updated builds and release pipeline setup (without pypi publish) (#219)

* updated builds and release pipeline setup (without pypi publish)

* add label prefix action

* updated uv versions

* final uv updates

* moved uv version semver into variable
This commit is contained in:
Eduard van Valkenburg
2025-07-24 09:15:00 +02:00
committed by GitHub
Unverified
parent 5e9b24e532
commit 517955ce66
18 changed files with 702 additions and 447 deletions
+72
View File
@@ -0,0 +1,72 @@
name: Label title prefix
on:
issues:
types: [labeled]
pull_request_target:
types: [labeled]
jobs:
add_title_prefix:
name: "Issue/PR: add title prefix"
continue-on-error: true
runs-on: ubuntu-latest
permissions:
issues: write
pull-requests: write
steps:
- uses: actions/github-script@v6
name: "Issue/PR: update title"
with:
github-token: ${{ secrets.GITHUB_TOKEN }}
script: |
let prefixLabels = {
"python": "Python",
".NET": ".Net"
};
function addTitlePrefix(title, prefix)
{
// Update the title based on the label and prefix
// Check if the title starts with the prefix (case-sensitive)
if (!title.startsWith(prefix + ": ")) {
// If not, check if the first word is the label (case-insensitive)
if (title.match(new RegExp(`^${prefix}`, 'i'))) {
// If yes, replace it with the prefix (case-sensitive)
title = title.replace(new RegExp(`^${prefix}`, 'i'), prefix);
} else {
// If not, prepend the prefix to the title
title = prefix + ": " + title;
}
}
return title;
}
labelAdded = context.payload.label.name
// Check if the issue or PR has the label
if (labelAdded in prefixLabels) {
let prefix = prefixLabels[labelAdded];
switch(context.eventName) {
case 'issues':
github.rest.issues.update({
issue_number: context.issue.number,
owner: context.repo.owner,
repo: context.repo.repo,
title: addTitlePrefix(context.payload.issue.title, prefix)
});
break
case 'pull_request_target':
github.rest.pulls.update({
pull_number: context.issue.number,
owner: context.repo.owner,
repo: context.repo.repo,
title: addTitlePrefix(context.payload.pull_request.title, prefix)
});
break
default:
core.setFailed('Unrecognited eventName: ' + context.eventName);
}
}
+4 -1
View File
@@ -7,6 +7,9 @@ on:
paths:
- "python/**"
env:
UV_SEMVER: "0.8.x"
jobs:
pre-commit:
name: Checks
@@ -29,7 +32,7 @@ jobs:
- name: Set up uv
uses: astral-sh/setup-uv@v6
with:
version: "0.7.x"
version: ${{ env.UV_SEMVER }}
enable-cache: true
cache-suffix: ${{ runner.os }}-${{ matrix.python-version }}
cache-dependency-glob: "**/uv.lock"
+4 -3
View File
@@ -13,6 +13,7 @@ env:
# Configure a constant location for the uv cache
UV_CACHE_DIR: /tmp/.uv-cache
RUN_INTEGRATION_TESTS: "true"
UV_SEMVER: "0.8.x"
jobs:
python-tests-main:
@@ -38,7 +39,7 @@ jobs:
- name: Set up uv
uses: astral-sh/setup-uv@v6
with:
version: "0.7.x"
version: ${{ env.UV_SEMVER }}
enable-cache: true
cache-suffix: ${{ runner.os }}-${{ matrix.python-version }}
cache-dependency-glob: "**/uv.lock"
@@ -91,7 +92,7 @@ jobs:
- name: Set up uv
uses: astral-sh/setup-uv@v6
with:
version: "0.7.x"
version: ${{ env.UV_SEMVER }}
enable-cache: true
cache-suffix: ${{ runner.os }}-${{ matrix.python-version }}
cache-dependency-glob: "**/uv.lock"
@@ -151,7 +152,7 @@ jobs:
- name: Set up uv
uses: astral-sh/setup-uv@v6
with:
version: "0.7.x"
version: ${{ env.UV_SEMVER }}
enable-cache: true
cache-suffix: ${{ runner.os }}-${{ matrix.python-version }}
cache-dependency-glob: "**/uv.lock"
+60
View File
@@ -0,0 +1,60 @@
name: Python - Build Release Assets
on:
release:
types: [published]
permissions:
contents: write
id-token: write
env:
UV_SEMVER: "0.8.x"
jobs:
python-build-assets:
if: github.event_name == 'release' && startsWith(github.event.release.tag_name, 'python-')
name: Python Build Assets and add to Release
runs-on: ubuntu-latest
environment: "integration"
env:
UV_PYTHON: "3.13"
defaults:
run:
working-directory: python
steps:
- uses: actions/checkout@v4
- name: Set up uv
uses: astral-sh/setup-uv@v6
with:
version: ${{ env.UV_SEMVER }}
enable-cache: true
cache-suffix: ${{ runner.os }}-${{ env.UV_PYTHON }}
cache-dependency-glob: "**/uv.lock"
- name: Set environment variables
run: |
# Extract package name from tag (format: python-<package>-<version>)
TAG="${{ github.event.release.tag_name }}"
PACKAGE=$(echo "$TAG" | sed 's/^python-\([^-]*\)-.*$/\1/')
# Validate package exists
if [[ ! -d "packages/$PACKAGE" ]]; then
echo "Error: Package '$PACKAGE' not found in packages/ directory"
echo "Available packages: $(ls packages/)"
exit 1
fi
echo "PACKAGE=$PACKAGE" >> $GITHUB_ENV
echo "Building package: $PACKAGE"
- name: Check version
run: |
echo "Building and uploading Python package version: ${{ github.event.release.tag_name }}"
echo "Package directory: packages/${{ env.PACKAGE }}"
- name: Build the package
run: uv run poe --directory packages/${{ env.PACKAGE }} build
- name: Release
uses: softprops/action-gh-release@v2
with:
files: |
python/dist/*
+2 -1
View File
@@ -8,6 +8,7 @@ on:
env:
# Configure a constant location for the uv cache
UV_CACHE_DIR: /tmp/.uv-cache
UV_SEMVER: "0.8.x"
jobs:
python-tests:
@@ -30,7 +31,7 @@ jobs:
- name: Set up uv
uses: astral-sh/setup-uv@v6
with:
version: "0.7.x"
version: ${{ env.UV_SEMVER }}
enable-cache: true
cache-suffix: ${{ runner.os }}-${{ matrix.python-version }}
cache-dependency-glob: "**/uv.lock"
+226 -24
View File
@@ -1,33 +1,235 @@
# Project
# Get Started with Microsoft Agent Framework
> This repo has been populated by an initial template to help get you started. Please
> make sure to update the content to build a great experience for community-building.
Highlights
- Flexible Agent Framework: build, orchestrate, and deploy AI agents and multi-agent systems
- Multi-Agent Orchestration: Group chat, sequential, concurrent, and handoff patterns
- Plugin Ecosystem: Extend with native functions, OpenAPI, Model Context Protocol (MCP), and more
- LLM Support: OpenAI, Azure OpenAI, Azure AI Foundry, and more
- Runtime Support: In-process and distributed agent execution
- Multimodal: Text, vision, and function calling
- Cross-Platform: .NET and Python implementations
As the maintainer of this project, please make a few updates:
## Quick Install
- Improving this README.MD file to provide a great experience
- Updating SUPPORT.MD with content about this project's support experience
- Understanding the security reporting process in SECURITY.MD
- Remove this section from the README
```bash
pip install agent-framework
# Optional: Add Azure integration
pip install agent-framework[azure]
# Optional: Add Foundry integration
pip install agent-framework[foundry]
# Optional: Both
pip install agent-framework[azure,foundry]
```
## Contributing
Supported Platforms:
- Python: 3.10+
- OS: Windows, macOS, Linux
This project welcomes contributions and suggestions. Most contributions require you to agree to a
Contributor License Agreement (CLA) declaring that you have the right to, and actually do, grant us
the rights to use your contribution. For details, visit https://cla.opensource.microsoft.com.
## 1. Setup API Keys
When you submit a pull request, a CLA bot will automatically determine whether you need to provide
a CLA and decorate the PR appropriately (e.g., status check, comment). Simply follow the instructions
provided by the bot. You will only need to do this once across all repos using our CLA.
Set as environment variables, or create a .env file at your project root:
This project has adopted the [Microsoft Open Source Code of Conduct](https://opensource.microsoft.com/codeofconduct/).
For more information see the [Code of Conduct FAQ](https://opensource.microsoft.com/codeofconduct/faq/) or
contact [opencode@microsoft.com](mailto:opencode@microsoft.com) with any additional questions or comments.
```bash
OPENAI_API_KEY=sk-...
OPENAI_CHAT_MODEL_ID=...
...
AZURE_OPENAI_API_KEY=...
AZURE_OPENAI_ENDPOINT=...
AZURE_OPENAI_CHAT_DEPLOYMENT_NAME=...
...
FOUNDRY_PROJECT_ENDPOINT=...
FOUNDRY_MODEL_DEPLOYMENT_NAME=...
```
## Trademarks
You can also override environment variables by explicitly passing configuration parameters to the chat client constructor:
This project may contain trademarks or logos for projects, products, or services. Authorized use of Microsoft
trademarks or logos is subject to and must follow
[Microsoft's Trademark & Brand Guidelines](https://www.microsoft.com/en-us/legal/intellectualproperty/trademarks/usage/general).
Use of Microsoft trademarks or logos in modified versions of this project must not cause confusion or imply Microsoft sponsorship.
Any use of third-party trademarks or logos are subject to those third-party's policies.
```python
from agent_framework.azure import AzureChatClient
chat_client = AzureChatClient(
api_key=...,
endpoint=...,
deployment_name=...,
api_version=...,
)
```
See the following [setup guide](https://github.com/microsoft/agent-framework/tree/main/python/samples/getting_started) for more information.
## 2. Create a Simple Agent
Create agents and invoke them directly:
```python
import asyncio
from agent_framework import ChatClientAgent
from agent_framework.openai import OpenAIChatClient
async def main():
agent = ChatClientAgent(
chat_client=OpenAIChatClient(),
instructions="""
1) A robot may not injure a human being...
2) A robot must obey orders given it by human beings...
3) A robot must protect its own existence...
Give me the TLDR in exactly 5 words.
