From c735849e76e538b9196909877cb0d742cec1cf43 Mon Sep 17 00:00:00 2001 From: Anthony Chu Date: Thu, 9 May 2024 14:39:04 -0700 Subject: [PATCH] azure-dynamic-sessions: add Python REPL tool (#21264) Adds a Python REPL that executes code in a code interpreter session using Azure Container Apps dynamic sessions. --------- Co-authored-by: Erick Friis --- .../azure-dynamic-sessions/.gitignore | 1 + libs/partners/azure-dynamic-sessions/LICENSE | 21 + libs/partners/azure-dynamic-sessions/Makefile | 59 + .../partners/azure-dynamic-sessions/README.md | 36 + .../docs/provider.ipynb | 169 ++ .../__init__.py | 5 + .../langchain_azure_dynamic_sessions/py.typed | 0 .../tools/__init__.py | 5 + .../tools/sessions.py | 273 +++ .../azure-dynamic-sessions/poetry.lock | 2055 +++++++++++++++++ .../azure-dynamic-sessions/pyproject.toml | 104 + .../scripts/check_imports.py | 17 + .../scripts/check_pydantic.sh | 27 + .../scripts/lint_imports.sh | 17 + .../azure-dynamic-sessions/tests/__init__.py | 0 .../tests/integration_tests/__init__.py | 0 .../tests/integration_tests/data/testdata.txt | 1 + .../tests/integration_tests/test_compile.py | 7 + .../integration_tests/test_end_to_end.py | 68 + .../tests/unit_tests/__init__.py | 0 .../tests/unit_tests/test_imports.py | 9 + .../test_sessions_python_repl_tool.py | 208 ++ 22 files changed, 3082 insertions(+) create mode 100644 libs/partners/azure-dynamic-sessions/.gitignore create mode 100644 libs/partners/azure-dynamic-sessions/LICENSE create mode 100644 libs/partners/azure-dynamic-sessions/Makefile create mode 100644 libs/partners/azure-dynamic-sessions/README.md create mode 100644 libs/partners/azure-dynamic-sessions/docs/provider.ipynb create mode 100644 libs/partners/azure-dynamic-sessions/langchain_azure_dynamic_sessions/__init__.py create mode 100644 libs/partners/azure-dynamic-sessions/langchain_azure_dynamic_sessions/py.typed create mode 100644 libs/partners/azure-dynamic-sessions/langchain_azure_dynamic_sessions/tools/__init__.py create mode 100644 libs/partners/azure-dynamic-sessions/langchain_azure_dynamic_sessions/tools/sessions.py create mode 100644 libs/partners/azure-dynamic-sessions/poetry.lock create mode 100644 libs/partners/azure-dynamic-sessions/pyproject.toml create mode 100644 libs/partners/azure-dynamic-sessions/scripts/check_imports.py create mode 100755 libs/partners/azure-dynamic-sessions/scripts/check_pydantic.sh create mode 100755 libs/partners/azure-dynamic-sessions/scripts/lint_imports.sh create mode 100644 libs/partners/azure-dynamic-sessions/tests/__init__.py create mode 100644 libs/partners/azure-dynamic-sessions/tests/integration_tests/__init__.py create mode 100644 libs/partners/azure-dynamic-sessions/tests/integration_tests/data/testdata.txt create mode 100644 libs/partners/azure-dynamic-sessions/tests/integration_tests/test_compile.py create mode 100644 libs/partners/azure-dynamic-sessions/tests/integration_tests/test_end_to_end.py create mode 100644 libs/partners/azure-dynamic-sessions/tests/unit_tests/__init__.py create mode 100644 libs/partners/azure-dynamic-sessions/tests/unit_tests/test_imports.py create mode 100644 libs/partners/azure-dynamic-sessions/tests/unit_tests/test_sessions_python_repl_tool.py diff --git a/libs/partners/azure-dynamic-sessions/.gitignore b/libs/partners/azure-dynamic-sessions/.gitignore new file mode 100644 index 00000000000..bee8a64b79a --- /dev/null +++ b/libs/partners/azure-dynamic-sessions/.gitignore @@ -0,0 +1 @@ +__pycache__ diff --git a/libs/partners/azure-dynamic-sessions/LICENSE b/libs/partners/azure-dynamic-sessions/LICENSE new file mode 100644 index 00000000000..426b6509034 --- /dev/null +++ b/libs/partners/azure-dynamic-sessions/LICENSE @@ -0,0 +1,21 @@ +MIT License + +Copyright (c) 2023 LangChain, Inc. + +Permission is hereby granted, free of charge, to any person obtaining a copy +of this software and associated documentation files (the "Software"), to deal +in the Software without restriction, including without limitation the rights +to use, copy, modify, merge, publish, distribute, sublicense, and/or sell +copies of the Software, and to permit persons to whom the Software is +furnished to do so, subject to the following conditions: + +The above copyright notice and this permission notice shall be included in all +copies or substantial portions of the Software. + +THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR +IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY, +FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE +AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER +LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM, +OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN THE +SOFTWARE. diff --git a/libs/partners/azure-dynamic-sessions/Makefile b/libs/partners/azure-dynamic-sessions/Makefile new file mode 100644 index 00000000000..15c56b005b2 --- /dev/null +++ b/libs/partners/azure-dynamic-sessions/Makefile @@ -0,0 +1,59 @@ +.PHONY: all format lint test tests integration_tests docker_tests help extended_tests + +# Default target executed when no arguments are given to make. +all: help + +# Define a variable for the test file path. +TEST_FILE ?