From 2b4ad9f17c103b3c72d8f784426c8c848b2e8102 Mon Sep 17 00:00:00 2001 From: hughcrt Date: Mon, 2 Dec 2024 10:44:50 +0100 Subject: [PATCH 1/2] save --- lunary/__init__.py | 292 +++++++++++++++++++++++++----------------- lunary/config.py | 4 +- lunary/parsers.py | 18 +++ lunary/run_manager.py | 134 +++++++++++-------- pyproject.toml | 2 +- 5 files changed, 280 insertions(+), 170 deletions(-) diff --git a/lunary/__init__.py b/lunary/__init__.py index 7b37fc0..e5fdb52 100644 --- a/lunary/__init__.py +++ b/lunary/__init__.py @@ -1,15 +1,18 @@ +from inspect import signature import warnings, traceback, logging, copy, time, chevron, aiohttp, copy +from functools import wraps + from packaging.version import parse as parse_version from importlib.metadata import version, PackageNotFoundError from contextvars import ContextVar from datetime import datetime, timezone -from typing import Optional +from typing import Optional, Any, Callable, Union import jsonpickle import humps from .exceptions import * -from .parsers import default_input_parser, default_output_parser, filter_params +from .parsers import default_input_parser, default_output_parser, filter_params, method_input_parser from .openai_utils import OpenAIUtils from .event_queue import EventQueue from .thread import Thread @@ -39,24 +42,6 @@ from contextvars import ContextVar -run_ctx = ContextVar("run_ctx", default=None) - - -class RunContextManager: - def __init__(self, run_id: str): - run_ctx.set(run_id) - - def __enter__(self): - pass - - def __exit__(self, exc_type, exc_value, exc_tb): - run_ctx.set(None) - - -def run_context(id: str) -> RunContextManager: - return RunContextManager(id) - - class LunaryException(Exception): pass @@ -82,14 +67,15 @@ def get_parent_run_id(parent_run_id: str, run_type: str, app_id: str, run_id: st if parent_run_id == "None": parent_run_id = None - parent_run = run_ctx.get() - if parent_run and parent_run != run_id: - return str(create_uuid_from_string(str(parent_run) + str(app_id))) + parent_from_ctx = get_parent() if parent_from_ctx and run_type != "thread": return str(create_uuid_from_string(str(parent_from_ctx) + str(app_id))) + if parent_run_id: + return str(create_uuid_from_string(str(parent_run_id) + str(app_id))) + if parent_run_id is not None: return str(create_uuid_from_string(str(parent_run_id) + str(app_id))) @@ -365,82 +351,81 @@ def wrap( def sync_wrapper(*args, **kwargs): output = None - parent_run_id = kwargs.pop("parent", run_ctx.get()) + parent_run_id = run_manager.current_run_id run = run_manager.start_run(run_id, parent_run_id) - with run_context(run.id): + try: try: - try: - params = filter_params(kwargs) - metadata = kwargs.pop("metadata", None) - parsed_input = input_parser(*args, **kwargs) + params = filter_params(kwargs) + metadata = kwargs.pop("metadata", None) + parsed_input = input_parser(*args, **kwargs) - track_event( - type, - "start", - run_id=run.id, - parent_run_id=parent_run_id, - input=parsed_input["input"], - name=name or parsed_input["name"], - user_id=kwargs.pop("user_id", None) - or user_ctx.get() - or user_id, - user_props=kwargs.pop("user_props", None) - or user_props - or user_props_ctx.get(), - params=params, - metadata=metadata, - tags=kwargs.pop("tags", None) or tags or tags_ctx.get(), - template_id=kwargs.get("extra_headers", {}).get( - "Template-Id", None - ), - app_id=app_id, - ) - except Exception as e: - logging.exception(e) + track_event( + type, + "start", + run_id=run.id, + parent_run_id=parent_run_id, + input=parsed_input["input"], + name=name or parsed_input["name"], + user_id=kwargs.pop("user_id", None) + or user_ctx.get() + or user_id, + user_props=kwargs.pop("user_props", None) + or user_props + or user_props_ctx.get(), + params=params, + metadata=metadata, + tags=kwargs.pop("tags", None) or tags or tags_ctx.get(), + template_id=kwargs.get("extra_headers", {}).get( + "Template-Id", None + ), + app_id=app_id, + ) + except Exception as e: + logging.exception(e) - if kwargs.get("stream") == True: - return