From 543a87b4bf8809772fb49bfc37c8602d1049b580 Mon Sep 17 00:00:00 2001 From: Jeremiah Lowin <153965+jlowin@users.noreply.github.com> Date: Sun, 17 Mar 2024 22:35:15 -0400 Subject: [PATCH 01/14] Update assistants to use streaming API --- pyproject.toml | 2 +- src/marvin/beta/assistants/assistants.py | 43 ++--- src/marvin/beta/assistants/formatting.py | 145 ++++++++------- src/marvin/beta/assistants/runs.py | 226 ++++++++--------------- src/marvin/beta/assistants/streaming.py | 75 ++++++++ src/marvin/beta/assistants/threads.py | 3 +- 6 files changed, 243 insertions(+), 251 deletions(-) create mode 100644 src/marvin/beta/assistants/streaming.py diff --git a/pyproject.toml b/pyproject.toml index 67c23d33b..f280bbe28 100644 --- a/pyproject.toml +++ b/pyproject.toml @@ -16,7 +16,7 @@ dependencies = [ "httpx>=0.24.1", "jinja2>=3.1.2", "jsonpatch>=1.33", - "openai>=1.1.0", + "openai>=1.4.0", "pydantic>=2.4.2", "pydantic_settings", "rich>=12", diff --git a/src/marvin/beta/assistants/assistants.py b/src/marvin/beta/assistants/assistants.py index f0c562948..856a2bdc7 100644 --- a/src/marvin/beta/assistants/assistants.py +++ b/src/marvin/beta/assistants/assistants.py @@ -1,12 +1,10 @@ from typing import TYPE_CHECKING, Callable, Optional, Union -from openai.types.beta.threads.required_action_function_tool_call import ( - RequiredActionFunctionToolCall, -) from pydantic import BaseModel, Field, PrivateAttr import marvin.utilities.openai import marvin.utilities.tools +from marvin.beta.assistants.formatting import pprint_message from marvin.tools.assistants import AssistantTool from marvin.types import Tool from marvin.utilities.asyncio import ( @@ -16,7 +14,7 @@ ) from marvin.utilities.logging import get_logger -from .threads import Message, Thread +from .threads import Thread if TYPE_CHECKING: from .runs import Run @@ -76,35 +74,23 @@ def get_instructions(self) -> str: @expose_sync_method("say") async def say_async( self, - message: str, + message, file_paths: Optional[list[str]] = None, - thread: Optional[Thread] = None, - return_user_message: bool = False, - **run_kwargs, - ) -> list[Message]: - """ - A convenience method for adding a user message to the assistant's - default thread, running the assistant, and returning the assistant's - messages. - """ + thread=None, + print: bool = True, + ): thread = thread or self.default_thread # post the message user_message = await thread.add_async(message, file_paths=file_paths) - # run the thread - async with self: - await thread.run_async(assistant=self, **run_kwargs) + if print: + pprint_message(user_message) - # load all messages, including the user message - response_messages = await thread.get_messages_async( - after_message=user_message.id + return await thread.run_async( + assistant=self, print=print, messages=[user_message] ) - if return_user_message: - response_messages = [user_message] + response_messages - return response_messages - def __enter__(self): return run_sync(self.__aenter__()) @@ -176,13 +162,8 @@ def chat(self, thread: Thread = None): thread = self.default_thread return thread.chat(assistant=self) - def pre_run_hook(self, run: "Run"): + def pre_run_hook(self): pass - def post_run_hook( - self, - run: "Run", - tool_calls: Optional[list[RequiredActionFunctionToolCall]] = None, - tool_outputs: Optional[list[dict[str, str]]] = None, - ): + def post_run_hook(self, run: "Run"): pass diff --git a/src/marvin/beta/assistants/formatting.py b/src/marvin/beta/assistants/formatting.py index 785da8c61..2b6281729 100644 --- a/src/marvin/beta/assistants/formatting.py +++ b/src/marvin/beta/assistants/formatting.py @@ -11,96 +11,53 @@ from openai.types.beta.threads import Message from openai.types.beta.threads.runs.run_step import RunStep from rich import box -from rich.console import Console +from rich.console import Console, Group from rich.panel import Panel -# def pprint_run(run: Run): -# """ -# Runs are comprised of steps and messages, which are each in a sorted list -# BUT the created_at timestamps only have second-level resolution, so we can't -# easily sort the lists. Instead we walk them in order and combine them giving -# ties to run steps. -# """ -# index_steps = 0 -# index_messages = 0 -# combined = [] - -# while index_steps < len(run.steps) and index_messages < len(run.messages): -# if (run.steps[index_steps].created_at -# <= run.messages[index_messages].created_at): -# combined.append(run.steps[index_steps]) -# index_steps += 1 -# elif ( -# run.steps[index_steps].created_at -# > run.messages[index_messages].created_at -# ): -# combined.append(run.messages[index_messages]) -# index_messages += 1 - -# # Add any remaining items from either list -# combined.extend(run.steps[index_steps:]) -# combined.extend(run.messages[index_messages:]) - -# for obj in combined: -# if isinstance(obj, RunStep): -# pprint_run_step(obj) -# elif isinstance(obj, Message): -# pprint_message(obj) - - -def pprint_run_step(run_step: RunStep): - """ - Formats and prints a run step with status information. - Args: - run_step: A RunStep object containing the details of the run step. - """ +def format_step(step: RunStep): # Timestamp formatting - timestamp = datetime.fromtimestamp(run_step.created_at).strftime("%l:%M:%S %p") + timestamp = datetime.fromtimestamp(step.created_at).strftime("%l:%M:%S %p") # default content content = ( - f"Assistant is performing an action: {run_step.type} - Status:" - f" {run_step.status}" + f"Assistant is performing an action: {step.type} - Status:" f" {step.status}" ) # attempt to customize content - if run_step.type == "tool_calls": - for tool_call in run_step.step_details.tool_calls: + if step.type == "tool_calls": + for tool_call in step.step_details.tool_calls: if tool_call.type == "code_interpreter": - if run_step.status == "in_progress": + if step.status == "in_progress": content = "Assistant is running the code interpreter..." - elif run_step.status == "completed": + elif step.status == "completed": content = "Assistant ran the code interpreter." else: - content = f"Assistant code interpreter status: {run_step.status}" + content = f"Assistant code interpreter status: {step.status}" elif tool_call.type == "function": - if run_step.status == "in_progress": + if step.status == "in_progress": content = ( - "Assistant used the tool" + "Assistant would like to call the tool" f" `{tool_call.function.name}` with arguments" f" {tool_call.function.arguments}..." ) - elif run_step.status == "completed": + elif step.status == "completed": content = ( - "Assistant used the tool" - f" `{tool_call.function.name}` with arguments" - f" {tool_call.function.arguments}." + "Assistant received output from the tool" + f" `{tool_call.function.name}`." ) else: content = ( f"Assistant tool `{tool_call.function.name}` status:" - f" `{run_step.status}`" + f" `{step.status}`" ) - elif run_step.type == "message_creation": + elif step.type == "message_creation": return - console = Console() - # Create the panel for the run step status panel = Panel( content.strip(), - title="Assistant Run Step", + title="System", subtitle=f"[italic]{timestamp}[/]", title_align="left", subtitle_align="right", @@ -108,9 +65,24 @@ def pprint_run_step(run_step: RunStep): box=box.ROUNDED, width=100, expand=True, - padding=(0, 1), + padding=(1, 2), ) - # Printing the panel + return panel + + +def pprint_run_step(step: RunStep): + """ + Formats and prints a run step with status information. + + Args: + run_step: A RunStep object containing the details of the run step. + """ + panel = format_step(step) + + if not panel: + return + + console = Console() console.print(panel) @@ -141,16 +113,7 @@ def download_temp_file(file_id: str, suffix: str = None): return temp_file_path -def pprint_message(message: Message): - """ - Pretty-prints a single message using the rich library, highlighting the - speaker's role, the message text, any available images, and the message - timestamp in a panel format. - - Args: - message (Message): A message object - """ - console = Console() +def format_message(message: Message) -> Panel: role_colors = { "user": "green", "assistant": "blue", @@ -193,8 +156,20 @@ def pprint_message(message: Message): expand=True, # Panels always expand to the width of the console padding=(1, 2), ) + return panel + + +def pprint_message(message: Message): + """ + Pretty-prints a single message using the rich library, highlighting the + speaker's role, the message text, any available images, and the message + timestamp in a panel format. - # Printing the panel + Args: + message (Message): A message object + """ + console = Console() + panel = format_message(message) console.print(panel) @@ -212,3 +187,27 @@ def pprint_messages(messages: list[Message]): """ for message in messages: pprint_message(message) + + +def format_run(run) -> list[Panel]: + """ + Formats a run, which is an object that has both `.messages` and `.steps` attributes, each of which is a list of Messages and RunSteps. + """ + + sorted_objects = sorted( + [(format_message(m), m.created_at) for m in run.messages] + + [(format_step(s), s.created_at) for s in run.steps], + key=lambda x: x[1], + ) + return [x[0] for x in sorted_objects if x[0] is not None] + + +def pprint_run(run): + """ + Pretty-prints a run, which is an object that has both `.messages` and `.steps` attributes, each of which is a list of Messages and RunSteps. + Args: + run: A Run object + """ + console = Console() + panels = format_run(run) + console.print(Group(*panels)) diff --git a/src/marvin/beta/assistants/runs.py b/src/marvin/beta/assistants/runs.py index cbf946ca1..5366c9dd7 100644 --- a/src/marvin/beta/assistants/runs.py +++ b/src/marvin/beta/assistants/runs.py @@ -1,12 +1,9 @@ -import asyncio from typing import Any, Callable, Optional, Union -from openai.types.beta.threads.required_action_function_tool_call import ( - RequiredActionFunctionToolCall, -) +from openai.types.beta.threads import Message from openai.types.beta.threads.run import Run as OpenAIRun from openai.types.beta.threads.runs import RunStep as OpenAIRunStep -from pydantic import BaseModel, Field, field_validator +from pydantic import BaseModel, Field, PrivateAttr, field_validator import marvin.utilities.openai import marvin.utilities.tools @@ -39,9 +36,11 @@ class Run(BaseModel, ExposeSyncMethodsMixin): data (Any): Any additional data associated with the run. """ - id: Optional[str] = None thread: Thread assistant: Assistant + id: Optional[str] = None + _messages: list[Message] = PrivateAttr({}) + _steps: list[OpenAIRunStep] = PrivateAttr({}) instructions: Optional[str] = Field( None, description="Replacement instructions to use for the run." ) @@ -61,6 +60,11 @@ class Run(BaseModel, ExposeSyncMethodsMixin): run: OpenAIRun = None data: Any = None + def __init__(self, *, messages: list[Message] = None, **data): + super().