= tests/unit_tests/ + +test: + poetry run pytest $(TEST_FILE) + +tests: + poetry run pytest $(TEST_FILE) + + +###################### +# LINTING AND FORMATTING +###################### + +# Define a variable for Python and notebook files. +PYTHON_FILES=. +MYPY_CACHE=.mypy_cache +lint format: PYTHON_FILES=. +lint_diff format_diff: PYTHON_FILES=$(shell git diff --relative=libs/partners/azure --name-only --diff-filter=d master | grep -E '\.py$$|\.ipynb$$') +lint_package: PYTHON_FILES=langchain_azure_dynamic_sessions +lint_tests: PYTHON_FILES=tests +lint_tests: MYPY_CACHE=.mypy_cache_test + +lint lint_diff lint_package lint_tests: + poetry run ruff . + poetry run ruff format $(PYTHON_FILES) --diff + poetry run ruff --select I $(PYTHON_FILES) + mkdir $(MYPY_CACHE); poetry run mypy $(PYTHON_FILES) --cache-dir $(MYPY_CACHE) + +format format_diff: + poetry run ruff format $(PYTHON_FILES) + poetry run ruff --select I --fix $(PYTHON_FILES) + +spell_check: + poetry run codespell --toml pyproject.toml + +spell_fix: + poetry run codespell --toml pyproject.toml -w + +check_imports: $(shell find langchain_azure_dynamic_sessions -name '*.py') + poetry run python ./scripts/check_imports.py $^ + +###################### +# HELP +###################### + +help: + @echo '----' + @echo 'check_imports - check imports' + @echo 'format - run code formatters' + @echo 'lint - run linters' + @echo 'test - run unit tests' + @echo 'tests - run unit tests' + @echo 'test TEST_FILE= - run all tests in file' diff --git a/libs/partners/azure-dynamic-sessions/README.md b/libs/partners/azure-dynamic-sessions/README.md new file mode 100644 index 00000000000..32b6af3e4b0 --- /dev/null +++ b/libs/partners/azure-dynamic-sessions/README.md @@ -0,0 +1,36 @@ +# langchain-azure-dynamic-sessions + +This package contains the LangChain integration for Azure Container Apps dynamic sessions. You can use it to add a secure and scalable code interpreter to your agents. + +## Installation + +```bash +pip install -U langchain-azure-dynamic-sessions +``` + +## Usage + +You first need to create an Azure Container Apps session pool and obtain its management endpoint. Then you can use the `SessionsPythonREPLTool` tool to give your agent the ability to execute Python code. + +```python +from langchain_azure_dynamic_sessions import SessionsPythonREPLTool + + +# get the management endpoint from the session pool in the Azure portal +tool = SessionsPythonREPLTool(pool_management_endpoint=POOL_MANAGEMENT_ENDPOINT) + +prompt = hub.pull("hwchase17/react") +tools=[tool] +react_agent = create_react_agent( + llm=llm, + tools=tools, + prompt=prompt, +) + +react_agent_executor = AgentExecutor(agent=react_agent, tools=tools, verbose=True, handle_parsing_errors=True) + +react_agent_executor.invoke({"input": "What is the current time in Vancouver, Canada?"}) +``` + +By default, the tool uses `DefaultAzureCredential` to authenticate with Azure. If you're using a user-assigned managed identity, you must set the `AZURE_CLIENT_ID` environment variable to the ID of the managed identity. + diff --git a/libs/partners/azure-dynamic-sessions/docs/provider.ipynb b/libs/partners/azure-dynamic-sessions/docs/provider.ipynb new file mode 100644 index 00000000000..7b3da59784d --- /dev/null +++ b/libs/partners/azure-dynamic-sessions/docs/provider.ipynb @@ -0,0 +1,169 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Azure Container Apps dynamic sessions\n", + "\n", + "Azure Container Apps dynamic sessions provides a secure and scalable way to run a Python code interpreter in Hyper-V isolated sandboxes. This allows your agents to run potentially untrusted code in a secure environment. The code interpreter environment includes many popular Python packages, such as NumPy, pandas, and scikit-learn.\n", + "\n", + "## Pre-requisites\n", + "\n", + "By default, the `SessionsPythonREPLTool` tool uses `DefaultAzureCredential` to authenticate with Azure. Locally, it'll use your credentials from the Azure CLI or VS Code. Install the Azure CLI and log in with `az login` to authenticate.\n", + "\n", + "## Using the tool\n", + "\n", + "Set variables:" + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "metadata": {}, + "outputs": [], + "source": [ + "import os\n", + "import dotenv\n", + "dotenv.load_dotenv()\n", + "\n", + "POOL_MANAGEMENT_ENDPOINT = os.getenv(\"POOL_MANAGEMENT_ENDPOINT\")\n", + "AZURE_OPENAI_ENDPOINT = os.getenv(\"AZURE_OPENAI_ENDPOINT\")" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "'{\\n \"result\": 42,\\n \"stdout\": \"\",\\n \"stderr\": \"\"\\n}'" + ] + }, + "execution_count": 4, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "from langchain_azure_dynamic_sessions import SessionsPythonREPLTool\n", + "\n", + "\n", + "tool = SessionsPythonREPLTool(pool_management_endpoint=POOL_MANAGEMENT_ENDPOINT)\n", + "tool.run(\"6 * 7\")\n" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Full agent example" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n", + "\n", + "\u001b[1m> Entering new AgentExecutor chain...