.get("id").startswith("run"): + if response_dict["id"] not in self.assistants_run_steps: + self.assistants_run_steps[response_dict.get("id")] = {"model": response_dict.get("model")} + + if "usage" in response_dict and response_dict["usage"] is not None: + llm_event = LLMEvent(init_timestamp=init_timestamp, params=kwargs) + if session is not None: + llm_event.session_id = session.session_id + + llm_event.model = response_dict.get("model") + llm_event.prompt_tokens = response_dict["usage"]["prompt_tokens"] + llm_event.completion_tokens = response_dict["usage"]["completion_tokens"] + llm_event.end_timestamp = get_ISO_time() + self._safe_record(session, llm_event) + + elif "data" in response_dict: + for item in response_dict["data"]: + if "usage" in item and item["usage"] is not None: + llm_event = LLMEvent(init_timestamp=init_timestamp, params=kwargs) + if session is not None: + llm_event.session_id = session.session_id + + llm_event.model = self.assistants_run_steps[item["run_id"]]["model"] + llm_event.prompt_tokens = item["usage"]["prompt_tokens"] + llm_event.completion_tokens = item["usage"]["completion_tokens"] + llm_event.end_timestamp = get_ISO_time() + self._safe_record(session, llm_event) + + except Exception as e: + self._safe_record(session, ErrorEvent(trigger_event=action_event, exception=e)) + + kwargs_str = pprint.pformat(kwargs) + response = pprint.pformat(response) + logger.warning( + f"Unable to parse response for Assistants API. Skipping upload to AgentOps\n" + f"response:\n {response}\n" + f"kwargs:\n {kwargs_str}\n" + ) + + return response + def override(self): self._override_openai_v1_completion() self._override_openai_v1_async_completion() @@ -234,68 +297,6 @@ def _override_openai_assistants_beta(self): """Override OpenAI Assistants API methods""" from openai._legacy_response import LegacyAPIResponse from openai.resources import beta - from openai.pagination import BasePage - - def handle_response(response, kwargs, init_timestamp, session: Optional[Session] = None) -> dict: - """Handle response based on return type""" - action_event = ActionEvent(init_timestamp=init_timestamp, params=kwargs) - if session is not None: - action_event.session_id = session.session_id - - try: - # Set action type and returns - action_event.action_type = ( - response.__class__.__name__.split("[")[1][:-1] - if isinstance(response, BasePage) - else response.__class__.__name__ - ) - action_event.returns = response.model_dump() if hasattr(response, "model_dump") else response - action_event.end_timestamp = get_ISO_time() - self._safe_record(session, action_event) - - # Create LLMEvent if usage data exists - response_dict = response.model_dump() if hasattr(response, "model_dump") else {} - - if "id" in response_dict and response_dict.get("id").startswith("run"): - if response_dict["id"] not in self.assistants_run_steps: - self.assistants_run_steps[response_dict.get("id")] = {"model": response_dict.get("model")} - - if "usage" in response_dict and response_dict["usage"] is not None: - llm_event = LLMEvent(init_timestamp=init_timestamp, params=kwargs) - if session is not None: - llm_event.session_id = session.session_id - - llm_event.model = response_dict.get("model") - llm_event.prompt_tokens = response_dict["usage"]["prompt_tokens"] - llm_event.completion_tokens = response_dict["usage"]["completion_tokens"] - llm_event.end_timestamp = get_ISO_time() - self._safe_record(session, llm_event) - - elif "data" in response_dict: - for item in response_dict["data"]: - if "usage" in item and item["usage"] is not None: - llm_event = LLMEvent(init_timestamp=init_timestamp, params=kwargs) - if session is not None: - llm_event.session_id = session.session_id - - llm_event.model = self.assistants_run_steps[item["run_id"]]["model"] - llm_event.prompt_tokens = item["usage"]["prompt_tokens"] - llm_event.completion_tokens = item["usage"]["completion_tokens"] - llm_event.end_timestamp = get_ISO_time() - self._safe_record(session, llm_event) - - except Exception as e: - self._safe_record(session, ErrorEvent(trigger_event=action_event, exception=e)) - - kwargs_str = pprint.pformat(kwargs) - response = pprint.pformat(response) - logger.warning( - f"Unable to parse response for Assistants API. Skipping upload to AgentOps\n" - f"response:\n {response}\n" - f"kwargs:\n {kwargs_str}\n" - ) - - return response def create_patched_function(original_func): def patched_function(*args, **kwargs): @@ -309,7 +310,7 @@ def patched_function(*args, **kwargs): if isinstance(response, LegacyAPIResponse): return response - return handle_response(response, kwargs, init_timestamp, session=session) + return self.handle_assistant_response(response, kwargs, init_timestamp, session=session) return patched_function diff --git a/pyproject.toml b/pyproject.toml index 0f7568d71..8c8598a19 100644 --- a/pyproject.toml +++ b/pyproject.toml @@ -41,20 +41,36 @@ dependencies = [ [dependency-groups] test = [ - "openai>=1.0.0,<2.0.0", - "langchain", + "openai>=1.0.0", + "anthropic", + "cohere", + "litellm", + "ai21>=3.0.0", + "groq", + "ollama", + "mistralai", + # ;; + # The below is a really hard dependency, that can be installed only between python >=3.10,<3.13. + # CI will fail because all tests will automatically pull this dependency group; + # we need a separate group specifically for integration tests which will run on pinned 3.1x + # ------------------------------------------------------------------------------------------------------------------------------------ + # "crewai-tools @ git+https://github.com/crewAIInc/crewAI-tools.git@a14091abb24527c97ccfcc8539d529c8b4559a0f; python_version>='3.10'", + # ------------------------------------------------------------------------------------------------------------------------------------ + # ;; + "autogen<0.4.0", "pytest-cov", "fastapi[standard]", ] dev = [ # Testing essentials - "pytest>=7.4.0,<8.0.0", # Testing framework with good async support + "pytest>=8.0.0", # Testing framework with good async support "pytest-depends", # For testing complex agent workflows "pytest-asyncio", # Async test support for testing concurrent agent operations "pytest-mock", # Mocking capabilities for isolating agent components "pyfakefs", # File system testing "pytest-recording", # Alternative to pytest-vcr with better Python 3.x support + # TODO: Use release version after vcrpy is released with this fix. "vcrpy @ git+https://github.com/kevin1024/vcrpy.git@5f1b20c4ca4a18c1fc8cfe049d7df12ca0659c9b", # Code quality and type checking "ruff", # Fast Python linter for maintaining code quality @@ -90,7 +106,7 @@ constraint-dependencies = [ # For Python ≥3.10 (where autogen-core might be present), use newer versions "opentelemetry-api>=1.27.0; python_version>='3.10'", "opentelemetry-sdk>=1.27.0; python_version>='3.10'", - "opentelemetry-exporter-otlp-proto-http>=1.27.0; python_version>='3.10'" + "opentelemetry-exporter-otlp-proto-http>=1.27.0; python_version>='3.10'", ] [tool.autopep8] diff --git a/tests/fixtures/providers.py b/tests/fixtures/providers.py new file mode 100644 index 000000000..b199d5338 --- /dev/null +++ b/tests/fixtures/providers.py @@ -0,0 +1,99 @@ +import os +import pytest +from typing import Any, List +import litellm +from openai import OpenAI +from anthropic import Anthropic +from ai21 import AI21Client, AsyncAI21Client +from cohere import Client as CohereClient +from groq import Groq +from mistralai import Mistral +from ai21.models.chat import ChatMessage +from dotenv import load_dotenv + +load_dotenv() + + +# Test messages for different providers +@pytest.fixture +def test_messages(): + return [ + {"role": "system", "content": "You are a helpful assistant."}, + {"role": "user", "content": "Write a short greeting."}, + ] + + +@pytest.fixture +def ai21_test_messages(): + return [ + ChatMessage(content="You are an expert mathematician.", role="system"), + ChatMessage( + content="Write a summary of 5 lines on the Shockley diode equation.", + role="user", + ), + ] + + +# Client fixtures +@pytest.fixture +def openai_client(): + """Initialize OpenAI client.""" + api_key = os.getenv("OPENAI_API_KEY", "test-api-key") + return OpenAI(api_key=api_key) + + +@pytest.fixture +def anthropic_client(): + """Initialize Anthropic client.""" + api_key = os.getenv("ANTHROPIC_API_KEY", "test-api-key") + return Anthropic(api_key=api_key) + + +@pytest.fixture +def ai21_client(): + """Initialize AI21 sync client.""" + api_key = os.getenv("AI21_API_KEY", "test-api-key") + return AI21Client(api_key=api_key) + + +@pytest.fixture +def ai21_async_client(): + """Initialize AI21 async client.""" + api_key = os.getenv("AI21_API_KEY", "test-api-key") + return AsyncAI21Client(api_key=api_key) + + +@pytest.fixture +def cohere_client(): + """Initialize Cohere client.""" + api_key = os.getenv("COHERE_API_KEY", "test-api-key") + return CohereClient(api_key=api_key) + + +@pytest.fixture +def groq_client(): + """Initialize Groq client.""" + api_key = os.getenv("GROQ_API_KEY", "test-api-key") + return Groq(api_key=api_key) + + +@pytest.fixture +def mistral_client(): + """Initialize Mistral client.""" + api_key = os.getenv("MISTRAL_API_KEY", "test-api-key") + return Mistral(api_key=api_key) + + +@pytest.fixture +def litellm_client(): + """Initialize LiteLLM client.""" + + openai_key = os.getenv("OPENAI_API_KEY", "test-api-key") + anthropic_key = os.getenv("ANTHROPIC_API_KEY", "test-api-key") + openrouter_key = os.getenv("OPENROUTER_API_KEY", "test-api-key") + + litellm.openai_key = openai_key + litellm.anthropic_key = anthropic_key + litellm.openrouter_key = openrouter_key + + return litellm diff --git a/tests/fixtures/recordings/test_ai21_provider.yaml b/tests/fixtures/recordings/test_ai21_provider.yaml new file mode 100644 index 000000000..4065ee525 --- /dev/null +++ b/tests/fixtures/recordings/test_ai21_provider.yaml @@ -0,0 +1,543 @@ +interactions: +- request: + body: '{"model": "jamba-1.5-mini", "messages": [{"role": "system", "content": + "You are an expert mathematician."}, {"role": "user", "content": "Write a summary + of 5 lines on the Shockley diode equation."}], "stream": false}' + headers: + accept: + - '*/*' + accept-encoding: + - gzip, deflate + authorization: + - REDACTED + connection: + - keep-alive + content-length: + - '216' + content-type: + - application/json + host: + - api.ai21.com + user-agent: + - AI21 studio SDK 2.15.2 Python 3.10.16 Operating System macOS-15.2-arm64-arm-64bit + method: POST + uri: https://api.ai21.com/studio/v1/chat/completions + response: + body: + string: '{"id":"chatcmpl-549f4199-3264-729e-a529-cda4502f0f48","choices":[{"index":0,"message":{"role":"assistant","content":"The + Shockley diode equation, also known as the diode law, describes the current-voltage + characteristics of a diode. It is given by $$I = I_S \\left( e^{\\frac{V}{n + V_T}} - 1 \\right)$$\n\n, where $$I$$\n\n is the diode current, $$I_S$$\n\n + is the reverse saturation current, $$V$$\n\n is the applied voltage, $$n$$\n\n + is the ideality factor, and $$V_T$$\n\n is the thermal voltage. The equation + highlights the exponential relationship between the voltage across the diode + and the current through it, with the ideality factor $$n$$\n\n accounting + for deviations from ideal behavior. This model is fundamental in understanding + semiconductor diode operation in circuits.","tool_calls":null},"logprobs":null,"finish_reason":"stop"}],"usage":{"prompt_tokens":30,"completion_tokens":162,"total_tokens":192}}' + headers: + CF-Cache-Status: + - DYNAMIC + CF-RAY: REDACTED + Connection: + - keep-alive + Content-Type: + - application/json + Date: + - Tue, 14 Jan 2025 22:01:34 GMT + Server: + - cloudflare + Strict-Transport-Security: + - max-age=15552000; includeSubDomains + Transfer-Encoding: + - chunked + content-length: + - '919' + request-id: + - 549f4199-3264-729e-a529-cda4502f0f48 + via: + - 1.1 google + status: + code: 200 + message: OK +- request: + body: '{"model": "jamba-1.5-mini", "messages": [{"role": "system", "content": + "You are an expert mathematician."