Fixed a wrong class name style in the document and removed trailing whitespace.
Co-authored-by: Wei Jen Lu <weijenlu@microsoft.com>
Co-authored-by: Eric Zhu <ekzhu@users.noreply.github.com>
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Adds the following blurb to the model clients docs
## API Keys From Environment Variables
In the examples above, we show that you can provide the API key through
the `api_key` argument. Importantly, the OpenAI and Azure OpenAI clients
use the [openai
package](3f8d8205ae/src/openai/__init__.py (L260)),
which will automatically read an api key from the environment variable
if one is not provided.
- For OpenAI, you can set the `OPENAI_API_KEY` environment variable.
- For Azure OpenAI, you can set the `AZURE_OPENAI_API_KEY` environment
variable.
This is a good practice to explore, as it avoids including sensitive api
keys in your code.
## Why are these changes needed?
<!-- Please give a short summary of the change and the problem this
solves. -->
## Related issue number
<!-- For example: "Closes #1234" -->
## Checks
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introduced in this PR.
- [ ] I've made sure all auto checks have passed.
Right now we rely on opening the channel to associate a ClientId with an
entry on the gateway side. This causes a race when the channel is being
opened in the background while an RPC (e.g. MyAgent.register()) is
invoked.
If the RPC is processed first, the gateway rejects it due to "invalid"
clientId.
This fix makes this condition less likely to trigger, but there is still
a piece of the puzzle that needs to be solved on the Gateway side.
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## Why are these changes needed?
It is useful to rapidly validate any changes to a team structure as
teams are built either via drag and drop or by modifying the underlying
spec
You can now “validate” your team. The key ideas are as follows
- Each team is based on some Component Config specification which is a
pedantic model underneath.
- Validation is 3 pronged based on a ValidatorService class
- Data model validation (validate component schema)
- Instantiation validation (validate component can be instantiated)
- Provider validation, component_type validation (validate that provider
exists and can be imported)
- UX: each time a component is **loaded or saved**, it is automatically
validated and any errors shown (via a server endpoint). This way, the
developer immediately knows if updates to the configuration is wrong or
has errors.
> Note: this is different from actually running the component against a
task. Currently you can run the entire team. In a separate PR we will
implement ability to run/test other components.
<img width="1360" alt="image"
src="https://github.com/user-attachments/assets/d61095b7-0b07-463a-b4b2-5c50ded750f6"
/>
<img width="1368" alt="image"
src="https://github.com/user-attachments/assets/09a1677e-76e8-44a4-9749-15c27457efbb"
/>
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solves. -->
## Related issue number
Closes#4616
<!-- For example: "Closes #1234" -->
## Checks
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https://microsoft.github.io/autogen/. See
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- [ ] I've added tests (if relevant) corresponding to the changes
introduced in this PR.
- [ ] I've made sure all auto checks have passed.
Closes#5297
---------
Co-authored-by: Ryan Sweet <rysweet@microsoft.com>
Co-authored-by: Jacob Alber <jaalber@microsoft.com>
Co-authored-by: Jacob Alber <jacob.alber@microsoft.com>
Co-authored-by: Eric Zhu <ekzhu@users.noreply.github.com>
This PR improves documentation on custom agents
- Shows example on how to create a custom agent that directly uses a
model client. In this case an example of a GeminiAssistantAgent that
directly uses the Gemini SDK model client.
- Shows that that CustomAgent can be easily added to any agentchat team
- Shows how the same CustomAgent can be made declarative by inheriting
the Component interface and implementing the required methods.
Closes#5450
## Why are these changes needed?
These changes are needed because currently there's no generic way to add
`tools` to autogen studio workflows using the existing DSL and schema
other than inline python.
This API will be quite verbose, and lacks a discovery mechanism, but it
unlocks a lot of programmatic use-cases.
## Related issue number
https://github.com/microsoft/autogen/issues/5170
Co-authored-by: Victor Dibia <victordibia@microsoft.com>
Co-authored-by: Eric Zhu <ekzhu@users.noreply.github.com>
Have seen discussion on Discord regarding confusion about multi-modal
support in v0.4. This change adds a small note on how to use multi-modal
messages with agents.
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Add clear notes on how to specify api key and modifying specifications
in AGS.
Add diagrams explaining how to switch between visual builder and JSON
mode
## Why are these changes needed?
<!-- Please give a short summary of the change and the problem this
solves. -->

## Related issue number
<!-- For example: "Closes #1234" -->
@nour-bouzid
## Checks
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introduced in this PR.
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## Why are these changes needed?
