diff --git a/python/packages/autogen-ext/pyproject.toml b/python/packages/autogen-ext/pyproject.toml index a8ba6c3c5705..2b2156ffb609 100644 --- a/python/packages/autogen-ext/pyproject.toml +++ b/python/packages/autogen-ext/pyproject.toml @@ -46,10 +46,12 @@ video-surfer = [ "ffmpeg-python", "openai-whisper", ] - grpc = [ "grpcio~=1.62.0", # TODO: update this once we have a stable version. ] +jupyter-executor = [ + "jupyter-kernel-gateway>=3.0.1", +] [tool.hatch.build.targets.wheel] packages = ["src/autogen_ext"] diff --git a/python/packages/autogen-ext/src/autogen_ext/code_executors/jupyter/__init__.py b/python/packages/autogen-ext/src/autogen_ext/code_executors/jupyter/__init__.py new file mode 100644 index 000000000000..79cf0df07387 --- /dev/null +++ b/python/packages/autogen-ext/src/autogen_ext/code_executors/jupyter/__init__.py @@ -0,0 +1,14 @@ +from ._jupyter_client import JupyterClient +from ._jupyter_code_executor import JupyterCodeExecutor, JupyterCodeResult +from ._jupyter_connectable import JupyterConnectable +from ._jupyter_connection_info import JupyterConnectionInfo +from ._local_jupyter_server import LocalJupyterServer + +__all__ = [ + "JupyterConnectable", + "JupyterConnectionInfo", + "JupyterClient", + "LocalJupyterServer", + "JupyterCodeExecutor", + "JupyterCodeResult", +] diff --git a/python/packages/autogen-ext/src/autogen_ext/code_executors/jupyter/_jupyter_client.py b/python/packages/autogen-ext/src/autogen_ext/code_executors/jupyter/_jupyter_client.py new file mode 100644 index 000000000000..1349f7a2a7b1 --- /dev/null +++ b/python/packages/autogen-ext/src/autogen_ext/code_executors/jupyter/_jupyter_client.py @@ -0,0 +1,206 @@ +from __future__ import annotations + +import sys +from dataclasses import dataclass +from types import TracebackType +from typing import Any, AsyncGenerator, cast + +if sys.version_info >= (3, 11): + from typing import Self +else: + from typing_extensions import Self + +import datetime +import json +import uuid + +import requests +from requests.adapters import HTTPAdapter, Retry +from websockets.asyncio.client import ClientConnection, connect + +from ._jupyter_connection_info import JupyterConnectionInfo + + +class JupyterClient: + def __init__(self, connection_info: JupyterConnectionInfo): + """(Experimental) A client for communicating with a Jupyter gateway server. + + Args: + connection_info (JupyterConnectionInfo): Connection information + """ + self._connection_info = connection_info + self._session = requests.Session() + retries = Retry(total=5, backoff_factor=0.1) + self._session.mount("http://", HTTPAdapter(max_retries=retries)) + + def _get_headers(self) -> dict[str, str]: + if self._connection_info.token is None: + return {} + return {"Authorization": f"token {self._connection_info.token}"} + + def _get_cookies(self) -> str: + cookies = self._session.cookies.get_dict() + return "; ".join([f"{name}={value}" for name, value in cookies.items()]) + + def _get_api_base_url(self) -> str: + protocol = "https" if self._connection_info.use_https else "http" + port = f":{self._connection_info.port}" if self._connection_info.port else "" + return f"{protocol}://{self._connection_info.host}{port}" + + def _get_ws_base_url(self) -> str: + port = f":{self._connection_info.port}" if self._connection_info.port else "" + return f"ws://{self._connection_info.host}{port}" + + def list_kernel_specs(self) -> dict[str, dict[str, str]]: + response = self._session.get(f"{self._get_api_base_url()}/api/kernelspecs", headers=self._get_headers()) + return cast(dict[str, dict[str, str]], response.json()) + + def list_kernels(self) -> list[dict[str, str]]: + response = self._session.get(f"{self._get_api_base_url()}/api/kernels", headers=self._get_headers()) + return cast(list[dict[str, str]], response.json()) + + def start_kernel(self, kernel_spec_name: str) -> str: + """Start a new kernel. + + Args: + kernel_spec_name (str): Name of the kernel spec to start + + Returns: + str: ID of the started kernel + """ + + response = self._session.post( + f"{self._get_api_base_url()}/api/kernels", + headers=self._get_headers(), + json={"name": kernel_spec_name}, + ) + return cast(str, response.json()["id"]) + + def delete_kernel(self, kernel_id: str) -> None: + response = self._session.delete( + f"{self._get_api_base_url()}/api/kernels/{kernel_id}", headers=self._get_headers() + ) + response.raise_for_status() + + def restart_kernel(self, kernel_id: str) -> None: + response = self._session.post( + f"{self._get_api_base_url()}/api/kernels/{kernel_id}/restart", headers=self._get_headers() + ) + response.raise_for_status() + + async def get_kernel_client(self, kernel_id: str) -> JupyterKernelClient: + ws_url = f"{self._get_ws_base_url()}/api/kernels/{kernel_id}/channels" + headers = self._get_headers() + headers["Cookie"] = self._get_cookies() + websocket = await connect(ws_url, additional_headers=headers) + return JupyterKernelClient(websocket) + + +class JupyterKernelClient: + """A client for communicating with a Jupyter kernel.""" + + @dataclass + class ExecutionResult: + @dataclass + class DataItem: + mime_type: str + data: str + + is_ok: bool + output: str + data_items: list[DataItem] + + def __init__(self, websocket: ClientConnection): + self._session_id: str = uuid.uuid4().hex + self._websocket = websocket + + async def _send_message(self, *, content: dict[str, Any], channel: str, message_type: str) -> str: + timestamp = datetime.datetime.now().isoformat() + message_id = uuid.uuid4().hex + message = { + "header": { + "username": "autogen", + "version": "5.0", + "session": self._session_id, + "msg_id": message_id, + "msg_type": message_type, + "date": timestamp, + }, + "parent_header": {}, + "channel": channel, + "content": content, + "metadata": {}, + "buffers": {}, + } + await self._websocket.send(json.dumps(message)) + return message_id + + async def wait_for_ready(self) -> None: + message_id = await self._send_message(content={}, channel="shell", message_type="kernel_info_request") + + async for message in self._receive_message(message_id): + if message["msg_type"] == "kernel_info_reply": + break + + async def execute(self, code: str) -> ExecutionResult: + message_id = await self._send_message( + content={ + "code": code, + "silent": False, + "store_history": True, + "user_expressions": {}, + "allow_stdin": False, + "stop_on_error": True, + }, + channel="shell", + message_type="execute_request", + ) + + text_output: list[str] = [] + data_output: list[JupyterKernelClient.ExecutionResult.DataItem] = [] + + async for message in self._receive_message(message_id): + content = message["content"] + match message["msg_type"]: + case "execute_result" | "display_data": + for data_type, data in content["data"].items(): + match data_type: + case "text/plain": + text_output.append(data) + case data if data.startswith("image/") or data == "text/html": + data_output.append(self.ExecutionResult.DataItem(mime_type=data_type, data=data)) + case _: + text_output.append(json.dumps(data)) + case "stream": + text_output.append(content["text"]) + case "error": + return JupyterKernelClient.ExecutionResult( + is_ok=False, + output=f"ERROR: {content['ename']}: {content['evalue']}\n{content['traceback']}", + data_items=[], + ) + case _: + pass + + if message["msg_type"] == "status" and content["execution_state"] == "idle": + break + + return JupyterKernelClient.ExecutionResult( + is_ok=True, output="\n".join([output for output in text_output]), data_items=data_output + ) + + async def __aenter__(self) -> Self: + return self + + async def __aexit__( + self, exc_type: type[BaseException] | None, exc_val: BaseException | None, exc_tb: TracebackType | None + ) -> None: + await self._websocket.close() + + async def _receive_message(self, message_id: str) -> AsyncGenerator[dict[str, Any]]: + async for data in self._websocket: + if isinstance(data, bytes): + data = data.decode("utf-8") + message = cast(dict[str, Any], json.loads(data)) + if message.get("parent_header", {}).get("msg_id") == message_id: + yield message diff --git