diff --git a/.devcontainer/Dockerfile b/.devcontainer/Dockerfile index f3397993544..c47fd59898a 100644 --- a/.devcontainer/Dockerfile +++ b/.devcontainer/Dockerfile @@ -2,6 +2,3 @@ FROM mcr.microsoft.com/devcontainers/python:3.12 # Copy binaries from the official COPY --from=ghcr.io/astral-sh/uv:latest /uv /uvx /bin/ - -# Remove after production -RUN pip install --no-cache-dir fastmcp diff --git a/.devcontainer/devcontainer.json b/.devcontainer/devcontainer.json index 82903b8ee52..7a88ec8c584 100644 --- a/.devcontainer/devcontainer.json +++ b/.devcontainer/devcontainer.json @@ -8,7 +8,7 @@ }, "workspaceFolder": "/workspaces", "onCreateCommand": "uv venv .venv --seed", - "postCreateCommand": "REPO_NAME=$(basename $GITHUB_REPOSITORY) && cat $REPO_NAME/.devcontainer/init.sh >> ~/.bashrc && mkdir .vscode && cp $REPO_NAME/.devcontainer/mcp.json .vscode/", + "postCreateCommand": "REPO_NAME=$(basename $GITHUB_REPOSITORY) && cat $REPO_NAME/.devcontainer/init.sh >> ~/.bashrc", "hostRequirements": { "cpus": 16, "memory": "64gb", diff --git a/.devcontainer/mcp.json b/.devcontainer/mcp.json deleted file mode 100644 index 821f1c19f07..00000000000 --- a/.devcontainer/mcp.json +++ /dev/null @@ -1,10 +0,0 @@ -{ - "servers": { - "AAZ Flow": { - "command": "python", - "args": [ - "azure-cli/tools/aaz-flow/src/aaz-flow/main.py" - ], - } - } -} \ No newline at end of file diff --git a/.github/CODEOWNERS b/.github/CODEOWNERS index 9b4c7dd5564..12e6d10f0a0 100644 --- a/.github/CODEOWNERS +++ b/.github/CODEOWNERS @@ -8,7 +8,6 @@ /doc/ @Azure/act-quality-productivity-squad /tools/ @Azure/act-platform-engineering-squad @Azure/act-experience-enablement-squad @Azure/act-codegen-extensibility-squad -/tools/aaz-flow @Azure/act-experience-enablement-squad @Azure/act-codegen-extensibility-squad /scripts/ @Azure/act-platform-engineering-squad @Azure/act-experience-enablement-squad @Azure/act-codegen-extensibility-squad /scripts/live_test @Azure/act-platform-engineering-squad /src/azure-cli-testsdk/ @Azure/act-quality-productivity-squad diff --git a/doc/assets/codespace_copilot.png b/doc/assets/codespace_copilot.png deleted file mode 100644 index 01b6da3ac21..00000000000 Binary files a/doc/assets/codespace_copilot.png and /dev/null differ diff --git a/doc/assets/codespace_mcp.png b/doc/assets/codespace_mcp.png deleted file mode 100644 index fe590daf2b0..00000000000 Binary files a/doc/assets/codespace_mcp.png and /dev/null differ diff --git a/doc/assets/codespace_mcp_start.png b/doc/assets/codespace_mcp_start.png deleted file mode 100644 index 4094282d10e..00000000000 Binary files a/doc/assets/codespace_mcp_start.png and /dev/null differ diff --git a/doc/hands_on_codespace.md b/doc/hands_on_codespace.md index eaf5a18772c..02baef54d74 100644 --- a/doc/hands_on_codespace.md +++ b/doc/hands_on_codespace.md @@ -5,9 +5,6 @@ GitHub Codespace is a great option for developers who prefer to work in containe 2. Above the file list, click **Code** > **Codespaces** > **Create codespace on dev**. ![](https://raw.githubusercontent.com/Azure/azure-cli/refs/heads/dev/doc/assets/codespace_entry.png) -With Codespace, all pre-requisites are installed for you, including the [AAZ Flow MCP server](https://github.com/Azure/azure-cli/tree/dev/tools/aaz-flow). -![](https://raw.githubusercontent.com/Azure/azure-cli/refs/heads/dev/doc/assets/codespace_mcp.png) - ## Authenticate with GitHub Once codespace is created (takes a while), you will see the following prompt in the integrated terminal: ![](https://raw.githubusercontent.com/Azure/azure-cli/refs/heads/dev/doc/assets/codespace_login.png) @@ -51,25 +48,9 @@ When you have completed all the editing in Workspace Editor and clicked EXPORT i Sometimes, the generated code may not fully meet the requirements. In such cases, you'll need to make some customizations based on it. This process can be relatively complex, so please refer to the [relevant documentation](https://azure.github.io/aaz-dev-tools/pages/usage/customization/). ### Test via real-world scenarios -With the help of the AAZ Flow MCP server, you can now generate some test cases. However, no one understands how to design better test scenarios better than you do. Please refer to the [relevant documentation](https://azure.github.io/aaz-dev-tools/pages/usage/command-usage-testing/) to author your own tests. +You understand your test scenarios best. Please refer to the [relevant documentation](https://azure.github.io/aaz-dev-tools/pages/usage/command-usage-testing/) to author your own tests. ### Provide meaningful examples While the codegen tool provides some initial examples, their quality directly impacts the quality of future documentation. Therefore, you should strive for continuous improvement. Please refine your command examples in the Workspace Editor. Once everything is ready, you can raise pull requests in [Azure/azure-cli-extensions](https://github.com/Azure/azure-cli-extensions) and [Azure/aaz](https://github.com/Azure/aaz). - -## Introduction to AAZ Flow -AAZ Flow is the MCP server for the AAZ APIs, enabling pruning of command-line interfaces, implementing custom logic, generating test cases, and more. - -Please note that AAZ Flow is currently in early development. The functionality and available tools are subject to change and expansion as we continue to develop and improve the server. - -### Tools -You can easily start the MCP server within your codespace environment: -![](https://raw.githubusercontent.com/Azure/azure-cli/refs/heads/dev/doc/assets/codespace_mcp_start.png) - -Please setup your Copilot to use the AI features (**Ctrl** + **Alt** + **I** to open a