"""
)
result = await agent.run("Summarize the Three Laws of Robotics")
print(result)
asyncio.run(main())
# Output: Protect humans, obey, self-preserve, prioritized.
```
## 3. Directly Use Chat Clients (No Agent Required)
You can use the chat client classes directly for advanced workflows:
```python
import asyncio
from agent_framework.openai import OpenAIChatClient
from agent_framework import ChatMessage, ChatRole
async def main():
client = OpenAIChatClient()
messages = [
ChatMessage(role=ChatRole.SYSTEM, text="You are a helpful assistant."),
ChatMessage(role=ChatRole.USER, text="Write a haiku about Agent Framework.")
]
response = await client.get_response(messages)
print(response.messages[0].text)
"""
Output:
Agents work in sync,
Framework threads through each task—
Code sparks collaboration.
"""
asyncio.run(main())
```
## 4. Build an Agent with Tools and Functions
Enhance your agent with custom tools and function calling:
```python
import asyncio
from typing import Annotated
from random import randint
from pydantic import Field
from agent_framework import ChatClientAgent
from agent_framework.openai import OpenAIChatClient
def get_weather(
location: Annotated[str, Field(description="The location to get the weather for.")],
) -> str:
"""Get the weather for a given location."""
conditions = ["sunny", "cloudy", "rainy", "stormy"]
return f"The weather in {location} is {conditions[randint(0, 3)]} with a high of {randint(10, 30)}°C."
def get_menu_specials() -> str:
"""Get today's menu specials."""
return """
Special Soup: Clam Chowder
Special Salad: Cobb Salad
Special Drink: Chai Tea
"""
async def main():
agent = ChatClientAgent(
chat_client=OpenAIChatClient(),
instructions="You are a helpful assistant that can provide weather and restaurant information.",
tools=[get_weather, get_menu_specials]
)
response = await agent.run("What's the weather in Amsterdam and what are today's specials?")
print(response)
"""
Output:
The weather in Amsterdam is sunny with a high of 22°C. Today's specials include
Clam Chowder soup, Cobb Salad, and Chai Tea as the special drink.
"""
if __name__ == "__main__":
asyncio.run(main())
```
You can explore additional agent samples [here](https://github.com/microsoft/agent-framework/tree/main/python/samples/getting_started/agents).
## 5. Multi-Agent Orchestration
Coordinate multiple agents to collaborate on complex tasks using orchestration patterns:
```python
import asyncio
from agent_framework import ChatClientAgent
from agent_framework.openai import OpenAIChatClient
async def main():
# Create specialized agents
writer = ChatClientAgent(
chat_client=OpenAIChatClient(),
name="Writer",
instructions="You are a creative content writer. Generate and refine slogans based on feedback."
)
reviewer = ChatClientAgent(
chat_client=OpenAIChatClient(),
name="Reviewer",
instructions="You are a critical reviewer. Provide detailed feedback on proposed slogans."
)
# Sequential workflow: Writer creates, Reviewer provides feedback
task = "Create a slogan for a new electric SUV that is affordable and fun to drive."
# Step 1: Writer creates initial slogan
initial_result = await writer.run(task)
print(f"Writer: {initial_result}")
# Step 2: Reviewer provides feedback
feedback_request = f"Please review this slogan: {initial_result}"
feedback = await reviewer.run(feedback_request)
print(f"Reviewer: {feedback}")
# Step 3: Writer refines based on feedback
refinement_request = f"Please refine this slogan based on the feedback: {initial_result}\nFeedback: {feedback}"
final_result = await writer.run(refinement_request)
print(f"Final Slogan: {final_result}")
# Example Output:
# Writer: "Charge Forward: Affordable Adventure Awaits!"
# Reviewer: "Good energy, but 'Charge Forward' is overused in EV marketing..."
# Final Slogan: "Power Up Your Adventure: Premium Feel, Smart Price!"
if __name__ == "__main__":
asyncio.run(main())
```
**Note**: Advanced orchestration patterns like GroupChat, Sequential, and Concurrent orchestrations are coming soon.
## More Examples & Samples
- [Getting Started with Agents](https://github.com/microsoft/agent-framework/tree/main/python/samples/getting_started/agents): Basic agent creation and tool usage
- [Chat Client Examples](https://github.com/microsoft/agent-framework/tree/main/python/samples/getting_started/chat_client): Direct chat client usage patterns
- [Azure Integration](https://github.com/microsoft/agent-framework/tree/main/python/packages/azure): Azure OpenAI and AI Foundry integration
- [.NET Orchestration Samples](https://github.com/microsoft/agent-framework/tree/main/dotnet/samples/GettingStarted/Orchestration): Advanced multi-agent patterns (.NET)
## Agent Framework Documentation
- [Agent Framework Repository](https://github.com/microsoft/agent-framework)
- [Python Package Documentation](https://github.com/microsoft/agent-framework/tree/main/python)
- [.NET Package Documentation](https://github.com/microsoft/agent-framework/tree/main/dotnet)
- [Design Documents](https://github.com/microsoft/agent-framework/tree/main/docs/design)
- Learn docs are coming soon.
@@ -13,4 +13,5 @@ myst:
python/agent_framework
python/agent_framework.exceptions
python/agent_framework.openai
```
+9
View File
@@ -0,0 +1,9 @@
# Get Started with Microsoft Agent Framework Azure
Please install this package as the extra for `agent-framework`:
```bash
pip install agent-framework[azure]
```
and see the [README](https://github.com/microsoft/agent-framework/tree/main/python/README.md) for more information.
+3 -40
View File
@@ -5,7 +5,7 @@ authors = [{ name = "Microsoft", email = "SK-Support@microsoft.com"}]
readme = "README.md"
requires-python = ">=3.10"
version = "0.1.0b1"
license = {file = "../../LICENSE"}
license-files = ["LICENSE"]
urls.homepage = "https://learn.microsoft.com/en-us/semantic-kernel/overview/"
urls.source = "https://github.com/microsoft/agent-framework/tree/main/python"
urls.release_notes = "https://github.com/microsoft/agent-framework/releases?q=tag%3Apython-1&expanded=true"
@@ -24,44 +24,7 @@ classifiers = [
]
dependencies = [
"agent-framework",
"azure-identity >= 1.13",
"openai>=1.94.0",
]
[dependency-groups]
dev = [
"pre-commit >= 3.7",
"ruff>=0.11.8",
"pytest>=8.4.1",
"pytest-asyncio>=1.0.0",
"pytest-cov>=6.2.1",
"pytest-xdist[psutil]>=3.8.0",
"pytest-timeout>=2.3.1",
"mypy>=1.16.1",
"pyright>=1.1.402",
#tasks
"poethepoet>=0.36.0",
"rich",
"tomli",
"tomli-w",
"markdownify",
# Documentation
"myst-nb==1.1.2",
"pydata-sphinx-theme==0.16.0",
"sphinx-copybutton",
"sphinx-design",
"sphinx",
"sphinxcontrib-apidoc",
"autodoc_pydantic~=2.2",
"pygments",
"sphinxext-rediraffe",
"opentelemetry-instrumentation-openai",
"markdown-it-py[linkify]",
# Documentation tooling
"diskcache",
"redis",
"sphinx-autobuild",
"azure-identity >= 1.13"
]
[tool.uv]
@@ -117,5 +80,5 @@ module-name = "agent_framework_azure"
module-root = ""
[build-system]
requires = ["uv_build>=0.7.19,<0.8.0"]
requires = ["uv_build>=0.8.2,<0.9.0"]
build-backend = "uv_build"
+21
View File
@@ -0,0 +1,21 @@
MIT License
Copyright (c) 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
+9
View File
@@ -0,0 +1,9 @@
# Get Started with Microsoft Agent Framework Foundry
Please install this package as the extra for `agent-framework`:
```bash
pip install agent-framework[foundry]
```
and see the [README](https://github.com/microsoft/agent-framework/tree/main/python/README.md) for more information.
+2 -38
View File
@@ -5,7 +5,7 @@ authors = [{ name = "Microsoft", email = "SK-Support@microsoft.com"}]
readme = "README.md"
requires-python = ">=3.10"
version = "0.1.0b1"
license = {file = "../../LICENSE"}
license-files = ["LICENSE"]
urls.homepage = "https://learn.microsoft.com/en-us/semantic-kernel/overview/"
urls.source = "https://github.com/microsoft/agent-framework/tree/main/python"
urls.release_notes = "https://github.com/microsoft/agent-framework/releases?q=tag%3Apython-1&expanded=true"
@@ -29,42 +29,6 @@ dependencies = [
"aiohttp ~= 3.8"
]
[dependency-groups]
dev = [
"pre-commit >= 3.7",
"ruff>=0.11.8",
"pytest>=8.4.1",
"pytest-asyncio>=1.0.0",
"pytest-cov>=6.2.1",
"pytest-xdist[psutil]>=3.8.0",
"pytest-timeout>=2.3.1",
"mypy>=1.16.1",
"pyright>=1.1.402",
#tasks
"poethepoet>=0.36.0",
"rich",
"tomli",
"tomli-w",
"markdownify",
# Documentation
"myst-nb==1.1.2",
"pydata-sphinx-theme==0.16.0",
"sphinx-copybutton",
"sphinx-design",
"sphinx",
"sphinxcontrib-apidoc",
"autodoc_pydantic~=2.2",
"pygments",
"sphinxext-rediraffe",
"opentelemetry-instrumentation-openai",
"markdown-it-py[linkify]",
# Documentation tooling
"diskcache",
"redis",
"sphinx-autobuild",
]
[tool.uv]
prerelease = "if-necessary-or-explicit"
environments = [
@@ -118,5 +82,5 @@ module-name = "agent_framework_foundry"
module-root = ""
[build-system]
requires = ["uv_build>=0.7.19,<0.8.0"]
requires = ["uv_build>=0.8.2,<0.9.0"]
build-backend = "uv_build"
+21
View File
@@ -0,0 +1,21 @@
MIT License
Copyright (c) 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
+232
View File
@@ -0,0 +1,232 @@
# Get Started with Microsoft Agent Framework
Highlights
- Flexible Agent Framework: build, orchestrate, and deploy AI agents and multi-agent systems
- Multi-Agent Orchestration: Group chat, sequential, concurrent, and handoff patterns
- Plugin Ecosystem: Extend with native functions, OpenAPI, Model Context Protocol (MCP), and more
- LLM Support: OpenAI, Azure OpenAI, Azure AI Foundry, and more
- Runtime Support: In-process and distributed agent execution
- Multimodal: Text, vision, and function calling
- Cross-Platform: .NET and Python implementations
## Quick Install
```bash
pip install agent-framework
# Optional: Add Azure integration
pip install agent-framework[azure]
# Optional: Add Foundry integration
pip install agent-framework[foundry]
# Optional: Both
pip install agent-framework[azure,foundry]
```
Supported Platforms:
- Python: 3.10+
- OS: Windows, macOS, Linux
## 1. Setup API Keys
Set as environment variables, or create a .env file at your project root:
```bash
OPENAI_API_KEY=sk-...