stream_handler( - fn, run.id, name or parsed_input["name"], type, *args, **kwargs - ) + if kwargs.get("stream") == True: + return stream_handler( + fn, run.id, name or parsed_input["name"], type, *args, **kwargs + ) - try: - output = fn(*args, **kwargs) + try: + output = fn(*args, **kwargs) - except Exception as e: - track_event( - type, - "error", - run.id, - error={"message": str(e), "stack": traceback.format_exc()}, - app_id=app_id, - ) + except Exception as e: + track_event( + type, + "error", + run.id, + error={"message": str(e), "stack": traceback.format_exc()}, + app_id=app_id, + ) - # rethrow error - raise e + # rethrow error + raise e - try: - parsed_output = output_parser(output, kwargs.get("stream", False)) + try: + parsed_output = output_parser(output, kwargs.get("stream", False)) - track_event( - type, - "end", - run.id, - name=name - or parsed_input[ - "name" - ], # Need name in case need to compute tokens usage server side - output=parsed_output["output"], - token_usage=parsed_output["tokensUsage"], - app_id=app_id - ) - return output - except Exception as e: - logger.exception(e)(e) - finally: - return output + track_event( + type, + "end", + run.id, + name=name + or parsed_input[ + "name" + ], # Need name in case need to compute tokens usage server side + output=parsed_output["output"], + token_usage=parsed_output["tokensUsage"], + app_id=app_id + ) + return output + except Exception as e: + logger.exception(e)(e) finally: - run_manager.end_run(run.id) + return output + finally: + run_manager.end_run(run.id) return sync_wrapper @@ -646,23 +631,101 @@ def decorator(fn): return decorator - -def chain(name=None, user_id=None, user_props=None, tags=None, app_id=None): +def chain( + name: Optional[str] = None, + user_id: Optional[str] = None, + user_props: Optional[dict] = None, + tags: Optional[list] = None, + app_id: Optional[str] = None, + input_arg: Optional[str] = None +): def decorator(fn): - return wrap( - fn, - "chain", - name=name or fn.__name__, - user_id=user_id, - user_props=user_props, - tags=tags, - input_parser=default_input_parser, - app_id=app_id - ) - + @wraps(fn) + def wrapper(*args, **kwargs): + if input_arg is not None: + from inspect import signature + sig = signature(fn) + param_names = list(sig.parameters.keys()) + + input_value = None + + if input_arg in param_names: + arg_index = param_names.index(input_arg) + if arg_index < len(args): + input_value = args[arg_index] + + if input_arg in kwargs: + input_value = kwargs[input_arg] + + if input_value is None: + raise ValueError(f"Specified input argument '{input_arg}' not found in function call") + + parsed_input = {"input": input_value} + else: + raw_input = default_input_parser(args, kwargs) + parsed_input = {"input": raw_input} + + return wrap( + fn, + "chain", + name=name or fn.__name__, + user_id=user_id, + user_props=user_props, + tags=tags, + input_parser=lambda *a, **kw: parsed_input, + app_id=app_id + )(*args, **kwargs) + + return wrapper return decorator - +def class_chain( + name: Optional[str] = None, + user_id: Optional[str] = None, + user_props: Optional[dict] = None, + tags: Optional[list] = None, + app_id: Optional[str | Callable] = None, + input_arg: Optional[str] = None +): + def decorator(fn): + @wraps(fn) + def wrapper(self, *args, **kwargs): + actual_app_id = app_id(self) if callable(app_id) else app_id + + if input_arg is not None: + sig = signature(fn) + param_names = list(sig.parameters.keys())[1:] # Skip 'self' + + input_value = None + + if input_arg in param_names: + arg_index = param_names.index(input_arg) + if arg_index < len(args): + input_value = args[arg_index] + + if input_arg in kwargs: + input_value = kwargs[input_arg] + + if input_value is None: + raise ValueError(f"Specified input argument '{input_arg}' not found in method call") + + parsed_input = {"input": input_value} + custom_parser = lambda self, *a, **kw: parsed_input + else: + custom_parser = lambda self, *a, **kw: {"input": method_input_parser(self, *a, **kw)} + + return wrap( + fn, + "chain", + name=name or fn.