}, {"role": "user", "content": "Write a summary + of 5 lines on the Shockley diode equation."}], "stream": true}' + headers: + accept: + - '*/*' + accept-encoding: + - gzip, deflate + authorization: + - REDACTED 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return OpenAI() + for chunk in stream_response: + if chunk_content := handler(chunk): # Use different variable name + collected_content.append(chunk_content) # Append to the list + + return collected_content +# OpenAI Tests @pytest.mark.vcr() -def test_openai_provider(openai_client): - """Test OpenAI provider integration with sync, async and streaming calls.""" - # Test synchronous completion +def test_openai_provider(openai_client, test_messages: List[Dict[str, Any]]): + """Test OpenAI provider integration.""" + # Sync completion response = openai_client.chat.completions.create( - model="gpt-3.5-turbo", - messages=[{"role": "user", "content": "Hello"}], + model="gpt-4o-mini", + messages=test_messages, temperature=0.5, ) assert response.choices[0].message.content - # Test streaming - stream_response = openai_client.chat.completions.create( - model="gpt-3.5-turbo", - messages=[{"role": "user", "content": "Hello streamed"}], + # Stream completion + stream = openai_client.chat.completions.create( + model="gpt-4o-mini", + messages=test_messages, temperature=0.5, stream=True, ) - collected_messages = [] - for chunk in stream_response: - if chunk.choices[0].delta.content: - collected_messages.append(chunk.choices[0].delta.content) - assert len(collected_messages) > 0 + content = collect_stream_content(stream, "openai") + assert len(content) > 0 + + +## Assistants API Tests +# @pytest.mark.vcr() +@pytest.mark.skip("For some reason this is not being recorded and the test is not behaving correctly") +async def test_openai_assistants_provider(openai_client): + """Test OpenAI Assistants API integration for all overridden methods.""" + + # Test Assistants CRUD operations + # Create + assistant = openai_client.beta.assistants.create( + name="Math Tutor", + instructions="You are a personal math tutor. Write and run code to answer math questions.", + tools=[{"type": "code_interpreter"}], + model="gpt-4o-mini", + ) + assert assistant.id.startswith("asst_") + + # Retrieve + retrieved_assistant = openai_client.beta.assistants.retrieve(assistant.id) + assert retrieved_assistant.id == assistant.id + + # Update + updated_assistant = openai_client.beta.assistants.update( + assistant.id, + name="Advanced Math Tutor", + instructions="You are an advanced math tutor. Explain concepts in detail.", + ) + assert updated_assistant.name == "Advanced Math Tutor" + + # List + assistants_list = openai_client.beta.assistants.list() + assert any(a.id == assistant.id for a in assistants_list.data) + + # Test Threads CRUD operations + # Create + thread = openai_client.beta.threads.create() + assert thread.id.startswith("thread_") + + # Add Multiple Messages + message1 = openai_client.beta.threads.messages.create( + thread_id=thread.id, role="user", content="I need to solve the equation `3x + 11 = 14`. Can you help me?" + ) + message2 = openai_client.beta.threads.messages.create( + thread_id=thread.id, role="user", content="Also, what is the square root of 144?" + ) + assert message1.content[0].text.value + assert message2.content[0].text.value + + # Create and monitor run + run = openai_client.beta.threads.runs.create(thread_id=thread.id, assistant_id=assistant.id) + assert run.id.startswith("run_") + + # Monitor run status with timeout + async def check_run_status(): + while True: + run_status = openai_client.beta.threads.runs.retrieve(thread_id=thread.id, run_id=run.id) + print(f"Current run status: {run_status.status}") # Print status for debugging + if run_status.status in ["completed", "failed", "cancelled", "expired"]: + return run_status + await asyncio.sleep(1) + + try: + run_status = await asyncio.wait_for(check_run_status(), timeout=10) # Shorter timeout + except TimeoutError: + # Cancel the run if it's taking too long + openai_client.beta.threads.runs.cancel(thread_id=thread.id, run_id=run.id) + pytest.skip("Assistant run timed out and was cancelled") + + # Get run steps + run_steps = openai_client.beta.threads.runs.steps.list(thread_id=thread.id, run_id=run.id) + assert len(run_steps.data) > 0 + + # List messages + messages = openai_client.beta.threads.messages.list(thread_id=thread.id) + assert len(messages.data) > 0 + + # Update thread + updated_thread = openai_client.beta.threads.update(thread.id, metadata={"test": "value"}) + assert updated_thread.metadata.get("test") == "value" + + # Clean up + openai_client.beta.threads.delete(thread.id) + openai_client.beta.assistants.delete(assistant.id) + + +# Anthropic Tests +@pytest.mark.vcr() +def test_anthropic_provider(anthropic_client): + """Test Anthropic provider integration.""" + # Sync completion + response = anthropic_client.messages.create( + max_tokens=1024, + model="claude-3-5-sonnet-latest", + messages=[{"role": "user", "content": "Write a short greeting."}], + system="You are a helpful assistant.", + ) + assert response.content[0].text + + # Stream completion + stream = anthropic_client.messages.create( + max_tokens=1024, + model="claude-3-5-sonnet-latest", + messages=[{"role": "user", "content": "Write a short greeting."}], + stream=True, + ) + content = collect_stream_content(stream, "anthropic") + assert len(content) > 0 + + +# AI21 Tests +@pytest.mark.vcr() +def test_ai21_provider(ai21_client, ai21_async_client, ai21_test_messages: List[Dict[str, Any]]): + """Test AI21 provider integration.""" + # Sync completion + response = ai21_client.chat.completions.create( + model="jamba-1.5-mini", + messages=ai21_test_messages, + ) + assert response.choices[0].message.content + + # Stream completion + stream = ai21_client.chat.completions.create( + model="jamba-1.5-mini", + messages=ai21_test_messages, + stream=True, + ) + content = collect_stream_content(stream, "ai21") + assert len(content) > 0 + + # Async completion + async def async_test(): + response = await ai21_async_client.chat.completions.create( + model="jamba-1.5-mini", + messages=ai21_test_messages, + ) + return response + + async_response = asyncio.run(async_test()) + assert async_response.choices[0].message.content + + +# Cohere Tests +@pytest.mark.vcr() +def test_cohere_provider(cohere_client): + """Test Cohere provider integration.""" + # Sync chat + response = cohere_client.chat(message="Say hello in spanish") + assert response.text + + # Stream chat + stream = cohere_client.chat_stream(message="Say hello in spanish") + content = collect_stream_content(stream, "cohere") + assert len(content) > 0 + + +# Groq Tests +@pytest.mark.vcr() +def test_groq_provider(groq_client, test_messages: List[Dict[str, Any]]): + """Test Groq provider integration.""" + # Sync completion + response = groq_client.chat.completions.create( + model="llama3-70b-8192", + messages=test_messages, + ) + assert response.choices[0].message.content + + # Stream completion + stream = groq_client.chat.completions.create( + model="llama3-70b-8192", + messages=test_messages, + stream=True, + ) + content = collect_stream_content(stream, "groq") + assert len(content) > 0 + + +# Mistral Tests +@pytest.mark.vcr() +def test_mistral_provider(mistral_client, test_messages: List[Dict[str, Any]]): + """Test Mistral provider integration.""" + # Sync completion + response = mistral_client.chat.complete( + model="open-mistral-nemo", + messages=test_messages, + ) + assert response.choices[0].message.content + + # Stream completion + stream = mistral_client.chat.stream( + model="open-mistral-nemo", + messages=test_messages, + ) + content = collect_stream_content(stream, "mistral") + assert len(content) > 0 + + # Async completion + async def async_test(): + response = await mistral_client.chat.complete_async( + model="open-mistral-nemo", + messages=test_messages, + ) + return response + + async_response = asyncio.run(async_test()) + assert async_response.choices[0].message.content + + +# LiteLLM Tests +@pytest.mark.vcr() +def test_litellm_provider(litellm_client, test_messages: List[Dict[str, Any]]): + """Test LiteLLM provider integration.""" + # Sync completion + response = litellm_client.completion( + model="openai/gpt-4o-mini", + messages=test_messages, + ) + assert response.choices[0].message.content + + # Stream completion + stream_response = litellm_client.completion( + model="anthropic/claude-3-5-sonnet-latest", + messages=test_messages, + stream=True, + ) + content = collect_stream_content(stream_response, "litellm") + assert len(content) > 0 + + # Async completion + async def async_test(): + async_response = await litellm_client.acompletion( + model="openrouter/deepseek/deepseek-chat", + messages=test_messages, + ) + return async_response + + async_response = asyncio.run(async_test()) + assert async_response.choices[0].message.content + + +# Ollama Tests +@pytest.mark.vcr() +def test_ollama_provider(test_messages: List[Dict[str, Any]]): + """Test Ollama provider integration.""" + import ollama + from ollama import AsyncClient + + try: + # Test if Ollama server is running + ollama.list() + except Exception as e: + pytest.skip(f"Ollama server not running: {e}") + + try: + # Sync chat + response = ollama.chat( + model="llama3.2:1b", + messages=test_messages, + ) + assert response["message"]["content"] + + # Stream chat + stream = ollama.chat( + model="llama3.2:1b", + messages=test_messages, + stream=True, + ) + content = collect_stream_content(stream, "ollama") + assert len(content) > 0 + + # Async chat + async def async_test(): + client = AsyncClient() + response = await client.chat( + model="llama3.2:1b", + messages=test_messages, + ) + return response + + async_response = asyncio.run(async_test()) + assert async_response["message"]["content"] + + except Exception as e: + pytest.skip(f"Ollama test failed: {e}") diff --git a/tests/integration/test_session_concurrency.py b/tests/integration/test_session_concurrency.py index a6787e3e2..0ffcd1ce5 100644 --- a/tests/integration/test_session_concurrency.py +++ b/tests/integration/test_session_concurrency.py @@ -41,7 +41,6 @@ def setup_agentops(): agentops.end_all_sessions() -@pytest.mark.vcr(match_on=["method"], record_mode="once") def test_concurrent_api_requests(client): """Test concurrent API requests to ensure proper session handling.""" diff --git a/uv.lock b/uv.lock new file mode 100644 index 000000000..59c59052d --- /dev/null +++ b/uv.lock @@ -0,0 +1,3446 @@ +version = 1 +requires-python = ">=3.9, <3.14" +resolution-markers = [ + "python_full_version >= '3.13' and platform_python_implementation == 'PyPy'", + "python_full_version >= '3.13' and platform_python_implementation != 'PyPy'", + "python_full_version >= '3.10' and python_full_version < '3.13' and platform_python_implementation == 'PyPy'", + "python_full_version >= '3.10' and python_full_version < '3.13' and platform_python_implementation != 'PyPy'", + "python_full_version < '3.10' and platform_python_implementation == 'PyPy'", + "python_full_version < '3.10' and platform_python_implementation != 'PyPy'", +] + +[manifest] +constraints = [ + { name = "opentelemetry-api", marker = "python_full_version < '3.10'", specifier = "==1.22.0" }, + { name = "opentelemetry-api", marker = "python_full_version >= '3.10'", specifier = ">=1.27.0" }, + { name = "opentelemetry-exporter-otlp-proto-http", marker = "python_full_version < '3.10'", specifier = "==1.22.0" }, + { name = "opentelemetry-exporter-otlp-proto-http", marker = "python_full_version >= '3.10'", specifier = ">=1.27.0" }, + { name = "opentelemetry-sdk", marker = "python_full_version < '3.10'", specifier = "==1.22.0" }, + { name = "opentelemetry-sdk", marker = "python_full_version >= '3.10'", specifier = ">=1.27.0" }, + { name = "pydantic", marker = "python_full_version >= '3.13'", specifier = ">=2.8.0" }, + { name = 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hash = "sha256:ac1bbe05fd2991f160ebce24ffbac5f6d11d83dc90891255885223d42b3cd931", size = 9630 }, +] From 36c8cbf1571dfb9b644f802d87bc92fffcb29d5b Mon Sep 17 00:00:00 2001 From: Teo Date: Wed, 15 Jan 2025 15:26:39 +0100 Subject: [PATCH 48/60] design Signed-off-by: Teo --- agentops/telemetry/DESIGN.mermaid.md | 17 ++++++++++++++--- 1 file changed, 14 insertions(+), 3 deletions(-) diff --git a/agentops/telemetry/DESIGN.mermaid.md b/agentops/telemetry/DESIGN.mermaid.md index 8494f9d0a..69bb94d04 100644 --- a/agentops/telemetry/DESIGN.mermaid.md +++ b/agentops/telemetry/DESIGN.mermaid.md @@ -4,6 +4,7 @@ flowchart TB Session["Session"] Events["Events (LLM/Action/Tool/Error)"] LLMTracker["LLM Tracker"] + LogCapture["LogCapture"] end subgraph Providers["LLM Providers"] @@ -15,7 +16,12 @@ flowchart TB subgraph TelemetrySystem["Telemetry System"] TelemetryManager["TelemetryManager"] - EventProcessor["EventProcessor"] + + subgraph Processors["Processors"] + EventProcessor["EventProcessor"] + LogProcessor["LogProcessor"] + end + SpanEncoder["EventToSpanEncoder"] BatchProcessor["BatchSpanProcessor"] end @@ -32,13 +38,18 @@ flowchart TB %% Flow connections Session -->|Creates| Events + Session -->|Initializes| LogCapture + LogCapture -->|Captures| StdOut["stdout/stderr"] + LogCapture -->|Queues Logs| LogProcessor + LLMTracker -->|Instruments| Providers Providers -->|Generates| Events Events -->|Processed by| TelemetryManager - TelemetryManager -->|Creates| EventProcessor + TelemetryManager -->|Creates| Processors EventProcessor -->|Converts via| SpanEncoder - EventProcessor -->|Batches via| BatchProcessor + LogProcessor -->|Converts via| SpanEncoder + EventProcessor & LogProcessor -->|Forward to| BatchProcessor BatchProcessor -->|Exports via| SessionExporter BatchProcessor -->|Exports via| EventExporter From aa09623312590464931c049cddb53b7879ad55ad Mon Sep 17 00:00:00 2001 From: Teo Date: Wed, 15 Jan 2025 15:38:43 +0100 Subject: [PATCH 49/60] ruff Signed-off-by: Teo --- agentops/api/base.py | 47 ++++++----- agentops/api/session.py | 43 +++++----- agentops/session/log_capture.py | 64 ++++++++------- agentops/session/manager.py | 3 +- agentops/telemetry/encoders.py | 45 +++++------ agentops/telemetry/exporters/__init__.py | 5 -- agentops/telemetry/exporters/event.py | 14 ++-- agentops/telemetry/exporters/session.py | 10 +-- .../test_log_capture_integration.py | 78 ++++++++----------- tests/unit/telemetry/conftest.py | 13 ++-- tests/unit/telemetry/test_event_converter.py | 1 + tests/unit/telemetry/test_exporters.py | 37 ++++----- tests/unit/telemetry/test_manager.py | 39 +++++----- tests/unit/telemetry/test_processors.py | 71 ++++++++--------- 14 files changed, 211 insertions(+), 259 deletions(-) diff --git a/agentops/api/base.py b/agentops/api/base.py index 14b186352..297b6c15f 100644 --- a/agentops/api/base.py +++ b/agentops/api/base.py @@ -5,74 +5,73 @@ from ..exceptions import ApiServerException + class ApiClient: """Base class for API communication with connection pooling""" - + _session: Optional[requests.Session] = None - + @classmethod def get_session(cls) -> requests.Session: """Get or create the global session with optimized connection pooling""" if cls._session is None: cls._session = requests.Session() - + # Configure connection pooling adapter = HTTPAdapter( pool_connections=15, pool_maxsize=256, - max_retries=Retry( - total=3, - backoff_factor=0.1, - status_forcelist=[500, 502, 503, 504] - ) + max_retries=Retry(total=3, backoff_factor=0.1, status_forcelist=[500, 502, 503, 504]), ) - + # Mount adapter for both HTTP and HTTPS cls._session.mount("http://", adapter) cls._session.mount("https://", adapter) - + # Set default headers - cls._session.headers.update({ - "Connection": "keep-alive", - "Keep-Alive": "timeout=10, max=1000", - "Content-Type": "application/json", - }) - + cls._session.headers.update( + { + "Connection": "keep-alive", + "Keep-Alive": "timeout=10, max=1000", + "Content-Type": "application/json", + } + ) + return cls._session def __init__(self, endpoint: str): self.endpoint = endpoint - + def _prepare_headers( self, api_key: Optional[str] = None, parent_key: Optional[str] = None, jwt: Optional[str] = None, - custom_headers: Optional[Dict[str, str]] = None + custom_headers: Optional[Dict[str, str]] = None, ) -> Dict[str, str]: """Prepare headers for the request""" headers = {"Content-Type": "application/json; charset=UTF-8", "Accept": "*/*"} - + if api_key: headers["X-Agentops-Api-Key"] = api_key - + if parent_key: headers["X-Agentops-Parent-Key"] = parent_key - + if jwt: headers["Authorization"] = f"Bearer {jwt}" - + if custom_headers: # Don't let custom headers override critical headers safe_headers = custom_headers.copy() for protected in ["Authorization", "X-Agentops-Api-Key", "X-Agentops-Parent-Key"]: safe_headers.pop(protected, None) headers.update(safe_headers) - + return headers def post(self, path: str, data: Dict[str, Any], headers: Dict[str, str]) -> requests.Response: """Make POST request""" url = f"{self.endpoint}{path}" session = self.get_session() - return session.post(url, json=data, headers=headers) \ No newline at end of file + return session.post(url, json=data, headers=headers) diff --git a/agentops/api/session.py b/agentops/api/session.py index c6ea866e4..4875178a6 100644 --- a/agentops/api/session.py +++ b/agentops/api/session.py @@ -8,28 +8,29 @@ from ..log_config import logger from ..event import Event + class SessionApiClient(ApiClient): """Handles API communication for sessions""" - + def __init__(self, endpoint: str, session_id: UUID, api_key: str, jwt: Optional[str] = None): super().__init__(endpoint) self.session_id = session_id self.api_key = api_key self.jwt = jwt - def create_session(self, session_data: Dict[str, Any], parent_key: Optional[str] = None) -> Tuple[bool, Optional[str]]: + def create_session( + self, session_data: Dict[str, Any], parent_key: Optional[str] = None + ) -> Tuple[bool, Optional[str]]: """Create a new session""" try: headers = self._prepare_headers( - api_key=self.api_key, - parent_key=parent_key, - custom_headers={"X-Session-ID": str(self.session_id)} + api_key=self.api_key, parent_key=parent_key, custom_headers={"X-Session-ID": str(self.session_id)} ) - + res = self.post("/v2/create_session", {"session": session_data}, headers) jwt = res.json().get("jwt") return bool(jwt), jwt - + except ApiServerException as e: logger.error(f"Could not create session - {e}") return False, None @@ -38,14 +39,12 @@ def update_session(self, session_data: Optional[Dict[str, Any]] = None) -> Optio """Update session state""" try: headers = self._prepare_headers( - api_key=self.api_key, - jwt=self.jwt, - custom_headers={"X-Session-ID": str(self.session_id)} + api_key=self.api_key, jwt=self.jwt, custom_headers={"X-Session-ID": str(self.session_id)} ) - + res = self.post("/v2/update_session", {"session": session_data or {}}, headers) return res.json() - + except ApiServerException as e: logger.error(f"Could not update session - {e}") return None @@ -54,14 +53,12 @@ def create_events(self, events: List[Dict[str, Any]]) -> bool: """Send events to API""" try: headers = self._prepare_headers( - api_key=self.api_key, - jwt=self.jwt, - custom_headers={"X-Session-ID": str(self.session_id)} + api_key=self.api_key, jwt=self.jwt, custom_headers={"X-Session-ID": str(self.session_id)} ) - + res = self.post("/v2/create_events", {"events": events}, headers) return res.status_code == 200 - + except ApiServerException as e: logger.error(f"Could not create events - {e}") return False @@ -70,20 +67,18 @@ def create_agent(self, name: str, agent_id: str) -> bool: """Create a new agent""" try: headers = self._prepare_headers( - api_key=self.api_key, - jwt=self.jwt, - custom_headers={"X-Session-ID": str(self.session_id)} + api_key=self.api_key, jwt=self.jwt, custom_headers={"X-Session-ID": str(self.session_id)} ) - + res = self.post("/v2/create_agent", {"id": agent_id, "name": name}, headers) return res.status_code == 200 - + except ApiServerException as e: logger.error(f"Could not create agent - {e}") return False - + def _post(self, path: str, data: Dict[str, Any], headers: Dict[str, str]) -> requests.Response: """Make POST request""" url = f"{self.endpoint}{path}" session = self.get_session() - return session.post(url, json=data, headers=headers) + return session.post(url, json=data, headers=headers) diff --git a/agentops/session/log_capture.py b/agentops/session/log_capture.py index 60cf49e4a..70cc0e6d5 100644 --- a/agentops/session/log_capture.py +++ b/agentops/session/log_capture.py @@ -10,7 +10,7 @@ class LogCapture: """Captures terminal output for a session using OpenTelemetry logging. - + Integrates with TelemetryManager to use consistent configuration and logging setup. If no telemetry manager is available, creates a standalone logging setup. """ @@ -25,7 +25,7 @@ def __init__(self, session): self._handler = None self._logger_provider = None self._owns_handler = False # Track if we created our own handler - + # Configure loggers to not propagate to parent loggers for logger in (self._stdout_logger, self._stderr_logger): logger.setLevel(logging.INFO) @@ -38,40 +38,37 @@ def start(self): return # Try to get handler from telemetry manager - if hasattr(self.session, '_telemetry') and self.session._telemetry: + if hasattr(self.session, "_telemetry") and self.session._telemetry: self._handler = self.session._telemetry.get_log_handler() # Create our own handler if none exists if not self._handler: self._owns_handler = True - + # Use session's resource attributes if available - resource_attrs = { - "service.name": "agentops", - "session.id": str(getattr(self.session, 'id', 'unknown')) - } - - if (hasattr(self.session, '_telemetry') and - self.session._telemetry and - self.session._telemetry.config and - self.session._telemetry.config.resource_attributes): + resource_attrs = {"service.name": "agentops", "session.id": str(getattr(self.session, "id", "unknown"))} + + if ( + hasattr(self.session, "_telemetry") + and self.session._telemetry + and self.session._telemetry.config + and self.session._telemetry.config.resource_attributes + ): resource_attrs.update(self.session._telemetry.config.resource_attributes) - + # Setup logger provider with console exporter resource = Resource.create(resource_attrs) self._logger_provider = LoggerProvider(resource=resource) exporter = ConsoleLogExporter() - self._logger_provider.add_log_record_processor( - BatchLogRecordProcessor(exporter) - ) - + self._logger_provider.add_log_record_processor(BatchLogRecordProcessor(exporter)) + self._handler = LoggingHandler( level=logging.INFO, logger_provider=self._logger_provider, ) - + # Register with telemetry manager if available - if hasattr(self.session, '_telemetry') and self.session._telemetry: + if hasattr(self.session, "_telemetry") and self.session._telemetry: self.session._telemetry.set_log_handler(self._handler) # Add handler to both loggers @@ -101,17 +98,17 @@ def stop(self): if self._handler: self._stdout_logger.removeHandler(self._handler) self._stderr_logger.removeHandler(self._handler) - + # Only