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Generic helpers for GenAI

Project description

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DataRobot GenAI Library

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Features

  • AG-UI integration—agents expose a standard AG-UI event stream (RunAgentInput in, lifecycle + text + tool-call events out), so UIs and the DataRobot platform can render runs consistently without bespoke adapters per framework.
  • Multi-agent systems out of the box—first-class patterns for planner/writer crews, LangGraph multi-node graphs, and LlamaIndex AgentWorkflow handoffs; wrap them with one helper and keep the same streaming contract.
  • Unified LLM layer (DataRobot-compatible)—one get_llm() entry point per integration (LangGraph, LlamaIndex, CrewAI, NAT), all backed by the same LiteLLM-based routing to the DataRobot LLM Gateway, LLM deployments, NIM, or external providers—driven by the same environment and Config, so every component speaks to DataRobot consistently.
  • Utilities for common GenAI workflows.
  • Orchestration—build agents from universal pieces in the low-code workflow.yaml interface. Combine and reuse LLMs, tools, agents, and evaluators. The design is compatible with and inspired by NeMo Agentic Toolkit.
  • Evaluating and serving with DRAgent—use a front-end server to plug your agent into a real-world application. It supports distributed tracing, generation and evaluation endpoints, async generations, and two-way communication over WebSockets.

User-facing walkthrough: docs/README.md.

Installation

  • Requires Python 3.11–3.13.
  • Install:
pip install --upgrade pip
pip install "datarobot-genai"
  • Optional extras:
pip install "datarobot-genai[crewai]"
pip install "datarobot-genai[langgraph]"
pip install "datarobot-genai[llamaindex]"
# Multiple extras
pip install "datarobot-genai[crewai,langgraph,llamaindex]"

Available extras include: crewai, langgraph, llamaindex, nat, drmcp, pydanticai.

Excluded Dependencies

Some transitive dependencies are excluded via exclude-dependencies in pyproject.toml because they are unused by this project. Do not re-add them.

Package Pulled in by Reason for exclusion
uv build tooling Not a runtime dependency.
langchain-milvus langchain ecosystem Unused vector store integration.
pymilvus langchain-milvus Transitive dependency of langchain-milvus.
flask nvidia-nat-core 1.6.0 Only used in NAT examples, not core library code (ref).

Development

Prerequisites: Python 3.11–3.14, uv, Task CLI, pre-commit.

uv sync --all-extras --dev
pre-commit install
task test

Semantic versioning

Every change requires a patch version change and an entry in CHANGELOG.md. Changes that break backward compatibility require a minor version bump.

TestPyPI

Comment /build on a PR to build and publish a dev version of the package to TestPyPI.

Publishing

  • Same-repo PRs—comment /build to publish dev builds to TestPyPI (.devN).
  • Merge to main—creates tag v{version} and publishes to PyPI automatically.
  • Version tags—pushing a v* tag also triggers PyPI publish.
  • Local release—optional task release:tag-and-push creates and pushes v{version} locally.

Links

License

Apache-2.0—see LICENSE.

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