chat): -![](https://raw.githubusercontent.com/Azure/azure-cli/refs/heads/dev/doc/assets/codespace_copilot.png) - -After that, set the mode to `Agent` and the model to `Claude Sonnet`. The following is the use case of the tools: -1. "generate test for chaos module" to generate test cases in _chaos_ module. -2. "generate code for azure cli" to generate models AND codes. diff --git a/tools/aaz-flow/.gitignore b/tools/aaz-flow/.gitignore deleted file mode 100644 index b7faf403d91..00000000000 --- a/tools/aaz-flow/.gitignore +++ /dev/null @@ -1,207 +0,0 @@ -# Byte-compiled / optimized / DLL files -__pycache__/ -*.py[codz] -*$py.class - -# C extensions -*.so - -# Distribution / packaging -.Python -build/ -develop-eggs/ -dist/ -downloads/ -eggs/ -.eggs/ -lib/ -lib64/ -parts/ -sdist/ -var/ -wheels/ -share/python-wheels/ -*.egg-info/ -.installed.cfg -*.egg -MANIFEST - -# PyInstaller -# Usually these files are written by a python script from a template -# before PyInstaller builds the exe, so as to inject date/other infos into it. -*.manifest -*.spec - -# Installer logs -pip-log.txt -pip-delete-this-directory.txt - -# Unit test / coverage reports -htmlcov/ -.tox/ -.nox/ -.coverage -.coverage.* -.cache -nosetests.xml -coverage.xml -*.cover -*.py.cover -.hypothesis/ -.pytest_cache/ -cover/ - -# Translations -*.mo -*.pot - -# Django stuff: -*.log -local_settings.py -db.sqlite3 -db.sqlite3-journal - -# Flask stuff: -instance/ -.webassets-cache - -# Scrapy stuff: -.scrapy - -# Sphinx documentation -docs/_build/ - -# PyBuilder -.pybuilder/ -target/ - -# Jupyter Notebook -.ipynb_checkpoints - -# IPython -profile_default/ -ipython_config.py - -# pyenv -# For a library or package, you might want to ignore these files since the code is -# intended to run in multiple environments; otherwise, check them in: -# .python-version - -# pipenv -# According to pypa/pipenv#598, it is recommended to include Pipfile.lock in version control. -# However, in case of collaboration, if having platform-specific dependencies or dependencies -# having no cross-platform support, pipenv may install dependencies that don't work, or not -# install all needed dependencies. -#Pipfile.lock - -# UV -# Similar to Pipfile.lock, it is generally recommended to include uv.lock in version control. -# This is especially recommended for binary packages to ensure reproducibility, and is more -# commonly ignored for libraries. -#uv.lock - -# poetry -# Similar to Pipfile.lock, it is generally recommended to include poetry.lock in version control. -# This is especially recommended for binary packages to ensure reproducibility, and is more -# commonly ignored for libraries. -# https://python-poetry.org/docs/basic-usage/#commit-your-poetrylock-file-to-version-control -#poetry.lock -#poetry.toml - -# pdm -# Similar to Pipfile.lock, it is generally recommended to include pdm.lock in version control. -# pdm recommends including project-wide configuration in pdm.toml, but excluding .pdm-python. -# https://pdm-project.org/en/latest/usage/project/#working-with-version-control -#pdm.lock -#pdm.toml -.pdm-python -.pdm-build/ - -# pixi -# Similar to Pipfile.lock, it is generally recommended to include pixi.lock in version control. -#pixi.lock -# Pixi creates a virtual environment in the .pixi directory, just like venv module creates one -# in the .venv directory. It is recommended not to include this directory in version control. -.pixi - -# PEP 582; used by e.g. github.com/David-OConnor/pyflow and github.com/pdm-project/pdm -__pypackages__/ - -# Celery stuff -celerybeat-schedule -celerybeat.pid - -# SageMath parsed files -*.sage.py - -# Environments -.env -.envrc -.venv -env/ -venv/ -ENV/ -env.bak/ -venv.bak/ - -# Spyder project settings -.spyderproject -.spyproject - -# Rope project settings -.ropeproject - -# mkdocs documentation -/site - -# mypy -.mypy_cache/ -.dmypy.json -dmypy.json - -# Pyre type checker -.pyre/ - -# pytype static type analyzer -.pytype/ - -# Cython debug symbols -cython_debug/ - -# PyCharm -# JetBrains specific template is maintained in a separate JetBrains.gitignore that can -# be found at https://github.com/github/gitignore/blob/main/Global/JetBrains.gitignore -# and can be added to the global gitignore or merged into this file. For a more nuclear -# option (not recommended) you can uncomment the following to ignore the entire idea folder. -#.idea/ - -# Abstra -# Abstra is an AI-powered process automation framework. -# Ignore directories containing user credentials, local state, and settings. -# Learn more at https://abstra.io/docs -.abstra/ - -# Visual Studio Code -# Visual Studio Code specific template is maintained in a separate VisualStudioCode.gitignore -# that can be found at https://github.com/github/gitignore/blob/main/Global/VisualStudioCode.gitignore -# and can be added to the global gitignore or merged into this file. However, if you prefer, -# you could uncomment the following to ignore the entire vscode folder -# .vscode/ - -# Ruff stuff: -.ruff_cache/ - -# PyPI configuration file -.pypirc - -# Cursor -# Cursor is an AI-powered code editor. `.cursorignore` specifies files/directories to -# exclude from AI features like autocomplete and code analysis. Recommended for sensitive data -# refer to https://docs.cursor.com/context/ignore-files -.cursorignore -.cursorindexingignore - -# Marimo -marimo/_static/ -marimo/_lsp/ -__marimo__/ diff --git a/tools/aaz-flow/CHANGELOG.md b/tools/aaz-flow/CHANGELOG.md deleted file mode 100644 index 86571fbb2e2..00000000000 --- a/tools/aaz-flow/CHANGELOG.md +++ /dev/null @@ -1,17 +0,0 @@ -# Changelog - -All notable changes to