\u001b[0m\n", + "\u001b[32;1m\u001b[1;3mI need to calculate the compound interest on the initial amount over 6 years.\n", + "Action: Python_REPL\n", + "Action Input: \n", + "```python\n", + "initial_amount = 500\n", + "interest_rate = 0.05\n", + "time_period = 6\n", + "final_amount = initial_amount * (1 + interest_rate)**time_period\n", + "final_amount\n", + "```\u001b[0m\u001b[36;1m\u001b[1;3m{\n", + " \"result\": 670.0478203125002,\n", + " \"stdout\": \"\",\n", + " \"stderr\": \"\"\n", + "}\u001b[0m\u001b[32;1m\u001b[1;3mThe final amount after 6 years will be $670.05\n", + "Final Answer: $670.05\u001b[0m\n", + "\n", + "\u001b[1m> Finished chain.\u001b[0m\n" + ] + }, + { + "data": { + "text/plain": [ + "{'input': 'If I put $500 in a bank account with a 5% interest rate, how much money will I have in the account after 6 years?',\n", + " 'output': '$670.05'}" + ] + }, + "execution_count": 3, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "import os\n", + "from azure.identity import DefaultAzureCredential\n", + "from langchain_azure_dynamic_sessions import SessionsPythonREPLTool\n", + "from langchain_openai import AzureChatOpenAI\n", + "from langchain import agents, hub\n", + "\n", + "\n", + "credential = DefaultAzureCredential()\n", + "os.environ[\"OPENAI_API_TYPE\"] = \"azure_ad\"\n", + "os.environ[\"OPENAI_API_KEY\"] = credential.get_token(\"https://cognitiveservices.azure.com/.default\").token\n", + "os.environ[\"AZURE_OPENAI_ENDPOINT\"] = AZURE_OPENAI_ENDPOINT\n", + "\n", + "llm = AzureChatOpenAI(\n", + " azure_deployment=\"gpt-35-turbo\",\n", + " openai_api_version=\"2023-09-15-preview\",\n", + " streaming=True,\n", + " temperature=0,\n", + ")\n", + "\n", + "repl = SessionsPythonREPLTool(\n", + " pool_management_endpoint=POOL_MANAGEMENT_ENDPOINT,\n", + ")\n", + "\n", + "tools = [repl]\n", + "react_agent = agents.create_react_agent(\n", + " llm=llm,\n", + " tools=tools,\n", + " prompt=hub.pull(\"hwchase17/react\"),\n", + ")\n", + "\n", + "react_agent_executor = agents.AgentExecutor(agent=react_agent, tools=tools, verbose=True, handle_parsing_errors=True)\n", + "\n", + "react_agent_executor.invoke({\"input\": \"If I put $500 in a bank account with a 5% interest rate, how much money will I have in the account after 6 years?\"})" + ] + } + ], + "metadata": { + "colab": { + "provenance": [] + }, + "kernelspec": { + "display_name": "Python 3 (ipykernel)", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.11.9" + } + }, + "nbformat": 4, + "nbformat_minor": 1 +} diff --git a/libs/partners/azure-dynamic-sessions/langchain_azure_dynamic_sessions/__init__.py b/libs/partners/azure-dynamic-sessions/langchain_azure_dynamic_sessions/__init__.py new file mode 100644 index 00000000000..f57b270c937 --- /dev/null +++ b/libs/partners/azure-dynamic-sessions/langchain_azure_dynamic_sessions/__init__.py @@ -0,0 +1,5 @@ +from langchain_azure_dynamic_sessions.tools.sessions import SessionsPythonREPLTool + +__all__ = [ + "SessionsPythonREPLTool", +] diff --git a/libs/partners/azure-dynamic-sessions/langchain_azure_dynamic_sessions/py.typed b/libs/partners/azure-dynamic-sessions/langchain_azure_dynamic_sessions/py.typed new file mode 100644 index 00000000000..e69de29bb2d diff --git a/libs/partners/azure-dynamic-sessions/langchain_azure_dynamic_sessions/tools/__init__.py b/libs/partners/azure-dynamic-sessions/langchain_azure_dynamic_sessions/tools/__init__.py new file mode 100644 index 00000000000..f57b270c937 --- /dev/null +++ b/libs/partners/azure-dynamic-sessions/langchain_azure_dynamic_sessions/tools/__init__.py @@ -0,0 +1,5 @@ +from langchain_azure_dynamic_sessions.tools.sessions import SessionsPythonREPLTool + +__all__ = [ + "SessionsPythonREPLTool", +] diff --git a/libs/partners/azure-dynamic-sessions/langchain_azure_dynamic_sessions/tools/sessions.py b/libs/partners/azure-dynamic-sessions/langchain_azure_dynamic_sessions/tools/sessions.py new file mode 100644 index 00000000000..563ec28b44e --- /dev/null +++ b/libs/partners/azure-dynamic-sessions/langchain_azure_dynamic_sessions/tools/sessions.py @@ -0,0 +1,273 @@ +import importlib.metadata +import json +import os +import re +import urllib +from dataclasses import dataclass +from datetime import datetime, timedelta, timezone +from io import BytesIO +from typing import Any, BinaryIO, Callable, List, Optional +from uuid import uuid4 + +import requests +from azure.core.credentials import AccessToken +from azure.identity import DefaultAzureCredential +from langchain_core.tools import BaseTool + +try: + _package_version = importlib.metadata.version("langchain-azure-dynamic-sessions") +except importlib.metadata.PackageNotFoundError: + _package_version = "0.0.0" +USER_AGENT = f"langchain-azure-dynamic-sessions/{_package_version} (Language=Python)" + + +def _access_token_provider_factory() -> Callable[[], Optional[str]]: + """Factory function for creating an access token provider function. + + Returns: + Callable[[], Optional[str]]: The access token provider function + """ + + access_token: Optional[AccessToken] = None + + def access_token_provider() -> Optional[str]: + nonlocal access_token + if access_token is None or datetime.fromtimestamp( + access_token.expires_on, timezone.utc + ) < datetime.now(timezone.utc) + timedelta(minutes=5): + credential = DefaultAzureCredential() + access_token = credential.get_token("https://dynamicsessions.io/.default") + return access_token.token + + return access_token_provider + + +def _sanitize_input(query: str) -> str: + """Sanitize input to the python REPL. + Remove whitespace, backtick & python (if llm mistakes python console as terminal) + + Args: + query: The query to sanitize + + Returns: + str: The sanitized query + """ + + # Removes `, whitespace & python from start + query = re.sub(r"^(\s|`)*(?i:python)?\s*", "", query) + # Removes whitespace & ` from end + query = re.sub(r"(\s|`)*$", "", query) + return query + + +@dataclass +class RemoteFileMetadata: + """Metadata for a file in the session.""" + + filename: str + """The filename relative to `/mnt/data`.""" + + size_in_bytes: int + """The size of the file in bytes.""" + + @property + def full_path(self) -> str: + """Get the full path of the file.""" + return f"/mnt/data/{self.filename}" + + @staticmethod + def from_dict(data: dict) -> "RemoteFileMetadata": + """Create a RemoteFileMetadata object from a dictionary.""" + properties = data.get("properties", {}) + return RemoteFileMetadata( + filename=properties.get("filename"), + size_in_bytes=properties.get("size"), + ) + + +class SessionsPythonREPLTool(BaseTool): + """A tool for running Python code in an Azure Container Apps dynamic sessions + code interpreter. + + Example: + + .. code-block:: python + from langchain_azure_dynamic_sessions import SessionsPythonREPLTool + tool = SessionsPythonREPLTool(pool_management_endpoint="...") + result = tool.run("6 * 7") + """ + + name: str = "Python_REPL" + description: str = ( + "A Python shell. Use this to execute python commands " + "when you need to perform calculations or computations. " + "Input should be a valid python command. " + "Returns a JSON object with the result, stdout, and stderr. " + ) + + sanitize_input: bool = True + """Whether to sanitize input to the python REPL.""" + + pool_management_endpoint: str + """The management endpoint of the session pool. Should end with a '/'.""" + + access_token_provider: Callable[ + [], Optional[str] + ] = _access_token_provider_factory() + """A function that returns the access token to use for the session pool.""" + + session_id: str = str(uuid4()) + """The session ID to use for the code interpreter. Defaults to a random UUID.""" + + def _build_url(self, path: str) -> str: + pool_management_endpoint = self.pool_management_endpoint + if not pool_management_endpoint: + raise ValueError("pool_management_endpoint is not set") + if not pool_management_endpoint.endswith("/"): + pool_management_endpoint += "/" + encoded_session_id = urllib.parse.quote(self.session_id) + query = f"identifier={encoded_session_id}&api-version=2024-02-02-preview" + query_separator = "&" if "?" in pool_management_endpoint else "?" + full_url = pool_management_endpoint + path + query_separator + query + return full_url + + def execute(self, python_code: str) -> Any: + """Execute Python code in the session.""" + + if self.sanitize_input: + python_code = _sanitize_input(python_code) + + access_token = self.access_token_provider() + api_url = self._build_url("code/execute") + headers = { + "Authorization": f"Bearer {access_token}", + "Content-Type": "application/json", + "User-Agent": USER_AGENT, + } + body = { + "properties": { + "codeInputType": "inline", + "executionType": "synchronous", + "code": python_code, + } + } + + response = requests.post(api_url, headers=headers, json=body) + response.raise_for_status() + response_json = response.json() + properties = response_json.get("properties", {}) + return properties + + def _run(self, python_code: str) -> Any: + response = self.execute(python_code) + + # if the result is an image, remove the base64 data + result = response.get("result") + if isinstance(result, dict): + if result.get("type") == "image" and "base64_data" in result: + result.pop("base64_data") + + return json.dumps( + { + "result": result, + "stdout": response.get("stdout"), + "stderr": response.get("stderr"), + }, + indent=2, + ) + + def upload_file( + self, + *, + data: Optional[BinaryIO] = None, + remote_file_path: Optional[str] = None, + local_file_path: Optional[str] = None, + ) -> RemoteFileMetadata: + """Upload a file to the session. + + Args: + data: The data to upload. + remote_file_path: The path to upload the file to, relative to + `/mnt/data`. If local_file_path is provided, this is defaulted + to its filename. + local_file_path: The path to the local file to upload. + + Returns: + RemoteFileMetadata: The metadata for the uploaded file + """ + + if data and local_file_path: + raise ValueError("data and local_file_path cannot be provided together") + + if data: + file_data = data + elif local_file_path: + if not remote_file_path: + remote_file_path = os.path.basename(local_file_path) + file_data = open(local_file_path, "rb") + + access_token = self.access_token_provider() + api_url = self._build_url("files/upload") + headers = { + "Authorization": f"Bearer {access_token}", + "User-Agent": USER_AGENT, + } + files = [("file", (remote_file_path, file_data, "application/octet-stream"))] + + response = requests.request( + "POST", api_url, headers=headers, data={}, files=files + ) + response.raise_for_status() + + response_json = response.json() + return RemoteFileMetadata.from_dict(response_json["value"][0]) + + def download_file( + self, *, remote_file_path: str, local_file_path: Optional[str] = None + ) -> BinaryIO: + """Download a file from the session. + + Args: + remote_file_path: The path to download the file from, + relative to `/mnt/data`. + local_file_path: The path to save the downloaded file to. + If not provided, the file is returned as a BufferedReader. + + Returns: + BinaryIO: The data of the downloaded file. + """ + access_token = self.access_token_provider() + encoded_remote_file_path = urllib.parse.quote(remote_file_path) + api_url = self._build_url(f"files/content/{encoded_remote_file_path}") + headers = { + "Authorization": f"Bearer {access_token}", + "User-Agent": USER_AGENT, + } + + response = requests.get(api_url, headers=headers) + response.raise_for_status() + + if local_file_path: + with open(local_file_path, "wb") as f: + f.write(response.content) + + return BytesIO(response.content) + + def list_files(self) -> List[RemoteFileMetadata]: + """List the files in the session. + + Returns: + list[RemoteFileMetadata]: The metadata for the files in the session + """ + access_token = self.access_token_provider() + api_url = self._build_url("files") + headers = { + "Authorization": f"Bearer {access_token}", + "User-Agent": USER_AGENT, + } + + response = requests.get(api_url, headers=headers) + response.raise_for_status() + + response_json = response.json() + return [RemoteFileMetadata.from_dict(entry) for entry in response_json["value"]] diff --git a/libs/partners/azure-dynamic-sessions/poetry.lock b/libs/partners/azure-dynamic-sessions/poetry.lock new file mode 100644 index 00000000000..c94117300f4 --- /dev/null +++ b/libs/partners/azure-dynamic-sessions/poetry.lock @@ -0,0 +1,2055 @@ +# This file is automatically @generated by Poetry 1.7.1 and should not be changed by hand. + +[[package]] +name = "annotated-types" +version = "0.6.0" +description = "Reusable constraint types to use with typing.Annotated" +optional = false +python-versions = ">=3.8" +files = [ + {file = 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+[package.extras] +docs = ["furo", "jaraco.packaging (>=9.3)", "jaraco.tidelift (>=1.4)", "rst.linker (>=1.9)", "sphinx (>=3.5)", "sphinx-lint"] +testing = ["big-O", "jaraco.functools", "jaraco.itertools", "more-itertools", "pytest (>=6)", "pytest-checkdocs (>=2.4)", "pytest-cov", "pytest-enabler (>=2.2)", "pytest-ignore-flaky", "pytest-mypy", "pytest-ruff (>=0.2.1)"] + +[metadata] +lock-version = "2.0" +python-versions = ">=3.8.1,<4.0" +content-hash = "5e7fa98865844f576b41675b558b9c2adfd50a6810efec4d92c2bdd39e478f00" diff --git a/libs/partners/azure-dynamic-sessions/pyproject.toml b/libs/partners/azure-dynamic-sessions/pyproject.toml new file mode 100644 index 00000000000..53e5c7f54bb --- /dev/null +++ b/libs/partners/azure-dynamic-sessions/pyproject.toml @@ -0,0 +1,104 @@ +[tool.poetry] +name = "langchain-azure-dynamic-sessions" +version = "0.1.0rc0" +description = "An integration package connecting Azure Container Apps dynamic sessions and LangChain" +authors = [] +readme = "README.md" +repository = "https://github.com/langchain-ai/langchain" +license = "MIT" + +[tool.poetry.urls] +"Source Code" = "https://github.com/langchain-ai/langchain/tree/master/libs/partners/azure-dynamic-sessions" + +[tool.poetry.dependencies] +python = ">=3.8.1,<4.0" +langchain-core = "^0.1.52" +azure-identity = "^1.16.0" +requests = "^2.31.0" + +[tool.poetry.group.test] +optional = true + +[tool.poetry.group.test.dependencies] +pytest = "^7.3.0" +freezegun = "^1.2.2" +pytest-mock = "^3.10.0" +syrupy = "^4.0.2" +pytest-watcher = "^0.3.4" +pytest-asyncio = "^0.21.1" +langchain-core = {path = "../../core", develop = true} +python-dotenv = "^1.0.1" + +[tool.poetry.group.test_integration] +optional = true + +[tool.poetry.group.test_integration.dependencies] +pytest = "^7.3.0" +python-dotenv = "^1.0.1" + +[tool.poetry.group.codespell] +optional = true + +[tool.poetry.group.codespell.dependencies] +codespell = "^2.2.0" + +[tool.poetry.group.lint] +optional = true + +[tool.poetry.group.lint.dependencies] +ruff = "^0.1.5" +python-dotenv = "^1.0.1" +pytest = "^7.3.0" + +[tool.poetry.group.typing.dependencies] +mypy = "^0.991" +langchain-core = {path = "../../core", develop = true} +types-requests = "^2.31.0.20240406" + +[tool.poetry.group.dev] +optional = true + +[tool.poetry.group.dev.dependencies] +langchain-core = {path = "../../core", develop = true} +ipykernel = "^6.29.4" +langchain-openai = {path = "../openai", develop = true} +langchainhub = "^0.1.15" + +[tool.ruff] +select = [ + "E", # pycodestyle + "F", # pyflakes + "I", # isort +] + +[tool.mypy] +disallow_untyped_defs = "True" + +[tool.coverage.run] +omit = [ + "tests/*", +] + +[build-system] +requires = ["poetry-core>=1.0.0"] +build-backend = "poetry.core.masonry.api" + +[tool.pytest.ini_options] +# --strict-markers will raise errors on unknown marks. +# https://docs.pytest.org/en/7.1.x/how-to/mark.html#raising-errors-on-unknown-marks +# +# https://docs.pytest.org/en/7.1.x/reference/reference.html +# --strict-config any warnings encountered while parsing the `pytest` +# section of the configuration file raise errors. +# +# https://github.com/tophat/syrupy +# --snapshot-warn-unused Prints a warning on unused snapshots rather than fail the test suite. +addopts = "--snapshot-warn-unused --strict-markers --strict-config --durations=5" +# Registering custom markers. +# https://docs.pytest.org/en/7.1.x/example/markers.html#registering-markers +markers = [ + "requires: mark tests as requiring a specific library", + "asyncio: mark tests as requiring asyncio", + "compile: mark placeholder test used to compile integration tests without running them", +] +asyncio_mode = "auto" diff --git a/libs/partners/azure-dynamic-sessions/scripts/check_imports.py b/libs/partners/azure-dynamic-sessions/scripts/check_imports.py new file mode 100644 index 00000000000..fd21a4975b7 --- /dev/null +++ b/libs/partners/azure-dynamic-sessions/scripts/check_imports.py @@ -0,0 +1,17 @@ +import sys +import traceback +from importlib.machinery import SourceFileLoader + +if __name__ == "__main__": + files = sys.argv[1:] + has_failure = False + for file in files: + try: + SourceFileLoader("x", file).load_module() + except Exception: + has_faillure = True + print(file) + traceback.print_exc() + print() + + sys.exit(1 if has_failure else 0) diff --git a/libs/partners/azure-dynamic-sessions/scripts/check_pydantic.sh b/libs/partners/azure-dynamic-sessions/scripts/check_pydantic.sh new file mode 100755 index 00000000000..06b5bb81ae2 --- /dev/null +++ b/libs/partners/azure-dynamic-sessions/scripts/check_pydantic.sh @@ -0,0 +1,27 @@ +#!/bin/bash +# +# This script searches for lines starting with "import pydantic" or "from pydantic" +# in tracked files within a Git repository. +# +# Usage: ./scripts/check_pydantic.sh /path/to/repository + +# Check if a path argument is provided +if [ $# -ne 1 ]; then + echo "Usage: $0 /path/to/repository" + exit 1 +fi + +repository_path="$1" + +# Search for lines matching the pattern within the specified repository +result=$(git -C "$repository_path" grep -E '^import pydantic|^from pydantic') + +# Check if any matching lines were found +if [ -n "$result" ]; then + echo "ERROR: The following lines need to be updated:" + echo "$result" + echo "Please replace the code with an import from langchain_core.pydantic_v1." + echo "For example, replace 'from pydantic import BaseModel'" + echo "with 'from langchain_core.pydantic_v1 import BaseModel'" + exit 1 +fi diff --git a/libs/partners/azure-dynamic-sessions/scripts/lint_imports.sh b/libs/partners/azure-dynamic-sessions/scripts/lint_imports.sh new file mode 100755 index 00000000000..695613c7ba8 --- /dev/null +++ b/libs/partners/azure-dynamic-sessions/scripts/lint_imports.sh @@ -0,0 +1,17 @@ +#!/bin/bash + +set -eu + +# Initialize a variable to keep track of errors +errors=0 + +# make sure not importing from langchain or langchain_experimental +git --no-pager grep '^from langchain\.' . && errors=$((errors+1)) +git --no-pager grep '^from langchain_experimental\.' . && errors=$((errors+1)) + +# Decide on an exit status based on the errors +if [ "$errors" -gt 0 ]; then + exit 1 +else + exit 0 +fi diff --git a/libs/partners/azure-dynamic-sessions/tests/__init__.py b/libs/partners/azure-dynamic-sessions/tests/__init__.py new file mode 100644 index 00000000000..e69de29bb2d diff --git a/libs/partners/azure-dynamic-sessions/tests/integration_tests/__init__.py b/libs/partners/azure-dynamic-sessions/tests/integration_tests/__init__.py new file mode 100644 index 00000000000..e69de29bb2d diff --git a/libs/partners/azure-dynamic-sessions/tests/integration_tests/data/testdata.txt b/libs/partners/azure-dynamic-sessions/tests/integration_tests/data/testdata.txt new file mode 100644 index 00000000000..2211df3faee --- /dev/null +++ b/libs/partners/azure-dynamic-sessions/tests/integration_tests/data/testdata.txt @@ -0,0 +1 @@ +test file content \ No newline at end of file diff --git a/libs/partners/azure-dynamic-sessions/tests/integration_tests/test_compile.py b/libs/partners/azure-dynamic-sessions/tests/integration_tests/test_compile.py new file mode 100644 index 00000000000..33ecccdfa0f --- /dev/null +++ b/libs/partners/azure-dynamic-sessions/tests/integration_tests/test_compile.py @@ -0,0 +1,7 @@ +import pytest + + +@pytest.mark.compile +def test_placeholder() -> None: + """Used for compiling integration tests without running any real tests.""" + pass diff --git