__init__(**data) + if messages is not None: + self._messages.update({m.id: m for m in messages}) + @field_validator("tools", "additional_tools", mode="before") def format_tools(cls, tools: Union[None, list[Union[Tool, Callable]]]): if tools is not None: @@ -73,6 +77,14 @@ def format_tools(cls, tools: Union[None, list[Union[Tool, Callable]]]): for tool in tools ] + @property + def messages(self) -> list[Message]: + return sorted(self._messages.values(), key=lambda m: m.created_at) + + @property + def steps(self) -> list[OpenAIRunStep]: + return sorted(self._steps.values(), key=lambda s: s.created_at) + @expose_sync_method("refresh") async def refresh_async(self): """Refreshes the run.""" @@ -89,18 +101,36 @@ async def cancel_async(self): run_id=self.run.id if self.run else self.id, thread_id=self.thread.id ) - async def _handle_step_requires_action( - self, - ) -> tuple[list[RequiredActionFunctionToolCall], list[dict[str, str]]]: - client = marvin.utilities.openai.get_openai_client() - if self.run.status != "requires_action": + def get_instructions(self) -> str: + if self.instructions is None: + instructions = self.assistant.get_instructions() or "" + else: + instructions = self.instructions + + if self.additional_instructions is not None: + instructions = "\n\n".join([instructions, self.additional_instructions]) + + return instructions + + def get_tools(self) -> list[AssistantTool]: + tools = [] + if self.tools is None: + tools.extend(self.assistant.get_tools()) + else: + tools.extend(self.tools) + if self.additional_tools is not None: + tools.extend(self.additional_tools) + return tools + + async def get_tool_outputs(self, run: OpenAIRun) -> list[dict[str, str]]: + if run.status != "requires_action": return None, None - if self.run.required_action.type == "submit_tool_outputs": + if run.required_action.type == "submit_tool_outputs": tool_calls = [] tool_outputs = [] tools = self.get_tools() - for tool_call in self.run.required_action.submit_tool_outputs.tool_calls: + for tool_call in run.required_action.submit_tool_outputs.tool_calls: try: output = marvin.utilities.tools.call_function_tool( tools=tools, @@ -119,34 +149,9 @@ async def _handle_step_requires_action( ) tool_calls.append(tool_call) - await client.beta.threads.runs.submit_tool_outputs( - thread_id=self.thread.id, run_id=self.run.id, tool_outputs=tool_outputs - ) - return tool_calls, tool_outputs - - def get_instructions(self) -> str: - if self.instructions is None: - instructions = self.assistant.get_instructions() or "" - else: - instructions = self.instructions - - if self.additional_instructions is not None: - instructions = "\n\n".join([instructions, self.additional_instructions]) + return tool_outputs - return instructions - - def get_tools(self) -> list[AssistantTool]: - tools = [] - if self.tools is None: - tools.extend(self.assistant.get_tools()) - else: - tools.extend(self.tools) - if self.additional_tools is not None: - tools.extend(self.additional_tools) - return tools - - async def run_async(self) -> "Run": - """Excutes a run asynchronously.""" + async def run_async(self, print: bool = True): client = marvin.utilities.openai.get_openai_client() create_kwargs = {} @@ -161,120 +166,51 @@ async def run_async(self) -> "Run": raise ValueError( "This run object was provided an ID; can not create a new run." ) - async with self.assistant: - self.run = await client.beta.threads.runs.create( - thread_id=self.thread.id, - assistant_id=self.assistant.id, - **create_kwargs, - ) + with self.assistant: + from .streaming import RunHandler - self.assistant.pre_run_hook(run=self) - - tool_calls = None - tool_outputs = None + handler = RunHandler(print=print) try: - while self.run.status in ("queued", "in_progress", "requires_action"): - if self.run.status == "requires_action": - ( - tool_calls, - tool_outputs, - ) = await self._handle_step_requires_action() - await asyncio.sleep(0.1) - await self.refresh_async() + self.assistant.pre_run_hook() + + async with client.beta.threads.runs.create_and_stream( + thread_id=self.thread.id, + assistant_id=self.assistant.id, + event_handler=handler, + **create_kwargs, + ) as stream: + await stream.until_done() + self.id = handler.current_run.id + self._messages.update(handler._messages) + self._steps.update(handler._steps) + + while handler.current_run.status in ["requires_action"]: + tool_outputs = await self.get_tool_outputs(run=handler.current_run) + handler = RunHandler(print=print) + async with client.beta.threads.runs.submit_tool_outputs_stream( + thread_id=self.thread.id, + run_id=self.id, + tool_outputs=tool_outputs, + event_handler=handler, + ) as stream: + await stream.until_done() + self._messages.update(handler._messages) + self._steps.update(handler._steps) + except CancelRun as exc: logger.debug(f"`CancelRun` raised; ending run with data: {exc.data}") await client.beta.threads.runs.cancel( - run_id=self.run.id, thread_id=self.thread.id + run_id=self.id, thread_id=self.thread.id ) self.data = exc.data await self.refresh_async() - if self.run.status == "failed": - logger.debug(f"Run failed. Last error was: {self.run.last_error}") - - self.assistant.post_run_hook( - run=self, tool_calls=tool_calls, tool_outputs=tool_outputs - ) - return self - - -class RunMonitor(BaseModel): - run: Run - thread: Thread - steps: list[OpenAIRunStep] = [] - - async def refresh_run_steps_async(self): - """ - Asynchronously refreshes and updates the run steps list. - - This function fetches the latest run steps up to a specified limit and - checks if the latest run step in the current run steps list - (`self.steps`) is included in the new batch. If the latest run step is - missing, it continues to fetch additional run steps in batches, up to a - maximum count, using pagination. The function then updates - `self.steps` with these new run steps, ensuring any existing run steps - are updated with their latest versions and new run steps are appended in - their original order. - """ - # fetch up to 100 run steps - max_fetched = 100 - limit = 50 - max_attempts = max_fetched / limit + 2 - - # Fetch the latest run steps - client = marvin.utilities.openai.get_openai_client() - - response = await client.beta.threads.runs.steps.list( - run_id=self.run.id, - thread_id=self.thread.id, - limit=limit, - ) - run_steps = list(reversed(response.data)) - - if not run_steps: - return + if handler.current_run.status == "failed": + logger.debug( + f"Run failed. Last error was: {handler.current_run.last_error}" + ) - # Check if the latest run step in self.steps is in the new run steps - latest_step_id = self.steps[-1].id if self.steps else None - missing_latest = ( - latest_step_id not in {rs.id for rs in run_steps} - if latest_step_id - else True - ) + self.assistant.post_run_hook(run=self) - # If the latest run step is missing, fetch additional run steps - total_fetched = len(run_steps) - attempts = 0 - while ( - run_steps - and missing_latest - and total_fetched < max_fetched - and attempts < max_attempts - ): - attempts += 1 - response = await client.beta.threads.runs.steps.list( - run_id=self.run.id, - thread_id=self.thread.id, - limit=limit, - # because this is a raw API call, "after" refers to pagination - # in descnding chronological order - after=run_steps[0].id, - ) - paginated_steps = list(reversed(response.data)) - - total_fetched += len(paginated_steps) - # prepend run steps - run_steps = paginated_steps + run_steps - if any(rs.id == latest_step_id for rs in paginated_steps): - missing_latest = False - - # Update self.steps with the latest data - new_steps_dict = {rs.id: rs for rs in run_steps} - for i in range(len(self.steps) - 1, -1, -1): - if self.steps[i].id in new_steps_dict: - self.steps[i] = new_steps_dict.pop(self.steps[i].id) - else: - break - # Append remaining new run steps at the end in their original order - self.steps.extend(new_steps_dict.values()) + return self diff --git a/src/marvin/beta/assistants/streaming.py b/src/marvin/beta/assistants/streaming.py new file mode 100644 index 000000000..8a7daf8b0 --- /dev/null +++ b/src/marvin/beta/assistants/streaming.py @@ -0,0 +1,75 @@ +from openai import AsyncAssistantEventHandler +from openai.types.beta.threads import Message, MessageDelta +from openai.types.beta.threads.runs import RunStep, RunStepDelta, ToolCall +from rich.console import Group +from rich.live import Live +from typing_extensions import override + +from marvin.beta.assistants.formatting import format_run + + +class RunHandler(AsyncAssistantEventHandler): + def __init__( + self, + steps: list[RunStep] = None, + messages: list[Message] = None, + live: Live = None, + print: bool = True, + ): + self._messages = {m.id: m for m in messages or []} + self._steps = {s.id: s for s in steps or []} + self.print = print + self.live = live or Live(refresh_per_second=15) + if self.print: + self.live.start() + super().__init__() + + @property + def messages(self): + return sorted(self._messages.values(), key=lambda m: m.created_at) + + @property + def steps(self): + return sorted(self._steps.values(), key=lambda s: s.created_at) + + def print_run(self): + panels = format_run(self) + self.live.update(Group(*panels)) + + @override + async def on_message_delta(self, delta: MessageDelta, snapshot: Message) -> None: + self._messages[snapshot.id] = snapshot + if self.print: + self.print_run() + + @override + async def on_message_done(self, message: Message) -> None: + self._messages[message.id] = message + if self.print: + self.print_run() + + @override + async def on_run_step_delta(self, delta: RunStepDelta, snapshot: RunStep) -> None: + self._steps[snapshot.id] = snapshot + if self.print: + self.print_run() + + @override + async def on_run_step_done(self, run_step: RunStep) -> None: + self._steps[run_step.id] = run_step + if self.print: + self.print_run() + + @override + async def on_exception(self, exc): + if self.print: + self.live.stop() + + @override + async def on_end(self): + if self.print: + self.live.stop() + + @override + async def on_tool_call_done(self, tool_call: ToolCall) -> None: + pass diff --git a/src/marvin/beta/assistants/threads.py b/src/marvin/beta/assistants/threads.py index bb508fcca..068eb2bbb 100644 --- a/src/marvin/beta/assistants/threads.py +++ b/src/marvin/beta/assistants/threads.py @@ -138,6 +138,7 @@ async def delete_async(self): async def run_async( self, assistant: "Assistant", + print: bool = True, **run_kwargs, ) -> "Run": """ @@ -153,7 +154,7 @@ async def run_async( from marvin.beta.assistants.runs import Run run = Run(assistant=assistant, thread=self, **run_kwargs) - return await run.run_async() + return await run.run_async(print=print) def chat(self, assistant: "Assistant"): """ From 08bf2014d06a054974f8b62de25f2c17e5d1b8ef Mon Sep 17 00:00:00 2001 From: Jeremiah Lowin <153965+jlowin@users.noreply.github.com> Date: Mon, 18 Mar 2024 09:46:27 -0400 Subject: [PATCH 02/14] Allow passing custom handlers --- docs/docs/interactive/assistants.md | 18 ---- src/marvin/beta/assistants/__init__.py | 5 +- src/marvin/beta/assistants/assistants.py | 15 ++- .../assistants/{streaming.py => handlers.py} | 54 +++++------ src/marvin/beta/assistants/runs.py | 81 +++++++++++----- src/marvin/beta/assistants/threads.py | 93 +------------------ 6 files changed, 90 insertions(+), 176 deletions(-) rename src/marvin/beta/assistants/{streaming.py => handlers.py} (57%) diff --git a/docs/docs/interactive/assistants.md b/docs/docs/interactive/assistants.md index ff1b64e98..1fd4f49a3 100644 --- a/docs/docs/interactive/assistants.md +++ b/docs/docs/interactive/assistants.md @@ -373,21 +373,3 @@ Messages are not strings, but structured message objects. Marvin has a few utili ### Async support Every `Thread` method has a corresponding async version. To use the async API, append `_async` to the method name. - -## Monitors - -The assistants API is complex and stateful, with automatic memory management and the potential for assistants to respond to threads multiple times before giving control back to users. Therefore, monitoring the status of a conversation is considerably more difficult than with other LLM API's such as chat completions, which have much more simple request-response patterns. - -Marvin has utilites for monitoring the status of a thread and taking action whenever a new message is added to it. This can be a useful way to debug activity or create notifications. Please note that monitors are not intended to be used for real-time chat applications or production use. - -```python -from marvin.beta.assistants import ThreadMonitor - -monitor = ThreadMonitor(thread_id=thread.id) - -monitor.run() -``` - -You can customize the `ThreadMonitor` by providing a callback function to the `on_new_message` parameter. This function will be called whenever a new message is added to the thread. The function will be passed the new message as a parameter. By default, the monitor will pretty-print every new message to the console. - -`monitor.run()` is a blocking call that will run forever, polling for messages every second (to customize the interval, pass `interval_seconds` to the method). It has an async equivalent `monitor.run_async()`. Because it's blocking, you can run a thread monitor in a separate session from the one that is running the thread itself. \ No newline at end of file diff --git a/src/marvin/beta/assistants/__init__.py b/src/marvin/beta/assistants/__init__.py index 2cbfc76dd..c681be776 100644 --- a/src/marvin/beta/assistants/__init__.py +++ b/src/marvin/beta/assistants/__init__.py @@ -1,5 +1,6 @@ from .runs import Run -from .threads import Thread, ThreadMonitor +from .threads import Thread from .assistants import Assistant -from .formatting import pprint_message, pprint_messages +from .handlers import RunHandler, AsyncRunHandler, PrintRunHandler +from .formatting import pprint_message, pprint_messages, pprint_run from marvin.tools.assistants import Retrieval, CodeInterpreter diff --git a/src/marvin/beta/assistants/assistants.py b/src/marvin/beta/assistants/assistants.py index 856a2bdc7..803646d8c 100644 --- a/src/marvin/beta/assistants/assistants.py +++ b/src/marvin/beta/assistants/assistants.py @@ -4,7 +4,6 @@ import marvin.utilities.openai import marvin.utilities.tools -from