a/python/packages/autogen-ext/src/autogen_ext/code_executors/jupyter/_jupyter_code_executor.py b/python/packages/autogen-ext/src/autogen_ext/code_executors/jupyter/_jupyter_code_executor.py new file mode 100644 index 000000000000..3f7aa34b9fd1 --- /dev/null +++ b/python/packages/autogen-ext/src/autogen_ext/code_executors/jupyter/_jupyter_code_executor.py @@ -0,0 +1,146 @@ +import asyncio +import base64 +import json +import sys +import uuid +from dataclasses import dataclass +from pathlib import Path +from types import TracebackType + +if sys.version_info >= (3, 11): + from typing import Self +else: + from typing_extensions import Self + +from autogen_core import CancellationToken +from autogen_core.code_executor import CodeBlock, CodeExecutor, CodeResult + +from .._common import silence_pip +from ._jupyter_connectable import JupyterConnectable + + +@dataclass +class JupyterCodeResult(CodeResult): + """A code result class for Jupyter code executor.""" + + output_files: list[Path] + + +class JupyterCodeExecutor(CodeExecutor): + def __init__( + self, + server: JupyterConnectable, + kernel_name: str = "python3", + timeout: int = 60, + output_dir: Path = Path("."), + ): + """A code executor class that executes code statefully using + a Jupyter server supplied to this class. + + Each execution is stateful and can access variables created from previous + executions in the same session. + + Args: + server (JupyterConnectable): The Jupyter server to use. + kernel_name (str): The kernel name to use. Make sure it is installed. + By default, it is "python3". + timeout (int): The timeout for code execution, by default 60. + output_dir (Path): The directory to save output files, by default ".". + """ + if timeout < 1: + raise ValueError("Timeout must be greater than or equal to 1.") + + self._jupyter_client = server.get_client() + self._kernel_name = kernel_name + self._timeout = timeout + self._output_dir = output_dir + self.start() + + async def execute_code_blocks( + self, code_blocks: list[CodeBlock], cancellation_token: CancellationToken + ) -> JupyterCodeResult: + """Execute code blocks and return the result. + + Args: + code_blocks (list[CodeBlock]): The code blocks to execute. + + Returns: + JupyterCodeResult: The result of the code execution. + + Raises: + asyncio.TimeoutError: Code execution timeouts + asyncio.CancelledError: CancellationToken evoked during execution + """ + async with await self._jupyter_client.get_kernel_client(self._kernel_id) as kernel_client: + wait_for_ready_task = asyncio.create_task(kernel_client.wait_for_ready()) + cancellation_token.link_future(wait_for_ready_task) + await asyncio.wait_for(wait_for_ready_task, timeout=self._timeout) + + outputs: list[str] = [] + output_files: list[Path] = [] + for code_block in code_blocks: + code = silence_pip(code_block.code, code_block.language) + execute_task = asyncio.create_task(kernel_client.execute(code)) + cancellation_token.link_future(execute_task) + result = await asyncio.wait_for(execute_task, timeout=self._timeout) + + if result.is_ok: + outputs.append(result.output) + for data in result.data_items: + match data.mime_type: + case "image/png": + path = self._save_image(data.data) + outputs.append(f"Image data saved to {path}") + output_files.append(path) + case "text/html": + path = self._save_html(data.data) + outputs.append(f"HTML data saved to {path}") + output_files.append(path) + case _: + outputs.append(json.dumps(data.data)) + else: + return JupyterCodeResult(exit_code=1, output=f"ERROR: {result.output}", output_files=[]) + + return JupyterCodeResult( + exit_code=0, output="\n".join([output for output in outputs]), output_files=output_files + ) + + async def restart(self) -> None: + """Restart the code executor.""" + self._jupyter_client.restart_kernel(self._kernel_id) + self._jupyter_kernel_client = self._jupyter_client.get_kernel_client(self._kernel_id) + + def start(self) -> None: + """Start the kernel.""" + available_kernels = self._jupyter_client.list_kernel_specs() + if self._kernel_name not in available_kernels["kernelspecs"]: + raise ValueError(f"Kernel {self._kernel_name} is not installed.") + + self._kernel_id = self._jupyter_client.start_kernel(self._kernel_name) + + def stop(self) -> None: + """Stop the kernel.""" + if self._kernel_id is not None: + self._jupyter_client.delete_kernel(self._kernel_id) + self._kernel_id = None + + def __enter__(self) -> Self: + return self + + def __exit__( + self, exc_type: type[BaseException] | None, exc_val: BaseException | None, exc_tb: TracebackType | None + ) -> None: + self.stop() + + def _save_image(self, image_data_base64: str) -> Path: + """Save image data to a file.""" + image_data = base64.b64decode(image_data_base64) + path = self._output_dir / f"{uuid.uuid4().hex}.png" + path.write_bytes(image_data) + return path.absolute() + + def _save_html(self, html_data: str) -> Path: + """Save html data to a file.""" + path = self._output_dir / f"{uuid.uuid4().hex}.html" + path.write_text(html_data) + return path.absolute() diff --git a/python/packages/autogen-ext/src/autogen_ext/code_executors/jupyter/_jupyter_connectable.py b/python/packages/autogen-ext/src/autogen_ext/code_executors/jupyter/_jupyter_connectable.py new file mode 100644 index 000000000000..3f082f71f910 --- /dev/null +++ b/python/packages/autogen-ext/src/autogen_ext/code_executors/jupyter/_jupyter_connectable.py @@ -0,0 +1,18 @@ +from typing import Protocol, runtime_checkable + +from ._jupyter_client import JupyterClient +from ._jupyter_connection_info import JupyterConnectionInfo + + +@runtime_checkable +class JupyterConnectable(Protocol): + """TODO""" + + @property + def connection_info(self) -> JupyterConnectionInfo: + """Return the connection information for this connectable.""" + ... + + def get_client(self) -> JupyterClient: + """Return the jupyter client using the connection info.""" + return JupyterClient(self.connection_info) diff --git a/python/packages/autogen-ext/src/autogen_ext/code_executors/jupyter/_jupyter_connection_info.py b/python/packages/autogen-ext/src/autogen_ext/code_executors/jupyter/_jupyter_connection_info.py new file mode 100644 index 000000000000..b3b3187a3b52 --- /dev/null +++ b/python/packages/autogen-ext/src/autogen_ext/code_executors/jupyter/_jupyter_connection_info.py @@ -0,0 +1,15 @@ +from dataclasses import dataclass + + +@dataclass +class JupyterConnectionInfo: + """TODO""" + + host: str + """`str` - Host of the Jupyter gateway server""" + use_https: bool + """`bool` - Whether to use HTTPS""" + port: int | None = None + """`Optional[int]` - Port of the Jupyter gateway server. If None, the default port is used""" + token: str | None = None + """`Optional[str]` - Token for authentication. If None, no token is used""" diff --git a/python/packages/autogen-ext/src/autogen_ext/code_executors/jupyter/_local_jupyter_server.py b/python/packages/autogen-ext/src/autogen_ext/code_executors/jupyter/_local_jupyter_server.py new file mode 100644 index 000000000000..575f3d2b70e7 --- /dev/null +++ b/python/packages/autogen-ext/src/autogen_ext/code_executors/jupyter/_local_jupyter_server.py @@ -0,0 +1,160 @@ +from __future__ import annotations + +import atexit +import json +import secrets +import signal +import subprocess +import sys +from enum import Enum +from types import TracebackType + +if sys.version_info >= (3, 11): + from typing import Self +else: + from typing_extensions import Self + +from ._jupyter_connectable import JupyterConnectable +from ._jupyter_connection_info import JupyterConnectionInfo + + +class LocalJupyterServer(JupyterConnectable): + class TokenOption(Enum): + NO_TOKEN = "no_token" + GENERATE_TOKEN = "generate_token" + + def __init__( + self, + ip: str = "127.0.0.1", + port: int | None = None, + token: str | TokenOption | None = TokenOption.GENERATE_TOKEN, + log_file: str = "jupyter_gateway.log", + log_level: str = "INFO", + log_max_bytes: int = 1048576, + log_backup_count: int = 3, + ): + """Runs a Jupyter Kernel Gateway server locally. + + Args: + ip (str, optional): IP address to bind to. Defaults to "127.0.0.1". + port (Optional[int], optional): Port