a/libs/partners/azure-dynamic-sessions/tests/integration_tests/test_end_to_end.py b/libs/partners/azure-dynamic-sessions/tests/integration_tests/test_end_to_end.py new file mode 100644 index 00000000000..9cdb106f956 --- /dev/null +++ b/libs/partners/azure-dynamic-sessions/tests/integration_tests/test_end_to_end.py @@ -0,0 +1,68 @@ +import json +import os +from io import BytesIO + +import dotenv + +from langchain_azure_dynamic_sessions import SessionsPythonREPLTool + +dotenv.load_dotenv() + +POOL_MANAGEMENT_ENDPOINT = os.getenv("AZURE_DYNAMIC_SESSIONS_POOL_MANAGEMENT_ENDPOINT") +TEST_DATA_PATH = os.path.join(os.path.dirname(__file__), "data", "testdata.txt") +TEST_DATA_CONTENT = open(TEST_DATA_PATH, "rb").read() + + +def test_end_to_end() -> None: + tool = SessionsPythonREPLTool(pool_management_endpoint=POOL_MANAGEMENT_ENDPOINT) + result = tool.run("print('hello world')\n1 + 1") + assert json.loads(result) == { + "result": 2, + "stdout": "hello world\n", + "stderr": "", + } + + # upload file content + uploaded_file1_metadata = tool.upload_file( + remote_file_path="test1.txt", data=BytesIO(b"hello world!!!!!") + ) + assert uploaded_file1_metadata.filename == "test1.txt" + assert uploaded_file1_metadata.size_in_bytes == 16 + assert uploaded_file1_metadata.full_path == "/mnt/data/test1.txt" + downloaded_file1 = tool.download_file(remote_file_path="test1.txt") + assert downloaded_file1.read() == b"hello world!!!!!" + + # upload file from buffer + with open(TEST_DATA_PATH, "rb") as f: + uploaded_file2_metadata = tool.upload_file(remote_file_path="test2.txt", data=f) + assert uploaded_file2_metadata.filename == "test2.txt" + downloaded_file2 = tool.download_file(remote_file_path="test2.txt") + assert downloaded_file2.read() == TEST_DATA_CONTENT + + # upload file from disk, specifying remote file path + uploaded_file3_metadata = tool.upload_file( + remote_file_path="test3.txt", local_file_path=TEST_DATA_PATH + ) + assert uploaded_file3_metadata.filename == "test3.txt" + downloaded_file3 = tool.download_file(remote_file_path="test3.txt") + assert downloaded_file3.read() == TEST_DATA_CONTENT + + # upload file from disk, without specifying remote file path + uploaded_file4_metadata = tool.upload_file(local_file_path=TEST_DATA_PATH) + assert uploaded_file4_metadata.filename == os.path.basename(TEST_DATA_PATH) + downloaded_file4 = tool.download_file( + remote_file_path=uploaded_file4_metadata.filename + ) + assert downloaded_file4.read() == TEST_DATA_CONTENT + + # list files + remote_files_metadata = tool.list_files() + assert len(remote_files_metadata) == 4 + remote_file_paths = [metadata.filename for metadata in remote_files_metadata] + expected_filenames = [ + "test1.txt", + "test2.txt", + "test3.txt", + os.path.basename(TEST_DATA_PATH), + ] + assert set(remote_file_paths) == set(expected_filenames) diff --git a/libs/partners/azure-dynamic-sessions/tests/unit_tests/__init__.py b/libs/partners/azure-dynamic-sessions/tests/unit_tests/__init__.py new file mode 100644 index 00000000000..e69de29bb2d diff --git a/libs/partners/azure-dynamic-sessions/tests/unit_tests/test_imports.py b/libs/partners/azure-dynamic-sessions/tests/unit_tests/test_imports.py new file mode 100644 index 00000000000..b39c459182e --- /dev/null +++ b/libs/partners/azure-dynamic-sessions/tests/unit_tests/test_imports.py @@ -0,0 +1,9 @@ +from langchain_azure_dynamic_sessions import __all__ + +EXPECTED_ALL = [ + "SessionsPythonREPLTool", +] + + +def test_all_imports() -> None: + assert sorted(EXPECTED_ALL) == sorted(__all__) diff --git a/libs/partners/azure-dynamic-sessions/tests/unit_tests/test_sessions_python_repl_tool.py b/libs/partners/azure-dynamic-sessions/tests/unit_tests/test_sessions_python_repl_tool.py new file mode 100644 index 00000000000..7d11a8255d6 --- /dev/null +++ b/libs/partners/azure-dynamic-sessions/tests/unit_tests/test_sessions_python_repl_tool.py @@ -0,0 +1,208 @@ +import json +import re +import time +from unittest import mock +from urllib.parse import parse_qs, urlparse + +from azure.core.credentials import AccessToken + +from langchain_azure_dynamic_sessions import SessionsPythonREPLTool +from langchain_azure_dynamic_sessions.tools.sessions import ( + _access_token_provider_factory, +) + +POOL_MANAGEMENT_ENDPOINT = "https://westus2.dynamicsessions.io/subscriptions/00000000-0000-0000-0000-000000000000/resourceGroups/sessions-rg/sessionPools/my-pool" + + +def test_default_access_token_provider_returns_token() -> None: + access_token_provider = _access_token_provider_factory() + with mock.patch( + "azure.identity.DefaultAzureCredential.get_token" + ) as mock_get_token: + mock_get_token.return_value = AccessToken("token_value", 0) + access_token = access_token_provider() + assert access_token == "token_value" + + +def test_default_access_token_provider_returns_cached_token() -> None: + access_token_provider = _access_token_provider_factory() + with mock.patch( + "azure.identity.DefaultAzureCredential.get_token" + ) as mock_get_token: + mock_get_token.return_value = AccessToken( + "token_value", int(time.time() + 1000) + ) + access_token = access_token_provider() + assert access_token == "token_value" + assert mock_get_token.call_count == 1 + + mock_get_token.return_value = AccessToken( + "new_token_value", int(time.time() + 1000) + ) + access_token = access_token_provider() + assert access_token == "token_value" + assert mock_get_token.call_count == 1 + + +def test_default_access_token_provider_refreshes_expiring_token() -> None: + access_token_provider = _access_token_provider_factory() + with mock.patch( + "azure.identity.DefaultAzureCredential.get_token" + ) as mock_get_token: + mock_get_token.return_value = AccessToken("token_value", int(time.time() - 1)) + access_token = access_token_provider() + assert access_token == "token_value" + assert mock_get_token.call_count == 1 + + mock_get_token.return_value = AccessToken( + "new_token_value", int(time.time() + 1000) + ) + access_token = access_token_provider() + assert access_token == "new_token_value" + assert mock_get_token.call_count == 2 + + +@mock.patch("requests.post") +@mock.patch("azure.identity.DefaultAzureCredential.get_token") +def test_code_execution_calls_api( + mock_get_token: mock.MagicMock, mock_post: mock.MagicMock +) -> None: + tool = SessionsPythonREPLTool(pool_management_endpoint=POOL_MANAGEMENT_ENDPOINT) + mock_post.return_value.json.return_value = { + "$id": "1", + "properties": { + "$id": "2", + "status": "Success", + "stdout": "hello world\n", + "stderr": "", + "result": "", + "executionTimeInMilliseconds": 33, + }, + } + mock_get_token.return_value = AccessToken("token_value", int(time.time() + 1000)) + + result = tool.run("print('hello world')") + + assert json.loads(result) == { + "result": "", + "stdout": "hello world\n", + "stderr": "", + } + + api_url = f"{POOL_MANAGEMENT_ENDPOINT}/code/execute" + headers = { + "Authorization": "Bearer token_value", + "Content-Type": "application/json", + "User-Agent": mock.ANY, + } + body = { + "properties": { + "codeInputType": "inline", + "executionType": "synchronous", + "code": "print('hello world')", + } + } + mock_post.assert_called_once_with(mock.ANY, headers=headers, json=body) + + called_headers = mock_post.call_args.kwargs["headers"] + assert re.match( + r"^langchain-azure-dynamic-sessions/\d+\.\d+\.\d+.* \(Language=Python\)", + called_headers["User-Agent"], + ) + + called_api_url = mock_post.call_args.args[0] + assert called_api_url.startswith(api_url) + + +@mock.patch("requests.post") +@mock.patch("azure.identity.DefaultAzureCredential.get_token") +def test_uses_specified_session_id( + mock_get_token: mock.MagicMock, mock_post: mock.MagicMock +) -> None: + tool = SessionsPythonREPLTool( + pool_management_endpoint=POOL_MANAGEMENT_ENDPOINT, + session_id="00000000-0000-0000-0000-000000000003", + ) + mock_post.return_value.json.return_value = { + "$id": "1", + "properties": { + "$id": "2", + "status": "Success", + "stdout": "", + "stderr": "", + "result": "2", + "executionTimeInMilliseconds": 33, + }, + } + mock_get_token.return_value = AccessToken("token_value", int(time.time() + 1000)) + tool.run("1 + 1") + call_url = mock_post.call_args.args[0] + parsed_url = urlparse(call_url) + call_identifier = parse_qs(parsed_url.query)["identifier"][0] + assert call_identifier == "00000000-0000-0000-0000-000000000003" + + +def test_sanitizes_input() -> None: + tool = SessionsPythonREPLTool(pool_management_endpoint=POOL_MANAGEMENT_ENDPOINT) + with mock.patch("requests.post") as mock_post: + mock_post.return_value.json.return_value = { + "$id": "1", + "properties": { + "$id": "2", + "status": "Success", + "stdout": "", + "stderr": "", + "result": "", + "executionTimeInMilliseconds": 33, + }, + } + tool.run("```python\nprint('hello world')\n```") + body = mock_post.call_args.kwargs["json"] + assert body["properties"]["code"] == "print('hello world')" + + +def test_does_not_sanitize_input() -> None: + tool = SessionsPythonREPLTool( + pool_management_endpoint=POOL_MANAGEMENT_ENDPOINT, sanitize_input=False + ) + with mock.patch("requests.post") as mock_post: + mock_post.return_value.json.return_value = { + "$id": "1", + "properties": { + "$id": "2", + "status": "Success", + "stdout": "", + "stderr": "", + "result": "", + "executionTimeInMilliseconds": 33, + }, + } + tool.run("```python\nprint('hello world')\n```") + body = mock_post.call_args.kwargs["json"] + assert body["properties"]["code"] == "```python\nprint('hello world')\n```" + + +def test_uses_custom_access_token_provider() -> None: + def custom_access_token_provider() -> str: + return "custom_token" + + tool = SessionsPythonREPLTool( + pool_management_endpoint=POOL_MANAGEMENT_ENDPOINT, + access_token_provider=custom_access_token_provider, + ) + + with mock.patch("requests.post") as mock_post: + mock_post.return_value.json.return_value = { + "$id": "1", + "properties": { + "$id": "2", + "status": "Success", + "stdout": "", + "stderr": "", + "result": "", + "executionTimeInMilliseconds": 33, + }, + } + tool.run("print('hello world')") + headers = mock_post.call_args.kwargs["headers"] + assert headers["Authorization"] == "Bearer custom_token"