diff --git a/public_dropin_environments/python311_genai_agents/README.md b/public_dropin_environments/python311_genai_agents/README.md index df094ab21..e30bdfe09 100644 --- a/public_dropin_environments/python311_genai_agents/README.md +++ b/public_dropin_environments/python311_genai_agents/README.md @@ -6,37 +6,16 @@ workflows using CrewAI, LangGraph, Llama-Index and other agentic workflows. Additionally, this environment is fully compatible with `Codespaces` and `Notebooks` in the DataRobot platform. ## Supported Libraries - -This environment is built for python 3 and has support for the following libraries. -For specific version information and the complete list of included packages, see [requirements](requirements.txt). - -- crewai -- langgraph -- langchain -- llama-index -- openai -- numpy -- pandas +For specific version information and the complete list of included packages, see [pyproject.toml](pyproject.toml). ## Instructions 1. From the terminal, run `tar -czvf py_dropin.tar.gz -C /path/to/public_dropin_environments/python311_genai_agents/ .` -2. Using either the API or from the UI create a new Custom Environment with the tarball created -in step 1. +2. Using either the API or from the UI create a new Custom Environment with the tarball created in step 1. _The Dockerfile.local should be used when customizing the Dockerfile or building locally._ -### Creating models for this environment - -To use this environment, your custom model archive will typically contain a `custom.py` file containing the necessary hooks, as well as other files needed for your workflow. You can implement the hook functions such as `load_model` and `score_unstructured`, as documented [here](../../custom_model_runner/README.md) - -Within your `custom.py` code, by importing the necessary dependencies found in this environment, you can implement your Python code under the related custom hook functions, to build your GenAI workflows. - -If you need additional dependencies, you can add those packages in your `requirements.txt` file that you include within your custom model archive and DataRobot will make them available to your custom Python code after you build the environment. - -# Development - -## Synchronizing `pyproject.toml` and other files with `af-component-agents` [Preferred method] +## [Development] Synchronizing `pyproject.toml` and other files with `af-component-agents` [Preferred method] From within the `af-component-agents` repo run the following while replacing `path/to/` with the approprite path of your local environment: ```bash task docker_update_reqs AGENT_PATH=/path/to/datarobot-user-models/public_dropin_environments/python311_genai_agents @@ -46,17 +25,3 @@ This will: - Synchronize the `pyproject.toml` to the latest unified requirements - Upgrade the `uv.lock` file - Update the `requirements.txt` file so it properly displays in the Execution Environment UI. - -## Manually updating requirments.txt for proper display inside DataRobot: -Run the following from within the `python311_genai_agents` directory: -```bash -uv lock -uv sync -uv pip freeze > requirements.txt -``` - -## Manually updating the `uv.lock` file: -Run the following from within the `python311_genai_agents` directory: -```bash -uv lock --no-upgrade -``` \ No newline at end of file diff --git