OPENAI_CHAT_MODEL_ID=...
...
AZURE_OPENAI_API_KEY=...
AZURE_OPENAI_ENDPOINT=...
AZURE_OPENAI_CHAT_DEPLOYMENT_NAME=...
...
FOUNDRY_PROJECT_ENDPOINT=...
FOUNDRY_MODEL_DEPLOYMENT_NAME=...
```
You can also override environment variables by explicitly passing configuration parameters to the chat client constructor:
```python
from agent_framework.azure import AzureChatClient
chat_client = AzureChatClient(
api_key=...,
endpoint=...,
deployment_name=...,
api_version=...,
)
```
See the following [setup guide](https://github.com/microsoft/agent-framework/tree/main/python/samples/getting_started) for more information.
## 2. Create a Simple Agent
Create agents and invoke them directly:
```python
import asyncio
from agent_framework import ChatClientAgent
from agent_framework.openai import OpenAIChatClient
async def main():
agent = ChatClientAgent(
chat_client=OpenAIChatClient(),
instructions="""
1) A robot may not injure a human being...
2) A robot must obey orders given it by human beings...
3) A robot must protect its own existence...
Give me the TLDR in exactly 5 words.
"""
)
result = await agent.run("Summarize the Three Laws of Robotics")
print(result)
asyncio.run(main())
# Output: Protect humans, obey, self-preserve, prioritized.
```
## 3. Directly Use Chat Clients (No Agent Required)
You can use the chat client classes directly for advanced workflows:
```python
import asyncio
from agent_framework.openai import OpenAIChatClient
from agent_framework import ChatMessage, ChatRole
async def main():
client = OpenAIChatClient()
messages = [
ChatMessage(role=ChatRole.SYSTEM, text="You are a helpful assistant."),
ChatMessage(role=ChatRole.USER, text="Write a haiku about Agent Framework.")
]
response = await client.get_response(messages)
print(response.messages[0].text)
"""
Output:
Agents work in sync,
Framework threads through each task—
Code sparks collaboration.
"""
asyncio.run(main())
```
## 4. Build an Agent with Tools and Functions
Enhance your agent with custom tools and function calling:
```python
import asyncio
from typing import Annotated
from random import randint
from pydantic import Field
from agent_framework import ChatClientAgent
from agent_framework.openai import OpenAIChatClient
def get_weather(
location: Annotated[str, Field(description="The location to get the weather for.")],
) -> str:
"""Get the weather for a given location."""
conditions = ["sunny", "cloudy", "rainy", "stormy"]
return f"The weather in {location} is {conditions[randint(0, 3)]} with a high of {randint(10, 30)}°C."
def get_menu_specials() -> str:
"""Get today's menu specials."""
return """
Special Soup: Clam Chowder
Special Salad: Cobb Salad
Special Drink: Chai Tea
"""
async def main():
agent = ChatClientAgent(
chat_client=OpenAIChatClient(),
instructions="You are a helpful assistant that can provide weather and restaurant information.",
tools=[get_weather, get_menu_specials]
)
response = await agent.run("What's the weather in Amsterdam and what are today's specials?")
print(response)
# Output:
# The weather in Amsterdam is sunny with a high of 22°C. Today's specials include
# Clam Chowder soup, Cobb Salad, and Chai Tea as the special drink.
asyncio.run(main())
```
You can explore additional agent samples [here](https://github.com/microsoft/agent-framework/tree/main/python/samples/getting_started/agents).
## 5. Multi-Agent Orchestration
Coordinate multiple agents to collaborate on complex tasks using orchestration patterns:
```python
import asyncio
from agent_framework import ChatClientAgent
from agent_framework.openai import OpenAIChatClient
async def main():
# Create specialized agents
writer = ChatClientAgent(
chat_client=OpenAIChatClient(),
name="Writer",
instructions="You are a creative content writer. Generate and refine slogans based on feedback."
)
reviewer = ChatClientAgent(
chat_client=OpenAIChatClient(),
name="Reviewer",
instructions="You are a critical reviewer. Provide detailed feedback on proposed slogans."
)
# Sequential workflow: Writer creates, Reviewer provides feedback
task = "Create a slogan for a new electric SUV that is affordable and fun to drive."
# Step 1: Writer creates initial slogan
initial_result = await writer.run(task)
print(f"Writer: {initial_result}")
# Step 2: Reviewer provides feedback
feedback_request = f"Please review this slogan: {initial_result}"
feedback = await reviewer.run(feedback_request)
print(f"Reviewer: {feedback}")
# Step 3: Writer refines based on feedback
refinement_request = f"Please refine this slogan based on the feedback: {initial_result}\nFeedback: {feedback}"
final_result = await writer.run(refinement_request)
print(f"Final Slogan: {final_result}")
# Example Output:
# Writer: "Charge Forward: Affordable Adventure Awaits!"
# Reviewer: "Good energy, but 'Charge Forward' is overused in EV marketing..."
# Final Slogan: "Power Up Your Adventure: Premium Feel, Smart Price!"
if __name__ == "__main__":
asyncio.run(main())
```
**Note**: Advanced orchestration patterns like GroupChat, Sequential, and Concurrent orchestrations are coming soon.
## More Examples & Samples
- [Getting Started with Agents](https://github.com/microsoft/agent-framework/tree/main/python/samples/getting_started/agents): Basic agent creation and tool usage
- [Chat Client Examples](https://github.com/microsoft/agent-framework/tree/main/python/samples/getting_started/chat_client): Direct chat client usage patterns
- [Azure Integration](https://github.com/microsoft/agent-framework/tree/main/python/packages/azure): Azure OpenAI and AI Foundry integration
- [.NET Orchestration Samples](https://github.com/microsoft/agent-framework/tree/main/dotnet/samples/GettingStarted/Orchestration): Advanced multi-agent patterns (.NET)
## Agent Framework Documentation
- [Agent Framework Repository](https://github.com/microsoft/agent-framework)
- [Python Package Documentation](https://github.com/microsoft/agent-framework/tree/main/python)
- [.NET Package Documentation](https://github.com/microsoft/agent-framework/tree/main/dotnet)
- [Design Documents](https://github.com/microsoft/agent-framework/tree/main/docs/design)
- Learn docs are coming soon.
+3 -39
View File
@@ -2,10 +2,10 @@
name = "agent-framework"
description = "Microsoft Agent Framework for building AI Agents with Python."
authors = [{ name = "Microsoft", email = "SK-Support@microsoft.com"}]
readme = "../../README.md"
readme = "README.md"
requires-python = ">=3.10"
version = "0.1.0b1"
license = {file = "../../LICENSE"}
license-files = ["LICENSE"]
urls.homepage = "https://learn.microsoft.com/en-us/semantic-kernel/overview/"
urls.source = "https://github.com/microsoft/agent-framework/tree/main/python"
urls.release_notes = "https://github.com/microsoft/agent-framework/releases?q=tag%3Apython-1&expanded=true"
@@ -37,42 +37,6 @@ foundry = [
"agent-framework-foundry"
]
[dependency-groups]
dev = [
"pre-commit >= 3.7",
"ruff>=0.11.8",
"pytest>=8.4.1",
"pytest-asyncio>=1.0.0",
"pytest-cov>=6.2.1",
"pytest-xdist[psutil]>=3.8.0",
"pytest-timeout>=2.3.1",
"mypy>=1.16.1",
"pyright>=1.1.402",
#tasks
"poethepoet>=0.36.0",
"rich",
"tomli",
"tomli-w",
"markdownify",
# Documentation
"myst-nb==1.1.2",
"pydata-sphinx-theme==0.16.0",
"sphinx-copybutton",
"sphinx-design",
"sphinx",
"sphinxcontrib-apidoc",
"autodoc_pydantic~=2.2",
"pygments",
"sphinxext-rediraffe",
"opentelemetry-instrumentation-openai",
"markdown-it-py[linkify]",
# Documentation tooling
"diskcache",
"redis",
"sphinx-autobuild",
]
[tool.uv]
prerelease = "if-necessary-or-explicit"
environments = [
@@ -127,5 +91,5 @@ module-name = "agent_framework"
module-root = ""
[build-system]
requires = ["uv_build>=0.7.19,<0.8.0"]
requires = ["uv_build>=0.8.2,<0.9.0"]
build-backend = "uv_build"
+3 -5
View File
@@ -11,6 +11,7 @@ dependencies = [
[dependency-groups]
dev = [
"uv>=0.8.2,<0.9.0",
"pre-commit >= 3.7",
"ruff>=0.11.8",
"pytest>=8.4.1",
@@ -42,8 +43,6 @@ dev = [
"diskcache",
"redis",
"sphinx-autobuild",
"tox>=4.27.0",
"tox-uv>=1.26.1",
]
[tool.uv]
@@ -152,7 +151,7 @@ exclude_dirs = ["tests", "./run_tasks_in_packages_if_exists.py", "./check_md_cod
executor.type = "uv"
[tool.poe.tasks]
markdown-code-lint = """python check_md_code_blocks.py ../README.md ./docs/agent-framework/**/*.md README.md"""
markdown-code-lint = """python check_md_code_blocks.py ./docs/agent-framework/**/*.md README.md"""
samples-code-check = """pyright ./samples"""