marvin.beta.assistants.formatting import pprint_message from marvin.tools.assistants import AssistantTool from marvin.types import Tool from marvin.utilities.asyncio import ( @@ -73,22 +72,20 @@ def get_instructions(self) -> str: @expose_sync_method("say") async def say_async( - self, - message, - file_paths: Optional[list[str]] = None, - thread=None, - print: bool = True, + self, message, file_paths: Optional[list[str]] = None, thread=None, **run_kwargs ): thread = thread or self.default_thread # post the message user_message = await thread.add_async(message, file_paths=file_paths) - if print: - pprint_message(user_message) + # if print: + # pprint_message(user_message) return await thread.run_async( - assistant=self, print=print, messages=[user_message] + assistant=self, + messages=[user_message], + **run_kwargs, ) def __enter__(self): diff --git a/src/marvin/beta/assistants/streaming.py b/src/marvin/beta/assistants/handlers.py similarity index 57% rename from src/marvin/beta/assistants/streaming.py rename to src/marvin/beta/assistants/handlers.py index 8a7daf8b0..df78bc1d9 100644 --- a/src/marvin/beta/assistants/streaming.py +++ b/src/marvin/beta/assistants/handlers.py @@ -1,6 +1,6 @@ -from openai import AsyncAssistantEventHandler +from openai import AssistantEventHandler, AsyncAssistantEventHandler from openai.types.beta.threads import Message, MessageDelta -from openai.types.beta.threads.runs import RunStep, RunStepDelta, ToolCall +from openai.types.beta.threads.runs import RunStep, RunStepDelta from rich.console import Group from rich.live import Live from typing_extensions import override @@ -8,20 +8,20 @@ from marvin.beta.assistants.formatting import format_run -class RunHandler(AsyncAssistantEventHandler): - def __init__( - self, - steps: list[RunStep] = None, - messages: list[Message] = None, - live: Live = None, - print: bool = True, - ): - self._messages = {m.id: m for m in messages or []} - self._steps = {s.id: s for s in steps or []} - self.print = print - self.live = live or Live(refresh_per_second=15) - if self.print: - self.live.start() +class RunHandler(AssistantEventHandler): + pass + + +class AsyncRunHandler(AsyncAssistantEventHandler): + pass + + +class PrintRunHandler(AsyncRunHandler): + def __init__(self): + self._messages = {} + self._steps = {} + self.live = Live(refresh_per_second=15) + self.live.start() super().__init__() @property @@ -39,37 +39,27 @@ def print_run(self): @override async def on_message_delta(self, delta: MessageDelta, snapshot: Message) -> None: self._messages[snapshot.id] = snapshot - if self.print: - self.print_run() + self.print_run() @override async def on_message_done(self, message: Message) -> None: self._messages[message.id] = message - if self.print: - self.print_run() + self.print_run() @override async def on_run_step_delta(self, delta: RunStepDelta, snapshot: RunStep) -> None: self._steps[snapshot.id] = snapshot - if self.print: - self.print_run() + self.print_run() @override async def on_run_step_done(self, run_step: RunStep) -> None: self._steps[run_step.id] = run_step - if self.print: - self.print_run() + self.print_run() @override async def on_exception(self, exc): - if self.print: - self.live.stop() + self.live.stop() @override async def on_end(self): - if self.print: - self.live.stop() - - @override - async def on_tool_call_done(self, tool_call: ToolCall) -> None: - pass + self.live.stop() diff --git a/src/marvin/beta/assistants/runs.py b/src/marvin/beta/assistants/runs.py index 5366c9dd7..548f2df57 100644 --- a/src/marvin/beta/assistants/runs.py +++ b/src/marvin/beta/assistants/runs.py @@ -7,6 +7,7 @@ import marvin.utilities.openai import marvin.utilities.tools +from marvin.beta.assistants.handlers import AsyncRunHandler, PrintRunHandler, RunHandler from marvin.tools.assistants import AssistantTool, CancelRun from marvin.types import Tool from marvin.utilities.asyncio import ExposeSyncMethodsMixin, expose_sync_method @@ -36,9 +37,14 @@ class Run(BaseModel, ExposeSyncMethodsMixin): data (Any): Any additional data associated with the run. """ + model_config: dict = dict(extra="forbid") + thread: Thread assistant: Assistant - id: Optional[str] = None + event_handler_class: type[Union[RunHandler, AsyncRunHandler]] = Field( + default=PrintRunHandler + ) + event_handler_kwargs: dict[str, Any] = Field(default={}) _messages: list[Message] = PrivateAttr({}) _steps: list[OpenAIRunStep] = PrivateAttr({}) instructions: Optional[str] = Field( @@ -77,6 +83,16 @@ def format_tools(cls, tools: Union[None, list[Union[Tool, Callable]]]): for tool in tools ] + @field_validator("event_handler_class", mode="before") + def no_event_handler( + cls, event_handler_class: type[Union[RunHandler, AsyncRunHandler]] + ): + # the default event handler is a PrintRunHandler but if None is passed, + # we use a no-op handler + if event_handler_class is None: + return AsyncRunHandler + return event_handler_class + @property def messages(self) -> list[Message]: return sorted(self._messages.values(), key=lambda m: m.created_at) @@ -88,18 +104,23 @@ def steps(self) -> list[OpenAIRunStep]: @expose_sync_method("refresh") async def refresh_async(self): """Refreshes the run.""" + if not self.run: + raise ValueError("Run has not been created yet.") client = marvin.utilities.openai.get_openai_client() self.run = await client.beta.threads.runs.retrieve( - run_id=self.run.id if self.run else self.id, thread_id=self.thread.id + run_id=self.run.id, thread_id=self.thread.id ) @expose_sync_method("cancel") async def cancel_async(self): """Cancels the run.""" + if not self.run: + raise ValueError("Run has not been created yet.") client = marvin.utilities.openai.get_openai_client() await client.beta.threads.runs.cancel( - run_id=self.run.id if self.run else self.id, thread_id=self.thread.id + run_id=self.run.id, thread_id=self.thread.id ) + await self.refresh_async() def get_instructions(self) -> str: if self.instructions is None: @@ -151,62 +172,72 @@ async def get_tool_outputs(self, run: OpenAIRun) -> list[dict[str, str]]: return tool_outputs - async def run_async(self, print: bool = True): + async def run_async(self): client = marvin.utilities.openai.get_openai_client() - create_kwargs = {} - + run_kwargs = {} if self.instructions is not None or self.additional_instructions is not None: - create_kwargs["instructions"] = self.get_instructions() + run_kwargs["instructions"] = self.get_instructions() if self.tools is not None or self.additional_tools is not None: - create_kwargs["tools"] = self.get_tools() + run_kwargs["tools"] = self.get_tools() - if self.id is not None: + if self.run is not None: raise ValueError( "This run object was provided an ID; can not create a new run." ) with self.assistant: - from .streaming import RunHandler - - handler = RunHandler(print=print) + handler = self.event_handler_class(**self.event_handler_kwargs) try: self.assistant.pre_run_hook() + for msg in self.messages: + await handler.on_message_done(msg) + async with client.beta.threads.runs.create_and_stream( thread_id=self.thread.id, assistant_id=self.assistant.id, event_handler=handler, - **create_kwargs, + **run_kwargs, ) as stream: await stream.until_done() - self.id = handler.current_run.id - self._messages.update(handler._messages) - self._steps.update(handler._steps) + self.run = handler.current_run + self._messages.update( + {m.id: m for m in await handler.get_final_messages()} + ) + self._steps.update( + {s.id: s for s in await handler.get_final_run_steps()} + ) while handler.current_run.status in ["requires_action"]: tool_outputs = await self.get_tool_outputs(run=handler.current_run) - handler = RunHandler(print=print) + handler = self.event_handler_class(**self.event_handler_kwargs) async with client.beta.threads.runs.submit_tool_outputs_stream( thread_id=self.thread.id, - run_id=self.id, + run_id=self.run.id, tool_outputs=tool_outputs, event_handler=handler, ) as stream: await stream.until_done() - self._messages.update(handler._messages) - self._steps.update(handler._steps) + self.run = handler.current_run + self._messages.update( + {m.id: m for m in await handler.get_final_messages()} + ) + self._steps.update( + {s.id: s for s in await handler.get_final_run_steps()} + ) except CancelRun as exc: logger.debug(f"`CancelRun` raised; ending run with data: {exc.data}") - await client.beta.threads.runs.cancel( - run_id=self.id, thread_id=self.thread.id - ) + await self.cancel_async() self.data = exc.data - await self.refresh_async() - if handler.current_run.status == "failed": + except Exception as exc: + await handler.on_exception(exc) + raise + + if self.run.status == "failed": logger.debug( f"Run failed. Last error was: {handler.current_run.last_error}" ) diff --git a/src/marvin/beta/assistants/threads.py b/src/marvin/beta/assistants/threads.py index 068eb2bbb..5be437115 100644 --- a/src/marvin/beta/assistants/threads.py +++ b/src/marvin/beta/assistants/threads.py @@ -1,6 +1,5 @@ -import asyncio import time -from typing import TYPE_CHECKING, Callable, Optional +from typing import TYPE_CHECKING, Optional # for openai < 1.14.0 try: @@ -8,10 +7,9 @@ # for openai >= 1.14.0 except ImportError: from openai.types.beta.threads import Message -from pydantic import BaseModel, Field, PrivateAttr +from pydantic import BaseModel, Field import marvin.utilities.openai -from marvin.beta.assistants.formatting import pprint_message from marvin.utilities.asyncio import ( ExposeSyncMethodsMixin, expose_sync_method, @@ -138,7 +136,6 @@ async def delete_async(self): async def run_async( self, assistant: "Assistant", - print: bool = True, **run_kwargs, ) -> "Run": """ @@ -154,7 +151,7 @@ async def run_async( from marvin.beta.assistants.runs import Run run = Run(assistant=assistant, thread=self, **run_kwargs) - return await run.run_async(print=print) + return await run.run_async() def chat(self, assistant: "Assistant"): """ @@ -176,87 +173,3 @@ def callback(thread_id: str, message: str): time.sleep(0.2) except KeyboardInterrupt: break - - -class ThreadMonitor(BaseModel, ExposeSyncMethodsMixin): - """ - The ThreadMonitor class represents a monitor for a specific thread. - - Attributes: - thread_id (str): The unique identifier of the thread being monitored. - last_message_id (Optional[str]): The ID of the last message received in the thread. - on_new_message (Callable): A callback function that is called when a new message - is received in the thread. - """ - - thread_id: str - last_message_id: Optional[str] = None - on_new_message: Callable = Field(default=pprint_message) - _thread: Thread = PrivateAttr() - - @property - def thread(self): - return self._thread - - def __init__(self, **kwargs): - super().