this project will be documented in this file. - -The format is based on [Keep a Changelog](https://keepachangelog.com/en/1.0.0/), -and this project adheres to [Semantic Versioning](https://semver.org/spec/v2.0.0.html). - -## [Unreleased] - -[1.0.0] - 2025-10-13 -- Applied `hatchling` as build backend. -- Refined the project structure. - -[0.1.0] - 2025-10-08 -- Added tool for code generation. -- Added tool for test generation. -- Initialized MCP server. diff --git a/tools/aaz-flow/LICENSE b/tools/aaz-flow/LICENSE deleted file mode 100644 index 98767aca074..00000000000 --- a/tools/aaz-flow/LICENSE +++ /dev/null @@ -1,21 +0,0 @@ -MIT License - -Copyright (c) 2025 Microsoft Corporation - -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/tools/aaz-flow/README.md b/tools/aaz-flow/README.md deleted file mode 100644 index d4cf694bd96..00000000000 --- a/tools/aaz-flow/README.md +++ /dev/null @@ -1,15 +0,0 @@ -## AAZ Flow -AAZ Flow is the MCP server for the AAZ APIs, enabling pruning of command-line interfaces, implementing custom logic, generating test cases, and more. - -Please note that AAZ Flow is currently in early development. The functionality and available tools are subject to change and expansion as we continue to develop and improve the server. - -### Tools -You can easily start the MCP server within your codespace environment: -![](https://raw.githubusercontent.com/Azure/azure-cli/refs/heads/dev/doc/assets/codespace_mcp_start.png) - -Please setup your Copilot to use the AI features (**Ctrl** + **Alt** + **I** to open a chat): -![](https://raw.githubusercontent.com/Azure/azure-cli/refs/heads/dev/doc/assets/codespace_copilot.png) - -After that, set the mode to `Agent` and the model to `Claude Sonnet`. The following is the use case of the tools: -1. "generate test for chaos module" to generate test cases in _chaos_ module. -2. "generate code for azure cli" to generate models AND codes. diff --git a/tools/aaz-flow/pyproject.toml b/tools/aaz-flow/pyproject.toml deleted file mode 100644 index 52d81e55a97..00000000000 --- a/tools/aaz-flow/pyproject.toml +++ /dev/null @@ -1,19 +0,0 @@ -[build-system] -requires = ["hatchling"] -build-backend = "hatchling.build" - -[project] -name = "aaz-flow" -version = "1.0.0" -description = "AAZ Flow is the MCP server for the AAZ APIs." -readme = "README.md" -requires-python = ">=3.12" -dependencies = [ - "fastmcp>=2.11.0,<3.0.0" -] - -[tool.hatch.build] -packages = ["src/aaz-flow"] - -[tool.hatch.version] -path = "src/aaz-flow/__init__.py" diff --git a/tools/aaz-flow/src/aaz-flow/__init__.py b/tools/aaz-flow/src/aaz-flow/__init__.py deleted file mode 100644 index d2074374a27..00000000000 --- a/tools/aaz-flow/src/aaz-flow/__init__.py +++ /dev/null @@ -1,5 +0,0 @@ -# -------------------------------------------------------------------------------------------- -# Copyright (c) Microsoft Corporation. All rights reserved. -# Licensed under the MIT License. See License.txt in the project root for license information. -# -------------------------------------------------------------------------------------------- -__version__ = "1.0.0" # https://semver.org/#summary diff --git a/tools/aaz-flow/src/aaz-flow/helpers.py b/tools/aaz-flow/src/aaz-flow/helpers.py deleted file mode 100644 index 16334e133cb..00000000000 --- a/tools/aaz-flow/src/aaz-flow/helpers.py +++ /dev/null @@ -1,421 +0,0 @@ -# -------------------------------------------------------------------------------------------- -# Copyright (c) Microsoft Corporation. All rights reserved. -# Licensed under the MIT License. See License.txt in the project root for license information. -# -------------------------------------------------------------------------------------------- - -import asyncio -import os -import shutil -import sys -from pathlib import Path -from typing import Literal - -from fastmcp import Context -from models import AAZRequest - -paths = { - "aaz": os.getenv("AAZ_PATH", "/workspaces/aaz"), - "cli": os.getenv("CLI_PATH", "/workspaces/azure-cli"), - "cli_extension": os.getenv("CLI_EXTENSION_PATH", "/workspaces/azure-cli-extensions"), - "swagger_path": os.getenv("SWAGGER_PATH", "/workspaces/azure-rest-api-specs"), -} - - -def _resolve_python_candidates() -> list[str]: - """Find available Python executables in order of preference.""" - candidates = [] - venv = os.environ.get("VIRTUAL_ENV") - if venv: - candidates.append(str(Path(venv) / "bin" / "python")) - ws_venv_python = Path("/workspaces/.venv/bin/python") - if ws_venv_python.exists(): - candidates.append(str(ws_venv_python)) - if sys.executable: - candidates.append(sys.executable) - for name in ("python3", "python"): - p = shutil.which(name) - if p: - candidates.append(p) - deduped = [] - seen = set() - for c in candidates: - if c not in seen: - deduped.append(c) - seen.add(c) - return deduped - - -def _resolve_aaz_dev_prefix() -> str: - """Find the correct aaz-dev command to use.""" - for py in _resolve_python_candidates(): - try: - import subprocess - - code = ( - "import importlib.util, sys; " - "spec = importlib.util.find_spec('aaz_dev.