to use, if None it automatically selects a port. Defaults to None. + token (Union[str, TokenOption], optional): Token to use for Jupyter server. By default will generate a token. Using None will use no token for authentication. Defaults to GenerateToken(). + log_file (str, optional): File for Jupyter Kernel Gateway logs. Defaults to "jupyter_gateway.log". + log_level (str, optional): Level for Jupyter Kernel Gateway logs. Defaults to "INFO". + log_max_bytes (int, optional): Max logfile size. Defaults to 1048576. + log_backup_count (int, optional): Number of backups for rotating log. Defaults to 3. + """ + + # Check Jupyter gateway server is installed + try: + subprocess.run( + [sys.executable, "-m", "jupyter", "kernelgateway", "--version"], + check=True, + stdout=subprocess.PIPE, + stderr=subprocess.PIPE, + text=True, + ) + except subprocess.CalledProcessError as ex: + raise ValueError( + "Jupyter gateway server is not installed. Please install it with `pip install jupyter_kernel_gateway`." + ) from ex + + self._ip = ip + + match token: + case LocalJupyterServer.TokenOption.GENERATE_TOKEN: + self._token = secrets.token_hex(32) + case str(): + self._token = token + case _: + self._token = "" + + logging_config = { + "handlers": { + "file": { + "class": "logging.handlers.RotatingFileHandler", + "level": log_level, + "maxBytes": log_max_bytes, + "backupCount": log_backup_count, + "filename": log_file, + } + }, + "loggers": {"KernelGatewayApp": {"level": log_level, "handlers": ["file", "console"]}}, + } + + # Run Jupyter gateway server with detached subprocess + args = [ + sys.executable, + "-m", + "jupyter", + "kernelgateway", + "--KernelGatewayApp.ip", + ip, + "--KernelGatewayApp.auth_token", + self._token, + "--JupyterApp.answer_yes", + "true", + "--JupyterApp.logging_config", + json.dumps(logging_config), + "--JupyterWebsocketPersonality.list_kernels", + "true", + ] + if port is not None: + args.extend(["--KernelGatewayApp.port", str(port)]) + args.extend(["--KernelGatewayApp.port_retries", "0"]) + self._subprocess = subprocess.Popen(args, stdout=subprocess.PIPE, stderr=subprocess.PIPE, text=True) + + # Satisfy mypy, we know this is not None because we passed PIPE + assert self._subprocess.stderr is not None + # Read stderr until we see "is available at" or the process has exited with an error + stderr = "" + while True: + result = self._subprocess.poll() + if result is not None: + stderr += self._subprocess.stderr.read() + raise ValueError(f"Jupyter gateway server failed to start with exit code: {result}. stderr:\n{stderr}") + line = self._subprocess.stderr.readline() + stderr += line + + if "ERROR:" in line: + error_info = line.split("ERROR:")[1] + raise ValueError(f"Jupyter gateway server failed to start. {error_info}") + + if "is available at" in line: + # We need to extract what port it settled on + # Example output: + # Jupyter Kernel Gateway 3.0.0 is available at http://127.0.0.1:8890 + if port is None: + port = int(line.split(":")[-1]) + self.port = port + + break + + # Poll the subprocess to check if it is still running + result = self._subprocess.poll() + if result is not None: + raise ValueError( + f"Jupyter gateway server failed to start. Please check the logs ({log_file}) for more information." + ) + + atexit.register(self.stop) + + def stop(self) -> None: + if self._subprocess.poll() is None: + if sys.platform == "win32": + self._subprocess.send_signal(signal.CTRL_C_EVENT) + else: + self._subprocess.send_signal(signal.SIGINT) + self._subprocess.wait() + + @property + def connection_info(self) -> JupyterConnectionInfo: + return JupyterConnectionInfo(host=self._ip, use_https=False, port=self.port, token=self._token) + + def __enter__(self) -> Self: + return self + + def __exit__( + self, exc_type: type[BaseException] | None, exc_val: BaseException | None, exc_tb: TracebackType | None + ) -> None: + self.stop() diff --git a/python/packages/autogen-ext/tests/code_executors/test_jupyter_code_executor.py b/python/packages/autogen-ext/tests/code_executors/test_jupyter_code_executor.py