__init__(**kwargs) - self._thread = Thread(id=kwargs["thread_id"]) - - @expose_sync_method("run_once") - async def run_once_async(self): - messages = await self.get_latest_messages() - for msg in messages: - if self.on_new_message: - self.on_new_message(msg) - - @expose_sync_method("run") - async def run_async(self, interval_seconds: int = None): - """ - Run the thread monitor in a loop, checking for new messages every `interval_seconds`. - - Args: - interval_seconds (int, optional): The number of seconds to wait between - checking for new messages. Default is 1. - """ - if interval_seconds is None: - interval_seconds = 1 - if interval_seconds < 1: - raise ValueError("Interval must be at least 1 second.") - - while True: - try: - await self.run_once_async() - except KeyboardInterrupt: - logger.debug("Keyboard interrupt received; exiting thread monitor.") - break - except Exception as exc: - logger.error(f"Error refreshing thread: {exc}") - await asyncio.sleep(interval_seconds) - - async def get_latest_messages(self) -> list[Message]: - limit = 20 - - # Loop to get all new messages in batches of 20 - while True: - messages = await self.thread.get_messages_async( - after_message=self.last_message_id, limit=limit - ) - - # often the API will retrieve messages that have been created but - # not populated with text. We filter out these empty messages. - filtered_messages = [] - for i, msg in enumerate(messages): - skip_message = False - for c in msg.content: - if getattr(getattr(c, "text", None), "value", None) == "": - skip_message = True - if not skip_message: - filtered_messages.append(msg) - - if filtered_messages: - self.last_message_id = filtered_messages[-1].id - - if len(messages) < limit: - break - - return filtered_messages From 8b8646a7ea7b4f9dd6c2980fb358f2e4d424898e Mon Sep 17 00:00:00 2001 From: Jeremiah Lowin <153965+jlowin@users.noreply.github.com> Date: Mon, 18 Mar 2024 09:51:03 -0400 Subject: [PATCH 03/14] Update assistants.py --- src/marvin/beta/assistants/assistants.py | 3 --- 1 file changed, 3 deletions(-) diff --git a/src/marvin/beta/assistants/assistants.py b/src/marvin/beta/assistants/assistants.py index 803646d8c..60f2075e5 100644 --- a/src/marvin/beta/assistants/assistants.py +++ b/src/marvin/beta/assistants/assistants.py @@ -79,9 +79,6 @@ async def say_async( # post the message user_message = await thread.add_async(message, file_paths=file_paths) - # if print: - # pprint_message(user_message) - return await thread.run_async( assistant=self, messages=[user_message], From 6dca6598ef8f18108e912b7b687e87fba99ce88c Mon Sep 17 00:00:00 2001 From: Jeremiah Lowin <153965+jlowin@users.noreply.github.com> Date: Mon, 18 Mar 2024 11:48:30 -0400 Subject: [PATCH 04/14] Support rendering for tools --- pyproject.toml | 1 + src/marvin/beta/assistants/formatting.py | 127 +++++++++++++++-------- src/marvin/beta/assistants/handlers.py | 32 +++++- src/marvin/beta/assistants/threads.py | 7 +- 4 files changed, 115 insertions(+), 52 deletions(-) diff --git a/pyproject.toml b/pyproject.toml index f280bbe28..dbeb9b9a3 100644 --- a/pyproject.toml +++ b/pyproject.toml @@ -26,6 +26,7 @@ dependencies = [ # need for windows "tzdata>=2023.3", "uvicorn>=0.22.0", + "partialjson>=0.0.5", ] [project.optional-dependencies] diff --git a/src/marvin/beta/assistants/formatting.py b/src/marvin/beta/assistants/formatting.py index 2b6281729..cf5552730 100644 --- a/src/marvin/beta/assistants/formatting.py +++ b/src/marvin/beta/assistants/formatting.py @@ -1,21 +1,21 @@ +import inspect +import json import tempfile from datetime import datetime import openai - -# for openai < 1.14.0 -try: - from openai.types.beta.threads import ThreadMessage as Message -# for openai >= 1.14.0 -except ImportError: - from openai.types.beta.threads import Message +from openai.types.beta.threads import Message from openai.types.beta.threads.runs.run_step import RunStep +from partialjson import JSONParser from rich import box from rich.console import Console, Group +from rich.markdown import Markdown from rich.panel import Panel +json_parser = JSONParser() + -def format_step(step: RunStep): +def format_step(step: RunStep) -> list[Panel]: # Timestamp formatting timestamp = datetime.fromtimestamp(step.created_at).strftime("%l:%M:%S %p") @@ -24,50 +24,89 @@ def format_step(step: RunStep): f"Assistant is performing an action: {step.type} - Status:" f" {step.status}" ) + panels = [] + # attempt to customize content if step.type == "tool_calls": for tool_call in step.step_details.tool_calls: if tool_call.type == "code_interpreter": - if step.status == "in_progress": - content = "Assistant is running the code interpreter..." - elif step.status == "completed": - content = "Assistant ran the code interpreter." + if tool_call.code_interpreter.outputs: + footer = inspect.cleandoc( + """ + Result: + + ```python + {result} + ``` + """ + ).format(result=tool_call.code_interpreter.outputs[0].logs) else: - content = f"Assistant code interpreter status: {step.status}" + footer = "" + content = inspect.cleandoc( + """ + Assistant is running the code interpreter... + + ```python + {input} + ``` + + {footer} + """ + ).format(input=tool_call.code_interpreter.input, footer=footer) elif tool_call.type == "function": - if step.status == "in_progress": - content = ( - "Assistant would like to call the tool" - f" `{tool_call.function.name}` with arguments" - f" {tool_call.function.arguments}..." - ) - elif step.status == "completed": - content = ( - "Assistant received output from the tool" - f" `{tool_call.function.name}`." - ) + try: + args = json.loads(tool_call.function.arguments) + except json.JSONDecodeError: + try: + args = json_parser.parse(tool_call.function.arguments) + except Exception: + args = tool_call.function.arguments + + if tool_call.function.output: + footer = inspect.cleandoc( + """ + Result: + + ```python + {result} + ``` + """ + ).format(result=tool_call.function.output) else: - content = ( - f"Assistant tool `{tool_call.function.name}` status:" - f" `{step.status}`" - ) + footer = "" + + content = inspect.cleandoc( + """ + Assistant is using the `{function}` tool with arguments: + + ```python + {args} + ``` + + {footer} + """ + ).format(function=tool_call.function.name, args=args, footer=footer) + + # Create the panel for the run step status + panels.append( + Panel( + Markdown(inspect.cleandoc(content)), + title="System", + subtitle=f"[italic]{timestamp}[/]", + title_align="left", + subtitle_align="right", + border_style="gray74", + box=box.ROUNDED, + width=100, + expand=True, + padding=(1, 2), + ) + ) + elif step.type == "message_creation": - return + pass - # Create the panel for the run step status - panel = Panel( - content.strip(), - title="System", - subtitle=f"[italic]{timestamp}[/]", - title_align="left", - subtitle_align="right", - border_style="gray74", - box=box.ROUNDED, - width=100, - expand=True, - padding=(1, 2), - ) - return panel + return Group(*panels) def pprint_run_step(step: RunStep): @@ -144,7 +183,7 @@ def format_message(message: Message) -> Panel: # Create the panel for the message panel = Panel( - content.strip(), + Markdown(inspect.cleandoc(content)), title=f"[bold]{message.role.capitalize()}[/]", subtitle=f"[italic]{timestamp}[/]", title_align="left", diff --git a/src/marvin/beta/assistants/handlers.py b/src/marvin/beta/assistants/handlers.py index df78bc1d9..b0864b228 100644 --- a/src/marvin/beta/assistants/handlers.py +++ b/src/marvin/beta/assistants/handlers.py @@ -9,11 +9,39 @@ class RunHandler(AssistantEventHandler): - pass + def get_final_messages(self): + # this errors if no messages were generated, which can happen + # when making tool calls + try: + return super().get_final_messages() + except RuntimeError: + return [] + + def get_final_run_steps(self): + # this errors if no run_steps were generated, which can happen + # when making tool calls + try: + return super().get_final_run_steps() + except RuntimeError: + return [] class AsyncRunHandler(AsyncAssistantEventHandler): - pass + async def get_final_messages(self): + # this errors if no messages were generated, which can happen + # when making tool calls + try: + return await super().get_final_messages() + except RuntimeError: + return [] + + async def get_final_run_steps(self): + # this errors if no run_steps were generated, which can happen + # when making tool calls + try: + return await super().get_final_run_steps() + except RuntimeError: + return [] class PrintRunHandler(AsyncRunHandler): diff --git a/src/marvin/beta/assistants/threads.py b/src/marvin/beta/assistants/threads.py index 5be437115..6e307adb8 100644 --- a/src/marvin/beta/assistants/threads.py +++ b/src/marvin/beta/assistants/threads.py @@ -1,12 +1,7 @@ import time from typing import TYPE_CHECKING, Optional -# for openai < 1.14.0 -try: - from openai.types.beta.threads import ThreadMessage as Message -# for openai >= 1.14.0 -except ImportError: - from openai.types.beta.threads import Message +from openai.types.beta.threads import Message from pydantic import BaseModel, Field import marvin.utilities.openai From c5b546204c9cfc472e68e811bdaf0d3c7fdda687 Mon Sep 17 00:00:00 2001 From: Jeremiah Lowin <153965+jlowin@users.noreply.github.com> Date: Mon, 18 Mar 2024 11:55:28 -0400 Subject: [PATCH 05/14] Update formatting.py --- src/marvin/beta/assistants/formatting.py | 71 +++++++++++++----------- 1 file changed, 39 insertions(+), 32 deletions(-) diff --git a/src/marvin/beta/assistants/formatting.py b/src/marvin/beta/assistants/formatting.py index cf5552730..b3e29d0be 100644 --- a/src/marvin/beta/assistants/formatting.py +++ b/src/marvin/beta/assistants/formatting.py @@ -54,38 +54,45 @@ def format_step(step: RunStep) -> list[Panel]: """ ).format(input=tool_call.code_interpreter.input, footer=footer) elif tool_call.type == "function": - try: - args = json.loads(tool_call.function.arguments) - except json.JSONDecodeError: - try: - args = json_parser.parse(tool_call.function.arguments) - except Exception: - args = tool_call.function.arguments - - if tool_call.function.output: - footer = inspect.cleandoc( - """ - Result: - - ```python - {result} - ``` - """ - ).format(result=tool_call.function.output) - else: - footer = "" - - content = inspect.cleandoc( - """ - Assistant is using the `{function}` tool with arguments: - - ```python - {args} - ``` - - {footer} - """ - ).format(function=tool_call.function.name, args=args, footer=footer) + if step.status == "in_progress": + if tool_call.function.arguments: + try: + args = json.loads(tool_call.function.arguments) + except json.JSONDecodeError: + try: + args = json_parser.parse(tool_call.function.arguments) + except Exception: + args = tool_call.function.arguments + + content = inspect.cleandoc( + """ + Assistant wants to use the `{function}` tool with these arguments: + + ```python + {args} + ``` + """ + ).format(function=tool_call.function.name, args=args) + + else: + content = f"Assistant wants to use the `{tool_call.function.name}` tool." + + elif step.status == "completed": + if tool_call.function.output: + content = inspect.cleandoc( + """ + The `{function}` tool generated this result: + + ```python + {result} + ``` + """ + ).format( + function=tool_call.function.name, + result=tool_call.function.output, + ) + else: + content = f"The `{tool_call.function.name}` tool has completed with no result." # Create the panel for the run step status panels.append( From 83ab5502bbe26e1df5514609f9766262544ef64f Mon Sep 17 00:00:00 2001 From: Jeremiah Lowin <153965+jlowin@users.noreply.github.com> Date: Tue, 19 Mar 2024 21:44:26 -0400 Subject: [PATCH 06/14] Update docs + event handlers --- .../docs/assistants/code_interpreter.png | Bin 95227 -> 364680 bytes .../images/docs/assistants/instructions.png | Bin 0 -> 193387 bytes .../images/docs/assistants/quickstart.png | Bin 100910 -> 177513 bytes .../assets/images/docs/assistants/talking.png | Bin 0 -> 188270 bytes docs/docs/interactive/assistants.md | 203 ++++++++---- src/marvin/beta/assistants/__init__.py | 4 +- src/marvin/beta/assistants/assistants.py | 27 +- src/marvin/beta/assistants/formatting.py | 298 +++++++++++------- src/marvin/beta/assistants/handlers.py | 135 ++++---- src/marvin/beta/assistants/runs.py | 62 ++-- 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zlr09J2=bkUw2-#G^&iK)tL*ODoJ52A)7blW71HDJo~Ywk)f7`Tb6aQ7LgZu<#{Woa zK0*j$`Bg08*x8@Ya(Mkqai9N0%wFQ~1RFwU1)_7vHii)q3qR1LmRTsBAsymHrq*dc zOBV6`k45$+u=|p>P5gpH8ap>^!N%s z03c7rUb#*jF_Q;WM+?{DwD4mqMcu@6@X-DZH#?9(s(TaIBT3tzLx1ZSFP+S7NPHvB z;6}MAT)hI(A!OUU2;U)NQ)PQaO_FZ!%YcH^M*5ymvsd+5AM+gbMg7mzKy2P9y3#JN zm#A;=v;8|8^mw{Z@lKM!;-jD_VV`hqxtDt$D2qr5#)<=HW1df_&cNuPM5dW}BKd<6 zSdA+ZhlNxHfWDerxjz9hXIqm+!yc%oVtgDp6D@*0_d=?7iMH@piaV*o z5!U7U>1py^{MRfOz?YO zY`a7L--~}zGelrZjID?