- Add ability to test teams in Team Builder view
- Update Gallery (add deep research default team, fix bug with gallery
serialization)
- UI fixes
- improve drag drop component experience
- improve new session experience (single click rather than 3 clicks to
create a session)
- fix bug with stop reason not being shown in some cases
<img width="1738" alt="Image"
src="https://github.com/user-attachments/assets/4b895df2-3bad-474e-bec6-4fbcbf1c4346"
/>
<img width="1761" alt="Image"
src="https://github.com/user-attachments/assets/65f52eb9-e926-4168-88fb-d2496c159474"
/>
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solves. -->
## Related issue number
Closes#5392
<!-- For example: "Closes #1234" -->
## Checks
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https://microsoft.github.io/autogen/. See
https://microsoft.github.io/autogen/docs/Contribute#documentation to
build and test documentation locally.
- [ ] I've added tests (if relevant) corresponding to the changes
introduced in this PR.
- [ ] I've made sure all auto checks have passed.
The Tuple class is never used in CountDownAgent class.
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## Why are these changes needed?
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solves. -->
## Related issue number
<!-- For example: "Closes #1234" -->
## Checks
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https://microsoft.github.io/autogen/. See
https://microsoft.github.io/autogen/docs/Contribute#documentation to
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- [x] I've added tests (if relevant) corresponding to the changes
introduced in this PR.
- [x] I've made sure all auto checks have passed.
Co-authored-by: Victor Dibia <victordibia@microsoft.com>
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## Why are these changes needed?
Currently the way to accomplish RAG behavior with agent chat,
specifically assistant agents is with the memory interface, however
there is no way to configure it via the declarative API.
<!-- Please give a short summary of the change and the problem this
solves. -->
## Related issue number
<!-- For example: "Closes #1234" -->
## Checks
- [ ] I've included any doc changes needed for
https://microsoft.github.io/autogen/. See
https://microsoft.github.io/autogen/docs/Contribute#documentation to
build and test documentation locally.
- [ ] I've added tests (if relevant) corresponding to the changes
introduced in this PR.
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---------
Co-authored-by: Victor Dibia <chuvidi2003@gmail.com>
Just fix typo
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## Why are these changes needed?
<!-- Please give a short summary of the change and the problem this
solves. -->
## Related issue number
<!-- For example: "Closes #1234" -->
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- [x] I've added tests (if relevant) corresponding to the changes
introduced in this PR.
- [ ] I've made sure all auto checks have passed.
This PR removes the older `autogen_magentic_one` package, and directs
people to use the new AgentChat implementation.
Hopefully this eases confusion.
---------
Co-authored-by: Jack Gerrits <jack@jackgerrits.com>
Co-authored-by: Eric Zhu <ekzhu@users.noreply.github.com>
<!-- Thank you for your contribution! Please review
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## Why are these changes needed?
This PR updates AGS to use the declarative config serialization native
to AgentChat.
The effect? You can build your teams/artifacts directly in python, run
`team.dump_component()` and immediately run it in AGS.
Some change details:
- Removes ComponentFactory. Instead TeamManager just loads team specs
directly using `Team.load_component`.
- Some fixes to the UI to simplify drag and drop experience.
- Improve layout of nodes...
<!-- Please give a short summary of the change and the problem this
solves. -->
## Related issue number
<!-- For example: "Closes #1234" -->
Closes#4439Closes#5172
## Checks
- [ ] I've included any doc changes needed for
https://microsoft.github.io/autogen/. See
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build and test documentation locally.
- [ ] I've added tests (if relevant) corresponding to the changes
introduced in this PR.
- [ ] I've made sure all auto checks have passed.
cc @EItanya @nour-bouzid
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## Why are these changes needed?
FunctionTool supports passing in a partial
## Related issue number
Closes#5151
## Checks
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https://microsoft.github.io/autogen/. See
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- [x] I've added tests (if relevant) corresponding to the changes
introduced in this PR.
- [x] I've made sure all auto checks have passed.
Resolves#3983
* introduce `model_client_stream` parameter in `AssistantAgent` to
enable token-level streaming output.
* introduce `ModelClientStreamingChunkEvent` as a type of `AgentEvent`
to pass the streaming chunks to the application via `run_stream` and
`on_messages_stream`. Although this will not affect the inner messages
list in the final `Response` or `TaskResult`.
* handle this new message type in `Console`.
<!-- Thank you for your contribution! Please review
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pull request. -->
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## Why are these changes needed?
It is currently hard to add a description to a component (defaults to
None also) .. you have to call super.dump() modify and return. This PR
makes the experience better.
- allows you specify `component_description` and `component_label` as an
optional class var. label is an optional human readable name for the the
component.