__name__, + user_id=user_id, + user_props=user_props, + tags=tags, + input_parser=custom_parser, + app_id=actual_app_id + )(self, *args, **kwargs) + return wrapper + return decorator def tool(name=None, user_id=None, user_props=None, tags=None, app_id=None): def decorator(fn): return wrap( @@ -953,7 +1016,7 @@ def on_llm_start( ) -> None: try: if parent_run_id is None: - parent_run_id = run_ctx.get() + parent_run_id = run_manager.current_run_id run = run_manager.start_run(run_id, parent_run_id) user_id = _get_user_id(metadata) @@ -1012,7 +1075,7 @@ def on_chat_model_start( ) -> Any: try: if parent_run_id is None: - parent_run_id = run_ctx.get() + parent_run_id = run_manager.current_run_id run = run_manager.start_run(run_id, parent_run_id) user_id = _get_user_id(metadata) @@ -1113,7 +1176,7 @@ def on_tool_start( ) -> None: try: if parent_run_id is None: - parent_run_id = run_ctx.get() + parent_run_id = run_manager.current_run_id run = run_manager.start_run(run_id, parent_run_id) user_id = _get_user_id(metadata) @@ -1177,7 +1240,7 @@ def on_chain_start( ) -> Any: try: if parent_run_id is None: - parent_run_id = run_ctx.get() + parent_run_id = run_manager.current_run_id run = run_manager.start_run(run_id, parent_run_id) if name is None and serialized: @@ -1190,18 +1253,17 @@ def on_chain_start( type = "chain" metadata = metadata or {} - agentName = metadata.get("agent_name") - if agentName is None: - agentName = metadata.get("agentName") + agent_name = metadata.get("agent_name", metadata.get("agentName")) if name == "AgentExecutor" or name == "PlanAndExecute": type = "agent" - if agentName is not None: + if agent_name is not None: type = "agent" - name = agentName + name = agent_name if parent_run_id is not None: type = "chain" - name = kwargs.get("name") + name = kwargs.get("name", name) + user_id = _get_user_id(metadata) user_props = _get_user_props(metadata) @@ -1360,7 +1422,7 @@ def on_retriever_start( ) -> None: try: if parent_run_id is None: - parent_run_id = run_ctx.get() + parent_run_id = run_manager.current_run_id run = run_manager.start_run(run_id, parent_run_id) user_id = _get_user_id(kwargs.get("metadata")) @@ -1446,7 +1508,7 @@ def on_retriever_error( # Do not raise or print error for users that do not have Langchain installed pass -def open_thread(id: Optional[str] = None, tags: Optional[List[str]] = None, app_id: str | None = None): +def open_thread(id: Optional[str] = None, tags: Optional[List[str]] = None, app_id: str | None = None, user_id: str | None = None, user_props: Any | None = None): """ Opens a new thread or connects to an existing one. @@ -1468,7 +1530,7 @@ def open_thread(id: Optional[str] = None, tags: Optional[List[str]] = None, app_ if not token: raise ThreadError("API token is required") - return Thread(track_event=track_event, id=id, tags=tags) + return Thread(track_event=track_event, id=id, tags=tags, user_id=user_id, user_props=user_props) except Exception as e: raise ThreadError(f"Error opening thread: {str(e)}") diff --git a/lunary/config.py b/lunary/config.py index f126745..1fa66bb 100644 --- a/lunary/config.py +++ b/lunary/config.py @@ -35,9 +35,9 @@ def __repr__(self): def get_config() -> Config: return config -def set_config(app_id: str | None = None, verbose: bool | None = None, api_url: str | None = None, disable_ssl_verify: bool | None = None) -> None: +def set_config(app_id: str | None = None, verbose: bool | None = None, api_url: str | None = None, disable_ssl_verify: bool = False) -> None: config.app_id = app_id or config.app_id config.verbose = verbose if verbose is not None else config.verbose config.api_url = api_url or config.api_url - config.ssl_verify = not (disable_ssl_verify if disable_ssl_verify is not None else config.ssl_verify) + config.ssl_verify = not disable_ssl_verify diff --git a/lunary/parsers.py b/lunary/parsers.py index 454e2f3..c5b8ecd 100644 --- a/lunary/parsers.py +++ b/lunary/parsers.py @@ -16,6 +16,24 @@ def serialize(args, kwargs): return {"input": serialize(args, kwargs)} +def method_input_parser(*args, **kwargs): + def serialize(args, kwargs): + args = args[1:] + + if not args and not kwargs: + return None + + if len(args) == 1 and not kwargs: + return args[0] + + input_list = list(args) + if kwargs: + input_list.append(kwargs) + + return input_list + + return {"input": serialize(args, kwargs)} + def default_output_parser(output, *args, **kwargs): return {"output": getattr(output, "content", output), "tokensUsage": None} diff --git a/lunary/run_manager.py b/lunary/run_manager.py index 241e304..1714c27 100644 --- a/lunary/run_manager.py +++ b/lunary/run_manager.py @@ -5,57 +5,87 @@ RunID = str | UUID class Run: - def __init__(self, run_id: str | None = None, parent_run_id: str | None = None): - self.id: str = run_id or str(uuid4()) - self.parent_run_id: str | None = parent_run_id - self.children: List[Run] = [] + def __init__(self, run_id: str | None = None, parent_run_id: str | None = None): + self.id: str = run_id or str(uuid4()) + self.parent_run_id: str | None = parent_run_id + self.children: List[Run] = [] class RunManager: - def __init__(self): - self.runs: Dict[str, Run] = {} - - def start_run(self, run_id: RunID | None = None, parent_run_id: RunID | None = None) -> Run | None: - if run_id != None and run_id == parent_run_id: - logging.error("A run cannot be its own parent.") - return None - - if isinstance(run_id, UUID): - run_id = str(run_id) - if isinstance(parent_run_id, UUID): - parent_run_id = str(parent_run_id) - if not self._run_exists(parent_run_id): - # in Langchain CallbackHandler, sometimes it pass a parent_run_id for run that do not exist. Those runs should be ignored by Lunary - parent_run_id = None - - run = Run(run_id, parent_run_id) - self.runs[run.id] = run - if parent_run_id: - parent_run = self.runs.get(parent_run_id) - if parent_run: - parent_run.children.append(run) - return run - - def end_run(self, run_id: RunID) -> str: - if isinstance(run_id, UUID): - run_id = str(run_id) - - run = self.runs.get(run_id) - if run: - self._delete_run(run) - - return run_id - - def _run_exists(self, run_id: str) -> bool: - return run_id in self.runs - - def _delete_run(self, run: Run) -> None: - for child in run.children: - self._delete_run(child) - - if run.parent_run_id: - parent_run = self.runs.get(run.parent_run_id) - if parent_run: - parent_run.children.remove(run) - - if self.runs.get(run.id): - del self.runs[run.id] + def __init__(self): + self.runs: Dict[str, Run] = {} + self._current_run: Run | None = None + self._run_stack: List[Run] = [] + + @property + def current_run(self) -> Run | None: + """Get the currently active run.""" + return self._current_run + + @property + def current_run_id(self) -> str | None: + """Safely get the ID of the current run, or None if there is no current run.""" + return self._current_run.id if self._current_run else None + + def start_run(self, run_id: RunID | None = None, parent_run_id: RunID | None = None) -> Run | None: + if parent_run_id is None and self._current_run is not None: + parent_run_id = self._current_run.id + + if run_id is not None and run_id == parent_run_id: + logging.error("A run cannot be its own parent.") + return None + + if isinstance(run_id, UUID): + run_id = str(run_id) + if isinstance(parent_run_id, UUID): + parent_run_id = str(parent_run_id) + + if not self._run_exists(parent_run_id): + # in Langchain CallbackHandler, sometimes it pass a parent_run_id for run that do not exist. + # Those runs should be ignored by Lunary + parent_run_id = None + + run = Run(run_id, parent_run_id) + self.runs[run.id] = run + + if parent_run_id: + parent_run = self.runs.get(parent_run_id) + if parent_run: + parent_run.children.append(run) + + if self._current_run: + self._run_stack.append(self._current_run) + self._current_run = run + + return run + + def end_run(self, run_id: RunID) -> str: + if isinstance(run_id, UUID): + run_id = str(run_id) + + run = self.runs.get(run_id) + if run: + if self._current_run and