|Ar)1t~qwcmjzVyjQB_(KLrm| zyRQ5Ki6IYKbG9>Mn%j5l)ohekx9XCtkp?A1X{5vk$n~VgD6_zdmdUVsGI+ord !!! tip "Beta" - Please note that assistants support in Marvin is still in beta, as OpenAI has not finalized the assistants API yet. While it works as expected, it is subject to change. + Please note that assistants support in Marvin is still in beta, as OpenAI has not finalized the assistants API yet. Breaking changes may occur. @@ -52,59 +49,166 @@ To learn more about the OpenAI assistants API, see the [OpenAI documentation](ht ### Creating an assistant -To instantiate an assistant, use the `Assistant` class and provide a name and, optionally, details like instructions or tools: +To create an assistant, use the `Assistant` class and provide an optional name and any additional details like instructions or tools: + +```python +ai = Assistant( + name='Marvin', + # any specific instructions for how this assistant should behave + instructions="You the Paranoid Android.", + # any tools or additional abilities the assistant should have + tools=[cry, sob] +) +``` + +### Talking to an assistant + +The simplest way to talk to an assistant is to use its `say` method: + +!!! example "Talking to an assistant" + + ```python + from marvin.beta.assistants import Assistant + + ai = Assistant() + + ai.say('Hi!') + ai.say('Bye!') + ``` + !!! success "Result" + ![](/assets/images/docs/assistants/talking.png) + +You can repeatedly call `say` to have a conversation with the assistant. Each time you call `say`, the result is a `Run` object that contains information about what the assistant did. You can use this object to inspect all actions the assistant took, including tool use, messages posted, and more. + +#### Chat history + +The OpenAI Assistants API automatically maintains a history of all messages and actions that the assistant has taken. This history is organized into threads, which are distinct conversations that the assistant has had. Each thread contains a series of messages, and each message is associated with a specific user or the assistant. + +When you talk to an assistant, you are implicitly talking on a specific thread. By default, the `say` method posts a single message to the assistant's `default_thread`, which is automatically created for your convenience whenever you instantiate an assistant. You can talk to the assistant on a different thread by providing it as the `thread` parameter: + +```python +from marvin.beta.assistants import Assistant, Thread + +ai = Assistant() + +# load a thread from an existing ID (or pass id=None to start a new thread) +thread = Thread(id=thread_id) + +# post a message to the thread +ai.say('hi', thread=thread) +``` + +Using `say` is convenient, but enforces a strict request/response pattern: the user posts a single message to the thread, then the AI responds. Note that AI responses can include multiple messages or tool calls. + +For more control over the conversation, including posting multiple user messages to the thread before the assistant responds, use thread objects directly instead of calling `say` (see [Threads](#threads) for more information). + + +#### Event handlers + +Marvin uses the OpenAI streaming API to provide real-time updates on the assistant's actions. To customize how these updates are handled, you can provide a custom event handler class to the `event_handler_class` parameter of `Assistant.say`, `Thread.run`, or `Run.run`. This class must inherit from `openai.AssistantEventHandler` or `openai.AsyncAssistantEventHandler`. For more control, you can also provide `event_handler_kwargs` that will be provided to the event handler when it is instantiated. + +#### Pretty-printing + +By default, Marvin streams all of the messages and actions that the assistant takes and prints them to your terminal. In production or headless environments, you may want to suppress this output. + +The simplest way to do this is to pass `event_handler_class=None` to the `say` method. This will prevent any messages from being printed to the terminal. You can still access the messages and actions from the run object that is returned. + +```python +ai = Assistant() + +# run the assistant without printing any messages +run = ai.say("Hello!", event_handler_class=None) + +# access the messages +run.messages + +# access the assistant actions +run.steps +``` + +For finer control, you can pass `event_handler_kwargs=dict(print_messages=False)` or `event_handler_kwargs=dict(print_steps=False)` to the `say` method. This will allow you to suppress only the messages or only the assistant's actions, respectively. ```python -ai = Assistant(name='Marvin', instructions=..., tools=[...]) +# print only messages +run = ai.say("Hello!", event_handler_kwargs=dict(print_steps=False)) + +# print only actions +run = ai.say("Hello!", event_handler_kwargs=dict(print_messages=False)) ``` +Note that pretty-printing is only the default behavior when using the assistant's convenient `say` method. If you use lower-level APIs like a thread's `run` method or invoke a run object directly, printing is not automatically enabled. You can re-enable it for those objects by setting `event_handler_class=marvin.beta.assistants.PrintHandler`. + +```python +from mavin.beta.assistants import Thread, Assistant, PrintHandler +ai = Assistant() +thread = Thread() +run = thread.run(ai, event_handler_class=PrintHandler) +``` + +Lastly, you can print messages and actions manually using the `pprint_run`, `pprint_messages`, and `pprint_steps` functions from the `marvin.beta.assistants.formatting` module. These functions are used internally by the default event handler, and they provide a human-readable representation of the messages and actions, respectively. + +```python +from mavin.beta.assistants import Assistant, pprint_run + +ai = Assistant() +run = ai.say("Hello!", event_handler_class=None) +pprint_run(run) +``` ### Instructions -Each assistant can be given `instructions` that describe its purpose, personality, or other details. The instructions are a natural language string and one of the only ways to globally steer the assistant's behavior. +Each assistant can be given `instructions` that describe its purpose, personality, or other details. Instructions are provided as natural language and allow you to globally steer the assistant's behavior, similar to a system message for a chat completion. They can be lengthy explanations of how to handle complex workflows, or they can be brief instructions on how to act. -Instructions can be lengthy explanations of how to handle complex workflows, or they can be short descriptions of the assistant's personality. For example, the instructions for the `Marvin` assistant above are "You are Marvin, the Paranoid Android." This will marginally affect the way the assistant responds to messages. +!!! example "Using instructions to control behavior" + + ```python + from marvin.beta.assistants import Assistant + + ai = Assistant(instructions="Mention the word 'banana' as often as possible") + ai.say("Hello!") + ``` + !!! success "Result" + ![](/assets/images/docs/assistants/instructions.png) ### Tools Each assistant can be given a list of `tools` that it can use when responding to a message. Tools are a way to extend the assistant's capabilities beyond its default behavior, including giving it access to external systems like the internet, a database, your computer, or any API. -#### OpenAI tools +#### Code interpreter -OpenAI provides a small number of built-in tools for assistants. The most useful is the "code interpreter", which lets the assistant write and execute Python code. To use the code interpreter, add it to your assistant's list of tools. +The code interpreter tool is a built-in tool provided by OpenAI that lets the assistant write and execute Python code. To use the code interpreter, add it to your assistant's list of tools. +!!! example "Using the code interpreter" - This assistant uses the code interpreter to generate a plot of sin(x). Note that Marvin's utility for pretty-printing messages to the terminal can't show the plot inline, but will download it and show a link to the file instead. - -!!! example "Using assistants with the code interpreter" ```python - from marvin.beta import Assistant - from marvin.beta.assistants import pprint_messages, CodeInterpreter - - ai = Assistant(name='Marvin', tools=[CodeInterpreter]) - response = ai.say("Generate a plot of sin(x)") + from marvin.beta.assistants import Assistant, CodeInterpreter - # pretty-print the response - pprint_messages(response) + ai = Assistant(tools=[CodeInterpreter]) + ai.say("Generate a plot of sin(x)") ``` !!! success "Result" + Since images can't be rendered in the terminal, Marvin will automatically download them and provide links to view the output. + ![](/assets/images/docs/assistants/code_interpreter.png) + + Here is the image: + ![](/assets/images/docs/assistants/sin_x.png) #### Custom tools -A major advantage of using Marvin's assistants API is that you can add your own custom tools. To do so, simply pass one or more functions to the assistant's `tools` argument. For best performance, give your tool function a descriptive name, docstring, and type hint for every argument. +Marvin makes it easy to give your assistants custom tools. To do so, pass one or more Python functions to the assistant's `tools` argument. For best performance, give your tool function a descriptive name, docstring, and type hint for every argument. Note that you can provide custom tools and the code interpreter at the same time. !!! example "Using custom tools" - Assistants can not browse the web by default. We can add this capability by giving them a tool that takes a URL and returns the HTML of that page. This assistant uses that tool to count how many titles on Hacker News mention AI: + Assistants don't have web access by default. We can add this capability by giving them a tool that takes a URL and returns the HTML of that page. This assistant uses that tool to count how many titles on Hacker News mention AI: ```python - from marvin.beta.assistants import Assistant, pprint_messages + from marvin.beta.assistants import Assistant import requests @@ -115,42 +219,12 @@ A major advantage of using Marvin's assistants API is that you can add your own # Integrate custom tools with the assistant - ai = Assistant(name="Marvin", tools=[visit_url]) - response = ai.say("What's the top story on Hacker News?") - - # pretty-print the response - pprint_messages(response) + ai = Assistant(tools=[visit_url]) + ai.say("What's the top story on Hacker News?") ``` !!! success "Result" ![](/assets/images/docs/assistants/custom_tools.png) -### Talking to an assistant - -The simplest way to talk to an assistant is to use its `say` method: - -```python -ai = Assistant(name='Marvin') - -response = ai.say('hi') - -pprint_messages(response) -``` - -By default, the `say` method posts a single message to the assistant's `default_thread`, a thread that is automatically created for your convenience. You can supply a different thread by providing it as the `thread` parameter: - -```python -# create a thread from an existing ID (or pass None for a new thread) -thread = Thread(id=thread_id) - -# post a message to the thread -ai.say('hi', thread=thread) -``` - -Using `say` is convenient, but enforces a strict request/response pattern: the user posts a single message to the thread, then the AI responds. Note that AI responses can span multiple messages. Therefore, the `say` method returns a list of `Message` objects. - -For more control over the conversation, including posting multiple user messages to the thread or accessing the lower-level `Run` object that contains information about all actions the assistant took, use `Thread` objects directly instead of calling `say` (see [Threads](#threads) for more information). - - ### Lifecycle management Assistants are Marvin objects that correspond to remote objects in the OpenAI API. You can not communicate with an assistant unless it has been registered with the API. @@ -169,7 +243,7 @@ All of these options are *functionally* equivalent e.g. they produce identical r The simplest way to manage assistant lifecycles is to let Marvin handle it for you. If you do not provide an `id` when instantiating an assistant, Marvin will lazily create a new API assistant for you whenever you need it and delete it immediately after. This is the default behavior, and it is the easiest way to get started with assistants. ```python -ai = Assistant(name='Marvin') +ai = Assistant() # creation and deletion happens automatically ai.say('hello!') ``` @@ -179,7 +253,7 @@ ai.say('hello!') Lazy lifecycle management adds two API calls to every LLM call (one to create the assistant and one to delete it). If you want to avoid this overhead, you can use context managers to create and delete assistants: ```python -ai = Assistant(name='Marvin') +ai = Assistant() # creation / deletion happens when the context is opened / closed with ai: @@ -194,7 +268,7 @@ Note there is also an equivalent `async with` context manager for the async API. To fully control the lifecycle of an assistant, you can create and delete it manually: ```python -ai = Assistant(name='Marvin') +ai = Assistant() ai.create() ai.say('hi') ai.delete() @@ -234,7 +308,7 @@ ai = Assistant.load(id=) Every `Assistant` method has a corresponding async version. To use the async API, append `_async` to the method name, or enter an async context manager: ```python -async with Assistant(name='Marvin') as ai: +async with Assistant() as ai: await ai.say_async('hi') ``` @@ -345,7 +419,7 @@ Messages are not strings, but structured message objects. Marvin has a few utili def roll_dice(n_dice: int) -> list[int]: return [random.randint(1, 6) for _ in range(n_dice)] - ai = Assistant(name="Marvin", tools=[roll_dice]) + ai = Assistant(tools=[roll_dice]) # create a thread - you could pass an ID to resume a conversation thread = Thread() @@ -363,8 +437,9 @@ Messages are not strings, but structured message objects. Marvin has a few utili # run the thread again to generate a new response thread.run(ai) - # see all the messages - pprint_messages(thread.get_messages()) + # see all the messages in the thread + messages = thread.get_messages() + pprint_messages(messages) ``` !!! success "Result" diff --git a/src/marvin/beta/assistants/__init__.py b/src/marvin/beta/assistants/__init__.py index c681be776..7f2791983 100644 --- a/src/marvin/beta/assistants/__init__.py +++ b/src/marvin/beta/assistants/__init__.py @@ -1,6 +1,6 @@ from .runs import Run from .threads import Thread from .assistants import Assistant -from .handlers import RunHandler, AsyncRunHandler, PrintRunHandler -from .formatting import pprint_message, pprint_messages, pprint_run +from .handlers import PrintHandler +from .formatting import pprint_messages, pprint_steps, pprint_run from marvin.tools.assistants import Retrieval, CodeInterpreter diff --git a/src/marvin/beta/assistants/assistants.py b/src/marvin/beta/assistants/assistants.py index 60f2075e5..e338b92ed 100644 --- a/src/marvin/beta/assistants/assistants.py +++ b/src/marvin/beta/assistants/assistants.py @@ -4,6 +4,7 @@ import marvin.utilities.openai import marvin.utilities.tools +from marvin.beta.assistants.handlers import PrintHandler from marvin.tools.assistants import AssistantTool from marvin.types import Tool from marvin.utilities.asyncio import ( @@ -21,6 +22,8 @@ logger = get_logger("Assistants") +NOT_PROVIDED = "__NOT_PROVIDED__" + class Assistant(BaseModel, ExposeSyncMethodsMixin): """ @@ -72,18 +75,36 @@ def get_instructions(self) -> str: @expose_sync_method("say") async def say_async( - self, message, file_paths: Optional[list[str]] = None, thread=None, **run_kwargs + self, + message, + file_paths: Optional[list[str]] = None, + thread=None, + event_handler_class=NOT_PROVIDED, + **run_kwargs, ): thread = thread or self.default_thread + if event_handler_class is NOT_PROVIDED: + event_handler_class = PrintHandler + + print("----------\n\n\n") # post the message user_message = await thread.add_async(message, file_paths=file_paths) - return await thread.run_async( - assistant=self, + from marvin.beta.assistants.runs import Run + + run = Run( + # provide the user message as part of the run to print messages=[user_message], + assistant=self, + thread=thread, + event_handler_class=event_handler_class, **run_kwargs, ) + result = await run.run_async() + print("\n\n\n----------") + + return result def __enter__(self): return run_sync(self.__aenter__()) diff --git a/src/marvin/beta/assistants/formatting.py b/src/marvin/beta/assistants/formatting.py index b3e29d0be..a334b437c 100644 --- a/src/marvin/beta/assistants/formatting.py +++ b/src/marvin/beta/assistants/formatting.py @@ -1,9 +1,9 @@ +import functools import inspect import json import tempfile from datetime import datetime -import openai from openai.types.beta.threads import Message from openai.types.beta.threads.runs.run_step import RunStep from partialjson import JSONParser @@ -12,111 +12,157 @@ from rich.markdown import Markdown from rich.panel import Panel +from marvin.utilities.openai import get_openai_client + json_parser = JSONParser() def format_step(step: RunStep) -> list[Panel]: - # Timestamp formatting - timestamp = datetime.fromtimestamp(step.created_at).strftime("%l:%M:%S %p") - - # default content - content = ( - f"Assistant is performing an action: {step.type} - Status:" f" {step.status}" - ) - - panels = [] - - # attempt to customize content - if step.type == "tool_calls": - for tool_call in step.step_details.tool_calls: - if tool_call.type == "code_interpreter": - if tool_call.code_interpreter.outputs: - footer = inspect.cleandoc( + @functools.lru_cache(maxsize=1000) + def _cached_format_step(_step): + """ + Closure that allows for caching of the formatted step. "_step" is a + hashable identifier for the cache; the actual function reads the full + "step" from the parent scope. + """ + # Timestamp formatting + timestamp = datetime.fromtimestamp(step.created_at).strftime("%l:%M:%S %p") + + # default content + content = ( + f"Assistant is performing an action: {step.type} - Status:" + f" {step.status}" + ) + + panels = [] + + # attempt to customize content + if step.type == "tool_calls": + for tool_call in step.step_details.tool_calls: + if tool_call.type == "code_interpreter": + footer = [] + for output in tool_call.code_interpreter.outputs: + if output.type == "logs": + output = inspect.cleandoc( + """ + The code produced this result: + + ```python + {result} + ``` + + {note} + """ + ) + + if len(output.logs) > 500: + result = output.logs[:500] + " ..." + note = "*(First 500 characters shown)*" + else: + result = output.logs + note = "" + footer.append(output.format(result=output.logs, note=note)) + elif output.type == "image": + # Use the download_temp_file function to download the file and get + # the local path + local_file_path = download_temp_file( + output.image.file_id, suffix=".png" + ) + footer.append( + f"The code produced this image: [{local_file_path}]({local_file_path})" + ) + + content = inspect.cleandoc( """ - Result: + Assistant is running the code interpreter... ```python - {result} + {input} ``` + + {footer} """ - ).format(result=tool_call.code_interpreter.outputs[0].logs) - else: - footer = "" - content = inspect.cleandoc( - """ - Assistant is running the code interpreter... - - ```python - {input} - ``` - - {footer} - """ - ).format(input=tool_call.code_interpreter.input, footer=footer) - elif tool_call.type == "function": - if step.status == "in_progress": - if tool_call.function.arguments: - try: - args = json.loads(tool_call.function.arguments) - except json.JSONDecodeError: + ).format( + input=tool_call.code_interpreter.input, footer="\n".join(footer) + ) + elif tool_call.type == "function": + if step.status == "in_progress": + if tool_call.function.arguments: try: - args = json_parser.parse(tool_call.function.arguments) - except Exception: - args = tool_call.function.arguments - - content = inspect.cleandoc( - """ - Assistant wants to use the `{function}` tool with these arguments: - - ```python - {args} - ``` - """ - ).format(function=tool_call.function.name, args=args) - - else: - content = f"Assistant wants to use the `{tool_call.function.name}` tool." - - elif step.status == "completed": - if tool_call.function.output: - content = inspect.cleandoc( - """ - The `{function}` tool generated this result: - - ```python - {result} - ``` - """ - ).format( - function=tool_call.function.name, - result=tool_call.function.output, - ) - else: - content = f"The `{tool_call.function.name}` tool has completed with no result." - - # Create the panel for the run step status - panels.append( - Panel( - Markdown(inspect.cleandoc(content)), - title="System", - subtitle=f"[italic]{timestamp}[/]", - title_align="left", - subtitle_align="right", - border_style="gray74", - box=box.ROUNDED, - width=100, - expand=True, - padding=(1, 2), + args = json.loads(tool_call.function.arguments) + except json.JSONDecodeError: + try: + args = json_parser.parse( + tool_call.function.arguments + ) + except Exception: + args = tool_call.function.arguments + + content = inspect.cleandoc( + """ + Assistant wants to use the `{function}` tool with these arguments: + + ```python + {args} + ``` + """ + ).format(function=tool_call.function.name, args=args) + + else: + content = f"Assistant wants to use the `{tool_call.function.name}` tool." + + elif step.status == "completed": + if tool_call.function.output: + content = inspect.cleandoc( + """ + The `{tool_name}` tool generated this result: + + ```python + {result} + ``` + + {note} + """ + ) + if len(tool_call.function.output) > 500: + result = tool_call.function.output[:500] + " ..." + note = "*(First 500 characters shown)*" + else: + result = tool_call.function.output + note = "" + content = content.format( + tool_name=tool_call.function.name, + result=result, + note=note, + ) + else: + content = f"The `{tool_call.function.name}` tool has completed with no result." + + # Create the panel for the run step status + panels.append( + Panel( + Markdown(inspect.cleandoc(content)), + title="System", + subtitle=f"[italic]{timestamp}[/]", + title_align="left", + subtitle_align="right", + border_style="gray74", + box=box.ROUNDED, + width=100, + expand=True, + padding=(1, 2), + ) ) - ) - elif step.type == "message_creation": - pass + elif step.type == "message_creation": + pass + + return Group(*panels) - return Group(*panels) + return _cached_format_step(step.model_dump_json()) -def pprint_run_step(step: RunStep): +def pprint_step(step: RunStep): """ Formats and prints a run step with status information. @@ -132,6 +178,18 @@ def pprint_run_step(step: RunStep): console.print(panel) +def pprint_steps(steps: list[RunStep]): + """ + Iterates over a list of run steps and pretty-prints each one. + + Args: + steps (list[RunStep]): A list of RunStep objects to be printed. + """ + for step in sorted(steps, key=lambda s: s.created_at): + pprint_step(step) + + +@functools.lru_cache(maxsize=1000) def download_temp_file(file_id: str, suffix: str = None): """ Downloads a file from OpenAI's servers and saves it to a temporary file. @@ -144,19 +202,15 @@ def download_temp_file(file_id: str, suffix: str = None): The file path of the downloaded temporary file. """ - client = openai.Client() - # file_info = client.files.retrieve(file_id) - file_content_response = client.files.with_raw_response.retrieve_content(file_id) + client = get_openai_client(is_async=False) + response = client.files.content(file_id) # Create a temporary file with a context manager to ensure it's cleaned up # properly - with tempfile.NamedTemporaryFile( - delete=False, mode="wb", suffix=f"{suffix}" - ) as temp_file: - temp_file.write(file_content_response.content) - temp_file_path = temp_file.name # Save the path of the temp file + temp_file = tempfile.NamedTemporaryFile(delete=False, mode="wb", suffix=suffix) + temp_file.write(response.content) - return temp_file_path + return temp_file.name def format_message(message: Message) -> Panel: @@ -170,27 +224,24 @@ def format_message(message: Message) -> Panel: datetime.fromtimestamp(message.created_at).strftime("%I:%M:%S %p").lstrip("0") ) - content = "" + content = [] for item in message.content: if item.type == "text": - content += item.text.value + "\n\n" + content.append(item.text.value + "\n\n") elif item.type == "image_file": # Use the download_temp_file function to download the file and get # the local path local_file_path = download_temp_file(item.image_file.file_id, suffix=".png") - # Add a clickable hyperlink to the content - file_url = f"file://{local_file_path}" - content += ( - "[bold]Attachment[/bold]:" - f" [blue][link={file_url}]{local_file_path}[/link][/blue]\n\n" + content.append( + f"*View attached image: [{local_file_path}]({local_file_path})*" ) for file_id in message.file_ids: - content += f"Attached file: {file_id}\n" + content.append(f"Attached file: {file_id}\n") # Create the panel for the message panel = Panel( - Markdown(inspect.cleandoc(content)), + Markdown(inspect.cleandoc("\n\n".join(content))), title=f"[bold]{message.role.capitalize()}[/]", subtitle=f"[italic]{timestamp}[/]", title_align="left", @@ -231,26 +282,37 @@ def pprint_messages(messages: list[Message]): messages (list[Message]): A list of Message objects to be printed. """ - for message in messages: + for message in sorted(messages, key=lambda m: m.created_at): pprint_message(message) -def format_run(run) -> list[Panel]: +def format_run( + run, include_messages: bool = True, include_steps: bool = True +) -> list[Panel]: """ - Formats a run, which is an object that has both `.messages` and `.steps` attributes, each of which is a list of Messages and RunSteps. + Formats a run, which is an object that has both `.messages` and `.steps` + attributes, each of which is a list of Messages and RunSteps. + + Args: + run: A Run object + include_messages: Whether to include messages in the formatted output + include_steps: Whether to include steps in the formatted output """ - sorted_objects = sorted( - [(format_message(m), m.created_at) for m in run.messages] - + [(format_step(s), s.created_at) for s in run.steps], - key=lambda x: x[1], - ) + objects = [] + if include_messages: + objects.extend([(format_message(m), m.created_at) for m in run.messages]) + if include_steps: + objects.extend([(format_step(s), s.created_at) for s in run.steps]) + sorted_objects = sorted(objects, key=lambda x: x[1]) return [x[0] for x in sorted_objects if x[0] is not None] def pprint_run(run): """ - Pretty-prints a run, which is an object that has both `.messages` and `.steps` attributes, each of which is a list of Messages and RunSteps. + Pretty-prints a run, which is an object that has both `.messages` and + `.steps` attributes, each of which is a list of Messages and RunSteps. + Args: run: A Run object """ diff --git a/src/marvin/beta/assistants/handlers.py b/src/marvin/beta/assistants/handlers.py index b0864b228..f31d4a893 100644 --- a/src/marvin/beta/assistants/handlers.py +++ b/src/marvin/beta/assistants/handlers.py @@ -1,4 +1,4 @@ -from openai import AssistantEventHandler, AsyncAssistantEventHandler +from openai import AsyncAssistantEventHandler from openai.types.beta.threads import Message, MessageDelta from openai.types.beta.threads.runs import RunStep, RunStepDelta from rich.console import Group @@ -7,81 +7,104 @@ from marvin.beta.assistants.formatting import format_run - -class RunHandler(AssistantEventHandler): - def get_final_messages(self): - # this errors if no messages were generated, which can happen - # when making tool calls - try: - return super().get_final_messages() - except RuntimeError: - return [] - - def get_final_run_steps(self): - # this errors if no run_steps were generated, which can happen - # when making tool calls - try: - return super().get_final_run_steps() - except RuntimeError: - return [] - - -class AsyncRunHandler(AsyncAssistantEventHandler): - async def get_final_messages(self): - # this errors if no messages were generated, which can happen - # when making tool calls - try: - return await super().get_final_messages() - except RuntimeError: - return [] - - async def get_final_run_steps(self): - # this errors if no run_steps were generated, which can happen - # when making tool calls - try: - return await super().get_final_run_steps() - except RuntimeError: - return [] - - -class PrintRunHandler(AsyncRunHandler): - def __init__(self): - self._messages = {} - self._steps = {} - self.live = Live(refresh_per_second=15) +# class MarvinHandler(AsyncAssistantEventHandler): +# """ +# A container that composes multiple AssistantEventHandlers or +# AsyncAssistantEventHandlers into a single object by delegating the on_* +# methods to each handler. +# """ + +# def __init__(self, handlers: list[AssistantEventHandler] = None): +# self.handlers = handlers or [] +# super().__init__() + +# # def __setattr__(self, name, value): +# # # Set the attribute on the RunHandler instance +# # super().__setattr__(name, value) + +# # # Also set the attribute on each handler +# # for handler in self.handlers: +# # setattr(handler, name, value) + +# def __getattribute__(self, name): +# parent_attr = super().__getattribute__(name) + +# # Check if the method starts with 'on_' +# if name.startswith("on_") + +# # if it does, return a special method that calls the equivalent method +# # on each handler (accounting for async methods) +# async def _on_event_method(*args, **kwargs): +# await parent_attr(*args, **kwargs) +# for handler in self.handlers: +# method = getattr(handler, name) +# result = method(*args, **kwargs) +# if inspect.iscoroutine(result): +# await result + +# return _on_event_method + +# else: +# # Otherwise, access the RunHandler's true attribute +# return parent_attr + +# async def get_final_messages(self): +# # this errors if no messages were generated, which can happen +# # when making tool calls +# try: +# return await super().get_final_messages() +# except RuntimeError: +# return [] + +# async def get_final_run_steps(self): +# # this errors if no run_steps were generated, which can happen +# # when making tool calls +# try: +# return await super().get_final_run_steps() +# except RuntimeError: +# return [] + + +class PrintHandler(AsyncAssistantEventHandler): + def __init__(self, print_messages: bool = True, print_steps: bool = True): + self.print_messages = print_messages + self.print_steps = print_steps + self.live = Live(refresh_per_second=12) self.live.start() + self.messages = {} + self.steps = {} super().__init__() - @property - def messages(self): - return sorted(self._messages.values(), key=lambda m: m.created_at) - - @property - def steps(self): - return sorted(self._steps.values(), key=lambda s: s.created_at) - def print_run(self): - panels = format_run(self) + class Run: + messages = self.messages.values() + steps = self.steps.values() + + panels = format_run( + Run, + include_messages=self.print_messages, + include_steps=self.print_steps, + ) self.live.update(Group(*panels)) @override async def on_message_delta(self, delta: MessageDelta, snapshot: Message) -> None: - self._messages[snapshot.id] = snapshot + self.messages[snapshot.id] = snapshot self.print_run() @override async def on_message_done(self, message: Message) -> None: - self._messages[message.id] = message + self.messages[message.id] = message self.print_run() @override async def on_run_step_delta(self, delta: RunStepDelta, snapshot: RunStep) -> None: - self._steps[snapshot.id] = snapshot + self.steps[snapshot.id] = snapshot self.print_run() @override async def on_run_step_done(self, run_step: RunStep) -> None: - self._steps[run_step.id] = run_step + self.steps[run_step.id] = run_step self.print_run() @override diff --git a/src/marvin/beta/assistants/runs.py b/src/marvin/beta/assistants/runs.py index 548f2df57..66a96745f 100644 --- a/src/marvin/beta/assistants/runs.py +++ b/src/marvin/beta/assistants/runs.py @@ -1,5 +1,7 @@ +import inspect from typing import Any, Callable, Optional, Union +from openai import AssistantEventHandler, AsyncAssistantEventHandler from openai.types.beta.threads import Message from openai.types.beta.threads.run import Run as OpenAIRun from openai.types.beta.threads.runs import RunStep as OpenAIRunStep @@ -7,7 +9,6 @@ import marvin.utilities.openai import marvin.utilities.tools -from marvin.beta.assistants.handlers import AsyncRunHandler, PrintRunHandler, RunHandler from marvin.tools.assistants import AssistantTool, CancelRun from marvin.types import Tool from marvin.utilities.asyncio import ExposeSyncMethodsMixin, expose_sync_method @@ -41,9 +42,9 @@ class Run(BaseModel, ExposeSyncMethodsMixin): thread: Thread assistant: Assistant - event_handler_class: type[Union[RunHandler, AsyncRunHandler]] = Field( - default=PrintRunHandler - ) + event_handler_class: type[ + Union[AssistantEventHandler, AsyncAssistantEventHandler] + ] = Field(default=None) event_handler_kwargs: dict[str, Any] = Field(default={}) _messages: list[Message] = PrivateAttr({}) _steps: list[OpenAIRunStep] = PrivateAttr({}) @@ -83,16 +84,6 @@ def format_tools(cls, tools: Union[None, list[Union[Tool, Callable]]]): for tool in tools ] - @field_validator("event_handler_class", mode="before") - def no_event_handler( - cls, event_handler_class: type[Union[RunHandler, AsyncRunHandler]] - ): - # the default event handler is a PrintRunHandler but if None is passed, - # we use a no-op handler - if event_handler_class is None: - return AsyncRunHandler - return event_handler_class - @property def messages(self) -> list[Message]: return sorted(self._messages.values(), key=lambda m: m.created_at) @@ -173,6 +164,7 @@ async def get_tool_outputs(self, run: OpenAIRun) -> list[dict[str, str]]: return tool_outputs async def run_async(self): + event_handler_class = self.event_handler_class or AsyncAssistantEventHandler client = marvin.utilities.openai.get_openai_client() run_kwargs = {} @@ -187,7 +179,7 @@ async def run_async(self): "This run object was provided an ID; can not create a new run." ) with self.assistant: - handler = self.event_handler_class(**self.event_handler_kwargs) + handler = event_handler_class(**self.event_handler_kwargs) try: self.assistant.pre_run_hook() @@ -202,17 +194,13 @@ async def run_async(self): **run_kwargs, ) as stream: await stream.until_done() - self.run = handler.current_run - self._messages.update( - {m.id: m for m in await handler.get_final_messages()} - ) - self._steps.update( - {s.id: s for s in await handler.get_final_run_steps()} - ) + await self._update_run_from_handler(handler) while handler.current_run.status in ["requires_action"]: tool_outputs = await self.get_tool_outputs(run=handler.current_run) - handler = self.event_handler_class(**self.event_handler_kwargs) + + handler = event_handler_class(**self.event_handler_kwargs) + async with client.beta.threads.runs.submit_tool_outputs_stream( thread_id=self.thread.id, run_id=self.run.id, @@ -220,13 +208,7 @@ async def run_async(self): event_handler=handler, ) as stream: await stream.until_done() - self.run = handler.current_run - self._messages.update( - {m.id: m for m in await handler.get_final_messages()} - ) - self._steps.update( - {s.id: s for s in await handler.get_final_run_steps()} - ) + await self._update_run_from_handler(handler) except CancelRun as exc: logger.debug(f"`CancelRun` raised; ending run with data: {exc.data}") @@ -245,3 +227,23 @@ async def run_async(self): self.assistant.post_run_hook(run=self) return self + + async def _update_run_from_handler( + self, handler: Union[AsyncAssistantEventHandler, AssistantEventHandler] + ): + self.run = handler.current_run + try: + messages = handler.get_final_messages() + if inspect.iscoroutine(messages): + messages = await messages + self._messages.update({m.id: m for m in messages}) + except RuntimeError: + pass + + try: + steps = handler.get_final_run_steps() + if inspect.iscoroutine(steps): + steps = await steps + self._steps.update({s.id: s for s in steps}) + except RuntimeError: + pass diff --git a/src/marvin/beta/assistants/threads.py b/src/marvin/beta/assistants/threads.py index 6e307adb8..8da4de31a 100644 --- a/src/marvin/beta/assistants/threads.py +++ b/src/marvin/beta/assistants/threads.py @@ -117,9 +117,10 @@ async def get_messages_async( before=after_message, after=before_message, limit=limit, + # order desc to get the most recent messages first order="desc", ) - return response.data + return list(reversed(response.data)) @expose_sync_method("delete") async def delete_async(self): @@ -145,7 +146,11 @@ async def run_async( from marvin.beta.assistants.runs import Run - run = Run(assistant=assistant, thread=self, **run_kwargs) + run = Run( + assistant=assistant, + thread=self, + **run_kwargs, + ) return await run.run_async() def chat(self, assistant: "Assistant"): From 4de6285b3d2682f35da6115fa01ab6bbe5bc0e09 Mon Sep 17 00:00:00 2001 From: Jeremiah Lowin <153965+jlowin@users.noreply.github.com> Date: Tue, 19 Mar 2024 21:56:15 -0400 Subject: [PATCH 07/14] Remove debug prints --- src/marvin/beta/assistants/assistants.py | 2 -- 1 file changed, 2 deletions(-) diff --git a/src/marvin/beta/assistants/assistants.py b/src/marvin/beta/assistants/assistants.py index e338b92ed..b3b627668 100644 --- a/src/marvin/beta/assistants/assistants.py +++ b/src/marvin/beta/assistants/assistants.py @@ -87,7 +87,6 @@ async def say_async( if event_handler_class is NOT_PROVIDED: event_handler_class = PrintHandler - print("----------\n\n\n") # post the message user_message = await thread.add_async(message, file_paths=file_paths) @@ -102,7 +101,6 @@ async def say_async( **run_kwargs, ) result = await run.run_async() - print("\n\n\n----------") return result From 0fbabf7bfdbb0245c65ea29fafd2239811acf924 Mon Sep 17 00:00:00 2001 From: Jeremiah Lowin <153965+jlowin@users.noreply.github.com> Date: Tue, 19 Mar 2024 21:57:37 -0400 Subject: [PATCH 08/14] Remove commented code --- src/marvin/beta/assistants/handlers.py | 57 -------------------------- 1 file changed, 57 deletions(-) diff --git a/src/marvin/beta/assistants/handlers.py b/src/marvin/beta/assistants/handlers.py index f31d4a893..39b8a817e 100644 --- a/src/marvin/beta/assistants/handlers.py +++ b/src/marvin/beta/assistants/handlers.py @@ -7,63 +7,6 @@ from marvin.beta.assistants.formatting import format_run -# class MarvinHandler(AsyncAssistantEventHandler): -# """ -# A container that composes multiple AssistantEventHandlers or -# AsyncAssistantEventHandlers into a single object by delegating the on_* -# methods to each handler. -# """ - -# def __init__(self, handlers: list[AssistantEventHandler] = None): -# self.handlers = handlers or [] -# super().__init__() - -# # def __setattr__(self, name, value): -# # # Set the attribute on the RunHandler instance -# # super().__setattr__(name, value) - -# # # Also set the attribute on each handler -# # for handler in self.handlers: -# # setattr(handler, name, value) - -# def __getattribute__(self, name): -# parent_attr = super().