close/shutdown if we own the handler if self._owns_handler: self._handler.close() if self._logger_provider: self._logger_provider.shutdown() - + # Clear from telemetry manager if we created it - if hasattr(self.session, '_telemetry') and self.session._telemetry: + if hasattr(self.session, "_telemetry") and self.session._telemetry: self.session._telemetry.set_log_handler(None) - + self._handler = None self._logger_provider = None @@ -122,6 +119,7 @@ def flush(self): class _StdoutProxy: """Proxies stdout to logger""" + def __init__(self, logger): self._logger = logger @@ -134,6 +132,7 @@ def flush(self): class _StderrProxy: """Proxies stderr to logger""" + def __init__(self, logger): self._logger = logger @@ -144,6 +143,7 @@ def write(self, text): def flush(self): pass + if __name__ == "__main__": import time from dataclasses import dataclass @@ -159,15 +159,12 @@ class MockSession: # Setup telemetry telemetry = TelemetryManager() - config = OTELConfig( - resource_attributes={"test.attribute": "demo"}, - endpoint="http://localhost:4317" - ) + config = OTELConfig(resource_attributes={"test.attribute": "demo"}, endpoint="http://localhost:4317") telemetry.initialize(config) - + # Create session session = MockSession(id=uuid4(), _telemetry=telemetry) - + # Create and start capture capture = LogCapture(session) capture.start() @@ -176,11 +173,11 @@ class MockSession: print("Regular stdout message") print("Multi-line stdout message\nwith a second line") sys.stderr.write("Error message to stderr\n") - + # Show that empty lines are ignored print("") print("\n\n") - + # Demonstrate concurrent output def background_prints(): for i in range(3): @@ -189,6 +186,7 @@ def background_prints(): sys.stderr.write(f"Background error {i}\n") import threading + thread = threading.Thread(target=background_prints) thread.start() @@ -198,7 +196,7 @@ def background_prints(): print(f"Main thread message {i}") thread.join() - + finally: # Stop capture and show normal output is restored capture.stop() diff --git a/agentops/session/manager.py b/agentops/session/manager.py index 4acdaedc9..b3fe329f3 100644 --- a/agentops/session/manager.py +++ b/agentops/session/manager.py @@ -34,6 +34,7 @@ def __init__(self, session: "Session"): # Initialize telemetry from .telemetry import SessionTelemetry + self._telemetry = SessionTelemetry(self._state) # Store reference on session for backward compatibility @@ -171,7 +172,7 @@ def _serialize_session(self) -> Dict[str, Any]: "video": self._state.video, "event_counts": self._state.event_counts, "init_timestamp": self._state.init_timestamp, - "is_running": self._state.is_running + "is_running": self._state.is_running, } def _format_duration(self, start_time: str, end_time: str) -> str: diff --git a/agentops/telemetry/encoders.py b/agentops/telemetry/encoders.py index 0d792a1ff..f1e808248 100644 --- a/agentops/telemetry/encoders.py +++ b/agentops/telemetry/encoders.py @@ -18,10 +18,11 @@ @dataclass class SpanDefinition: """Definition of a span to be created. - + This class represents a span before it is created, containing all the necessary information to create the span. """ + name: str attributes: Dict[str, Any] kind: SpanKind = SpanKind.INTERNAL @@ -30,7 +31,7 @@ class SpanDefinition: class SpanDefinitions(Sequence[SpanDefinition]): """A sequence of span definitions that supports len() and iteration.""" - + def __init__(self, *spans: SpanDefinition): self._spans = list(spans) @@ -50,10 +51,10 @@ class EventToSpanEncoder: @classmethod def encode(cls, event: Event) -> SpanDefinitions: """Convert an event into span definitions. - + Args: event: The event to convert - + Returns: A sequence of span definitions """ @@ -82,19 +83,15 @@ def _encode_llm_event(cls, event: LLMEvent) -> SpanDefinitions: "event.start_time": event.init_timestamp, "event.end_time": event.end_timestamp, SpanAttributes.CODE_NAMESPACE: event.__class__.__name__, - "event_type": "llms" - } + "event_type": "llms", + }, ) api_span = SpanDefinition( name="llm.api.call", kind=SpanKind.CLIENT, parent_span_id=completion_span.name, - attributes={ - "model": event.model, - "start_time": event.init_timestamp, - "end_time": event.end_timestamp - } + attributes={"model": event.model, "start_time": event.init_timestamp, "end_time": event.end_timestamp}, ) return SpanDefinitions(completion_span, api_span) @@ -110,17 +107,14 @@ def _encode_action_event(cls, event: ActionEvent) -> SpanDefinitions: "logs": event.logs, "event.start_time": event.init_timestamp, SpanAttributes.CODE_NAMESPACE: event.__class__.__name__, - "event_type": "actions" - } + "event_type": "actions", + }, ) execution_span = SpanDefinition( name="action.execution", parent_span_id=action_span.name, - attributes={ - "start_time": event.init_timestamp, - "end_time": event.end_timestamp - } + attributes={"start_time": event.init_timestamp, "end_time": event.end_timestamp}, ) return SpanDefinitions(action_span, execution_span) @@ -135,17 +129,14 @@ def _encode_tool_event(cls, event: ToolEvent) -> SpanDefinitions: "returns": json.dumps(event.returns), "logs": json.dumps(event.logs), SpanAttributes.CODE_NAMESPACE: event.__class__.__name__, - "event_type": "tools" - } + "event_type": "tools", + }, ) execution_span = SpanDefinition( name="tool.execution", parent_span_id=tool_span.name, - attributes={ - "start_time": event.init_timestamp, - "end_time": event.end_timestamp - } + attributes={"start_time": event.init_timestamp, "end_time": event.end_timestamp}, ) return SpanDefinitions(tool_span, execution_span) @@ -160,8 +151,8 @@ def _encode_error_event(cls, event: ErrorEvent) -> SpanDefinitions: "details": event.details, "trigger_event": event.trigger_event, SpanAttributes.CODE_NAMESPACE: event.__class__.__name__, - "event_type": "errors" - } + "event_type": "errors", + }, ) return SpanDefinitions(error_span) @@ -172,7 +163,7 @@ def _encode_generic_event(cls, event: Event) -> SpanDefinitions: name="event", attributes={ SpanAttributes.CODE_NAMESPACE: event.__class__.__name__, - "event_type": getattr(event, "event_type", "unknown") - } + "event_type": getattr(event, "event_type", "unknown"), + }, ) return SpanDefinitions(span) diff --git a/agentops/telemetry/exporters/__init__.py b/agentops/telemetry/exporters/__init__.py index d52c39fac..9ee7b8068 100644 --- a/agentops/telemetry/exporters/__init__.py +++ b/agentops/telemetry/exporters/__init__.py @@ -1,6 +1 @@ from .event import EventExporter - - - - - diff --git a/agentops/telemetry/exporters/event.py b/agentops/telemetry/exporters/event.py index 80dd20ead..db2cdfefa 100644 --- a/agentops/telemetry/exporters/event.py +++ b/agentops/telemetry/exporters/event.py @@ -18,6 +18,7 @@ EVENT_END_TIME = "event.end_timestamp" AGENT_ID = "agent.id" + class EventExporter(SpanExporter): """ Exports agentops.event.Event to AgentOps servers. @@ -33,12 +34,7 @@ def __init__( custom_formatters: Optional[List[Callable]] = None, ): self.session_id = session_id - self._api = SessionApiClient( - endpoint=endpoint, - session_id=session_id, - api_key=api_key, - jwt=jwt - ) + self._api = SessionApiClient(endpoint=endpoint, session_id=session_id, api_key=api_key, jwt=jwt) self._export_lock = threading.Lock() self._shutdown = threading.Event() self._wait_event = threading.Event() @@ -71,12 +67,12 @@ def export(self, spans: Sequence[ReadableSpan]) -> SpanExportResult: success = self._send_batch(events) if success: return SpanExportResult.SUCCESS - + # If not successful but not the last attempt, wait and retry if attempt < self._retry_count - 1: self._wait_before_retry(attempt) continue - + except Exception as e: logger.error(f"Export attempt {attempt + 1} failed: {e}") if attempt < self._retry_count - 1: @@ -103,7 +99,7 @@ def _format_spans(self, spans: Sequence[ReadableSpan]) -> List[Dict[str, Any]]: event_data = json.loads(event_data_str) else: event_data = {} - + # Ensure required fields event = { "id": attrs_dict.get(EVENT_ID) or str(uuid4()), diff --git a/agentops/telemetry/exporters/session.py b/agentops/telemetry/exporters/session.py index 9bc0abf58..f3ad82a2c 100644 --- a/agentops/telemetry/exporters/session.py +++ b/agentops/telemetry/exporters/session.py @@ -28,10 +28,10 @@ def __init__( endpoint: Optional[str] = None, jwt: Optional[str] = None, api_key: Optional[str] = None, - **kwargs + **kwargs, ): """Initialize SessionExporter with either a Session object or individual parameters. - + Args: session: Session object containing all required parameters session_id: UUID for the session (if not using session object) @@ -58,7 +58,7 @@ def __init__( endpoint=endpoint, session_id=session_id, api_key=api_key, - jwt=jwt or "" # jwt can be empty string if not provided + jwt=jwt or "", # jwt can be empty string if not provided ) super().__init__(**kwargs) @@ -125,13 +125,13 @@ def export(self, spans: Sequence[ReadableSpan]) -> SpanExportResult: success = self._api.create_events(events) if success: return SpanExportResult.SUCCESS - + # If not successful but not the last attempt, wait and retry if attempt < retry_count - 1: delay = 1.0 * (2**attempt) # Exponential backoff time.sleep(delay) continue - + except Exception as e: logger.error(f"Export attempt {attempt + 1} failed: {e}") if attempt < retry_count - 1: diff --git a/tests/integration/test_log_capture_integration.py b/tests/integration/test_log_capture_integration.py index 5574d8fed..af5b24436 100644 --- a/tests/integration/test_log_capture_integration.py +++ b/tests/integration/test_log_capture_integration.py @@ -22,10 +22,7 @@ class MockSession: def telemetry_setup(): """Setup and teardown telemetry manager with config""" telemetry = TelemetryManager() - config = OTELConfig( - resource_attributes={"test.attribute": "integration_test"}, - endpoint="http://localhost:4317" - ) + config = OTELConfig(resource_attributes={"test.attribute": "integration_test"}, endpoint="http://localhost:4317") telemetry.initialize(config) yield telemetry telemetry.shutdown() @@ -45,7 +42,7 @@ def standalone_session(): def test_basic_output_capture(session): """Test basic stdout and stderr capture functionality. - + Verifies: - Basic stdout message capture - Basic stderr message capture @@ -54,21 +51,21 @@ def test_basic_output_capture(session): """ original_stdout = sys.stdout original_stderr = sys.stderr - + capture = LogCapture(session) capture.start() - + try: print("Test stdout message") sys.stderr.write("Test stderr message\n") - + # Empty lines should be ignored print("") print("\n\n") - + finally: capture.stop() - + # Verify stdout/stderr are restored to original assert sys.stdout == original_stdout, "stdout was not properly restored after capture" assert sys.stderr == original_stderr, "stderr was not properly restored after capture" @@ -76,7 +73,7 @@ def test_basic_output_capture(session): def test_concurrent_output(session): """Test concurrent output capture from multiple threads. - + Verifies: - Thread-safe capture of stdout/stderr - Correct interleaving of messages from different threads @@ -86,40 +83,39 @@ def test_concurrent_output(session): """ capture = LogCapture(session) capture.start() - + output_received = [] - + def background_task(): for i in range(3): time.sleep(0.1) print(f"Background message {i}") sys.stderr.write(f"Background error {i}\n") output_received.append(i) - + try: thread = threading.Thread(target=background_task) thread.start() - + # Main thread output for i in range(3): time.sleep(0.15) print(f"Main message {i}") output_received.append(i) - + thread.join() - + finally: capture.stop() - + assert len(output_received) == 6, ( - "Expected 6 messages (3 from each thread), but got " - f"{len(output_received)} messages" + "Expected 