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Reference: run-llama/workflows-py#145
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📋 Pull Request Information
Original PR: https://github.com/run-llama/workflows-py/pull/127
Author: @adrianlyjak
Created: 10/7/2025
Status: ✅ Merged
Merged: 10/28/2025
Merged by: @adrianlyjak
Base:
main← Head:adrian/context-refact📝 Commits (10+)
122e754refactor: split context into separate components, add stronger typingcbbf71drm stray print886903fMinor clean up from code review8294f0eRefactor to support runtime plugins (#143)b7744a5ugly leak fixes (#156)d84314cAdd memory leak test22a4c78Add runs to workflow_registry to help keep run context at arm's distance (#158)47e3978Adrian/viz (#163)862274bversion bump28a9397Clean up names📊 Changes
55 files changed (+7945 additions, -1404 deletions)
View changed files
📝
.github/workflows/lint.yml(+1 -1)📝
.github/workflows/publish_release.yml(+56 -11)📝
.github/workflows/test.yml(+20 -6)📝
docs/api_docs/docs/api_reference/context.md(+0 -1)📝
docs/src/content/docs/llamaagents/workflows/drawing.md(+3 -2)📝
docs/src/content/docs/llamaagents/workflows/managing_events.md(+3 -7)📝
examples/streaming_internal_events.ipynb(+42 -149)➕
packages/llama-index-utils-workflow/.gitignore(+1 -0)➕
packages/llama-index-utils-workflow/README.md(+30 -0)➕
packages/llama-index-utils-workflow/pyproject.toml(+25 -0)➕
packages/llama-index-utils-workflow/src/llama_index/utils/workflow/__init__.py(+816 -0)➕
packages/llama-index-utils-workflow/tests/conftest.py(+42 -0)➕
packages/llama-index-utils-workflow/tests/test_drawing.py(+278 -0)📝
pyproject.toml(+10 -2)📝
src/workflows/context/context.py(+248 -565)➕
src/workflows/context/context_types.py(+192 -0)📝
src/workflows/context/state_store.py(+5 -42)📝
src/workflows/decorators.py(+78 -24)📝
src/workflows/events.py(+3 -19)📝
src/workflows/handler.py(+13 -7)...and 35 more files
📄 Description
This is a feature branch for refactoring the internals of workflows to better support a pluggable runtime, and to be easier to extend with additional features. It mainly split apart a lot of responsibilities that were held by the context, and create a deeper internal structure with varied responsibilities. It maintains parity with the existing public interface with minimal changes
Related PRs:
Original PR Notes:
This is a big one 😳 sorry! It's 100% hand coded though
First step of a refactor to facilitate better plugins for managing future runtime pluggability - long term goals are better support for distributed and/or persistent workflows by extending to external coordinators
This refactor focuses on giving more discrete responsibilities to a few new components, and narrow the responsibility of existing ones (namely
Context):WorkflowBrokerclass that by and large lifts methods fromContextthat are related to task, queue, and lock management. The long term goal is to define and break this up even further. There was a small amount of runtime/starting logic in the Workflow that was also moved hereSerializedContexttyped intermediary pydantic model to validate and document the current serialized state, (rather than passing around a plain dict). The dict interface remains unchanged, to maintain compatibilityWorkflowBrokerState, which contains the mutable/asyncio python state that parallels most of aSerializedContextContext now contains a reference to the broker. Note, it also still contains the reference to the store (this was not moved to the Broker). My perspective is that the state and the runtime durability will have separate needs, and shouldn't be closely coupled. For this reason, I also removed the state snapshot on NOT_IN_PROGRESS internal events--I think it may be better to rethink that while it is unused so we can focus on figuring out making the state store and runtime more configurable/extendable.
The intialization of the workflow run was a little distributed before, so this part of the code is "new" (as opposed to copy pasted).
Sidequest 1: Adds better types to the
@stepdecorator return value, such that the_step_configattribute is typed into the returned step function (this removes variousget_attrcalls in the code). Renames it to _step_config so python doesn't do name mangling🔄 This issue represents a GitHub Pull Request. It cannot be merged through Gitea due to API limitations.