__getattribute__(name) - -# # Check if the method starts with 'on_' -# if name.startswith("on_") - -# # if it does, return a special method that calls the equivalent method -# # on each handler (accounting for async methods) -# async def _on_event_method(*args, **kwargs): -# await parent_attr(*args, **kwargs) -# for handler in self.handlers: -# method = getattr(handler, name) -# result = method(*args, **kwargs) -# if inspect.iscoroutine(result): -# await result - -# return _on_event_method - -# else: -# # Otherwise, access the RunHandler's true attribute -# return parent_attr - -# async def get_final_messages(self): -# # this errors if no messages were generated, which can happen -# # when making tool calls -# try: -# return await super().get_final_messages() -# except RuntimeError: -# return [] - -# async def get_final_run_steps(self): -# # this errors if no run_steps were generated, which can happen -# # when making tool calls -# try: -# return await super().get_final_run_steps() -# except RuntimeError: -# return [] - class PrintHandler(AsyncAssistantEventHandler): def __init__(self, print_messages: bool = True, print_steps: bool = True): From 95ed9938c907f44318a14b342a8d04523596c6ec Mon Sep 17 00:00:00 2001 From: Jeremiah Lowin <153965+jlowin@users.noreply.github.com> Date: Tue, 19 Mar 2024 22:09:30 -0400 Subject: [PATCH 09/14] Updated formatting --- src/marvin/beta/assistants/formatting.py | 18 ++++++++++-------- 1 file changed, 10 insertions(+), 8 deletions(-) diff --git a/src/marvin/beta/assistants/formatting.py b/src/marvin/beta/assistants/formatting.py index a334b437c..6507b9dc1 100644 --- a/src/marvin/beta/assistants/formatting.py +++ b/src/marvin/beta/assistants/formatting.py @@ -40,12 +40,13 @@ def _cached_format_step(_step): if step.type == "tool_calls": for tool_call in step.step_details.tool_calls: if tool_call.type == "code_interpreter": + panel_title = "Code Interpreter" footer = [] for output in tool_call.code_interpreter.outputs: if output.type == "logs": - output = inspect.cleandoc( + content = inspect.cleandoc( """ - The code produced this result: + The code interpreter produced this result: ```python {result} @@ -61,7 +62,7 @@ def _cached_format_step(_step): else: result = output.logs note = "" - footer.append(output.format(result=output.logs, note=note)) + footer.append(content.format(result=output.logs, note=note)) elif output.type == "image": # Use the download_temp_file function to download the file and get # the local path @@ -69,12 +70,12 @@ def _cached_format_step(_step): output.image.file_id, suffix=".png" ) footer.append( - f"The code produced this image: [{local_file_path}]({local_file_path})" + f"The code interpreter produced this image: [{local_file_path}]({local_file_path})" ) content = inspect.cleandoc( """ - Assistant is running the code interpreter... + Running the code interpreter... ```python {input} @@ -86,6 +87,7 @@ def _cached_format_step(_step): input=tool_call.code_interpreter.input, footer="\n".join(footer) ) elif tool_call.type == "function": + panel_title = "Tool Call" if step.status == "in_progress": if tool_call.function.arguments: try: @@ -100,7 +102,7 @@ def _cached_format_step(_step): content = inspect.cleandoc( """ - Assistant wants to use the `{function}` tool with these arguments: + Using the `{function}` tool with these arguments: ```python {args} @@ -115,7 +117,7 @@ def _cached_format_step(_step): if tool_call.function.output: content = inspect.cleandoc( """ - The `{tool_name}` tool generated this result: + The `{tool_name}` tool produced this result: ```python {result} @@ -142,7 +144,7 @@ def _cached_format_step(_step): panels.append( Panel( Markdown(inspect.cleandoc(content)), - title="System", + title=panel_title, subtitle=f"[italic]{timestamp}[/]", title_align="left", subtitle_align="right", From 630c7cd176e6d7b6088bb584662502d9832ea005 Mon Sep 17 00:00:00 2001 From: Jeremiah Lowin <153965+jlowin@users.noreply.github.com> Date: Tue, 19 Mar 2024 22:11:47 -0400 Subject: [PATCH 10/14] Update code_interpreter.png --- .../docs/assistants/code_interpreter.png | Bin 364680 -> 288981 bytes 1 file changed, 0 insertions(+), 0 deletions(-) diff --git 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zZ;?F8!SN{6mFF$9elfe(6js6IL=>Ed;(AsDSYd%N<#Crup-R0znZ>X3G&rBAp1 zzuh@E`}W1zb0xp@HS7gtva`GsVa1JC!iQtAm*eLmMD@N3!POMLfuS6q5=6F6vLpSE({>m|~brOICR zY4fD70W-24u*m-6o|!Y;1On6*YBzc12i(1}J8Ig`V@<2sViopq zI5|Aq!_U;?Sf#n(_pIC>dyMbwy`%Z$YQmFC7iO6<{W}|U_qtDZ(8~yge`jru3pwln zPT>Jp5cEuIgO1ratUYkxtjhK&SyMA(n;O1&YVCF8Y+iHAWv;nojYN5<`nT`S3(nPi zPkz$F)X2yfd_CX!`MiaBSI?NOXItFX5!TE7!`9n3*1mW7)kcOt^D6mN8UzFbfJ1a4 zn)|zNbYk}Fy530_6()!o zRN9)C+>?A|mV3XX*PJ<%>)^*}TrH-~zH#2Va~a$Yb7g;%T)M27g$FqJY0Bci9g?UN z6ucWAt<>?n6{w)_*Ou=kua<;~uTq0URD=1AOKNLA#vf?AAIWykmO1v+eD63OCp&K4 zC}n|nJX;^`$~tReAmXuO^LYV_yGjWzz+?m*Acu|g0Y_~8fg`rFOc-Cj&-KU;xD}Ae z!N~H9^MhNoz2dgtDhZe0YoC2S@7cR2=cS&rE6i^ZTPu{%w(WA_<CO&D83%0SYsCy85}Sb4q9e0FV^VdH?_b From 78cb39bd45b40df7851ff07799bd9749914fbdcf Mon Sep 17 00:00:00 2001 From: Jeremiah Lowin <153965+jlowin@users.noreply.github.com> Date: Tue, 19 Mar 2024 22:23:43 -0400 Subject: [PATCH 11/14] Update hints --- src/marvin/beta/assistants/assistants.py | 11 +++++++---- src/marvin/beta/assistants/runs.py | 2 +- 2 files changed, 8 insertions(+), 5 deletions(-) diff --git a/src/marvin/beta/assistants/assistants.py b/src/marvin/beta/assistants/assistants.py index b3b627668..6be48e55f 100644 --- a/src/marvin/beta/assistants/assistants.py +++ b/src/marvin/beta/assistants/assistants.py @@ -1,5 +1,6 @@ from typing import TYPE_CHECKING, Callable, Optional, Union +from openai import AssistantEventHandler, AsyncAssistantEventHandler from pydantic import BaseModel, Field, PrivateAttr import marvin.utilities.openai @@ -76,12 +77,14 @@ def get_instructions(self) -> str: @expose_sync_method("say") async def say_async( self, - message, + message: str, file_paths: Optional[list[str]] = None, - thread=None, - event_handler_class=NOT_PROVIDED, + thread: Optional[Thread] = None, + event_handler_class: type[ + Union[AssistantEventHandler, AsyncAssistantEventHandler] + ] = NOT_PROVIDED, **run_kwargs, - ): + ) -> "Run": thread = thread or self.default_thread if event_handler_class is NOT_PROVIDED: diff --git a/src/marvin/beta/assistants/runs.py b/src/marvin/beta/assistants/runs.py index 66a96745f..fdfd51dba 100644 --- a/src/marvin/beta/assistants/runs.py +++ b/src/marvin/beta/assistants/runs.py @@ -163,7 +163,7 @@ async def get_tool_outputs(self, run: OpenAIRun) -> list[dict[str, str]]: return tool_outputs - async def run_async(self): + async def run_async(self) -> "Run": event_handler_class = self.event_handler_class or AsyncAssistantEventHandler client = marvin.utilities.openai.get_openai_client() From c3b4fa660755a355de550b7273bc1b8a8b41368b Mon Sep 17 00:00:00 2001 From: Jeremiah Lowin <153965+jlowin@users.noreply.github.com> Date: Tue, 19 Mar 2024 22:26:09 -0400 Subject: [PATCH 12/14] Update runs.py --- src/marvin/beta/assistants/runs.py | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/src/marvin/beta/assistants/runs.py b/src/marvin/beta/assistants/runs.py index fdfd51dba..18ce08314 100644 --- a/src/marvin/beta/assistants/runs.py +++ b/src/marvin/beta/assistants/runs.py @@ -64,7 +64,7 @@ class Run(BaseModel, ExposeSyncMethodsMixin): None, description="Additional tools to append to the assistant's tools. ", ) - run: OpenAIRun = None + run: OpenAIRun = Field(None, repr=False) data: Any = None def __init__(self, *, messages: list[Message] = None, **data): From f8396233ea047b0a9a2c92ebd6be8a2a8cf11b07 Mon Sep 17 00:00:00 2001 From: Jeremiah Lowin <153965+jlowin@users.noreply.github.com> Date: Wed, 20 Mar 2024 08:11:28 -0400 Subject: [PATCH 13/14] Allow model selection --- src/marvin/beta/assistants/runs.py | 44 +++++++++++++++++++++--------- 1 file changed, 31 insertions(+), 13 deletions(-) diff --git a/src/marvin/beta/assistants/runs.py b/src/marvin/beta/assistants/runs.py index 18ce08314..ee4ff3bf9 100644 --- a/src/marvin/beta/assistants/runs.py +++ b/src/marvin/beta/assistants/runs.py @@ -48,6 +48,9 @@ class Run(BaseModel, ExposeSyncMethodsMixin): event_handler_kwargs: dict[str, Any] = Field(default={}) _messages: list[Message] = PrivateAttr({}) _steps: list[OpenAIRunStep] = PrivateAttr({}) + model: Optional[str] = Field( + None, description="Replace the model used by the assistant." + ) instructions: Optional[str] = Field( None, description="Replacement instructions to use for the run." ) @@ -113,7 +116,7 @@ async def cancel_async(self): ) await self.refresh_async() - def get_instructions(self) -> str: + def _get_instructions(self) -> str: if self.instructions is None: instructions = self.assistant.get_instructions() or "" else: @@ -124,7 +127,14 @@ def get_instructions(self) -> str: return instructions - def get_tools(self) -> list[AssistantTool]: + def _get_model(self) -> str: + if self.model is None: + model = self.assistant.model + else: + model = self.model + return model + + def _get_tools(self) -> list[AssistantTool]: tools = [] if self.tools is None: tools.extend(self.assistant.get_tools()) @@ -134,13 +144,27 @@ def get_tools(self) -> list[AssistantTool]: tools.extend(self.additional_tools) return tools + def _get_run_kwargs(self, **run_kwargs) -> dict: + if "instructions" not in run_kwargs and ( + self.instructions is not None or self.additional_instructions is not None + ): + run_kwargs["instructions"] = self._get_instructions() + + if "tools" not in run_kwargs and ( + self.tools is not None or self.additional_tools is not None + ): + run_kwargs["tools"] = self._get_tools() + if "model" not in run_kwargs and self.model is not None: + run_kwargs["model"] = self._get_model() + return run_kwargs + async def get_tool_outputs(self, run: OpenAIRun) -> list[dict[str, str]]: if run.status != "requires_action": return None, None if run.required_action.type == "submit_tool_outputs": tool_calls = [] tool_outputs = [] - tools = self.get_tools() + tools = self._get_tools() for tool_call in run.required_action.submit_tool_outputs.tool_calls: try: @@ -164,20 +188,14 @@ async def get_tool_outputs(self, run: OpenAIRun) -> list[dict[str, str]]: return tool_outputs async def run_async(self) -> "Run": - event_handler_class = self.event_handler_class or AsyncAssistantEventHandler - client = marvin.utilities.openai.get_openai_client() - - run_kwargs = {} - if self.instructions is not None or self.additional_instructions is not None: - run_kwargs["instructions"] = self.get_instructions() - - if self.tools is not None or self.additional_tools is not None: - run_kwargs["tools"] = self.get_tools() - if self.run is not None: raise ValueError( "This run object was provided an ID; can not create a new run." ) + client = marvin.utilities.openai.get_openai_client() + run_kwargs = self._get_run_kwargs() + event_handler_class = self.event_handler_class or AsyncAssistantEventHandler + with self.assistant: handler = event_handler_class(**self.event_handler_kwargs) From 5df04dede1ae0ba2a2ef53a4c120cf8c6cef7140 Mon Sep 17 00:00:00 2001 From: Jeremiah Lowin <153965+jlowin@users.noreply.github.com> Date: Wed, 20 Mar 2024 08:15:17 -0400 Subject: [PATCH 14/14] Update assistants.py --- src/marvin/beta/assistants/assistants.py | 11 +++++++++-- 1 file changed, 9 insertions(+), 2 deletions(-) diff --git a/src/marvin/beta/assistants/assistants.py b/src/marvin/beta/assistants/assistants.py index 6be48e55f..fc0b6931e 100644 --- a/src/marvin/beta/assistants/assistants.py +++ b/src/marvin/beta/assistants/assistants.py @@ -1,7 +1,7 @@ from typing import TYPE_CHECKING, Callable, Optional, Union from openai import AssistantEventHandler, AsyncAssistantEventHandler -from pydantic import BaseModel, Field, PrivateAttr +from pydantic import BaseModel, Field, PrivateAttr, field_validator import marvin.utilities.openai import marvin.utilities.tools @@ -42,9 +42,10 @@ class Assistant(BaseModel, ExposeSyncMethodsMixin): instructions (list): List of instructions for the assistant. """ + model_config = dict(extra="forbid") id: Optional[str] = None name: str = "Assistant" - model: str = "gpt-4-1106-preview" + model: str = Field(None, validate_default=True) instructions: Optional[str] = Field(None, repr=False) tools: list[Union[AssistantTool, Callable]] = [] file_ids: list[str] = [] @@ -58,6 +59,12 @@ class Assistant(BaseModel, ExposeSyncMethodsMixin): description="A default thread for the assistant.", ) + @field_validator("model", mode="before") + def default_model(cls, model): + if model is None: + model = marvin.settings.openai.assistants.model + return model + def clear_default_thread(self): self.default_thread = Thread()

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