docs-clean = "rm -rf docs/build"
docs-build = "sphinx-build docs/agent-framework docs/build"
@@ -173,7 +172,7 @@ check = ["fmt", "lint", "pyright", "mypy", "test", "markdown-code-lint", "sample
pre-commit-check = ["fmt", "lint", "pyright", "markdown-code-lint", "samples-code-check"]
[tool.poe.tasks.venv]
cmd = "uv venv --python $python"
cmd = "uv venv --clear --python $python"
args = [{ name = "python", default = "3.13", options = ['-p', '--python'] }]
[tool.poe.tasks.setup]
sequence = [
@@ -204,4 +203,3 @@ deps = [
"-e packages/main"
]
commands = [["pytest", { replace = "posargs", default = ["packages/main/tests"], extend = true }]]
+30 -296
View File
@@ -54,39 +54,6 @@ foundry = [
{ name = "agent-framework-foundry", marker = "sys_platform == 'darwin' or sys_platform == 'linux' or sys_platform == 'win32'" },
]
[package.dev-dependencies]
dev = [
{ name = "autodoc-pydantic", marker = "sys_platform == 'darwin' or sys_platform == 'linux' or sys_platform == 'win32'" },
{ name = "diskcache", marker = "sys_platform == 'darwin' or sys_platform == 'linux' or sys_platform == 'win32'" },
{ name = "markdown-it-py", extra = ["linkify"], marker = "sys_platform == 'darwin' or sys_platform == 'linux' or sys_platform == 'win32'" },
{ name = "markdownify", marker = "sys_platform == 'darwin' or sys_platform == 'linux' or sys_platform == 'win32'" },
{ name = "mypy", marker = "sys_platform == 'darwin' or sys_platform == 'linux' or sys_platform == 'win32'" },
{ name = "myst-nb", marker = "sys_platform == 'darwin' or sys_platform == 'linux' or sys_platform == 'win32'" },
{ name = "opentelemetry-instrumentation-openai", marker = "sys_platform == 'darwin' or sys_platform == 'linux' or sys_platform == 'win32'" },
{ name = "poethepoet", marker = "sys_platform == 'darwin' or sys_platform == 'linux' or sys_platform == 'win32'" },
{ name = "pre-commit", marker = "sys_platform == 'darwin' or sys_platform == 'linux' or sys_platform == 'win32'" },
{ name = "pydata-sphinx-theme", marker = "sys_platform == 'darwin' or sys_platform == 'linux' or sys_platform == 'win32'" },
{ name = "pygments", marker = "sys_platform == 'darwin' or sys_platform == 'linux' or sys_platform == 'win32'" },
{ name = "pyright", marker = "sys_platform == 'darwin' or sys_platform == 'linux' or sys_platform == 'win32'" },
{ name = "pytest", marker = "sys_platform == 'darwin' or sys_platform == 'linux' or sys_platform == 'win32'" },
{ name = "pytest-asyncio", marker = "sys_platform == 'darwin' or sys_platform == 'linux' or sys_platform == 'win32'" },
{ name = "pytest-cov", marker = "sys_platform == 'darwin' or sys_platform == 'linux' or sys_platform == 'win32'" },
{ name = "pytest-timeout", marker = "sys_platform == 'darwin' or sys_platform == 'linux' or sys_platform == 'win32'" },
{ name = "pytest-xdist", extra = ["psutil"], marker = "sys_platform == 'darwin' or sys_platform == 'linux' or sys_platform == 'win32'" },
{ name = "redis", marker = "sys_platform == 'darwin' or sys_platform == 'linux' or sys_platform == 'win32'" },
{ name = "rich", marker = "sys_platform == 'darwin' or sys_platform == 'linux' or sys_platform == 'win32'" },
{ name = "ruff", marker = "sys_platform == 'darwin' or sys_platform == 'linux' or sys_platform == 'win32'" },
{ name = "sphinx", version = "8.1.3", source = { registry = "https://pypi.org/simple" }, marker = "(python_full_version < '3.11' and sys_platform == 'darwin') or (python_full_version < '3.11' and sys_platform == 'linux') or (python_full_version < '3.11' and sys_platform == 'win32')" },
{ name = "sphinx", version = "8.2.3", source = { registry = "https://pypi.org/simple" }, marker = "(python_full_version >= '3.11' and sys_platform == 'darwin') or (python_full_version >= '3.11' and sys_platform == 'linux') or (python_full_version >= '3.11' and sys_platform == 'win32')" },
{ name = "sphinx-autobuild", marker = "sys_platform == 'darwin' or sys_platform == 'linux' or sys_platform == 'win32'" },
{ name = "sphinx-copybutton", marker = "sys_platform == 'darwin' or sys_platform == 'linux' or sys_platform == 'win32'" },
{ name = "sphinx-design", marker = "sys_platform == 'darwin' or sys_platform == 'linux' or sys_platform == 'win32'" },
{ name = "sphinxcontrib-apidoc", marker = "sys_platform == 'darwin' or sys_platform == 'linux' or sys_platform == 'win32'" },
{ name = "sphinxext-rediraffe", marker = "sys_platform == 'darwin' or sys_platform == 'linux' or sys_platform == 'win32'" },
{ name = "tomli", marker = "sys_platform == 'darwin' or sys_platform == 'linux' or sys_platform == 'win32'" },
{ name = "tomli-w", marker = "sys_platform == 'darwin' or sys_platform == 'linux' or sys_platform == 'win32'" },
]
[package.metadata]
requires-dist = [
{ name = "agent-framework-azure", marker = "extra == 'azure'", editable = "packages/azure" },
@@ -98,38 +65,6 @@ requires-dist = [
]
provides-extras = ["azure", "foundry"]
[package.metadata.requires-dev]
dev = [
{ name = "autodoc-pydantic", specifier = "~=2.2" },
{ name = "diskcache" },
{ name = "markdown-it-py", extras = ["linkify"] },
{ name = "markdownify" },
{ name = "mypy", specifier = ">=1.16.1" },
{ name = "myst-nb", specifier = "==1.1.2" },
{ name = "opentelemetry-instrumentation-openai" },
{ name = "poethepoet", specifier = ">=0.36.0" },
{ name = "pre-commit", specifier = ">=3.7" },
{ name = "pydata-sphinx-theme", specifier = "==0.16.0" },
{ name = "pygments" },
{ name = "pyright", specifier = ">=1.1.402" },
{ name = "pytest", specifier = ">=8.4.1" },
{ name = "pytest-asyncio", specifier = ">=1.0.0" },
{ name = "pytest-cov", specifier = ">=6.2.1" },
{ name = "pytest-timeout", specifier = ">=2.3.1" },
{ name = "pytest-xdist", extras = ["psutil"], specifier = ">=3.8.0" },
{ name = "redis" },
{ name = "rich" },
{ name = "ruff", specifier = ">=0.11.8" },
{ name = "sphinx" },
{ name = "sphinx-autobuild" },
{ name = "sphinx-copybutton" },
{ name = "sphinx-design" },
{ name = "sphinxcontrib-apidoc" },
{ name = "sphinxext-rediraffe" },
{ name = "tomli" },
{ name = "tomli-w" },
]
[[package]]
name = "agent-framework-azure"
version = "0.1.0b1"
@@ -137,79 +72,12 @@ source = { editable = "packages/azure" }
dependencies = [
{ name = "agent-framework", marker = "sys_platform == 'darwin' or sys_platform == 'linux' or sys_platform == 'win32'" },
{ name = "azure-identity", marker = "sys_platform == 'darwin' or sys_platform == 'linux' or sys_platform == 'win32'" },
{ name = "openai", marker = "sys_platform == 'darwin' or sys_platform == 'linux' or sys_platform == 'win32'" },
]
[package.dev-dependencies]
dev = [
{ name = "autodoc-pydantic", marker = "sys_platform == 'darwin' or sys_platform == 'linux' or sys_platform == 'win32'" },
{ name = "diskcache", marker = "sys_platform == 'darwin' or sys_platform == 'linux' or sys_platform == 'win32'" },
{ name = "markdown-it-py", extra = ["linkify"], marker = "sys_platform == 'darwin' or sys_platform == 'linux' or sys_platform == 'win32'" },
{ name = "markdownify", marker = "sys_platform == 'darwin' or sys_platform == 'linux' or sys_platform == 'win32'" },
{ name = "mypy", marker = "sys_platform == 'darwin' or sys_platform == 'linux' or sys_platform == 'win32'" },
{ name = "myst-nb", marker = "sys_platform == 'darwin' or sys_platform == 'linux' or sys_platform == 'win32'" },
{ name = "opentelemetry-instrumentation-openai", marker = "sys_platform == 'darwin' or sys_platform == 'linux' or sys_platform == 'win32'" },
{ name = "poethepoet", marker = "sys_platform == 'darwin' or sys_platform == 'linux' or sys_platform == 'win32'" },
{ name = "pre-commit", marker = "sys_platform == 'darwin' or sys_platform == 'linux' or sys_platform == 'win32'" },
{ name = "pydata-sphinx-theme", marker = "sys_platform == 'darwin' or sys_platform == 'linux' or sys_platform == 'win32'" },
{ name = "pygments", marker = "sys_platform == 'darwin' or sys_platform == 'linux' or sys_platform == 'win32'" },
{ name = "pyright", marker = "sys_platform == 'darwin' or sys_platform == 'linux' or sys_platform == 'win32'" },
{ name = "pytest", marker = "sys_platform == 'darwin' or sys_platform == 'linux' or sys_platform == 'win32'" },
{ name = "pytest-asyncio", marker = "sys_platform == 'darwin' or sys_platform == 'linux' or sys_platform == 'win32'" },
{ name = "pytest-cov", marker = "sys_platform == 'darwin' or sys_platform == 'linux' or sys_platform == 'win32'" },