__main__'); " - "sys.exit(0 if spec else 1)" - ) - res = subprocess.run( - [py, "-c", code], - stdout=subprocess.PIPE, - stderr=subprocess.PIPE, - text=True, - ) - if res.returncode == 0: - return f"{py} -m aaz_dev" - except Exception: - pass - for maybe in [ - "/workspaces/.venv/bin/aaz-dev", - ( - str(Path(os.environ.get("VIRTUAL_ENV", "")) / "bin" / "aaz-dev") - if os.environ.get("VIRTUAL_ENV") - else None - ), - shutil.which("aaz-dev"), - ]: - if maybe and os.path.exists(maybe): - return maybe - return "aaz-dev" - - -async def fetch_available_services(): - """Retrieve available services by parsing local azure-rest-api-specs/specification directory.""" - spec_path = os.path.join(paths["swagger_path"], "specification") - if not os.path.exists(spec_path): - return ["storage", "compute", "network", "keyvault", "monitor"] - - try: - directories = [ - d - for d in os.listdir(spec_path) - if os.path.isdir(os.path.join(spec_path, d)) - ] - directories.sort() - return directories - except Exception: - return ["storage", "compute", "network", "keyvault", "monitor"] - - -def fetch_tag_and_rp(module_name: str) -> list: - """Extract tags and resource providers from swagger readme.md file.""" - read_me = os.path.join( - paths["swagger_path"], "specification", module_name, "resource-manager", "readme.md" - ) - if not os.path.exists(read_me): - return [] - - tags = [] - try: - with open(read_me, 'r') as f: - for line in f: - line = line.strip() - if line.startswith('### Tag:'): - tag = line.split('### Tag:')[1].strip() - tags.append(tag) - except Exception: - tags = [] - - resource_providers = [] - try: - with open(read_me, 'r') as f: - lines = f.readlines() - for idx, line in enumerate(lines): - if line.strip().startswith('input-file:'): - for next_line in lines[idx+1:]: - next_line = next_line.strip() - if next_line.startswith('-'): - path = next_line.lstrip('-').strip() - parts = path.split('/') - if parts: - resource_providers.append(parts[0]) - elif next_line == "" or next_line.startswith("#"): - continue - else: - break - break - except Exception: - resource_providers = [] - - return [resource_providers, tags] - - -async def _select_option(ctx: Context, options: list, option_type: str) -> str: - if len(options) == 1: - selected = options[0] - await ctx.info(f"Using single {option_type}: {selected}") - return selected - - choice_prompt = await ctx.sample( - f"When the user clicks on the Respond button, the user will receive a list of {option_type}s to choose from." - f"Ask the user in a professional manner to select one {option_type} from the list. " - "The list is provided when they click on the Respond button so do not give any options in the questions itself." - ) - - choice = await ctx.elicit( - message=choice_prompt.text, - response_type=Literal[*options] if options else str - ) - - if choice.action != "accept": - return None - return choice.data - - -async def validate_paths(ctx: Context) -> dict: - """Validate and get correct paths for required directories.""" - await ctx.info("az_cli : Validating local paths...") - await ctx.report_progress(progress=5, total=100) - - combined_check = await ctx.sample( - "Ask the user to confirm if the detected paths for AAZ, Azure CLI, Azure CLI Extensions and Swagger specs are correct. The detected paths are as follows:\n" - f"- AAZ path: `{paths['aaz']}`\n" - f"- Azure CLI path: `{paths['cli']}`\n" - f"- Azure CLI Extensions path: `{paths['cli_extension']}`\n" - f"- Swagger specifications path: `{paths['swagger_path']}`\n" - "If any path is incorrect, ask the user to answer with 'no'." - ) - - check_result = await ctx.elicit( - message=combined_check.text, response_type=Literal["yes", "no"] - ) - - if check_result.action != "accept": - return None - - if check_result.data != "yes": - for i, (key, path) in enumerate(paths.items(), 1): - progress = 5 + (i * 5) - await ctx.report_progress(progress=progress, total=100) - - display_name = key.replace("_", " ") - phrased_question = await ctx.sample( - f"Ask the user to confirm the path for {display_name} directory: {path}. Use `` around the path when displaying it." - ) - check_result = await ctx.elicit( - message=phrased_question.text, response_type=Literal["yes", "no"] - ) - - if check_result.action != "accept": - return None - - if check_result.data == "no": - elicit_question = await ctx.sample( - f"Ask the user to provide the correct path for the {display_name} directory." - ) - new_path_result = await ctx.elicit( - message=elicit_question.text, response_type=str - ) - if new_path_result.action != "accept": - return None - paths[key] = new_path_result.data.strip('"') - await ctx.info(f"az_cli : Updated {display_name} path to: {paths[key]}") - - await ctx.info("az_cli : Verifying path existence...") - await ctx.report_progress(progress=30, total=100) - - for key, path in paths.items(): - if not os.path.exists(path): - raise FileNotFoundError( - f"{key.replace('_', ' ')} path does not exist: {path}" - ) - - await ctx.info("az_cli : Path validation completed.") - await ctx.report_progress(progress=35, total=100) - return paths - - -async def get_name(ctx: Context) -> str: - """Get the extension or module name from user.""" - await ctx.info("az_cli : Fetching available services...") - common_extensions = await fetch_available_services() - await ctx.report_progress(progress=40, total=100) - - choice_prompt = await ctx.sample( - "When the user clicks on the Respond button, the user will receive a list openapi specification resources to choose from." - "This list is fetched directly from the Azure REST API Specs repository. " - "Ask the user in a professional manner to select an openapi specification resource from the list. " - "The list is provided when they click on the Respond button so do not give them any options in the questions itself. " - "The result of this option selection will determine which module's code will be generated for Azure CLI." - "The request to the user should start from Please as the first word." - ) - extension_choice = await ctx.elicit( - message=choice_prompt.text, response_type=Literal[tuple( - common_extensions)] - ) - - if extension_choice.action != "accept": - return None - - if extension_choice.data == "other": - custom_extension = await ctx.elicit( - "Enter custom extension/module name:", response_type=str - ) - if custom_extension.action != "accept": - return None - return custom_extension.data - - return extension_choice.data - - -async def _select_option(ctx: Context, options: list, option_type: str) -> str: - """Helper function to select from options or use single option directly.""" - if len(options) == 1: - selected = options[0] - await ctx.info(f"Using single {option_type}: {selected}") - return selected - - choice_prompt = await ctx.sample( - f"When the user clicks on the Respond button, the user will receive a list of {option_type}s to choose from." - f"Ask the user in a professional manner to select one {option_type} from the list. " - "The list is provided when they click on the Respond button so do not give any options in the questions itself." - ) - - choice = await ctx.elicit( - message=choice_prompt.text, - response_type=Literal[*options] if options else str - ) - - if choice.action != "accept": - return None - return choice.data - - -async def construct_config(ctx: Context, name: str, resource_providers: list, tags: list) -> dict: - """Construct configuration by selecting resource provider and tag.""" - await ctx.info(f"Found resource providers: {resource_providers}") - await ctx.info(f"Found tags: {tags}") - - if not resource_providers or not tags: - await ctx.info("Invalid configuration. Code generation cancelled.") - return {} - - resource_provider = await _select_option(ctx, resource_providers, "resource provider") - if resource_provider is None: - return None - - swagger_tag = await _select_option(ctx, tags, "swagger tag") - if swagger_tag is None: - return None - - await ctx.info( - f"Selected resource provider: {resource_provider}, tag: {swagger_tag}") - - return [resource_provider, swagger_tag] - - -async def run_command( - ctx: Context, command: str, step_name: str, progress_start: int, progress_end: int -): - """Execute a shell command with progress tracking and output logging.""" - await ctx.info(f"az_cli : Starting: {step_name}") - process = await asyncio.create_subprocess_shell( - command, stdout=asyncio.subprocess.PIPE, stderr=asyncio.subprocess.STDOUT - ) - - progress_range = progress_end - progress_start - lines_count = 0 - total_lines_estimate = 50 - - while True: - line = await process.stdout.readline() - if not line: - if process.returncode is not None: - break - await asyncio.sleep(0.1) - continue - lines_count += 1 - await ctx.info(f"az_cli : {line.decode().rstrip()}") - progress = progress_start + min( - progress_range, int( - (lines_count / total_lines_estimate) * progress_range) - ) - await ctx.report_progress(progress, 100) - - await process.wait() - - if process.returncode != 0: - raise RuntimeError(f"{step_name} failed: {command}") - - await ctx.report_progress(progress_end, 100) - await ctx.info(f"az_cli : Completed: {step_name}") - - -async def execute_commands(ctx: Context, paths: dict, request: AAZRequest): - """Execute the AAZ development commands for code generation.""" - aaz_dev = _resolve_aaz_dev_prefix() - await ctx.info(f"az_cli : Using aaz-dev invocation: {aaz_dev}") - - prompt = await ctx.sample( - "Ask the user to provide a name for the generated module/extension. " - "To use the default name, they can simply press Cancel." - ) - - module_name_response = await ctx.elicit(prompt.text, response_type=str) - if module_name_response.action != "accept" or not module_name_response.data: - await ctx.info("No module name provided. The default name will be used.") - module_name = request.name - else: - module_name = module_name_response.data - - cmd = ( - f"{aaz_dev} cli generate " - f"-s {request.name} " - f"-m {module_name}" - ) - - try: - await run_command(ctx, cmd, "Generate CLI code", 80, 100) - except Exception as e: - await ctx.info(f"az_cli : Code generation failed: {str(e)}") - return f"Code generation failed: {str(e)}" - - return "Azure CLI code generation completed successfully!" - - -async def run_code_generation(ctx: Context, name: str, paths: dict): - """Run the complete code generation workflow.""" - resource_providers, tags = fetch_tag_and_rp(name) - if not resource_providers or not tags: - return None, "Code generation cancelled." - - resource_provider, swagger_tag = await construct_config(ctx, name, resource_providers, tags) - - request = AAZRequest( - name=name, - swagger_module_path=os.path.join(paths['swagger_path'], 'specification', name), - resource_provider=resource_provider, - swagger_tag=swagger_tag, - ) - - await execute_commands(ctx, paths, request) - ctx.generated_module = name - - await ctx.info(f"Code generation completed for extension/module '{name}'.") - return name, None - - -async def get_validated_paths(ctx: Context): - """Get and validate all required paths.""" - paths = await validate_paths(ctx) - if not paths: - await ctx.info("Operation cancelled due to invalid paths.") - return None - return paths - - -async def get_module_name(ctx: Context, module_name: str | None = None): - """Get module name from parameter or user input.""" - if not module_name: - response = await ctx.elicit( - "Enter the module/extension name to generate tests for:" - ) - if response.action != "accept" or not response.data: - await ctx.info("Operation cancelled due to missing module name.") - return None - module_name = response.data - else: - await ctx.info(f"Detected generated module: {module_name}") - ctx.generated_module = module_name - return module_name diff --git a/tools/aaz-flow/src/aaz-flow/main.py