6 messages (3 from each thread), but got " f"{len(output_received)} messages" ) def test_multiple_start_stop(session): """Test multiple start/stop cycles of the LogCapture. - + Verifies: - Multiple start/stop cycles work correctly - Streams are properly restored after each stop @@ -128,26 +124,22 @@ def test_multiple_start_stop(session): """ original_stdout = sys.stdout original_stderr = sys.stderr - + capture = LogCapture(session) - + for cycle in range(3): capture.start() print("Test message") capture.stop() - + # Verify original streams are restored - assert sys.stdout == original_stdout, ( - f"stdout not restored after cycle {cycle + 1}" - ) - assert sys.stderr == original_stderr, ( - f"stderr not restored after cycle {cycle + 1}" - ) + assert sys.stdout == original_stdout, f"stdout not restored after cycle {cycle + 1}" + assert sys.stderr == original_stderr, f"stderr not restored after cycle {cycle + 1}" def test_standalone_capture(standalone_session): """Test LogCapture functionality without telemetry manager. - + Verifies: - Capture works without telemetry manager - Proper handler creation in standalone mode @@ -156,25 +148,21 @@ def test_standalone_capture(standalone_session): """ capture = LogCapture(standalone_session) capture.start() - + try: print("Standalone test message") sys.stderr.write("Standalone error message\n") finally: capture.stop() - + # Verify handler cleanup - assert capture._handler is None, ( - "LogHandler was not properly cleaned up after standalone capture" - ) - assert capture._logger_provider is None, ( - "LoggerProvider was not properly cleaned up after standalone capture" - ) + assert capture._handler is None, "LogHandler was not properly cleaned up after standalone capture" + assert capture._logger_provider is None, "LoggerProvider was not properly cleaned up after standalone capture" def test_flush_functionality(session): """Test the flush operation of LogCapture. - + Verifies: - Flush operation works correctly - Messages before and after flush are captured @@ -183,7 +171,7 @@ def test_flush_functionality(session): """ capture = LogCapture(session) capture.start() - + try: print("Message before flush") capture.flush() @@ -194,7 +182,7 @@ def test_flush_functionality(session): def test_nested_capture(session): """Test nested LogCapture instances. - + Verifies: - Multiple capture instances can coexist - Inner capture doesn't interfere with outer capture @@ -203,17 +191,17 @@ def test_nested_capture(session): """ outer_capture = LogCapture(session) inner_capture = LogCapture(session) - + outer_capture.start() try: print("Outer message") - + inner_capture.start() try: print("Inner message") finally: inner_capture.stop() - + print("Back to outer") finally: outer_capture.stop() diff --git a/tests/unit/telemetry/conftest.py b/tests/unit/telemetry/conftest.py index bd5176dd7..f6d42a46b 100644 --- a/tests/unit/telemetry/conftest.py +++ b/tests/unit/telemetry/conftest.py @@ -9,12 +9,13 @@ class InstrumentationTester: """Helper class for testing OTEL instrumentation""" + def __init__(self): self.tracer_provider = TracerProvider() self.memory_exporter = InMemorySpanExporter() span_processor = SimpleSpanProcessor(self.memory_exporter) self.tracer_provider.add_span_processor(span_processor) - + # Reset and set global tracer provider trace_api.set_tracer_provider(self.tracer_provider) self.memory_exporter.clear() @@ -73,12 +74,7 @@ def mock_error_event(): """Creates an ErrorEvent for testing""" trigger = ActionEvent(action_type="risky_action") error = ValueError("Something went wrong") - return ErrorEvent( - trigger_event=trigger, - exception=error, - error_type="ValueError", - details="Detailed error info" - ) + return ErrorEvent(trigger_event=trigger, exception=error, error_type="ValueError", details="Detailed error info") @pytest.fixture @@ -102,8 +98,9 @@ def cleanup_telemetry(): yield # Clean up any active telemetry from agentops import Client + client = Client() - if hasattr(client, 'telemetry'): + if hasattr(client, "telemetry"): try: if client.telemetry._tracer_provider: client.telemetry._tracer_provider.shutdown() diff --git a/tests/unit/telemetry/test_event_converter.py b/tests/unit/telemetry/test_event_converter.py index 9f00499a1..8e276d64d 100644 --- a/tests/unit/telemetry/test_event_converter.py +++ b/tests/unit/telemetry/test_event_converter.py @@ -101,6 +101,7 @@ def test_error_event_conversion(self, mock_error_event): def test_unknown_event_type(self): """Test handling of unknown event types""" + class UnknownEvent(Event): pass diff --git a/tests/unit/telemetry/test_exporters.py b/tests/unit/telemetry/test_exporters.py index d57203b9c..ed90a8f72 100644 --- a/tests/unit/telemetry/test_exporters.py +++ b/tests/unit/telemetry/test_exporters.py @@ -30,10 +30,7 @@ def mock_span(): @pytest.fixture def event_exporter(): return EventExporter( - session_id=uuid.uuid4(), - endpoint="http://test-endpoint/v2/create_events", - jwt="test-jwt", - api_key="test-key" + session_id=uuid.uuid4(), endpoint="http://test-endpoint/v2/create_events", jwt="test-jwt", api_key="test-key" ) @@ -89,7 +86,7 @@ def test_export_failure_retry(self, event_exporter, mock_span): """Test retry behavior on export failure""" mock_wait = Mock() event_exporter._wait_fn = mock_wait - + with patch("agentops.api.session.SessionApiClient.create_events") as mock_create: # Create mock responses with proper return values mock_create.side_effect = [False, False, True] @@ -107,7 +104,7 @@ def test_export_max_retries_exceeded(self, event_exporter, mock_span): """Test behavior when max retries are exceeded""" mock_wait = Mock() event_exporter._wait_fn = mock_wait - + with patch("agentops.api.session.SessionApiClient.create_events") as mock_create: # Mock consistently failing response mock_create.return_value = False @@ -115,7 +112,7 @@ def test_export_max_retries_exceeded(self, event_exporter, mock_span): result = event_exporter.export([mock_span]) assert result == SpanExportResult.FAILURE assert mock_create.call_count == event_exporter._retry_count - + # Verify all retries waited assert mock_wait.call_count == event_exporter._retry_count - 1 @@ -133,7 +130,7 @@ def test_retry_logic(self, event_exporter, mock_span): with patch("agentops.api.session.SessionApiClient.create_events") as mock_create: # Create mock responses with proper return values mock_create.side_effect = [False, False, True] - + result = event_exporter.export([mock_span]) assert result == SpanExportResult.SUCCESS assert mock_create.call_count == 3 @@ -148,7 +145,7 @@ def test_retry_logic(self, event_exporter, mock_span): class TestSessionExporter: """Test suite for SessionExporter""" - + @pytest.fixture def test_span(self): """Create a test span with required attributes""" @@ -161,30 +158,30 @@ def test_span(self): "event.end_timestamp": "2024-01-01T00:00:01Z", } return span - + @pytest.fixture def session_exporter(self): """Create a SessionExporter instance for testing""" from agentops.session import Session from agentops.api.session import SessionApiClient - + mock_config = Mock() mock_config.endpoint = "http://test-endpoint" mock_config.api_key = "test-key" - + mock_session = Mock(spec=Session) - mock_session.session_id = UUID('00000000-0000-0000-0000-000000000000') + mock_session.session_id = UUID("00000000-0000-0000-0000-000000000000") mock_session.jwt = "test-jwt" mock_session.config = mock_config - + # Create a real API client for the session mock_session._api = SessionApiClient( endpoint=mock_config.endpoint, session_id=mock_session.session_id, api_key=mock_config.api_key, - jwt=mock_session.jwt + jwt=mock_session.jwt, ) - + return SessionExporter(session=mock_session) def test_event_formatting(self, session_exporter, test_span): @@ -193,7 +190,7 @@ def test_event_formatting(self, session_exporter, test_span): mock_create.return_value = True result = session_exporter.export([test_span]) assert result == SpanExportResult.SUCCESS - + # Verify the formatted event mock_create.assert_called_once() call_args = mock_create.call_args[0] @@ -208,7 +205,7 @@ def test_retry_logic(self, session_exporter, test_span): """Verify retry behavior works as expected""" with patch("agentops.api.session.SessionApiClient.create_events") as mock_create: mock_create.side_effect = [False, False, True] - + result = session_exporter.export([test_span]) assert result == SpanExportResult.SUCCESS assert mock_create.call_count == 3 @@ -220,9 +217,9 @@ def test_batch_processing(self, session_exporter, test_span): spans = [test_span for _ in range(5)] result = session_exporter.export(spans) assert result == SpanExportResult.SUCCESS - + # Verify batch was sent correctly mock_create.assert_called_once() call_args = mock_create.call_args[0] events = call_args[0] - assert len(events) == 5 + assert len(events) == 5 diff --git a/tests/unit/telemetry/test_manager.py b/tests/unit/telemetry/test_manager.py index 380b75007..bc83cc245 100644 --- a/tests/unit/telemetry/test_manager.py +++ b/tests/unit/telemetry/test_manager.py @@ -20,7 +20,7 @@ def config() -> OTELConfig: api_key="test-key", max_queue_size=100, max_export_batch_size=50, - max_wait_time=1000 + max_wait_time=1000, ) @@ -34,11 +34,11 @@ class TestTelemetryManager: def test_initialization(self, manager: TelemetryManager, config: OTELConfig) -> None: """Test manager initialization""" manager.initialize(config) - + assert manager.config == config assert isinstance(manager._provider, TracerProvider) assert isinstance(manager._provider.sampler, ParentBased) - + # Verify global provider was set assert trace.get_tracer_provider() == manager._provider @@ -50,13 +50,13 @@ def test_initialization_with_custom_resource(self, manager: TelemetryManager) -> resource_attributes={"custom.attr": "value"}, max_queue_size=100, max_export_batch_size=50, - max_wait_time=1000 + max_wait_time=1000, ) - + manager.initialize(config) assert manager._provider is not None resource = manager._provider.resource - + assert resource.attributes["service.name"] == "agentops" assert resource.attributes["custom.attr"] == "value" @@ -64,17 +64,17 @@ def test_create_session_tracer(self, manager: TelemetryManager, config: OTELConf """Test session tracer creation""" manager.initialize(config) session_id = uuid4() - + tracer = manager.create_session_tracer(session_id, "test-jwt") - + # Verify exporter was created assert session_id in manager._session_exporters assert isinstance(manager._session_exporters[session_id], SessionExporter) - + # Verify processor was added assert len(manager._processors) == 1 assert isinstance(manager._processors[0], EventProcessor) - + # Skip tracer name verification since it's an implementation detail # The important part is that the tracer is properly configured with exporters and processors @@ -82,32 +82,32 @@ def test_cleanup_session(self, manager: TelemetryManager, config: OTELConfig) -> """Test session cleanup""" manager.initialize(config) session_id = uuid4() - + # Create session manager.create_session_tracer(session_id, "test-jwt") exporter = manager._session_exporters[session_id] - + # Clean up - with patch.object(exporter, 'shutdown') as mock_shutdown: + with patch.object(exporter, "shutdown") as mock_shutdown: manager.cleanup_session(session_id) mock_shutdown.assert_called_once() - + assert session_id not in manager._session_exporters def test_shutdown(self, manager: TelemetryManager, config: OTELConfig) -> None: """Test manager shutdown""" manager.initialize(config) session_id = uuid4() - + # Create session manager.create_session_tracer(session_id, "test-jwt") exporter = manager._session_exporters[session_id] - + # Shutdown - with patch.object(exporter, 'shutdown') as mock_shutdown: + with patch.object(exporter, "shutdown") as mock_shutdown: manager.shutdown() assert mock_shutdown.called - + assert not manager._session_exporters assert not manager._processors assert manager._provider is None @@ -117,8 +117,7 @@ def test_error_handling(self, manager: TelemetryManager) -> None: # Test initialization without config with pytest.raises(ValueError, match="Config is required"): manager.initialize(None) # type: ignore - + # Test creating tracer without initialization with pytest.raises(RuntimeError, match="Telemetry not initialized"): manager.create_session_tracer(uuid4(), "test-jwt") - diff --git a/tests/unit/telemetry/test_processors.py b/tests/unit/telemetry/test_processors.py index 27b83242b..bf3f0081b 100644 --- a/tests/unit/telemetry/test_processors.py +++ b/tests/unit/telemetry/test_processors.py @@ -19,31 +19,29 @@ def mock_span_exporter() -> Mock: def create_mock_span(span_id: int = 123) -> Mock: """Helper to create consistent mock spans""" span = Mock(spec=Span) - span.context = Mock( - spec=SpanContext, - span_id=span_id, - trace_flags=TraceFlags(TraceFlags.SAMPLED) - ) - + span.context = Mock(spec=SpanContext, span_id=span_id, trace_flags=TraceFlags(TraceFlags.SAMPLED)) + # Set up attributes dict and methods span.attributes = {} + def set_attributes(attrs: dict) -> None: span.attributes.update(attrs) + def set_attribute(key: str, value: Any) -> None: span.attributes[key] = value - + span.set_attributes = Mock(side_effect=set_attributes) span.set_attribute = Mock(side_effect=set_attribute) - + span.is_recording.return_value = True span.set_status = Mock() - + # Set up readable span mock_readable = Mock(spec=ReadableSpan) mock_readable.attributes = span.attributes mock_readable.context = span.context span._readable_span.return_value = mock_readable - + return span @@ -66,15 +64,19 @@ def test_initialization(self, processor: EventProcessor, mock_span_exporter: Moc assert processor.session_id == 123 assert isinstance(processor.processor, BatchSpanProcessor) assert processor.event_counts == { - "llms": 0, "tools": 0, "actions": 0, "errors": 0, "apis": 0, + "llms": 0, + "tools": 0, + "actions": 0, + "errors": 0, + "apis": 0, } def test_span_processing_lifecycle(self, processor: EventProcessor, mock_span: Mock) -> None: """Test complete span lifecycle""" mock_span.attributes["event.type"] = "llms" - + processor.on_start(mock_span) - + assert mock_span.set_attributes.called assert mock_span.attributes["session.id"] == str(processor.session_id) assert "event.timestamp" in mock_span.attributes @@ -86,10 +88,7 @@ def test_span_processing_lifecycle(self, processor: EventProcessor, mock_span: M def test_unsampled_span_ignored(self, processor: EventProcessor) -> None: """Test that unsampled spans are ignored""" unsampled_span = Mock(spec=Span) - unsampled_span.context = Mock( - spec=SpanContext, - trace_flags=TraceFlags(TraceFlags.DEFAULT) - ) + unsampled_span.context = Mock(spec=SpanContext, trace_flags=TraceFlags(TraceFlags.DEFAULT)) unsampled_span.is_recording.return_value = False processor.on_start(unsampled_span) @@ -104,24 +103,24 @@ def test_span_without_context(self, processor: EventProcessor) -> None: # Should not raise exception and should not call wrapped processor processor.on_start(span_without_context) - + # Create readable span without context readable_span = Mock(spec=ReadableSpan) readable_span.context = None readable_span.attributes = span_without_context.attributes - + # Should not raise exception and should not call wrapped processor - with patch.object(processor.processor, 'on_end') as mock_on_end: + with patch.object(processor.processor, "on_end") as mock_on_end: processor.on_end(readable_span) mock_on_end.assert_not_called() - + # Verify processor still works after handling None context normal_span = create_mock_span() - with patch.object(processor.processor, 'on_start') as mock_on_start: + with patch.object(processor.processor, "on_start") as mock_on_start: processor.on_start(normal_span) mock_on_start.assert_called_once_with(normal_span, None) - - with patch.object(processor.processor, 'on_end') as mock_on_end: + + with patch.object(processor.processor, "on_end") as mock_on_end: processor.on_end(normal_span._readable_span()) mock_on_end.assert_called_once_with(normal_span._readable_span()) @@ -140,27 +139,23 @@ def test_error_span_handling(self, processor: EventProcessor) -> None: """Test handling of error spans""" # Create parent span with proper attribute handling parent_span = create_mock_span(1) - + # Create error span error_span = create_mock_span(2) - error_span.attributes.update({ - "error": True, - "error.type": "ValueError", - "error.message": "Test error" - }) + error_span.attributes.update({"error": True, "error.type": "ValueError", "error.message": "Test error"}) - with patch('opentelemetry.trace.get_current_span', return_value=parent_span): + with patch("opentelemetry.trace.get_current_span", return_value=parent_span): processor.on_end(error_span._readable_span()) # Verify status was set assert parent_span.set_status.called status_args = parent_span.set_status.call_args[0][0] assert status_args.status_code == StatusCode.ERROR - + # Verify error attributes were set correctly assert parent_span.set_attribute.call_args_list == [ (("error.type", "ValueError"), {}), - (("error.message", "Test error"), {}) + (("error.message", "Test error"), {}), ] def test_event_counting(self, processor: EventProcessor) -> None: @@ -168,19 +163,19 @@ def test_event_counting(self, processor: EventProcessor) -> None: for event_type in processor.event_counts.keys(): span = create_mock_span() span.attributes["event.type"] = event_type - + processor.on_start(span) assert processor.event_counts[event_type] == 1 def test_processor_shutdown(self, processor: EventProcessor) -> None: """Test processor shutdown""" - with patch.object(processor.processor, 'shutdown') as mock_shutdown: + with patch.object(processor.processor, "shutdown") as mock_shutdown: processor.shutdown() mock_shutdown.assert_called_once() def test_force_flush(self, processor: EventProcessor) -> None: """Test force flush""" - with patch.object(processor.processor, 'force_flush') as mock_flush: + with patch.object(processor.processor, "force_flush") as mock_flush: mock_flush.return_value = True assert processor.force_flush() is True mock_flush.assert_called_once() @@ -189,6 +184,6 @@ def test_span_attributes_preserved(self, processor: EventProcessor, mock_span: M """Test that existing span attributes are preserved""" mock_span.attributes = {"custom.attr": "value"} processor.on_start(mock_span) - + assert mock_span.attributes["custom.attr"] == "value" - assert mock_span.attributes["session.id"] == str(processor.session_id) \ No newline at end of file + assert mock_span.attributes["session.id"] == str(processor.session_id) From 9ecc8f72eb17e813b9a252925a12a80607d945b4 Mon Sep 17 00:00:00 2001 From: Teo Date: Wed, 15 Jan 2025 15:39:40 +0100 Subject: [PATCH 50/60] style(pyproject.toml): allow F403 (import *) --- pyproject.toml | 1 + 1 file changed, 1 insertion(+) diff --git a/pyproject.toml b/pyproject.toml index 8c8598a19..d5330919f 100644 --- a/pyproject.toml +++ b/pyproject.toml @@ -128,6 +128,7 @@ line-length = 120 [tool.ruff.lint] ignore = [ "F401", # Unused imports + "F403", # Import * used "E712", # Comparison to True/False "E711", # Comparison to None "E722", # Bare except From e94a7fb88cc06bf82d7cfa9137d05add03c06dd4 Mon Sep 17 00:00:00 2001 From: Teo Date: Wed, 15 Jan 2025 15:45:35 +0100 Subject: [PATCH 51/60] tests: rename test_event_converter to test_encoders --- .../unit/telemetry/{test_event_converter.py => test_encoders.py} | 0 1 file changed, 0 insertions(+), 0 deletions(-) rename tests/unit/telemetry/{test_event_converter.py => test_encoders.py} (100%) diff --git a/tests/unit/telemetry/test_event_converter.py b/tests/unit/telemetry/test_encoders.py similarity index 100% rename from tests/unit/telemetry/test_event_converter.py rename to tests/unit/telemetry/test_encoders.py From ed606e72c4156e1e9473d33d775a51699465dbda Mon Sep 17 00:00:00 2001 From: Teo Date: Wed, 15 Jan 2025 16:16:33 +0100 Subject: [PATCH 52/60] proposla Signed-off-by: Teo --- agentops/telemetry/PROPOSAL.md | 176 +++++++++++++++++++++++++++++++++ 1 file changed, 176 insertions(+) create mode 100644 agentops/telemetry/PROPOSAL.md diff --git a/agentops/telemetry/PROPOSAL.md b/agentops/telemetry/PROPOSAL.md new file mode 100644 index 000000000..87992827a --- /dev/null +++ b/agentops/telemetry/PROPOSAL.md @@ -0,0 +1,176 @@ +# AgentOps OTEL Integration Redesign + +## Current Architecture Limitations +- Limited distributed tracing capabilities +- OTEL used primarily as transport +- Tight coupling between sessions and telemetry +- Provider instrumentation lacks observability context + +## Proposed Architecture Overview +````mermaid +graph TD + A[Agent Application] --> B[AgentOps Client] + B --> C[Session Manager] + C --> D[Instrumented Providers] + D --> E1[AgentOps Events] + D --> E2[OTEL Telemetry] + E1 --> F1[AgentOps Backend] + E2 --> F2[OTEL Collector] + F2 --> G[Observability Backend] +```` + +## Implementation Plan + +### 1. Core Instrumentation Layer +**Goal**: Create a foundation for dual-purpose instrumentation + +- [ ] **Create Base Instrumentation Interface** + ```python + class BaseInstrumentation: + def create_span(...) + def record_event(...) + def propagate_context(...) + ``` + +- [ ] **Implement Provider-Specific Instrumentation** + - OpenAI instrumentation + - Anthropic instrumentation + - Base class for custom providers + +### 2. Session Management Refactor +**Goal**: Decouple session management from telemetry + +- [ ] **Split Session Responsibilities** + - Create SessionManager class + - Move telemetry to dedicated TelemetryManager + - Implement context propagation + +- [ ] **Update Session Interface** + ```python + class Session: + def __init__(self, telemetry_manager: TelemetryManager) + def record(self, event: Event) + def propagate_context(self) + ``` + +### 3. Telemetry Pipeline +**Goal**: Support multiple telemetry backends + +- [ ] **Create Telemetry Manager** + - Implement span creation/management + - Handle event correlation + - Support multiple exporters + +- [ ] **Update Event Processing** + - Add trace context to events + - Implement sampling strategies + - Add batch processing support + +### 4. Provider Integration +**Goal**: Enhance provider instrumentation + +- [ ] **Update InstrumentedProvider Base Class** + ```python + class InstrumentedProvider: + def __init__(self, instrumentation: BaseInstrumentation) + def handle_response(self, response, context) + def create_span(self, operation) + ``` + +- [ ] **Implement Provider-Specific Features** + - Token counting with spans + - Latency tracking + - Error handling with trace context + +### 5. Context Propagation +**Goal**: Enable distributed tracing + +- [ ] **Implement Context Management** + - Create TraceContext class + - Add context injection/extraction + - Support async operations + +- [ ] **Add Cross-Service Tracing** + - HTTP header propagation + - gRPC metadata support + - Async context management + +### 6. Configuration Updates +**Goal**: Make instrumentation configurable + +- [ ] **Create Configuration Interface** + ```python + class TelemetryConfig: + sampling_rate: float + exporters: List[Exporter] + trace_context: ContextConfig + ``` + +- [ ] **Update Client Configuration** + - Add OTEL configuration + - Support multiple backends + - Configure sampling + +### 7. Migration Support +**Goal**: Ensure backward compatibility + +- [ ] **Create Migration Tools** + - Add compatibility layer + - Create migration guide + - Add version detection + +- [ ] **Update Documentation** + - Update README.md + - Add migration examples + - Document new features + +## File Structure Changes +``` +agentops/ +├── instrumentation/ +│ ├── base.py +│ ├── providers/ +│ └── context.py +├── telemetry/ +│ ├── manager.py +│ ├── exporters/ +│ └── sampling.py +├── session/ +│ ├── manager.py +│ └── context.py +└── providers/ + └── instrumented_provider.py +``` + +## Configuration Example +```yaml +telemetry: + sampling: + rate: 1.0 + rules: [] + exporters: + - type: agentops + endpoint: https://api.agentops.ai + - type: otlp + endpoint: localhost:4317 + context: + propagation: + - b3 + - w3c +``` + +## Benefits +1. **Enhanced Observability** + - Full distributed tracing + - Better debugging capabilities + - Cross-service correlation + +2. **Improved Architecture** + - Clear separation of concerns + - More flexible instrumentation + - Better extensibility + +3. **Better Performance** + - Optimized sampling + - Efficient context propagation + - Reduced overhead From 7bb01624d37e67ab2da04a044b2ab5a1d3f596b0 Mon Sep 17 00:00:00 2001 From: Teo Date: Wed, 15 Jan 2025 16:16:38 +0100 Subject: [PATCH 53/60] update readme.md Signed-off-by: Teo --- agentops/telemetry/README.md | 137 ++++++++++++----------------------- 1 file changed, 45 insertions(+), 92 deletions(-) diff --git a/agentops/telemetry/README.md b/agentops/telemetry/README.md index 064501276..9be1aa641 100644 --- a/agentops/telemetry/README.md +++ b/agentops/telemetry/README.md @@ -8,79 +8,82 @@ flowchart TB Client[AgentOps Client] Session[Session] Events[Events] + LogCapture[LogCapture] TelemetryManager[Telemetry Manager] end subgraph OpenTelemetry TracerProvider[Tracer Provider] EventProcessor[Event Processor] - SessionExporter[Session Exporter] + LogProcessor[Log Processor] + EventToSpanEncoder[Event To Span Encoder] BatchProcessor[Batch Processor] + SessionExporter[Session Exporter] + EventExporter[Event Exporter] end Client --> Session Session --> Events + Session --> LogCapture + LogCapture --> LogProcessor Events --> TelemetryManager TelemetryManager --> TracerProvider TracerProvider --> EventProcessor - EventProcessor --> BatchProcessor + EventProcessor --> EventToSpanEncoder + LogProcessor --> EventToSpanEncoder + EventToSpanEncoder --> BatchProcessor BatchProcessor --> SessionExporter + BatchProcessor --> EventExporter ``` ## Component Overview ### TelemetryManager (`manager.py`) - Central configuration and management of OpenTelemetry setup -- Handles TracerProvider lifecycle +- Handles TracerProvider lifecycle and sampling configuration - Manages session-specific exporters and processors - Coordinates telemetry initialization and shutdown +- Configures logging telemetry ### EventProcessor (`processors.py`) - Processes spans for AgentOps events - Adds session context to spans -- Tracks event counts +- Tracks event counts by type - Handles error propagation - Forwards spans to wrapped processor -### SessionExporter (`exporters/session.py`) -- Exports session spans and their child event spans -- Maintains session hierarchy -- Handles batched export of spans -- Manages retry logic and error handling +### SessionExporter & EventExporter (`exporters/`) +- Exports session spans and events +- Implements retry logic with exponential backoff +- Supports custom formatters +- Handles batched export +- Manages error handling and recovery ### EventToSpanEncoder (`encoders.py`) -- Converts AgentOps events into OpenTelemetry span definitions +- Converts AgentOps events into OpenTelemetry spans - Handles different event types (LLM, Action, Tool, Error) - Maintains proper span relationships +- Supports custom attribute mapping -## Event to Span Mapping +## Configuration Options -```mermaid -classDiagram - class Event { - +UUID id - +EventType event_type - +timestamp init_timestamp - +timestamp end_timestamp - } - - class SpanDefinition { - +str name - +Dict attributes - +SpanKind kind - +str parent_span_id - } - - class EventTypes { - LLMEvent - ActionEvent - ToolEvent - ErrorEvent - } - - Event <|-- EventTypes - Event --> SpanDefinition : encoded to +The `OTELConfig` class supports: +```python +@dataclass +class OTELConfig: + additional_exporters: Optional[List[SpanExporter]] = None + resource_attributes: Optional[Dict] = None + sampler: Optional[Sampler] = None + retry_config: Optional[Dict] = None + custom_formatters: Optional[List[Callable]] = None + enable_metrics: bool = False + metric_readers: Optional[List] = None + max_queue_size: int = 512 + max_export_batch_size: int = 256 + max_wait_time: int = 5000 + endpoint: str = "https://api.agentops.ai" + api_key: Optional[str] = None ``` ## Usage Example @@ -88,10 +91,15 @@ classDiagram ```python from agentops.telemetry import OTELConfig, TelemetryManager -# Configure telemetry +# Configure telemetry with retry and custom formatting config = OTELConfig( endpoint="https://api.agentops.ai", api_key="your-api-key", + retry_config={ + "retry_count": 3, + "retry_delay": 1.0 + }, + custom_formatters=[your_formatter_function], enable_metrics=True ) @@ -105,58 +113,3 @@ tracer = manager.create_session_tracer( jwt=jwt_token ) ``` - -## Configuration Options - -The `OTELConfig` class supports: -- Custom exporters -- Resource attributes -- Sampling configuration -- Retry settings -- Custom formatters -- Metrics configuration -- Batch processing settings - -## Key Features - -1. **Session-Based Tracing** - - Each session creates a unique trace - - Events are tracked as spans within the session - - Maintains proper parent-child relationships - -2. **Automatic Context Management** - - Session context propagation - - Event type tracking - - Error handling and status propagation - -3. **Flexible Export Options** - - Batched export support - - Retry logic for failed exports - - Custom formatters for span data - -4. **Resource Attribution** - - Service name and version tracking - - Environment information - - Deployment-specific tags - -## Best Practices - -1. **Configuration** - - Always set service name and version - - Configure appropriate batch sizes - - Set reasonable retry limits - -2. **Error Handling** - - Use error events for failures - - Include relevant error details - - Maintain error context - -3. **Resource Management** - - Clean up sessions when done - - Properly shutdown telemetry - - Monitor resource usage - -4. **Performance** - - Use appropriate batch sizes - - Configure export intervals - - Monitor queue sizes From 04ddbc1737987152cf792a00baaa74c575545a61 Mon Sep 17 00:00:00 2001 From: Teo Date: Wed, 15 Jan 2025 18:02:37 +0100 Subject: [PATCH 54/60] flow.md Signed-off-by: Teo --- agentops/CURRENT_FLOW.md | 67 ++++++++++++++++++++++++++++ agentops/PROPOSED_FLOW.md | 92 +++++++++++++++++++++++++++++++++++++++ 2 files changed, 159 insertions(+) create mode 100644 agentops/CURRENT_FLOW.md create mode 100644 agentops/PROPOSED_FLOW.md diff --git a/agentops/CURRENT_FLOW.md b/agentops/CURRENT_FLOW.md new file mode 100644 index 000000000..335d7a2a5 --- /dev/null +++ b/agentops/CURRENT_FLOW.md @@ -0,0 +1,67 @@ +## 1. Current Architecture Flow + +```mermaid +flowchart TB + subgraph Client["Client Singleton"] + Config["Configuration"] + direction TB + Client_API["Client API Layer"] + LLMTracker["LLM Tracker"] + end + + subgraph Sessions["Session Management"] + Session["Session Class"] + SessionManager["SessionManager"] + LogCapture["LogCapture"] + SessionAPI["SessionApiClient"] + end + + subgraph Events["Event System"] + Event["Base Event"] + LLMEvent["LLMEvent"] + ActionEvent["ActionEvent"] + ToolEvent["ToolEvent"] + ErrorEvent["ErrorEvent"] + end + + subgraph Telemetry["Current Telemetry"] + SessionTelemetry["SessionTelemetry"] + OTELTracer["OTEL Tracer"] + SessionExporter["SessionExporter"] + BatchProcessor["BatchSpanProcessor"] + end + + subgraph Providers["LLM Providers"] + InstrumentedProvider["InstrumentedProvider"] + OpenAIProvider["OpenAIProvider"] + AnthropicProvider["AnthropicProvider"] + end + + %% Client Relationships + Client_API -->|initializes| Session + Client_API -->|configures| LLMTracker + LLMTracker -->|instruments| Providers + + %% Session Direct Dependencies + Session -->|creates| SessionManager + Session -->|creates| SessionTelemetry + Session -->|creates| LogCapture + Session -->|owns| SessionAPI + + %% Event Flow + InstrumentedProvider -->|creates| LLMEvent + InstrumentedProvider -->|requires| Session + Session -->|records| Event + SessionManager -->|processes| Event + SessionTelemetry -->|converts to spans| Event + + %% Telemetry Flow + SessionTelemetry -->|uses| OTELTracer + OTELTracer -->|sends to| BatchProcessor + BatchProcessor -->|exports via| SessionExporter + SessionExporter -->|uses| SessionAPI + + %% Problem Areas + style Session fill:#f77,stroke:#333 + style InstrumentedProvider fill:#f77,stroke:#333 + style SessionTelemetry fill:#f77,stroke:#333 diff --git a/agentops/PROPOSED_FLOW.md b/agentops/PROPOSED_FLOW.md new file mode 100644 index 000000000..2a1aab1bb --- /dev/null +++ b/agentops/PROPOSED_FLOW.md @@ -0,0 +1,92 @@ +```mermaid +flowchart TB + subgraph Client["Client Singleton"] + Config["Configuration"] + direction TB + Client_API["Client API Layer"] + InstrumentationManager["Instrumentation Manager"] + end + + subgraph Sessions["Session Management"] + Session["Session Class"] + SessionManager["SessionManager"] + LogCapture["LogCapture"] + SessionAPI["SessionApiClient"] + end + + subgraph Events["Event System"] + Event["Base Event"] + LLMEvent["LLMEvent"] + ActionEvent["ActionEvent"] + ToolEvent["ToolEvent"] + ErrorEvent["ErrorEvent"] + end + + subgraph Telemetry["Enhanced Telemetry"] + TelemetryManager["TelemetryManager"] + OTELTracer["OTEL Tracer"] + + subgraph Exporters["Exporters"] + SessionExporter["SessionExporter"] + OTLPExporter["OTLP Exporter"] + end + + subgraph Processors["Processors"] + BatchProcessor["BatchProcessor"] + SamplingProcessor["SamplingProcessor"] + end + end + + subgraph Providers["LLM Providers"] + BaseInstrumentation["BaseInstrumentation"] + InstrumentedProvider["InstrumentedProvider"] + OpenAIProvider["OpenAIProvider"] + AnthropicProvider["AnthropicProvider"] + end + + subgraph Context["Context Management"] + TraceContext["TraceContext"] + ContextPropagation["ContextPropagation"] + end + + %% Client Relationships + Client_API -->|initializes| Session + Client_API -->|configures| InstrumentationManager + InstrumentationManager -->|manages| BaseInstrumentation + + %% Session Dependencies + Session -->|creates| SessionManager + Session -->|uses| TelemetryManager + Session -->|creates| LogCapture + Session -->|owns| SessionAPI + + %% Event Flow + InstrumentedProvider -->|creates| LLMEvent + InstrumentedProvider -->|requires| Session + Session -->|records| Event + SessionManager -->|processes| Event + + %% Telemetry Flow + TelemetryManager -->|manages| OTELTracer + TelemetryManager -->|uses| TraceContext + OTELTracer -->|uses| Processors + Processors -->|send to| Exporters + + %% Provider Structure + BaseInstrumentation -->|extends| InstrumentedProvider + InstrumentedProvider -->|implements| OpenAIProvider + InstrumentedProvider -->|implements| AnthropicProvider + + %% Context Flow + ContextPropagation -->|enriches| Event + TraceContext -->|propagates to| SessionAPI + + %% Highlight New/Changed Components + style InstrumentationManager fill:#90EE90,stroke:#333 + style TelemetryManager fill:#90EE90,stroke:#333 + style BaseInstrumentation fill:#90EE90,stroke:#333 + style TraceContext fill:#90EE90,stroke:#333 + style ContextPropagation fill:#90EE90,stroke:#333 + style OTLPExporter fill:#90EE90,stroke:#333 + style SamplingProcessor fill:#90EE90,stroke:#333 +``` From b3e053d3bfab83244e0f62cac98479759c173490 Mon Sep 17 00:00:00 2001 From: Pratyush Shukla Date: Thu, 16 Jan 2025 11:43:40 +0530 Subject: [PATCH 55/60] ruff --- agentops/host_env.py | 6 +++--- agentops/llms/providers/ollama.py | 4 ++-- agentops/session/__init__.py | 1 + agentops/session/registry.py | 1 + agentops/telemetry/attributes.py | 1 + 5 files changed, 8 insertions(+), 5 deletions(-) diff --git a/agentops/host_env.py b/agentops/host_env.py index 5307dec4a..d3f798b72 100644 --- a/agentops/host_env.py +++ b/agentops/host_env.py @@ -100,9 +100,9 @@ def get_ram_details(): try: ram_info = psutil.virtual_memory() return { - "Total": f"{ram_info.total / (1024 ** 3):.2f} GB", - "Available": f"{ram_info.available / (1024 ** 3):.2f} GB", - "Used": f"{ram_info.used / (1024 ** 3):.2f} GB", + "Total": f"{ram_info.total / (1024**3):.2f} GB", + "Available": f"{ram_info.available / (1024**3):.2f} GB", + "Used": f"{ram_info.used / (1024**3):.2f} GB", "Percentage": f"{ram_info.percent}%", } except: diff --git a/agentops/llms/providers/ollama.py b/agentops/llms/providers/ollama.py index e944469c9..42c682865 100644 --- a/agentops/llms/providers/ollama.py +++ b/agentops/llms/providers/ollama.py @@ -26,7 +26,7 @@ def handle_stream_chunk(chunk: dict): if chunk.get("done"): llm_event.end_timestamp = get_ISO_time() - llm_event.model = f'ollama/{chunk.get("model")}' + llm_event.model = f"ollama/{chunk.get('model')}" llm_event.returns = chunk llm_event.returns["message"] = llm_event.completion llm_event.prompt = kwargs["messages"] @@ -53,7 +53,7 @@ def generator(): return generator() llm_event.end_timestamp = get_ISO_time() - llm_event.model = f'ollama/{response["model"]}' + llm_event.model = f"ollama/{response['model']}" llm_event.returns = response llm_event.agent_id = check_call_stack_for_agent_id() llm_event.prompt = kwargs["messages"] diff --git a/agentops/session/__init__.py b/agentops/session/__init__.py index 18f3ff3fe..14144bb4e 100644 --- a/agentops/session/__init__.py +++ b/agentops/session/__init__.py @@ -1,4 +1,5 @@ """Session management module""" + from .session import Session from .registry import get_active_sessions, add_session, remove_session diff --git a/agentops/session/registry.py b/agentops/session/registry.py index 5b62a7453..51e5e655c 100644 --- a/agentops/session/registry.py +++ b/agentops/session/registry.py @@ -1,4 +1,5 @@ """Registry for tracking active sessions""" + from typing import List, TYPE_CHECKING if TYPE_CHECKING: diff --git a/agentops/telemetry/attributes.py b/agentops/telemetry/attributes.py index f01ac6968..428845c7c 100644 --- a/agentops/telemetry/attributes.py +++ b/agentops/telemetry/attributes.py @@ -1,4 +1,5 @@ """Semantic conventions for AgentOps spans""" + # Time attributes TIME_START = "time.start" TIME_END = "time.end" From 45814cbf7b8db671fdfdd3c867c4760343e9dce4 Mon Sep 17 00:00:00 2001 From: Teo Date: Thu, 16 Jan 2025 07:09:08 +0100 Subject: [PATCH 56/60] docs: add LogCapture details to README.md --- agentops/session/README.md | 5 +++++ 1 file changed, 5 insertions(+) diff --git a/agentops/session/README.md b/agentops/session/README.md index 059844ff9..177f50f2c 100644 --- a/agentops/session/README.md +++ b/agentops/session/README.md @@ -46,6 +46,11 @@ graph TD - Provides global session access - Maintains backward compatibility with old code +### LogCapture (`log_capture.py`) +- Captures stdout/stderr using OpenTelemetry logging +- Integrates with SessionTelemetry for consistent configuration +- Manages log buffering and export + ## Data Flow ```mermaid From d9fc35fcb64f2eb606e0fe7bb033e859632f7e8e Mon Sep 17 00:00:00 2001 From: Teo Date: Thu, 16 Jan 2025 07:30:26 +0100 Subject: [PATCH 57/60] agentops.llms.README.md Signed-off-by: Teo --- agentops/llms/README.md | 98 +++++++++++++++++++++++++++++++++++++++++ 1 file changed, 98 insertions(+) create mode 100644 agentops/llms/README.md diff --git a/agentops/llms/README.md b/agentops/llms/README.md new file mode 100644 index 000000000..fc8b03cc3 --- /dev/null +++ b/agentops/llms/README.md @@ -0,0 +1,98 @@ +# AgentOps LLM Tracking System + +This module provides instrumentation for various LLM providers to track and analyze their usage. It supports multiple providers including OpenAI, Anthropic, Cohere, Groq, Mistral, and others. + +## Architecture + +```mermaid +graph TD + A[LlmTracker] -->|creates & manages| B[OpenAiProvider] + A -->|creates & manages| C[AnthropicProvider] + A -->|creates & manages| D[CohereProvider] + A -->|creates & manages| E[Other Providers...] + + B -->|inherits from| F[InstrumentedProvider] + C -->|inherits from| F + D -->|inherits from| F + E -->|inherits from| F + + F -->|records to| G[AgentOps Client/Session] +``` + +## Key Components + +### LlmTracker (tracker.py) +The orchestrator that manages instrumentation across different LLM providers: +- Detects installed LLM packages +- Verifies version compatibility +- Initializes provider-specific instrumentation +- Provides methods to start/stop tracking + +```python +from agentops import AgentOps +from agentops.llms.tracker import LlmTracker + +client = AgentOps(api_key="your-key") +tracker = LlmTracker(client) + +# Start tracking +tracker.override_api() + +# Your LLM calls will now be tracked... + +# Stop tracking +tracker.stop_instrumenting() +``` + +### InstrumentedProvider (instrumented_provider.py) +Abstract base class that defines the interface for provider-specific implementations: +- Provides base implementation for tracking +- Defines required methods for all providers +- Handles event recording + +## Supported Providers + +| Provider | Minimum Version | Tracked Methods | +|----------|----------------|-----------------| +| OpenAI | 1.0.0 | chat.completions.create, assistants API | +| Anthropic | 0.32.0 | completions.create | +| Cohere | 5.4.0 | chat, chat_stream | +| Groq | 0.9.0 | Client.chat, AsyncClient.chat | +| Mistral | 1.0.1 | chat.complete, chat.stream | +| LiteLLM | 1.3.1 | openai_chat_completions.completion | +| ... | ... | ... | + +## Adding New Providers + +To add support for a new LLM provider: + +1. Create a new provider class in `providers/`: +```python +from .instrumented_provider import InstrumentedProvider + +class NewProvider(InstrumentedProvider): + _provider_name = "NewProvider" + + def override(self): + # Implementation + pass + + def undo_override(self): + # Implementation + pass + + def handle_response(self, response, kwargs, init_timestamp, session=None): + # Implementation + pass +``` + +2. Add provider configuration to `SUPPORTED_APIS` in `tracker.py` +3. Add provider to `stop_instrumenting()` method + +## Event Recording + +Events can be recorded to either: +- An active session (if provided) +- Directly to the AgentOps client + +The `_safe_record()` method handles this routing automatically. From ddf8f4dbdc6e844cebdf32fd93010968753bc2df Mon Sep 17 00:00:00 2001 From: Teo Date: Thu, 16 Jan 2025 07:31:27 +0100 Subject: [PATCH 58/60] Add docstrings to LLMTracker Signed-off-by: Teo --- agentops/llms/tracker.py | 39 ++++++++++++++++++++++++++++++++++++++- 1 file changed, 38 insertions(+), 1 deletion(-) diff --git a/agentops/llms/tracker.py b/agentops/llms/tracker.py index 3609354f5..93dee0e6a 100644 --- a/agentops/llms/tracker.py +++ b/agentops/llms/tracker.py @@ -23,6 +23,18 @@ class LlmTracker: + """ + A class that handles the instrumentation of various LLM provider APIs to track and record their usage. + + This tracker supports multiple LLM providers including OpenAI, Anthropic, Cohere, Groq, Mistral, + and others. It patches their API methods to collect telemetry data while maintaining the original + functionality. + + Attributes: + SUPPORTED_APIS (dict): A mapping of supported API providers to their versions and tracked methods. + client: The AgentOps client instance used for telemetry collection. + """ + SUPPORTED_APIS = { "litellm": {"1.3.1": ("openai_chat_completions.completion",)}, "openai": { @@ -94,11 +106,29 @@ class LlmTracker: } def __init__(self, client): + """ + Initialize the LlmTracker with an AgentOps client. + + Args: + client: The AgentOps client instance used for collecting and sending telemetry data. + """ self.client = client def override_api(self): """ - Overrides key methods of the specified API to record events. + Overrides key methods of the supported LLM APIs to record events. + + This method checks for installed LLM packages and their versions, then applies + the appropriate instrumentation based on the provider and version. It patches + API methods to collect telemetry while maintaining their original functionality. + + For each supported provider: + 1. Checks if the package is installed + 2. Verifies version compatibility + 3. Initializes the appropriate provider class + 4. Applies the instrumentation + + If using LiteLLM, only patches LiteLLM methods and skips patching underlying providers. """ for api in self.SUPPORTED_APIS: @@ -211,6 +241,13 @@ def override_api(self): logger.warning(f"Only TaskWeaver>=0.0.1 supported. v{module_version} found.") def stop_instrumenting(self): + """ + Removes all API instrumentation and restores original functionality. + + This method undoes all the patches applied by override_api(), returning + each provider's methods to their original state. This is useful for cleanup + or when you need to temporarily disable tracking. + """ OpenAiProvider(self.client).undo_override() GroqProvider(self.client).undo_override() CohereProvider(self.client).undo_override() From 4b61c56418f964fcc023bafa44b478392920fc86 Mon Sep 17 00:00:00 2001 From: Teo Date: Thu, 16 Jan 2025 07:31:50 +0100 Subject: [PATCH 59/60] agentops.Client.record: use Event type hint, since ErrorEvent inherits from it now Signed-off-by: Teo --- agentops/client.py | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/agentops/client.py b/agentops/client.py index cbb75a606..eed85f454 100644 --- a/agentops/client.py +++ b/agentops/client.py @@ -179,7 +179,7 @@ def get_default_tags(self) -> List[str]: """ return list(self._config.default_tags) - def record(self, event: Union[Event, ErrorEvent]) -> None: + def record(self, event: Event) -> None: """ Record an event with the AgentOps service. From f9ceabf846e30948e4a17ff942e952062c41874f Mon Sep 17 00:00:00 2001 From: Teo Date: Thu, 16 Jan 2025 07:33:51 +0100 Subject: [PATCH 60/60] refactor(instrumented_provider): improve type hints and accessors --- agentops/llms/providers/instrumented_provider.py | 15 +++++++++++---- 1 file changed, 11 insertions(+), 4 deletions(-) diff --git a/agentops/llms/providers/instrumented_provider.py b/agentops/llms/providers/instrumented_provider.py index 9b069c535..48b5ac4f6 100644 --- a/agentops/llms/providers/instrumented_provider.py +++ b/agentops/llms/providers/instrumented_provider.py @@ -1,14 +1,14 @@ from abc import ABC, abstractmethod from typing import Optional -from agentops.session import Session +from agentops import Client, Session from agentops.event import LLMEvent class InstrumentedProvider(ABC): _provider_name: str = "InstrumentedModel" llm_event: Optional[LLMEvent] = None - client = None + client: Client def __init__(self, client): self.client = client @@ -29,8 +29,15 @@ def undo_override(self): def provider_name(self): return self._provider_name - def _safe_record(self, session, event): - if session is not None: + def _safe_record(self, session: Session, event: LLMEvent) -> None: + """ + Safely record an event either to a session or directly to the client. + + Args: + session: Session object to record the event to + event: The LLMEvent to record, since we're inside the llms/ domain + """ + if isinstance(sessino, Session): session.record(event) else: self.client.record(event)