{ name = "pytest-timeout", marker = "sys_platform == 'darwin' or sys_platform == 'linux' or sys_platform == 'win32'" },
{ name = "pytest-xdist", extra = ["psutil"], marker = "sys_platform == 'darwin' or sys_platform == 'linux' or sys_platform == 'win32'" },
{ name = "redis", marker = "sys_platform == 'darwin' or sys_platform == 'linux' or sys_platform == 'win32'" },
{ name = "rich", marker = "sys_platform == 'darwin' or sys_platform == 'linux' or sys_platform == 'win32'" },
{ name = "ruff", marker = "sys_platform == 'darwin' or sys_platform == 'linux' or sys_platform == 'win32'" },
{ name = "sphinx", version = "8.1.3", source = { registry = "https://pypi.org/simple" }, marker = "(python_full_version < '3.11' and sys_platform == 'darwin') or (python_full_version < '3.11' and sys_platform == 'linux') or (python_full_version < '3.11' and sys_platform == 'win32')" },
{ name = "sphinx", version = "8.2.3", source = { registry = "https://pypi.org/simple" }, marker = "(python_full_version >= '3.11' and sys_platform == 'darwin') or (python_full_version >= '3.11' and sys_platform == 'linux') or (python_full_version >= '3.11' and sys_platform == 'win32')" },
{ name = "sphinx-autobuild", marker = "sys_platform == 'darwin' or sys_platform == 'linux' or sys_platform == 'win32'" },
{ name = "sphinx-copybutton", marker = "sys_platform == 'darwin' or sys_platform == 'linux' or sys_platform == 'win32'" },
{ name = "sphinx-design", marker = "sys_platform == 'darwin' or sys_platform == 'linux' or sys_platform == 'win32'" },
{ name = "sphinxcontrib-apidoc", marker = "sys_platform == 'darwin' or sys_platform == 'linux' or sys_platform == 'win32'" },
{ name = "sphinxext-rediraffe", marker = "sys_platform == 'darwin' or sys_platform == 'linux' or sys_platform == 'win32'" },
{ name = "tomli", marker = "sys_platform == 'darwin' or sys_platform == 'linux' or sys_platform == 'win32'" },
{ name = "tomli-w", marker = "sys_platform == 'darwin' or sys_platform == 'linux' or sys_platform == 'win32'" },
]
[package.metadata]
requires-dist = [
{ name = "agent-framework", editable = "packages/main" },
{ name = "azure-identity", specifier = ">=1.13" },
{ name = "openai", specifier = ">=1.94.0" },
]
[package.metadata.requires-dev]
dev = [
{ name = "autodoc-pydantic", specifier = "~=2.2" },
{ name = "diskcache" },
{ name = "markdown-it-py", extras = ["linkify"] },
{ name = "markdownify" },
{ name = "mypy", specifier = ">=1.16.1" },
{ name = "myst-nb", specifier = "==1.1.2" },
{ name = "opentelemetry-instrumentation-openai" },
{ name = "poethepoet", specifier = ">=0.36.0" },
{ name = "pre-commit", specifier = ">=3.7" },
{ name = "pydata-sphinx-theme", specifier = "==0.16.0" },
{ name = "pygments" },
{ name = "pyright", specifier = ">=1.1.402" },
{ name = "pytest", specifier = ">=8.4.1" },
{ name = "pytest-asyncio", specifier = ">=1.0.0" },
{ name = "pytest-cov", specifier = ">=6.2.1" },
{ name = "pytest-timeout", specifier = ">=2.3.1" },
{ name = "pytest-xdist", extras = ["psutil"], specifier = ">=3.8.0" },
{ name = "redis" },
{ name = "rich" },
{ name = "ruff", specifier = ">=0.11.8" },
{ name = "sphinx" },
{ name = "sphinx-autobuild" },
{ name = "sphinx-copybutton" },
{ name = "sphinx-design" },
{ name = "sphinxcontrib-apidoc" },
{ name = "sphinxext-rediraffe" },
{ name = "tomli" },
{ name = "tomli-w" },
]
[[package]]
@@ -223,39 +91,6 @@ dependencies = [
{ name = "azure-ai-projects", marker = "sys_platform == 'darwin' or sys_platform == 'linux' or sys_platform == 'win32'" },
]
[package.dev-dependencies]
dev = [
{ name = "autodoc-pydantic", marker = "sys_platform == 'darwin' or sys_platform == 'linux' or sys_platform == 'win32'" },
{ name = "diskcache", marker = "sys_platform == 'darwin' or sys_platform == 'linux' or sys_platform == 'win32'" },
{ name = "markdown-it-py", extra = ["linkify"], marker = "sys_platform == 'darwin' or sys_platform == 'linux' or sys_platform == 'win32'" },
{ name = "markdownify", marker = "sys_platform == 'darwin' or sys_platform == 'linux' or sys_platform == 'win32'" },
{ name = "mypy", marker = "sys_platform == 'darwin' or sys_platform == 'linux' or sys_platform == 'win32'" },
{ name = "myst-nb", marker = "sys_platform == 'darwin' or sys_platform == 'linux' or sys_platform == 'win32'" },
{ name = "opentelemetry-instrumentation-openai", marker = "sys_platform == 'darwin' or sys_platform == 'linux' or sys_platform == 'win32'" },
{ name = "poethepoet", marker = "sys_platform == 'darwin' or sys_platform == 'linux' or sys_platform == 'win32'" },
{ name = "pre-commit", marker = "sys_platform == 'darwin' or sys_platform == 'linux' or sys_platform == 'win32'" },
{ name = "pydata-sphinx-theme", marker = "sys_platform == 'darwin' or sys_platform == 'linux' or sys_platform == 'win32'" },
{ name = "pygments", marker = "sys_platform == 'darwin' or sys_platform == 'linux' or sys_platform == 'win32'" },
{ name = "pyright", marker = "sys_platform == 'darwin' or sys_platform == 'linux' or sys_platform == 'win32'" },
{ name = "pytest", marker = "sys_platform == 'darwin' or sys_platform == 'linux' or sys_platform == 'win32'" },
{ name = "pytest-asyncio", marker = "sys_platform == 'darwin' or sys_platform == 'linux' or sys_platform == 'win32'" },
{ name = "pytest-cov", marker = "sys_platform == 'darwin' or sys_platform == 'linux' or sys_platform == 'win32'" },
{ name = "pytest-timeout", marker = "sys_platform == 'darwin' or sys_platform == 'linux' or sys_platform == 'win32'" },
{ name = "pytest-xdist", extra = ["psutil"], marker = "sys_platform == 'darwin' or sys_platform == 'linux' or sys_platform == 'win32'" },
{ name = "redis", marker = "sys_platform == 'darwin' or sys_platform == 'linux' or sys_platform == 'win32'" },
{ name = "rich", marker = "sys_platform == 'darwin' or sys_platform == 'linux' or sys_platform == 'win32'" },
{ name = "ruff", marker = "sys_platform == 'darwin' or sys_platform == 'linux' or sys_platform == 'win32'" },
{ name = "sphinx", version = "8.1.3", source = { registry = "https://pypi.org/simple" }, marker = "(python_full_version < '3.11' and sys_platform == 'darwin') or (python_full_version < '3.11' and sys_platform == 'linux') or (python_full_version < '3.11' and sys_platform == 'win32')" },
{ name = "sphinx", version = "8.2.3", source = { registry = "https://pypi.org/simple" }, marker = "(python_full_version >= '3.11' and sys_platform == 'darwin') or (python_full_version >= '3.11' and sys_platform == 'linux') or (python_full_version >= '3.11' and sys_platform == 'win32')" },
{ name = "sphinx-autobuild", marker = "sys_platform == 'darwin' or sys_platform == 'linux' or sys_platform == 'win32'" },
{ name = "sphinx-copybutton", marker = "sys_platform == 'darwin' or sys_platform == 'linux' or sys_platform == 'win32'" },
{ name = "sphinx-design", marker = "sys_platform == 'darwin' or sys_platform == 'linux' or sys_platform == 'win32'" },
{ name = "sphinxcontrib-apidoc", marker = "sys_platform == 'darwin' or sys_platform == 'linux' or sys_platform == 'win32'" },
{ name = "sphinxext-rediraffe", marker = "sys_platform == 'darwin' or sys_platform == 'linux' or sys_platform == 'win32'" },
{ name = "tomli", marker = "sys_platform == 'darwin' or sys_platform == 'linux' or sys_platform == 'win32'" },
{ name = "tomli-w", marker = "sys_platform == 'darwin' or sys_platform == 'linux' or sys_platform == 'win32'" },
]
[package.metadata]
requires-dist = [
{ name = "agent-framework", editable = "packages/main" },
@@ -264,38 +99,6 @@ requires-dist = [
{ name = "azure-ai-projects", specifier = ">=1.0.0b11" },
]
[package.metadata.requires-dev]
dev = [
{ name = "autodoc-pydantic", specifier = "~=2.2" },
{ name = "diskcache" },
{ name = "markdown-it-py", extras = ["linkify"] },
{ name = "markdownify" },
{ name = "mypy", specifier = ">=1.16.1" },
{ name = "myst-nb", specifier = "==1.1.2" },
{ name = "opentelemetry-instrumentation-openai" },
{ name = "poethepoet", specifier = ">=0.36.0" },
{ name = "pre-commit", specifier = ">=3.7" },
{ name = "pydata-sphinx-theme", specifier = "==0.16.0" },
{ name = "pygments" },
{ name = "pyright", specifier = ">=1.1.402" },
{ name = "pytest", specifier = ">=8.4.1" },
{ name = "pytest-asyncio", specifier = ">=1.0.0" },
{ name = "pytest-cov", specifier = ">=6.2.1" },
{ name = "pytest-timeout", specifier = ">=2.3.1" },
{ name = "pytest-xdist", extras = ["psutil"], specifier = ">=3.8.0" },