b/tools/aaz-flow/src/aaz-flow/main.py deleted file mode 100644 index 6671877d0bb..00000000000 --- a/tools/aaz-flow/src/aaz-flow/main.py +++ /dev/null @@ -1,137 +0,0 @@ -# -------------------------------------------------------------------------------------------- -# Copyright (c) Microsoft Corporation. All rights reserved. -# Licensed under the MIT License. See License.txt in the project root for license information. -# -------------------------------------------------------------------------------------------- - -from fastmcp import FastMCP, Context -from helpers import get_name, run_code_generation, get_module_name, get_validated_paths -from testgen import generate_tests - -mcp = FastMCP("AAZ Flow") - -async def run_test_generation(ctx: Context, paths: dict): - await ctx.info("Automatically generating tests for the newly generated module...") - try: - test_result = await generate_tests(ctx, paths) - await ctx.info(f"Automatic test generation result: {test_result}") - except Exception as e: - await ctx.info(f"Automatic test generation failed: {str(e)}") - -async def run_full_generation(ctx: Context, name: str, paths: dict): - await ctx.report_progress(40, 100) - name, error = await run_code_generation(ctx, name, paths) - if error: - return error - await ctx.report_progress(60, 100) - await ctx.report_progress(100, 100) - await run_test_generation(ctx, paths) - return f"Code generation and test generation completed for extension/module '{name}'." - -@mcp.tool( - name="az_cli_generate_help", - description="Explains how to correctly call the az_cli_generate tool.", -) -async def generate_help(ctx: Context): - help_message = { - "tool": "az_cli_generate", - "description": "Generate Azure CLI commands from Swagger specs.", - "parameters": {}, - "usage": "Call with no parameters, e.g. {}", - } - await ctx.info("az_cli_generate_help retrieved.") - return help_message - -@mcp.tool( - name="az_cli_generate_tests_help", - description="Explains how to correctly call the az_cli_generate_tests tool.", -) -async def generate_tests_help(ctx: Context): - help_message = { - "tool": "az_cli_generate_tests", - "description": ( - "Generate tests for the newly generated Azure CLI commands. " - "Should only be called independently if the user has already " - "generated a module/extension or explicitly wants to only generate tests." - ), - "parameters": { - "module_name": "Name of the module/extension to generate tests for" - }, - "usage": "Call with module name parameter, e.g. {'module_name': 'my-extension'}", - } - await ctx.info("az_cli_generate_tests_help retrieved.") - return help_message - -@mcp.tool( - name="az_cli_generate_tests", - description="Generate tests for the newly generated Azure CLI commands.", -) -async def generate_tests_tool(ctx: Context, module_name: str | None = None): - await ctx.info("Initiating Azure CLI test generation workflow.") - - paths = await get_validated_paths(ctx) - if not paths: - return "Test generation cancelled." - - module_name = await get_module_name(ctx, module_name) - if not module_name: - return "Test generation cancelled." - - await run_test_generation(ctx, paths) - - return f"Test generation completed for extension/module '{module_name}'." - -@mcp.tool( - name="az_cli_generate_code_direct_help", - description="Explains how to correctly call the az_cli_generate tool directly if the user has a specific module/extension in mind.", -) -async def generate_code_direct_help(ctx: Context): - help_message = { - "tool": "az_cli_generate_code_direct", - "description": "Generate Azure CLI commands from Swagger specs when the user has a specific module/extension in mind.", - "parameters": { - "module_name": "Name of the module/extension to generate code for" - }, - "usage": "Call with module name parameter, e.g. {'module_name': 'my-extension'}", - } - await ctx.info("az_cli_generate_code_direct_help retrieved.") - return help_message - -@mcp.tool( - name="az_cli_generate_code_direct", - description="Generate Azure CLI commands from Swagger specs when the user has a specific module/extension in mind.", -) -async def generate_code_direct(ctx: Context, module_name: str): - await ctx.info("Initiating Azure CLI code generation workflow with specified module/extension.") - await ctx.report_progress(5, 100) - - paths = await get_validated_paths(ctx) - if not paths: - return "Code generation cancelled." - await ctx.report_progress(20, 100) - - if not module_name: - return "Code generation cancelled." - - return await run_full_generation(ctx, module_name, paths) - -@mcp.tool( - name="az_cli_generate", - description="Generate Azure CLI commands from Swagger specs.", -) -async def generate_code(ctx: Context): - await ctx.info("Initiating Azure CLI code generation workflow.") - await ctx.report_progress(5, 100) - - paths = await get_validated_paths(ctx) - if not paths: - return "Code generation cancelled." - await ctx.report_progress(20, 100) - - name = await get_name(ctx) - if not name: - return "Code generation cancelled." - - return await run_full_generation(ctx, name, paths) - -if __name__ == "__main__": - mcp.run(transport="stdio") diff --git a/tools/aaz-flow/src/aaz-flow/models.py b/tools/aaz-flow/src/aaz-flow/models.py deleted file mode 100644 index 4d2643ca9e5..00000000000 --- a/tools/aaz-flow/src/aaz-flow/models.py +++ /dev/null @@ -1,14 +0,0 @@ -# -------------------------------------------------------------------------------------------- -# Copyright (c) Microsoft Corporation. All rights reserved. -# Licensed under the MIT License. See License.txt in the project root for license