self._current_run.id == run_id: + self._current_run = self._run_stack.pop() if self._run_stack else None + self._delete_run(run) + + return run_id + + def _run_exists(self, run_id: str | None) -> bool: + if run_id is None: + return False + return run_id in self.runs + + def _delete_run(self, run: Run) -> None: + for child in run.children: + self._delete_run(child) + + if run.parent_run_id: + parent_run = self.runs.get(run.parent_run_id) + if parent_run: + parent_run.children.remove(run) + + if run.id in [r.id for r in self._run_stack]: + self._run_stack = [r for r in self._run_stack if r.id != run.id] + + if self.runs.get(run.id): + del self.runs[run.id] \ No newline at end of file diff --git a/pyproject.toml b/pyproject.toml index d2cc4a3..f58da91 100644 --- a/pyproject.toml +++ b/pyproject.toml @@ -1,6 +1,6 @@ [tool.poetry] name = "lunary" -version = "1.2.1" +version = "1.2.4-alpha.4" description = "Observability, analytics and evaluations for AI agents and chatbots." authors = ["lunary "] readme = "README.md" From aa1218d6e1b9c3c610ede28d900e9fb9a9a0cce4 Mon Sep 17 00:00:00 2001 From: hughcrt Date: Mon, 2 Dec 2024 11:02:21 +0100 Subject: [PATCH 2/2] Improve serialization (proper serialization for Pydantic models) --- lunary/__init__.py | 9 +- lunary/parsers.py | 8 ++ poetry.lock | 208 +++++++++++++++++++++++---------------------- pyproject.toml | 3 +- 4 files changed, 124 insertions(+), 104 deletions(-) diff --git a/lunary/__init__.py b/lunary/__init__.py index e5fdb52..6c3f816 100644 --- a/lunary/__init__.py +++ b/lunary/__init__.py @@ -1,5 +1,5 @@ from inspect import signature -import warnings, traceback, logging, copy, time, chevron, aiohttp, copy +import traceback, logging, copy, time, chevron, aiohttp, copy from functools import wraps @@ -9,10 +9,11 @@ from datetime import datetime, timezone from typing import Optional, Any, Callable, Union import jsonpickle +from pydantic import BaseModel import humps from .exceptions import * -from .parsers import default_input_parser, default_output_parser, filter_params, method_input_parser +from .parsers import default_input_parser, default_output_parser, filter_params, method_input_parser, PydanticHandler from .openai_utils import OpenAIUtils from .event_queue import EventQueue from .thread import Thread @@ -45,6 +46,7 @@ class LunaryException(Exception): pass +jsonpickle.handlers.register(BaseModel, PydanticHandler, base=True) def get_parent(): parent = parent_ctx.get() @@ -662,7 +664,7 @@ def wrapper(*args, **kwargs): parsed_input = {"input": input_value} else: - raw_input = default_input_parser(args, kwargs) + raw_input = default_input_parser(*args, **kwargs) parsed_input = {"input": raw_input} return wrap( @@ -726,6 +728,7 @@ def wrapper(self, *args, **kwargs): )(self, *args, **kwargs) return wrapper return decorator + def tool(name=None, user_id=None, user_props=None, tags=None, app_id=None): def decorator(fn): return wrap( diff --git a/lunary/parsers.py b/lunary/parsers.py index c5b8ecd..bcb6672 100644 --- a/lunary/parsers.py +++ b/lunary/parsers.py @@ -1,4 +1,8 @@ from typing import Any, Dict +import jsonpickle +from pydantic import BaseModel, Field + + def default_input_parser(*args, **kwargs): def serialize(args, kwargs): @@ -38,6 +42,10 @@ def serialize(args, kwargs): def default_output_parser(output, *args, **kwargs): return {"output": getattr(output, "content", output), "tokensUsage": None} +class PydanticHandler(jsonpickle.handlers.BaseHandler): + def flatten(self, obj, data): + """Convert Pydantic model to a JSON-friendly dict using model_dump_json()""" + return jsonpickle.loads(obj.model_dump_json()) PARAMS_TO_CAPTURE = [ "frequency_penalty", diff --git a/poetry.lock b/poetry.lock index fbfe8c6..ccf76de 100644 --- a/poetry.lock +++ b/poetry.lock @@ -1,4 +1,4 @@ -# This file is automatically @generated by Poetry 1.8.3 and should not be changed by hand. +# This file is automatically @generated by Poetry 1.8.4 and should not be changed by hand. 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