{ name = "redis" },
{ name = "rich" },
{ name = "ruff", specifier = ">=0.11.8" },
{ name = "sphinx" },
{ name = "sphinx-autobuild" },
{ name = "sphinx-copybutton" },
{ name = "sphinx-design" },
{ name = "sphinxcontrib-apidoc" },
{ name = "sphinxext-rediraffe" },
{ name = "tomli" },
{ name = "tomli-w" },
]
[[package]]
name = "agent-framework-project"
version = "0.0.0"
@@ -337,8 +140,7 @@ dev = [
{ name = "sphinxext-rediraffe", marker = "sys_platform == 'darwin' or sys_platform == 'linux' or sys_platform == 'win32'" },
{ name = "tomli", marker = "sys_platform == 'darwin' or sys_platform == 'linux' or sys_platform == 'win32'" },
{ name = "tomli-w", marker = "sys_platform == 'darwin' or sys_platform == 'linux' or sys_platform == 'win32'" },
{ name = "tox", marker = "sys_platform == 'darwin' or sys_platform == 'linux' or sys_platform == 'win32'" },
{ name = "tox-uv", marker = "sys_platform == 'darwin' or sys_platform == 'linux' or sys_platform == 'win32'" },
{ name = "uv", marker = "sys_platform == 'darwin' or sys_platform == 'linux' or sys_platform == 'win32'" },
]
[package.metadata]
@@ -378,8 +180,7 @@ dev = [
{ name = "sphinxext-rediraffe" },
{ name = "tomli" },
{ name = "tomli-w" },
{ name = "tox", specifier = ">=4.27.0" },
{ name = "tox-uv", specifier = ">=1.26.1" },
{ name = "uv", specifier = ">=0.8.2,<0.9.0" },
]
[[package]]
@@ -679,15 +480,6 @@ wheels = [
{ url = "https://files.pythonhosted.org/packages/50/cd/30110dc0ffcf3b131156077b90e9f60ed75711223f306da4db08eff8403b/beautifulsoup4-4.13.4-py3-none-any.whl", hash = "sha256:9bbbb14bfde9d79f38b8cd5f8c7c85f4b8f2523190ebed90e950a8dea4cb1c4b", size = 187285, upload-time = "2025-04-15T17:05:12.221Z" },
]
[[package]]
name = "cachetools"
version = "6.1.0"
source = { registry = "https://pypi.org/simple" }
sdist = { url = "https://files.pythonhosted.org/packages/8a/89/817ad5d0411f136c484d535952aef74af9b25e0d99e90cdffbe121e6d628/cachetools-6.1.0.tar.gz", hash = "sha256:b4c4f404392848db3ce7aac34950d17be4d864da4b8b66911008e430bc544587", size = 30714, upload-time = "2025-06-16T18:51:03.07Z" }
wheels = [
{ url = "https://files.pythonhosted.org/packages/00/f0/2ef431fe4141f5e334759d73e81120492b23b2824336883a91ac04ba710b/cachetools-6.1.0-py3-none-any.whl", hash = "sha256:1c7bb3cf9193deaf3508b7c5f2a79986c13ea38965c5adcff1f84519cf39163e", size = 11189, upload-time = "2025-06-16T18:51:01.514Z" },
]
[[package]]
name = "certifi"
version = "2025.7.14"
@@ -763,15 +555,6 @@ wheels = [
{ url = "https://files.pythonhosted.org/packages/c5/55/51844dd50c4fc7a33b653bfaba4c2456f06955289ca770a5dbd5fd267374/cfgv-3.4.0-py2.py3-none-any.whl", hash = "sha256:b7265b1f29fd3316bfcd2b330d63d024f2bfd8bcb8b0272f8e19a504856c48f9", size = 7249, upload-time = "2023-08-12T20:38:16.269Z" },
]
[[package]]
name = "chardet"
version = "5.2.0"
source = { registry = "https://pypi.org/simple" }
sdist = { url = "https://files.pythonhosted.org/packages/f3/0d/f7b6ab21ec75897ed80c17d79b15951a719226b9fababf1e40ea74d69079/chardet-5.2.0.tar.gz", hash = "sha256:1b3b6ff479a8c414bc3fa2c0852995695c4a026dcd6d0633b2dd092ca39c1cf7", size = 2069618, upload-time = "2023-08-01T19:23:02.662Z" }
wheels = [
{ url = "https://files.pythonhosted.org/packages/38/6f/f5fbc992a329ee4e0f288c1fe0e2ad9485ed064cac731ed2fe47dcc38cbf/chardet-5.2.0-py3-none-any.whl", hash = "sha256:e1cf59446890a00105fe7b7912492ea04b6e6f06d4b742b2c788469e34c82970", size = 199385, upload-time = "2023-08-01T19:23:00.661Z" },
]
[[package]]
name = "charset-normalizer"
version = "3.4.2"
@@ -1737,16 +1520,16 @@ wheels = [
[[package]]
name = "msal"
version = "1.32.3"
version = "1.33.0"
source = { registry = "https://pypi.org/simple" }
dependencies = [
{ name = "cryptography", marker = "sys_platform == 'darwin' or sys_platform == 'linux' or sys_platform == 'win32'" },
{ name = "pyjwt", extra = ["crypto"], marker = "sys_platform == 'darwin' or sys_platform == 'linux' or sys_platform == 'win32'" },
{ name = "requests", marker = "sys_platform == 'darwin' or sys_platform == 'linux' or sys_platform == 'win32'" },
]
sdist = { url = "https://files.pythonhosted.org/packages/3f/90/81dcc50f0be11a8c4dcbae1a9f761a26e5f905231330a7cacc9f04ec4c61/msal-1.32.3.tar.gz", hash = "sha256:5eea038689c78a5a70ca8ecbe1245458b55a857bd096efb6989c69ba15985d35", size = 151449, upload-time = "2025-04-25T13:12:34.204Z" }
sdist = { url = "https://files.pythonhosted.org/packages/d5/da/81acbe0c1fd7e9e4ec35f55dadeba9833a847b9a6ba2e2d1e4432da901dd/msal-1.33.0.tar.gz", hash = "sha256:836ad80faa3e25a7d71015c990ce61f704a87328b1e73bcbb0623a18cbf17510", size = 153801, upload-time = "2025-07-22T19:36:33.693Z" }
wheels = [
{ url = "https://files.pythonhosted.org/packages/04/bf/81516b9aac7fd867709984d08eb4db1d2e3fe1df795c8e442cde9b568962/msal-1.32.3-py3-none-any.whl", hash = "sha256:b2798db57760b1961b142f027ffb7c8169536bf77316e99a0df5c4aaebb11569", size = 115358, upload-time = "2025-04-25T13:12:33.034Z" },
{ url = "https://files.pythonhosted.org/packages/86/5b/fbc73e91f7727ae1e79b21ed833308e99dc11cc1cd3d4717f579775de5e9/msal-1.33.0-py3-none-any.whl", hash = "sha256:c0cd41cecf8eaed733ee7e3be9e040291eba53b0f262d3ae9c58f38b04244273", size = 116853, upload-time = "2025-07-22T19:36:32.403Z" },
]
[[package]]
@@ -2002,7 +1785,7 @@ wheels = [
[[package]]
name = "openai"
version = "1.97.0"
version = "1.97.1"
source = { registry = "https://pypi.org/simple" }
dependencies = [
{ name = "anyio", marker = "sys_platform == 'darwin' or sys_platform == 'linux' or sys_platform == 'win32'" },
@@ -2014,9 +1797,9 @@ dependencies = [
{ name = "tqdm", marker = "sys_platform == 'darwin' or sys_platform == 'linux' or sys_platform == 'win32'" },
{ name = "typing-extensions", marker = "sys_platform == 'darwin' or sys_platform == 'linux' or sys_platform == 'win32'" },
]
sdist = { url = "https://files.pythonhosted.org/packages/e0/c6/b8d66e4f3b95493a8957065b24533333c927dc23817abe397f13fe589c6e/openai-1.97.0.tar.gz", hash = "sha256:0be349569ccaa4fb54f97bb808423fd29ccaeb1246ee1be762e0c81a47bae0aa", size = 493850, upload-time = "2025-07-16T16:37:35.196Z" }
sdist = { url = "https://files.pythonhosted.org/packages/a6/57/1c471f6b3efb879d26686d31582997615e969f3bb4458111c9705e56332e/openai-1.97.1.tar.gz", hash = "sha256:a744b27ae624e3d4135225da9b1c89c107a2a7e5bc4c93e5b7b5214772ce7a4e", size = 494267, upload-time = "2025-07-22T13:10:12.607Z" }
wheels = [
{ url = "https://files.pythonhosted.org/packages/8a/91/1f1cf577f745e956b276a8b1d3d76fa7a6ee0c2b05db3b001b900f2c71db/openai-1.97.0-py3-none-any.whl", hash = "sha256:a1c24d96f4609f3f7f51c9e1c2606d97cc6e334833438659cfd687e9c972c610", size = 764953, upload-time = "2025-07-16T16:37:33.135Z" },
{ url = "https://files.pythonhosted.org/packages/ee/35/412a0e9c3f0d37c94ed764b8ac7adae2d834dbd20e69f6aca582118e0f55/openai-1.97.1-py3-none-any.whl", hash = "sha256:4e96bbdf672ec3d44968c9ea39d2c375891db1acc1794668d8149d5fa6000606", size = 764380, upload-time = "2025-07-22T13:10:10.689Z" },
]
[[package]]
@@ -2049,7 +1832,7 @@ wheels = [
[[package]]
name = "opentelemetry-instrumentation-openai"
version = "0.42.0"
version = "0.43.0"
source = { registry = "https://pypi.org/simple" }
dependencies = [
{ name = "opentelemetry-api", marker = "sys_platform == 'darwin' or sys_platform == 'linux' or sys_platform == 'win32'" },
@@ -2058,9 +1841,9 @@ dependencies = [
{ name = "opentelemetry-semantic-conventions-ai", marker = "sys_platform == 'darwin' or sys_platform == 'linux' or sys_platform == 'win32'" },
{ name = "tiktoken", marker = "sys_platform == 'darwin' or sys_platform == 'linux' or sys_platform == 'win32'" },
]
sdist = { url = "https://files.pythonhosted.org/packages/4b/76/27a4f3ad984e626d2d5543ec84e696d7286aba07e15624a9f61f682f0228/opentelemetry_instrumentation_openai-0.42.0.tar.gz", hash = "sha256:d76ed23adbb00a8c35f1cee771afa824485b78f436eb77896db1a8988cdf8e76", size = 23313, upload-time = "2025-07-17T19:46:04.031Z" }
sdist = { url = "https://files.pythonhosted.org/packages/4d/4b/6d327e374c4e9f35f4769515692310d5276cdf40bad268c28d2ae1865183/opentelemetry_instrumentation_openai-0.43.0.tar.gz", hash = "sha256:0329ae6eb8c5ddbf87db2110d872db7faa18f2a8ceaf2c46c9f51fc4c05c2b4f", size = 23438, upload-time = "2025-07-22T08:31:05.408Z" }
wheels = [