information. -# -------------------------------------------------------------------------------------------- - -from dataclasses import dataclass - - -@dataclass -class AAZRequest: - name: str - swagger_module_path: str - resource_provider: str - swagger_tag: str diff --git a/tools/aaz-flow/src/aaz-flow/prompt_templates.py b/tools/aaz-flow/src/aaz-flow/prompt_templates.py deleted file mode 100644 index 7212d055718..00000000000 --- a/tools/aaz-flow/src/aaz-flow/prompt_templates.py +++ /dev/null @@ -1,50 +0,0 @@ -# -------------------------------------------------------------------------------------------- -# Copyright (c) Microsoft Corporation. All rights reserved. -# Licensed under the MIT License. See License.txt in the project root for license information. -# -------------------------------------------------------------------------------------------- - -"""Prompt templates and static guidance for AAZ Flow tools.""" - -IDEAL_STYLE = """ - @ResourceGroupPreparer(name_prefix="cli_test_ag_with_non_v2_sku_", location="westus") - def test_ag_with_non_v2_sku(self): - self.kwargs.update({ - "ag_name": self.create_random_name("ag-", 12), - "port_name": self.create_random_name("port-", 12), - "lisener_name": self.create_random_name("lisener-", 12), - "rule_name": self.create_random_name("rule-", 12), - }) - - self.cmd("network application-gateway create -n {ag_name} -g {rg} --sku WAF_Medium") - - self.kwargs["front_ip"] = self.cmd("network application-gateway show -n {ag_name} -g {rg}").get_output_in_json()["frontendIPConfigurations"][0]["name"] - self.cmd("network application-gateway frontend-port create -n {port_name} -g {rg} --gateway-name {ag_name} --port 8080") - self.cmd("network application-gateway http-listener create -n {lisener_name} -g {rg} --gateway-name {ag_name} --frontend-ip {front_ip} --frontend-port {port_name}") - - self.cmd( - "network application-gateway rule create -n {rule_name} -g {rg} --gateway-name {ag_name} --http-listener {lisener_name}", - checks=[ - self.check("name", "{ag_name}"), - self.check("sku.tier", "WAF") - ] - ) - - self.cmd("network application-gateway delete -n {ag_name} -g {rg}") -""" - -def get_testgen_static_instructions() -> str: - return ( - "You are generating Azure CLI scenario tests for a new module.\n" - "Follow the style used by azure-cli scenario tests. Keep tests idempotent and light.\n" - "Generate tests that achieve at least 80%% coverage of methods and parameters covering primary commands for the target module.\n" - "To understand the primary commands that need to be tested, read through and understand the target module's generated AAZ commands.\n" - "Constraints: \n" - "- Keep tests safe-by-default; avoid destructive operations unless clearly required.\n" - "- Ensure tests can run in parallel without conflicts.\n" - "- If tests are large and can be safely and logically split, create multiple test methods (i.e. avoid a single CRUD test if possible, split it into multiple tests if logically and safely separable).\n" - "- It is highly preferred that all CRUD operations are not coupled in a single test.\n" - "- Output only valid Python code for the test file, nothing else." - ) - - -REF_STYLE_LABEL = "Read and reference the following test files (do not copy verbatim, just follow structure):\n" diff --git a/tools/aaz-flow/src/aaz-flow/testgen.py b/tools/aaz-flow/src/aaz-flow/testgen.py deleted file mode 100644 index 49257a25590..00000000000 --- a/tools/aaz-flow/src/aaz-flow/testgen.py +++ /dev/null @@ -1,240 +0,0 @@ -# -------------------------------------------------------------------------------------------- -# Copyright (c) Microsoft Corporation. All rights reserved. -# Licensed under the MIT License. See License.txt in the project root for license information. -# -------------------------------------------------------------------------------------------- - -from pathlib import Path -import os -import asyncio -import random -from fastmcp import Context -from prompt_templates import get_testgen_static_instructions, REF_STYLE_LABEL, IDEAL_STYLE - - -async def check_module_status(ctx: Context): - await ctx.info("Starting test generation workflow.") - - module_name = getattr(ctx, "generated_module", None) - if not module_name: - response = await ctx.elicit( - "Enter the module/extension name to generate tests for:" - ) - if response.action != "accept" or not response.data: - return "Test generation cancelled." - module_name = response.data - else: - await ctx.info(f"Detected generated module: {module_name}") - - ctx.generated_module = module_name - return module_name - - -def find_test_dir(cli_extension_path: str, module_name: str) -> Path | None: - base = Path(cli_extension_path) / "src" / module_name - for path in base.rglob("tests/latest"): - if path.is_dir(): - return path - return None - - -def extract_generated_examples(module_path: Path) -> dict[str, str]: - examples = {} - for file in module_path.rglob("*.py"): - with open(file, "r", encoding="utf-8") as f: - lines = f.readlines() - inside_docstring = False - i = 0 - while i < len(lines): - line = lines[i] - - if line.strip().startswith(('"""', "'''")): - inside_docstring = not inside_docstring - i += 1 - continue - - if inside_docstring and line.strip().startswith(":example:"): - example_name = line.split(":example:")[1].strip() - command_lines = [] - j = i + 1 - while j < len(lines): - next_line = lines[j] - if next_line.strip().startswith(('"""', "'''")): - break - command_lines.append(next_line.rstrip()) - j += 1 - command = "\n".join(l for l in command_lines if l.strip()) - key = example_name - counter = 1 - while key in examples: - counter += 1 - key = f"{example_name}_{counter}" - examples[key] = command.strip() - i = j - else: - i += 1 - return examples - - -async def check_path_status(ctx: Context, paths: dict): - module_name = await check_module_status(ctx) - if not module_name or "cancelled" in str(module_name).lower(): - return str(module_name), [], None - - aaz_path = Path(f"{paths['cli_extension']}/src/{module_name}") - if not aaz_path.exists(): - return f"AAZ path not found for module '{module_name}'", [], None - - commands = [] - for file in aaz_path.rglob("*.py"): - with open(file, "r", encoding="utf-8") as f: - for line in f: - if line.strip().startswith("def "): - commands.append(line.strip().replace("def ", "").split("(")[0]) - - test_dir = find_test_dir(paths["cli_extension"], module_name) - test_dir.mkdir(parents=True, exist_ok=True) - test_file = test_dir / f"test_{module_name}.py" - return module_name, commands, test_file - - -def build_testgen_prompt( - module_name: str, - commands: list[str], - reference_snippet: str = "", - examples: dict[str, str] | None = None, -) -> str: - parts = [ - get_testgen_static_instructions(), - ( - f"Module name: '{module_name}'. Generate a single test class named " - f"'{module_name.capitalize()}ScenarioTest' deriving from ScenarioTest." - ), - "Discovered AAZ functions (potential commands):\n" + ", ".join(commands), - ] - - if examples: - example_lines = [ - f"{name}: {cmd}" for name, cmd in examples.items() - ] - parts.append("Example commands discovered from docstrings:\n" + "\n".join(example_lines)) - - if reference_snippet: - parts.append(REF_STYLE_LABEL + reference_snippet) - - parts.append("Here is the ideal test style example to follow:\n" + IDEAL_STYLE) - - return "\n\n".join(parts) - - -def strip_code_fences(text: str) -> str: - lines = text.strip().splitlines() - blocks = [] - inside = False - current = [] - - for line in lines: - if line.strip().startswith("```"): - if inside: - blocks.append("\n".join(current).strip()) - current = [] - inside = False - else: - inside = True - elif inside: - current.append(line) - if current: - blocks.append("\n".join(current).strip()) - - if blocks: - return max(blocks, key=len) - return text.strip() - -def strip_shebang(text: str) -> str: - lines = text.strip().splitlines() - if lines and lines[0].startswith("#!"): - return "\n".join(lines[1:]).strip() - return text.strip() - -async def generate_tests(ctx: Context, paths: dict): - module_name, commands, test_file = await check_path_status(ctx, paths) - - if test_file is None and not commands: - return str(module_name) - - if not commands: - return f"No commands found to generate tests for module '{module_name}'." - - reference_snippet = "\n".join( - [ - "azure-cli/src/azure-cli/azure/cli/command_modules/resource/tests/latest/test_resource.py", - "azure-cli/src/azure-cli/azure/cli/command_modules/keyvault/tests/latest/test_keyvault_commands.py", - ] - ) - - extracted_examples = extract_generated_examples( - Path(f"{paths['cli_extension']}/src/{module_name}") - ) - - sampling_prompt = build_testgen_prompt( - module_name, commands, reference_snippet, extracted_examples - ) - max_retries = int(os.getenv("TESTGEN_RETRIES", "5")) - base_delay = float(os.getenv("TESTGEN_RETRY_BASE_DELAY", "2")) - - attempt = 0 - content = "" - last_err = None - while attempt <= max_retries: - try: - if attempt > 0: - await ctx.info( - f"Retrying test generation (attempt {attempt}/{max_retries})..." - ) - sampled = await ctx.sample(sampling_prompt) - raw_content = (getattr(sampled, "text", "") or "").strip() - content = strip_shebang(strip_code_fences(raw_content)) - if content: - break - last_err = RuntimeError("Empty content returned from provider") - raise last_err - except Exception as ex: - last_err = ex - message = str(ex).lower() - retriable = any( - k in message - for k in [ - "rate limit", - "overloaded", - "timeout", - "temporarily unavailable", - "429", - ] - ) - if attempt >= max_retries or not retriable: - break - delay = base_delay * (2**attempt) - delay = min(delay, 30) - jitter = random.uniform(0.7, 1.3) - wait_time = delay * jitter - await ctx.info( - f"Transient error encountered: {ex}. Waiting {wait_time:.1f}s before retry." - ) - await asyncio.sleep(wait_time) - attempt += 1 - continue - - if not content: - if last_err: - return ( - f"Test generation failed after {max_retries} retries for module '{module_name}': " - f"{last_err}" - ) - return ( - f"Test generation failed: no content generated for module '{module_name}'." - ) - - with open(test_file, "w", encoding="utf-8") as f: - f.write(content) - - await ctx.info(f"Generated test file: {test_file}") - return f"Test generation completed for module '{module_name}'." diff --git a/tools/aaz-flow/uv.lock b/tools/aaz-flow/uv.lock deleted file mode 100644 index 20c4c9af5b3..00000000000 --- a/tools/aaz-flow/uv.lock +++ /dev/null @@ -1,1115 +0,0 @@ -version = 1 -revision = 3 -requires-python = ">=3.12" - -[[package]] -name = "aaz-flow" -version = "1.0.0" -source = { editable = "." } -dependencies = [ - { name = "fastmcp" }, -] - -[package.metadata] -requires-dist = [{ name = "fastmcp", specifier = ">=2.11.0,<3.0.0" }] - -[[package]] -name = "annotated-types" -version = "0.7.0" -source = { registry = "https://pypi.org/simple" } -sdist = { url = "https://files.pythonhosted.org/packages/ee/67/531ea369ba64dcff5ec9c3402f9f51bf748cec26dde048a2f973a4eea7f5/annotated_types-0.7.0.tar.gz", hash = "sha256:aff07c09a53a08bc8cfccb9c85b05f1aa9a2a6f23728d790723543408344ce89", size = 16081, upload-time = "2024-05-20T21:33:25.928Z" } -wheels = [ - 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