new file mode 100644 index 000000000000..938642ac1016 --- /dev/null +++ b/python/packages/autogen-ext/tests/code_executors/test_jupyter_code_executor.py @@ -0,0 +1,88 @@ +import asyncio +from pathlib import Path + +import pytest +import websockets +from autogen_core import CancellationToken +from autogen_core.code_executor import CodeBlock +from autogen_ext.code_executors.jupyter import JupyterCodeExecutor, JupyterCodeResult, LocalJupyterServer + + +@pytest.mark.asyncio +async def test_execute_code(tmp_path: Path) -> None: + with LocalJupyterServer() as server, JupyterCodeExecutor(server, output_dir=tmp_path) as executor: + # Test single code block. + code_blocks = [CodeBlock(code="import sys; print('hello world!')", language="python")] + code_result = await executor.execute_code_blocks(code_blocks, CancellationToken()) + assert code_result == JupyterCodeResult(exit_code=0, output="hello world!\n", output_files=[]) + + # Test multiple code blocks. + code_blocks = [ + CodeBlock(code="import sys; print('hello world!')", language="python"), + CodeBlock(code="a = 100 + 100; print(a)", language="python"), + ] + code_result = await executor.execute_code_blocks(code_blocks, CancellationToken()) + assert code_result == JupyterCodeResult(exit_code=0, output="hello world!\n\n200\n", output_files=[]) + + # Test running code. + file_lines = ["import sys", "print('hello world!')", "a = 100 + 100", "print(a)"] + code_blocks = [CodeBlock(code="\n".join(file_lines), language="python")] + code_result = await executor.execute_code_blocks(code_blocks, CancellationToken()) + assert code_result == JupyterCodeResult(exit_code=0, output="hello world!\n200\n", output_files=[]) + + +@pytest.mark.asyncio +async def test_execute_code_after_restart(tmp_path: Path) -> None: + with LocalJupyterServer() as server, JupyterCodeExecutor(server, output_dir=tmp_path) as executor: + await executor.restart() + + code_blocks = [CodeBlock(code="import sys; print('hello world!')", language="python")] + code_result = await executor.execute_code_blocks(code_blocks, CancellationToken()) + assert code_result == JupyterCodeResult(exit_code=0, output="hello world!\n", output_files=[]) + + +@pytest.mark.asyncio +async def test_execute_code_after_stop(tmp_path: Path) -> None: + with LocalJupyterServer() as server, JupyterCodeExecutor(server, output_dir=tmp_path) as executor: + await asyncio.sleep(1) + executor.stop() + + with pytest.raises(websockets.exceptions.InvalidStatus): + code_blocks = [CodeBlock(code="import sys; print('hello world!')", language="python")] + await executor.execute_code_blocks(code_blocks, CancellationToken()) + + +@pytest.mark.asyncio +async def test_execute_code_after_stop_and_start(tmp_path: Path) -> None: + with LocalJupyterServer() as server, JupyterCodeExecutor(server, output_dir=tmp_path) as executor: + executor.stop() + executor.start() + + code_blocks = [CodeBlock(code="import sys; print('hello world!')", language="python")] + code_result = await executor.execute_code_blocks(code_blocks, CancellationToken()) + assert code_result == JupyterCodeResult(exit_code=0, output="hello world!\n", output_files=[]) + + +@pytest.mark.asyncio +async def test_commandline_code_executor_timeout(tmp_path: Path) -> None: + with LocalJupyterServer() as server, JupyterCodeExecutor(server, output_dir=tmp_path, timeout=1) as executor: + code_blocks = [CodeBlock(code="import time; time.sleep(10); print('hello world!')", language="python")] + + with pytest.raises(asyncio.TimeoutError): + await executor.execute_code_blocks(code_blocks, CancellationToken()) + + +@pytest.mark.asyncio +async def test_commandline_code_executor_cancellation(tmp_path: Path) -> None: + with LocalJupyterServer() as server, JupyterCodeExecutor(server, output_dir=tmp_path) as executor: + executor = JupyterCodeExecutor(server=server, output_dir=tmp_path) + code_blocks = [CodeBlock(code="import time; time.sleep(10); print('hello world!')", language="python")] + + cancellation_token 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