{ url = "https://files.pythonhosted.org/packages/ee/14/5199dd777e5fa83f14008dd1c0535833ac7b20c8f36c1b0a6c2ab729a8eb/opentelemetry_instrumentation_openai-0.42.0-py3-none-any.whl", hash = "sha256:e80e051a781fae981238c10a70b6176be3655ab35aa1cf10128cae44439428c4", size = 33403, upload-time = "2025-07-17T19:45:34.602Z" },
{ url = "https://files.pythonhosted.org/packages/6a/ed/40a8f791df4a6c5c4455edd1ef7d44afb6a47c7d9a5533421ff258a365db/opentelemetry_instrumentation_openai-0.43.0-py3-none-any.whl", hash = "sha256:75be471e66a2d61608a6604ff3674d3320ecfe3bc5c49f955e37b08aafbb921e", size = 33541, upload-time = "2025-07-22T08:30:36.934Z" },
]
[[package]]
@@ -2494,19 +2277,6 @@ crypto = [
{ name = "cryptography", marker = "sys_platform == 'darwin' or sys_platform == 'linux' or sys_platform == 'win32'" },
]
[[package]]
name = "pyproject-api"
version = "1.9.1"
source = { registry = "https://pypi.org/simple" }
dependencies = [
{ name = "packaging", marker = "sys_platform == 'darwin' or sys_platform == 'linux' or sys_platform == 'win32'" },
{ name = "tomli", marker = "(python_full_version < '3.11' and sys_platform == 'darwin') or (python_full_version < '3.11' and sys_platform == 'linux') or (python_full_version < '3.11' and sys_platform == 'win32')" },
]
sdist = { url = "https://files.pythonhosted.org/packages/19/fd/437901c891f58a7b9096511750247535e891d2d5a5a6eefbc9386a2b41d5/pyproject_api-1.9.1.tar.gz", hash = "sha256:43c9918f49daab37e302038fc1aed54a8c7a91a9fa935d00b9a485f37e0f5335", size = 22710, upload-time = "2025-05-12T14:41:58.025Z" }
wheels = [
{ url = "https://files.pythonhosted.org/packages/ef/e6/c293c06695d4a3ab0260ef124a74ebadba5f4c511ce3a4259e976902c00b/pyproject_api-1.9.1-py3-none-any.whl", hash = "sha256:7d6238d92f8962773dd75b5f0c4a6a27cce092a14b623b811dba656f3b628948", size = 13158, upload-time = "2025-05-12T14:41:56.217Z" },
]
[[package]]
name = "pyright"
version = "1.1.403"
@@ -3446,42 +3216,6 @@ wheels = [
{ url = "https://files.pythonhosted.org/packages/55/a7/535c44c7bea4578e48281d83c615219f3ab19e6abc67625ef637c73987be/tornado-6.5.1-cp39-abi3-win_arm64.whl", hash = "sha256:02420a0eb7bf617257b9935e2b754d1b63897525d8a289c9d65690d580b4dcf7", size = 443596, upload-time = "2025-05-22T18:15:37.433Z" },
]
[[package]]
name = "tox"
version = "4.28.0"
source = { registry = "https://pypi.org/simple" }
dependencies = [
{ name = "cachetools", marker = "sys_platform == 'darwin' or sys_platform == 'linux' or sys_platform == 'win32'" },
{ name = "chardet", marker = "sys_platform == 'darwin' or sys_platform == 'linux' or sys_platform == 'win32'" },
{ name = "colorama", marker = "sys_platform == 'darwin' or sys_platform == 'linux' or sys_platform == 'win32'" },
{ name = "filelock", marker = "sys_platform == 'darwin' or sys_platform == 'linux' or sys_platform == 'win32'" },
{ name = "packaging", marker = "sys_platform == 'darwin' or sys_platform == 'linux' or sys_platform == 'win32'" },
{ name = "platformdirs", marker = "sys_platform == 'darwin' or sys_platform == 'linux' or sys_platform == 'win32'" },
{ name = "pluggy", marker = "sys_platform == 'darwin' or sys_platform == 'linux' or sys_platform == 'win32'" },
{ name = "pyproject-api", marker = "sys_platform == 'darwin' or sys_platform == 'linux' or sys_platform == 'win32'" },
{ name = "tomli", marker = "(python_full_version < '3.11' and sys_platform == 'darwin') or (python_full_version < '3.11' and sys_platform == 'linux') or (python_full_version < '3.11' and sys_platform == 'win32')" },
{ name = "typing-extensions", marker = "(python_full_version < '3.11' and sys_platform == 'darwin') or (python_full_version < '3.11' and sys_platform == 'linux') or (python_full_version < '3.11' and sys_platform == 'win32')" },
{ name = "virtualenv", marker = "sys_platform == 'darwin' or sys_platform == 'linux' or sys_platform == 'win32'" },
]
sdist = { url = "https://files.pythonhosted.org/packages/98/3d/2efc68c86b2879b0abdf0d07839da47026489dca424a11379277a40fc67c/tox-4.28.0.tar.gz", hash = "sha256:442347b1a415733850f097e7e78b8c5f38b5e1719f8b7205aade5d055f08068c", size = 199516, upload-time = "2025-07-20T18:25:51.975Z" }
wheels = [
{ url = "https://files.pythonhosted.org/packages/be/df/7f962b921f4efa414ad06f2abc665eff379c62ee46b959779381209e2e72/tox-4.28.0-py3-none-any.whl", hash = "sha256:3e2f5c0a00523a58666690108b66820150f6435cb6e4dd95caf21bb52133c1d1", size = 173883, upload-time = "2025-07-20T18:25:49.934Z" },
]
[[package]]
name = "tox-uv"
version = "1.26.2"
source = { registry = "https://pypi.org/simple" }
dependencies = [
{ name = "packaging", marker = "sys_platform == 'darwin' or sys_platform == 'linux' or sys_platform == 'win32'" },
{ name = "tox", marker = "sys_platform == 'darwin' or sys_platform == 'linux' or sys_platform == 'win32'" },
{ name = "uv", marker = "sys_platform == 'darwin' or sys_platform == 'linux' or sys_platform == 'win32'" },
]
sdist = { url = "https://files.pythonhosted.org/packages/7e/31/2c02a8b4d85d3538d6e9a7aa55dfaf3ea372b2007496b9235047e18c0953/tox_uv-1.26.2.tar.gz", hash = "sha256:5270d5d49e26c1303d902b90d6143a593b43ae148ccc5107251b79bf5bd4fefd", size = 21895, upload-time = "2025-07-21T17:03:39.196Z" }
wheels = [
{ url = "https://files.pythonhosted.org/packages/73/c9/354b2a28112ce9619616f09a3e8363dae01f9a4c5a2716fa92bcfcf6ccc5/tox_uv-1.26.2-py3-none-any.whl", hash = "sha256:f95c8635b6e046534faf4de88f46c46ac0d644f2dbe0104fc6adac637e0d44b6", size = 16666, upload-time = "2025-07-21T17:03:38.037Z" },
]
[[package]]
name = "tqdm"
version = "4.67.1"
@@ -3544,27 +3278,27 @@ wheels = [
[[package]]
name = "uv"
version = "0.8.0"
version = "0.8.2"
source = { registry = "https://pypi.org/simple" }
sdist = { url = "https://files.pythonhosted.org/packages/f1/6c/0f42f6f59af910ab67ce5acb7f11e6341275cfe9cfa0b8a2ae97303e5775/uv-0.8.0.tar.gz", hash = "sha256:5d4b05056cc923e579007aede5ad1c3cf2c22628a89585f503b724521036748c", size = 3395163, upload-time = "2025-07-17T22:51:40.756Z" }
sdist = { url = "https://files.pythonhosted.org/packages/b0/44/b53ae1f6b08724ddf3ec7125ddb6a381bd64ccdd696e8d87a1db3502aa10/uv-0.8.2.tar.gz", hash = "sha256:1a2c6d332a4c38f7489f08829aea19cd1e276df7f2c6e51ae64ed92f8574cd68", size = 3412893, upload-time = "2025-07-22T20:36:33.108Z" }
wheels = [
{ url = "https://files.pythonhosted.org/packages/73/0a/07735385f63229c5a6079044861a7462b1f9ff02dc7c6a891d296ffed9b0/uv-0.8.0-py3-none-linux_armv6l.whl", hash = "sha256:7f1a7f9b10299d9db15acac6cdffc5af23c2b0fd6e56add6d6e5d100a82b5c1f", size = 17839329, upload-time = "2025-07-17T22:50:56.938Z" },
{ url = "https://files.pythonhosted.org/packages/8e/c1/160b81f8c34bf5ea6bddde96f80f3f000d083482f2612a98725a9f714707/uv-0.8.0-py3-none-macosx_10_12_x86_64.whl", hash = "sha256:6aeecfef8955dafcbad24ef5258341f2fcdf969949f74ccaa16a7bf9c3ec44b4", size = 17952798, upload-time = "2025-07-17T22:51:02.635Z" },
{ url = "https://files.pythonhosted.org/packages/9d/98/9a89983caa05cf998eea3dac1e6cff2e0ab8099be0695fd8b9dc6a5038a0/uv-0.8.0-py3-none-macosx_11_0_arm64.whl", hash = "sha256:2d0ebf05eaee75921b3f23e7401a56bc0732bcdabb7469081ab00769340a93b4", size = 16618272, upload-time = "2025-07-17T22:51:04.941Z" },
{ url = "https://files.pythonhosted.org/packages/6e/8a/ed8c00d04c621b693c53cc9570ecddf766f8ff2078d6182eba55d0c20b10/uv-0.8.0-py3-none-manylinux_2_17_aarch64.manylinux2014_aarch64.musllinux_1_1_aarch64.whl", hash = "sha256:b784215c688c4eb54df62fb7506ba7c763fb8c9ba8457cd5dd48f0679f5d0328", size = 17199728, upload-time = "2025-07-17T22:51:06.853Z" },
{ url = "https://files.pythonhosted.org/packages/c1/08/fd29a5f93576f81a4d912e60d98fcb78e727c293f57b5a703e121d1875f2/uv-0.8.0-py3-none-manylinux_2_17_armv7l.manylinux2014_armv7l.whl", hash = "sha256:422e6c61b1555478f34300663f0057d5d4fea788c50eae31b332d0cec2a71536", size = 17561205, upload-time = "2025-07-17T22:51:09.528Z" },
{ url = "https://files.pythonhosted.org/packages/f3/28/80a4c04e0c843b16c2406a9a699dea4d2ac0f4863295194a7e202b917afa/uv-0.8.0-py3-none-manylinux_2_17_i686.manylinux2014_i686.whl", hash = "sha256:19bd1fc94de3714c41d9f9f4dbcfdd2feeca00439b2fb2212ece249649b85c72", size = 18337053, upload-time = "2025-07-17T22:51:12.064Z" },
{ url = "https://files.pythonhosted.org/packages/00/43/8c86a21efced9d2617311b456a1e8ad76f4eba2d4809fe5a8d4639719949/uv-0.8.0-py3-none-manylinux_2_17_ppc64.manylinux2014_ppc64.whl", hash = "sha256:c039a27387033c84eb07023c941cb6c3f4d71336ada54b83866929af9db75839", size = 19484516, upload-time = "2025-07-17T22:51:14.336Z" },