- will use component_description if provided int he description field
when dumped if there is no description, will use the first line of class
docstring. Takes advantage of all the good practices we have in writing
good docstrings. label defaults to component type.
For example
```python
model_client=OpenAIChatCompletionClient( model="gpt-4o-2024-08-06" )
config = model_client.dump_component()
print(config.model_dump_json())
```
Note the description field below is no longer None and there is a label
```python
{
"provider": "autogen_ext.models.openai.OpenAIChatCompletionClient",
"component_type": "model",
"version": 1,
"component_version": 1,
"description": "Chat completion client for OpenAI hosted models.",
"label": "OpenAIChatCompletionClient",
"config": { "model": "gpt-4o-2024-08-06" }
}
```
<!-- Please give a short summary of the change and the problem this
solves. -->
## Related issue number
<!-- For example: "Closes #1234" -->
None, felt faster to fix.
## Checks
- [x] I've included any doc changes needed for
https://microsoft.github.io/autogen/. See
https://microsoft.github.io/autogen/docs/Contribute#documentation to
build and test documentation locally.
- [x] I've added tests (if relevant) corresponding to the changes
introduced in this PR.
- [x] I've made sure all auto checks have passed.
Partially resolves: #5118
Once the extension page is ready, update the tutorial pages to reduce
duplication.
---------
Co-authored-by: Victor Dibia <victordibia@microsoft.com>
* Rebase to latest main branch
* Moved _azure module to azure
* Validate extra_create_args in and json response
* Added Support for Github Models
* Added normalize_name and assert_valid name
* Added Tests for AzureAIChatCompletionClient
* WIP: Azure AI Client
* Added: object-level usage data
* Added: doc string
* Added: check existing response_format value
* Added: _validate_config and _create_client
* lint
* merge dependencies
* add tests for img and function calling
* support actual tests through env vars
* address mypy errors
* doc example fix
* fmt
* fix doc fmt
* Update python/packages/autogen-ext/src/autogen_ext/models/azure/_azure_ai_client.py
---------
Co-authored-by: Rohan Thacker <thackerrohan4@gmail.com>
Co-authored-by: Eric Zhu <ekzhu@users.noreply.github.com>
Co-authored-by: Leonardo Pinheiro <lpinheiro@microsoft.com>
* initial pass on making group chats declarative
* update group chat tests
* update impl to include participant serialization for all teams
* v1 making soc declarative
* update memory test
* update chatagent and team base classes
* update serialization doc notebook
* fomating updates
* vi1 for declarative tools
* make functtools declarative
* add tests
* update imports
* update formatting
* move tests, format fixes
* format updates
* update test
* add user warning to _from_config
* add warning on load_component to docs
---------
Co-authored-by: Ryan Sweet <rysweet@microsoft.com>
* use caching to run tests and report coverage
* fix test step dep name
* try to fix cov fname
* add working dir to mv step
* update artifact download
* fmt
* reduce concurrency on ext test
---------
Co-authored-by: Leonardo Pinheiro <lpinheiro@microsoft.com>
* v1, make assistant agent declarative
* make head tail context declarative
* update and formatting
* update assistant, format updates
* make websurfer declarative
* update formatting
* move declarative docs to advanced section
* remove tools until implemented
* minor updates to termination conditions
* update docs
* Update tools.ipynb: concat system messages in the tool_agent_caller_loop session
* Fix type mismatch on list concatenation
---------
Co-authored-by: Eric Zhu <ekzhu@users.noreply.github.com>
* Add ChatCompletionCache along with AbstractStore for caching completions
* Addressing comments
* Improve interface for cachestore
* Improve documentation & revert protocol
* Make cache store typed, and improve docs
* remove unnecessary casts
* Add tiktoken as a dependency in pyproject.toml
Signed-off-by: Johan Forngren <johan.forngren@decerno.se>
Update uv.lock with tiktoken dependency from fbfdc9f652384b70f7461c90ada13f87e83677e0
Signed-off-by: Johan Forngren <johan.forngren@decerno.se>
* Updating autogen-ext dependencies per https://github.com/microsoft/autogen/pull/5008#issuecomment-2585383877
Signed-off-by: Johan Forngren <johan.forngren@decerno.se>
* PoC dev container
Signed-off-by: Johan Forngren <johan.forngren@decerno.se>
* Enhance devcontainer setup with post-create script for dependency installation and improved performance. Removed partial hot reload setup, as it required bigger changes to the project. Improved documentation, and fixed markdown lint issues.
Signed-off-by: Johan Forngren <johan.forngren@decerno.se>
* Update installation documentation for AutoGen Studio, clarifying installation methods and improving formatting. Adjusted notes for Windows users and corrected minor grammatical issues.