{ url = "https://files.pythonhosted.org/packages/38/0b/e74a16000ad8e5811ed648bb1801377b311640ed5b7033959fb5c80ab826/uv-0.8.0-py3-none-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl", hash = "sha256:6f5deec88789d0c03eba6af2e615e310eaa4426deb5c690f15e54f09d4a8ad0d", size = 19292816, upload-time = "2025-07-17T22:51:16.757Z" },
{ url = "https://files.pythonhosted.org/packages/91/73/c8ee97f38adee10abfa7040ea5e3f5c37e0be2e67437346ba4dcce211d01/uv-0.8.0-py3-none-manylinux_2_17_s390x.manylinux2014_s390x.whl", hash = "sha256:d3fcbd19654f168e1cae3054ed75cfc0c80a452d0668f90fc579135de6d7588e", size = 18835921, upload-time = "2025-07-17T22:51:18.948Z" },
{ url = "https://files.pythonhosted.org/packages/bf/94/b8609393606e2f80dec8d6e2a26b79d703857a9d761487cdd05d081d628f/uv-0.8.0-py3-none-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:fb939490ce24d5f88ddebf2ceaf30c613b2bd27f2e67ae62ec0960baa5f8412d", size = 18708625, upload-time = "2025-07-17T22:51:22.37Z" },
{ url = "https://files.pythonhosted.org/packages/2a/44/8754d0a27b4d52d8cce9a5d2e50196dc14a5b7c0739858eabf4abfec1740/uv-0.8.0-py3-none-manylinux_2_28_aarch64.whl", hash = "sha256:57af365c459d8e05274363cb10f4781a5e15b7b6f56d1427fd5b04302aa3d244", size = 17464028, upload-time = "2025-07-17T22:51:24.855Z" },
{ url = "https://files.pythonhosted.org/packages/1c/17/ce98535a2f167feeea4d3b5f266239ebfe11ba5ceb1be3aad9772b35e9e0/uv-0.8.0-py3-none-musllinux_1_1_armv7l.whl", hash = "sha256:9fb57d550887e9858b8c7c0417e5aa3e9629c2ec851f1567f1cde2ba9bf2ee79", size = 17503466, upload-time = "2025-07-17T22:51:27.253Z" },
{ url = "https://files.pythonhosted.org/packages/ce/37/3990cf8a19012010cd1fafce7934c0aaa8375712c8bc037e0c3ef148df0c/uv-0.8.0-py3-none-musllinux_1_1_i686.whl", hash = "sha256:7bd1ff23f8585e0e80024341aeb896b6b5ce94d43d3a95142be8e4bb3f1354b4", size = 17843023, upload-time = "2025-07-17T22:51:29.44Z" },
{ url = "https://files.pythonhosted.org/packages/e0/91/b88ffc2355fe6c2d1695f42a4605ff0f2773d5bd1a62699757c84ccc6496/uv-0.8.0-py3-none-musllinux_1_1_x86_64.whl", hash = "sha256:29757a08499e4c4462efa4fcba664c8850eb7ab8ec04852582adb901591dcc50", size = 18862516, upload-time = "2025-07-17T22:51:31.887Z" },
{ url = "https://files.pythonhosted.org/packages/37/39/c470b8de6e250fb8f146c3f72c396a9e9f457cfbb04618f430cc52a3a84f/uv-0.8.0-py3-none-win32.whl", hash = "sha256:84b03d7b34e1a8e62b34d13e88f434e3f1773a0841f7ba3603ca23d360529e84", size = 17757431, upload-time = "2025-07-17T22:51:34.24Z" },
{ url = "https://files.pythonhosted.org/packages/fd/4e/4a69b1baa14dfee113f76c823ffa4e79cd6bc6452c24454382a6fa793f2a/uv-0.8.0-py3-none-win_amd64.whl", hash = "sha256:2f47fca8cb0301408ec1ae7f3e0388afb36fc36188d1775dbd8daf336bf5be6f", size = 19493722, upload-time = "2025-07-17T22:51:36.672Z" },
{ url = "https://files.pythonhosted.org/packages/79/95/2803b563c61cd9b26f89a15b248d7e2ee5bbfbac892966ebd09111613f38/uv-0.8.0-py3-none-win_arm64.whl", hash = "sha256:aefc09b9a580f7f41a2358462215538f3806de60c6f20ade4a25ee4d678267e1", size = 18090168, upload-time = "2025-07-17T22:51:38.946Z" },
{ url = "https://files.pythonhosted.org/packages/f3/40/03c5cd3c9fa0fb53dcce1a39a6a9da6d81f29057cf9c4b9bb850dc58e2fb/uv-0.8.2-py3-none-linux_armv6l.whl", hash = "sha256:a89c9a471fbb436063e79afa919b2fb27462900f0f3781f776d8fd0b874acd56", size = 17875572, upload-time = "2025-07-22T20:35:33.672Z" },
{ url = "https://files.pythonhosted.org/packages/22/13/1d97c67fe666112c4327d6eec8bf39c244931c08848d4c95be0a80017f19/uv-0.8.2-py3-none-macosx_10_12_x86_64.whl", hash = "sha256:a3b147064f69455b4558263228b3fdb053c3d550f25d41b049c4d34f1f77d74c", size = 17948871, upload-time = "2025-07-22T20:35:38.742Z" },
{ url = "https://files.pythonhosted.org/packages/72/ec/0dd7b14f92de906afa3adde0f31e05150d081f1aadce9eb77689e3adc4ca/uv-0.8.2-py3-none-macosx_11_0_arm64.whl", hash = "sha256:ebface4a113c493d953554460429731d44ede2427ba97e606955daadcc6e7ddc", size = 16660631, upload-time = "2025-07-22T20:35:42.323Z" },
{ url = "https://files.pythonhosted.org/packages/fc/bf/4896cde38c29cbca42d1d0f73d80e15e20826968817150323a34c8b23436/uv-0.8.2-py3-none-manylinux_2_17_aarch64.manylinux2014_aarch64.musllinux_1_1_aarch64.whl", hash = "sha256:6fb07dd58a2cb79640109c0604aeec57d1062fad89114c0fda2f9dbe3de3c0bb", size = 17208209, upload-time = "2025-07-22T20:35:45.355Z" },
{ url = "https://files.pythonhosted.org/packages/cc/91/f03b95ee6bb8c7bc4d6596664235992d1931d6e6b1b018acda6aeab69ea2/uv-0.8.2-py3-none-manylinux_2_17_armv7l.manylinux2014_armv7l.whl", hash = "sha256:6af1b0f0f5f1416e94a6b098a595f360303a0024b21cf563d4e6139e6dd72640", size = 17570752, upload-time = "2025-07-22T20:35:48.711Z" },
{ url = "https://files.pythonhosted.org/packages/00/44/3c905c0bce2113a664432c50b7a605eea9f271d126333b2a6c9ec5105ef3/uv-0.8.2-py3-none-manylinux_2_17_i686.manylinux2014_i686.whl", hash = "sha256:3bddf1ceceaddbc3f2cf2ebdad3213482d6dab3d1b452ddfecd35468e3b2f0e6", size = 18207389, upload-time = "2025-07-22T20:35:52.415Z" },
{ url = "https://files.pythonhosted.org/packages/67/b9/8a384dc22db96f54642889fa609192f79cd58447755d90b1163a9ba5d812/uv-0.8.2-py3-none-manylinux_2_17_ppc64.manylinux2014_ppc64.whl", hash = "sha256:bffe304fec46d6c264c3b34d58b3358764b7cc17af13bd421e1cd1300b706f93", size = 19633291, upload-time = "2025-07-22T20:35:56.015Z" },
{ url = "https://files.pythonhosted.org/packages/46/c6/fd7855f0aba4a07a5b7a08b95cd6b9d264b534a3bc5095a4acb55aca1d46/uv-0.8.2-py3-none-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl", hash = "sha256:7d53b79f8304e98ee082336fc4c204a7892d15f78799ec2d59ceb09b0b82e45d", size = 19381757, upload-time = "2025-07-22T20:36:00.071Z" },
{ url = "https://files.pythonhosted.org/packages/bd/d7/4752b2f6a9aaad324483f433e659b2fe36996015f348fadf172e5056b94e/uv-0.8.2-py3-none-manylinux_2_17_s390x.manylinux2014_s390x.whl", hash = "sha256:0f618b18b19fef09b087f2e637b2138f570a3c41beb3de4bbbb905a8b994a22a", size = 18671374, upload-time = "2025-07-22T20:36:03.672Z" },
{ url = "https://files.pythonhosted.org/packages/59/65/f979657cc773f17d0c1ec4a1d17dc1b0673ab484d00833aa5514982faf63/uv-0.8.2-py3-none-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:20f2b1eb4bf8b8197683e057ea9a8f0eb63b682ad20bb232b58529abac73a5ea", size = 18666053, upload-time = "2025-07-22T20:36:07.059Z" },
{ url = "https://files.pythonhosted.org/packages/94/8d/6ff7188911b671e3eedf87ea2ce4f1e39bbbaf27caa74eef92cd9824051d/uv-0.8.2-py3-none-manylinux_2_28_aarch64.whl", hash = "sha256:8d3ae329606ba586d317e9a06dca213619afb407bcc584cf6cff2a9b84cf25a2", size = 17462711, upload-time = "2025-07-22T20:36:10.29Z" },
{ url = "https://files.pythonhosted.org/packages/b4/07/4ce00ce186f2c02ca8708a5532102ffa9e0f87a0346521a4db83a04a56b4/uv-0.8.2-py3-none-musllinux_1_1_armv7l.whl", hash = "sha256:040ceacad98b85f9ca5ab8c8220270e6a60b2136c4889b334dbfcd13812f895f", size = 17534469, upload-time = "2025-07-22T20:36:13.439Z" },
{ url = "https://files.pythonhosted.org/packages/69/ad/bf37f8bea961278ae5719f23a0998dcae17c431a77d3fa9e0d3a9256a2b2/uv-0.8.2-py3-none-musllinux_1_1_i686.whl", hash = "sha256:9f15bcfd21ca66ec93b77e6ff612798dc75d54260e2ec52f07fe897e91f07367", size = 17787669, upload-time = "2025-07-22T20:36:17.053Z" },
{ url = "https://files.pythonhosted.org/packages/03/49/3b7e1c926bcdf1325aba9647cf1831c55ae84d7d2319a74f2d9ad88535fb/uv-0.8.2-py3-none-musllinux_1_1_x86_64.whl", hash = "sha256:9dea45737afec83739189834648b07595ce07f4c201021cc5545ee1759dfe25d", size = 18759496, upload-time = "2025-07-22T20:36:20.371Z" },
{ url = "https://files.pythonhosted.org/packages/d4/74/6b4e52593d1f469250e89ee85964011e9b84b2fc25e15e9353800f36d5ab/uv-0.8.2-py3-none-win32.whl", hash = "sha256:eb37db94c9295bfec77ff65fbc56b9962665d3d5bff0989dcb440c650351ee15", size = 17753486, upload-time = "2025-07-22T20:36:24.074Z" },
{ url = "https://files.pythonhosted.org/packages/79/c8/1d9510c5aeda8c14e6c088f1720e2dd818dc72ed37a0ee40d3d3137aabcf/uv-0.8.2-py3-none-win_amd64.whl", hash = "sha256:0fcaab1172c6fae036a9f16460a71812f7a427b3d3779f99457c2d537a3fc250", size = 19503370, upload-time = "2025-07-22T20:36:27.505Z" },
{ url = "https://files.pythonhosted.org/packages/00/38/8907e8fc94e3c040759180e81d30414734cbee6e575dae7ce9dc9cb1e0fc/uv-0.8.2-py3-none-win_arm64.whl", hash = "sha256:af35c0fe23907fc0518832243b561f623a48a058a75ab552204f87960793321b", size = 18145751, upload-time = "2025-07-22T20:36:30.826Z" },
]
[[package]]