Signed-off-by: Johan Forngren <johan.forngren@decerno.se>
* Fixing typos. Restructuring text to avoid consecutive markdown quote blocks separated only by a blank line to avoid MD028 - Blank line inside blockquote.
Signed-off-by: Johan Forngren <johan.forngren@decerno.se>
* Include dev containers tutorial
Signed-off-by: Johan Forngren <johan.forngren@decerno.se>
* Update dev container installation instructions
Signed-off-by: Johan Forngren <johan.forngren@decerno.se>
---------
Signed-off-by: Johan Forngren <johan.forngren@decerno.se>
Co-authored-by: Victor Dibia <victordibia@microsoft.com>
* initial base memroy impl
* update, add example with chromadb
* include mimetype consideration
* add transform method
* update to address feedback, will update after 4681 is merged
* update memory impl,
* remove chroma db, typing fixes
* format, add test
* update uv lock
* update docs
* format updates
* update notebook
* add memoryqueryevent message, yield message for observability.
* minor fixes, make score optional/none
* Update python/packages/autogen-agentchat/src/autogen_agentchat/agents/_assistant_agent.py
Co-authored-by: Eric Zhu <ekzhu@users.noreply.github.com>
* update tests to improve cov
* refactor, move memory to core.
* format fixxes
* format updates
* format updates
* fix azure notebook import, other fixes
* update notebook, support str query in Memory protocol
* update test
* update cells
* add specific extensible return types to memory query and update_context
---------
Co-authored-by: Eric Zhu <ekzhu@users.noreply.github.com>
* make termination condition declarative
* make all term conditions declarative
* make And/OrTermination top level objects in base
* add basic tests
* add tutorial notebook
* update tests and formatting
* update tests
* update declarative config with updated api.
* Split apart component infra to allow for abstract class integration
* fix is_component_class check
* make is_ functions type guards
* Simplify component creation
* undo changes
* Format
* Add AGS to README.md
* Add appdir argument to avoid conflicting with older .autogenstudio home directory files.
---------
Co-authored-by: Victor Dibia <victordibia@microsoft.com>
* Fix: Properly await `agent.run()` in README `Hello World` example
- Updated the `Hello World` code sample to use `asyncio` for proper coroutine handling.
- Resolved `RuntimeWarning` caused by not awaiting the `agent.run()` method.
- Ensures the example executes correctly without errors or warnings.
* Add await to agent.run call in index.md
* Fix hello world
---------
Co-authored-by: Eric Zhu <ekzhu@users.noreply.github.com>
* Make package readmes slightly less empty
* Update python/packages/autogen-ext/README.md
---------
Co-authored-by: Eric Zhu <ekzhu@users.noreply.github.com>
* Instantiate and call activate/deactivate on agents
* autoformatting
* remove activate. Rename deactivate to close
* remove unneeded import
* create close fn in runtime
* change runtime close behavior
* uv.lock
---------
Co-authored-by: Jack Gerrits <jackgerrits@users.noreply.github.com>
* Add missing API doc for Python code execution tool
* wip
* Add API doc for the executor tool
---------
Co-authored-by: Jack Gerrits <jackgerrits@users.noreply.github.com>
* Update magentic-one.md
Add openai extra to the installation instructions
* Update python/packages/autogen-core/docs/src/user-guide/agentchat-user-guide/magentic-one.md
---------
Co-authored-by: Eric Zhu <ekzhu@users.noreply.github.com>
* Minor fix for incorrect description of teams
* Add installation instructions
---------
Co-authored-by: Jack Gerrits <jackgerrits@users.noreply.github.com>
* Make register_factory a user facing API
* fix docstring
* Update python/packages/autogen-core/src/autogen_core/_agent_runtime.py
Co-authored-by: Eric Zhu <ekzhu@users.noreply.github.com>
* formatting
---------
Co-authored-by: Eric Zhu <ekzhu@users.noreply.github.com>
* Doc update to include model context usage
* add langchain tools
* update langchain tool wrapper api doc
* updat
* update
* format
* add langchain experimental dev dep
* type
* Fix type
* Fix some types in langchain adapter
* type ignores
* Fix definition of workspace package, remove uv pin
* add --all-packages
* pin docs uv versions for older project structure
* try old version to verify CI
* Use workflow target
* change syntax
* change check
* try with var in matrix
* add all packages to workspace
* remove project table
* Emphasis on_messages is for new messages only
* update
* update uv
* update uv action
* try pin uv version
* pin all uv versions to 0.5.11
* revert uv lock file and remove unwanted file.