a/public_dropin_environments/python311_genai_agents/env_info.json b/public_dropin_environments/python311_genai_agents/env_info.json index 992aae003..c60f61c9f 100644 --- a/public_dropin_environments/python311_genai_agents/env_info.json +++ b/public_dropin_environments/python311_genai_agents/env_info.json @@ -4,7 +4,7 @@ "description": "This template environment can be used to create GenAI-powered agents using CrewAI, LangGraph, or Llama-Index. Similar to other drop-in environments, you can either include a .pth artifact or any other code needed to deserialize your model, and optionally a custom.py file. You can also use this environment in codespaces.", "programmingLanguage": "python", "label": "", - "environmentVersionId": "68fa3b33ce44a811c9116422", + "environmentVersionId": "68ff8b541f7d1c30b50ed595", "environmentVersionDescription": "", "isPublic": true, "isDownloadable": true, @@ -15,8 +15,8 @@ "contextUrl": "https://github.com/datarobot/datarobot-user-models/tree/master/public_dropin_environments/python311_genai_agents", "imageRepository": "env-python-genai-agents", "tags": [ - "v11.2.0-68fa3b33ce44a811c9116422", - "68fa3b33ce44a811c9116422", + "v11.2.0-68ff8b541f7d1c30b50ed595", + "68ff8b541f7d1c30b50ed595", "v11.2.0-latest" ] } diff --git a/public_dropin_environments/python311_genai_agents/pyproject.toml b/public_dropin_environments/python311_genai_agents/pyproject.toml index b501b87b6..4aa20d22d 100644 --- a/public_dropin_environments/python311_genai_agents/pyproject.toml +++ b/public_dropin_environments/python311_genai_agents/pyproject.toml @@ -4,7 +4,7 @@ name = "DockerContext" version = "0.1.0" description = "Implementation of DockerContext" readme = "README.md" -requires-python = ">=3.10, <3.13" +requires-python = ">=3.11, <3.12" dependencies = [ "annotated-types>=0.7.0", "click>=8.1.8", @@ -53,11 +53,11 @@ dependencies = [ "ujson<5.8.0", "uwsgi>=2.0.30", - "nvidia-nat==1.3.0rc3; python_version >= '3.11'", + "nvidia-nat==1.3.0; python_version >= '3.11'", # "nvidia-nat-llama-index==1.3.0rc3; python_version >= '3.11'", - "nvidia-nat-opentelemetry==1.3.0rc3; python_version >= '3.11'", - "nvidia-nat-crewai==1.3.0rc3; python_version >= '3.11'", - "nvidia-nat-langchain==1.3.0rc3; python_version >= '3.11'", + "nvidia-nat-opentelemetry==1.3.0; python_version >= '3.11'", + "nvidia-nat-crewai==1.3.0; python_version >= '3.11'", + "nvidia-nat-langchain==1.3.0; python_version >= '3.11'", # Agent framework requirements diff --git a/public_dropin_environments/python311_genai_agents/requirements.txt b/public_dropin_environments/python311_genai_agents/requirements.txt index d46e461f6..72b8a03d1 100644 --- a/public_dropin_environments/python311_genai_agents/requirements.txt +++ b/public_dropin_environments/python311_genai_agents/requirements.txt @@ -1,465 +1,64 @@ -absl-py==2.3.1 -ag-ui-protocol==0.1.9 -aioboto3==15.2.0 -aiobotocore==2.24.2 -aiofiles==25.1.0 -aiohappyeyeballs==2.6.1 -aiohttp==3.13.0 -aioitertools==0.12.0 -aiosignal==1.4.0 -aiosqlite==0.21.0 -alembic==1.17.0 ; python_full_version >= '3.11' annotated-types==0.7.0 -annoy==1.17.3 -anthropic==0.71.0 -anyio==4.11.0 -appdirs==1.4.4 -appnope==0.1.4 ; sys_platform == 'darwin' -argcomplete==3.6.2 -argon2-cffi==25.1.0 -argon2-cffi-bindings==25.1.0 -arrow==1.3.0 -asttokens==3.0.0 -async-timeout==4.0.3 ; python_full_version < '3.11' -attrs==25.4.0 -authlib==1.6.5 -azure-core==1.36.0 -azure-identity==1.25.1 -azure-storage-blob==12.19.0 -backoff==2.2.1 -backports-asyncio-runner==1.2.0 ; python_full_version < '3.11' -banks==2.2.0 -bcrypt==5.0.0 -beautifulsoup4==4.14.2 -bleach==6.2.0 -blinker==1.9.0 -boto3==1.40.18 -botocore==1.40.18 -browserbase==1.4.0 -build==1.3.0 -cachetools==6.2.1 -certifi==2025.10.5 -cffi==2.0.0 -charset-normalizer==3.4.4 -chromadb==1.1.1 click==8.2.1 -cohere==5.19.0 ; sys_platform != 'emscripten' -colorama==0.4.6 -coloredlogs==15.0.1 -colorlog==6.10.1 ; python_full_version >= '3.11' -comm==0.2.3 crewai==0.193.2 crewai-tools==0.76.0 -cryptography==46.0.3 -cuid==0.4 -cyclopts==4.0.0 -dataclasses-json==0.6.7 datarobot==3.9.1 datarobot-drum==1.17.5 datarobot-mlops==11.1.0 datarobot-moderations==11.2.3 datarobot-predict==1.13.2 -datarobot-storage==2.2.0 -datasets==4.0.0 -debugpy==1.8.17 -decorator==5.2.1 -deepeval==3.3.9 -defusedxml==0.7.1 -deprecated==1.2.18 -deprecation==2.1.0 -dill==0.3.8 -dirtyjson==1.0.8 -diskcache==5.6.3 -distro==1.9.0 -dnspython==2.8.0 -docker==7.1.0 -docstring-parser==0.17.0 -docutils==0.22.2 dotenv==0.9.9 -durationpy==0.10 ecs-logging==2.2.0 -email-validator==2.3.0 -et-xmlfile==2.0.0 -eval-type-backport==0.2.2 -exceptiongroup==1.3.0 -execnet==2.1.1 -executing==2.2.1 -expandvars==1.1.2 ; python_full_version >= '3.11' fastapi==0.118.2 -fastavro==1.12.1 ; sys_platform != 'emscripten' -fastembed==0.6.0 -fastjsonschema==2.21.2 fastmcp==2.12.5 -filechunkio==1.8 -filelock==3.20.0 -filetype==1.2.0 -flask==3.1.2 -flatbuffers==25.9.23 -fqdn==1.5.1 -frozenlist==1.8.0 -fsspec==2025.3.0 -genai-prices==0.0.34 -gevent==25.9.1 -google-api-core==2.26.0 -google-auth==2.41.1 -google-cloud-aiplatform==1.121.0 -google-cloud-bigquery==3.38.0 -google-cloud-core==2.4.3 -google-cloud-resource-manager==1.14.2 -google-cloud-storage==2.19.0 -google-crc32c==1.7.1 -google-genai==1.45.0 -google-resumable-media==2.7.2 -googleapis-common-protos==1.70.0 -greenlet==3.2.4 -griffe==1.14.0 -groq==0.32.0 -grpc-google-iam-v1==0.14.3 -grpcio==1.75.1 -grpcio-status==1.75.1 -gunicorn==23.0.0 -h11==0.16.0 -hf-xet==1.1.10 ; platform_machine == 'aarch64' or platform_machine == 'amd64' or platform_machine == 'arm64' or platform_machine == 'x86_64' -httpcore==1.0.9 -httptools==0.7.1 -httpx==0.28.1 -httpx-sse==0.4.0 -huggingface-hub==0.35.3 -humanfriendly==10.0 -idna==3.11 -importlib-metadata==8.7.0 -importlib-resources==6.5.2 -inflection==0.5.1 -iniconfig==2.1.0 -instructor==1.11.3 -invoke==2.2.1 ipykernel==6.28.0 -ipython==8.37.0 ; python_full_version < '3.11' -ipython==9.6.0 ; python_full_version >= '3.11' -ipython-pygments-lexers==1.1.1 ; python_full_version >= '3.11' -isodate==0.7.2 -isoduration==20.11.0 -itsdangerous==2.2.0 -jedi==0.19.2 -jinja2==3.1.6 -jiter==0.10.0 -jmespath==1.0.1 -joblib==1.5.2 -json-repair==0.25.2 -json5==0.12.1 -jsonpatch==1.33 -jsonpath-ng==1.7.0 ; python_full_version >= '3.11' -jsonpickle==4.1.1 -jsonpointer==3.0.0 -jsonref==1.1.0 -jsonschema==4.25.1 -jsonschema-path==0.3.4 -jsonschema-specifications==2025.9.1 -julia==0.5.7 jupyter-client==8.6.3 jupyter-core==5.9.1 -jupyter-events==0.12.0 jupyter-kernel-gateway==3.0.1 -jupyter-server==2.17.0 -jupyter-server-terminals==0.5.3 -jupyterlab-pygments==0.3.0 -kubernetes==33.1.0 -lance-namespace==0.0.18 -lance-namespace-urllib3-client==0.0.18 -lancedb==0.25.2 langchain==0.3.27 -langchain-aws==0.2.35 ; python_full_version >= '3.11' langchain-community==0.3.31 -langchain-core==0.3.79 -langchain-litellm==0.2.3 ; python_full_version >= '3.11' langchain-mcp-adapters==0.1.11 -langchain-milvus==0.2.1 ; python_full_version >= '3.11' -langchain-nvidia-ai-endpoints==0.3.18 -langchain-openai==0.3.35 -langchain-tavily==0.2.12 ; python_full_version >= '3.11' -langchain-text-splitters==0.3.11 langgraph==0.6.10 -langgraph-checkpoint==2.1.2 langgraph-prebuilt==0.6.4 -langgraph-sdk==0.2.9 -langsmith==0.4.37 -lark==1.3.0 -lazy-object-proxy==1.12.0 legacy-cgi==2.6.3 litellm==1.74.9 -llama-cloud==0.1.35 -llama-cloud-services==0.6.54 llama-index==0.13.6 -llama-index-cli==0.5.1 llama-index-core==0.13.6 -llama-index-embeddings-azure-openai==0.4.1 -llama-index-embeddings-openai==0.5.1 -llama-index-indices-managed-llama-cloud==0.9.4 -llama-index-instrumentation==0.4.2 -llama-index-llms-azure-openai==0.4.1 -llama-index-llms-bedrock-converse==0.9.5 llama-index-llms-langchain==0.7.1 llama-index-llms-litellm==0.6.3 llama-index-llms-openai==0.5.6 -llama-index-llms-vertex==0.6.1 -llama-index-readers-file==0.5.4 -llama-index-readers-llama-parse==0.5.1 -llama-index-workflows==1.3.0 -llama-parse==0.6.54 logfire==4.13.2 -logfire-api==4.13.2 -loguru==0.7.3 -lxml==6.0.2 -mako==1.3.10 ; python_full_version >= '3.11' -markdown-it-py==4.0.0 -markupsafe==3.0.3 -marshmallow==3.26.1 -matplotlib-inline==0.1.7 mcp==1.16.0 -mdurl==0.1.2 -memory-profiler==0.61.0 -mistralai==1.9.11 mistune==3.1.4 -mmh3==5.2.0 -monotonic==1.6 -more-itertools==10.8.0 -mpmath==1.3.0 -msal==1.34.0 -msal-extensions==1.3.1 multidict==6.7.0 -multiprocess==0.70.16 -mypy-extensions==1.1.0 -nbclient==0.10.2 -nbconvert==7.16.6 -nbformat==5.10.4 -nemoguardrails==0.17.0 -nest-asyncio==1.6.0 -networkx==3.4.2 ; python_full_version < '3.11' -networkx==3.5 ; python_full_version >= '3.11' -nexus-rpc==1.1.0 -nltk==3.9.2 -numpy==1.26.4 ; python_full_version < '3.12' -numpy==2.3.4 ; python_full_version >= '3.12' -nvidia-nat==1.3.0rc3 ; python_full_version >= '3.11' -nvidia-nat-crewai==1.3.0rc3 ; python_full_version >= '3.11' -nvidia-nat-langchain==1.3.0rc3 ; python_full_version >= '3.11' -nvidia-nat-opentelemetry==1.3.0rc3 ; python_full_version >= '3.11' -oauthlib==3.3.1 -ollama==0.6.0 +numpy==1.26.4 +nvidia-nat==1.3.0 +nvidia-nat-crewai==1.3.0 +nvidia-nat-langchain==1.3.0 +nvidia-nat-opentelemetry==1.3.0 onnxruntime==1.22.0 openai==1.109.1 -openapi-core==0.19.5 -openapi-pydantic==0.5.1 -openapi-schema-validator==0.6.3 -openapi-spec-validator==0.7.2 -openinference-semantic-conventions==0.1.24 ; python_full_version >= '3.11' -openpyxl==3.1.5 opentelemetry-api==1.37.0 -opentelemetry-exporter-otlp==1.37.0 -opentelemetry-exporter-otlp-proto-common==1.37.0 -opentelemetry-exporter-otlp-proto-grpc==1.37.0 -opentelemetry-exporter-otlp-proto-http==1.37.0 -opentelemetry-instrumentation==0.58b0 opentelemetry-instrumentation-aiohttp-client==0.58b0 -opentelemetry-instrumentation-alephalpha==0.47.3 -opentelemetry-instrumentation-anthropic==0.47.3 -opentelemetry-instrumentation-bedrock==0.47.3 -opentelemetry-instrumentation-chromadb==0.47.3 -opentelemetry-instrumentation-cohere==0.47.3 opentelemetry-instrumentation-crewai==0.47.3 -opentelemetry-instrumentation-google-generativeai==0.47.3 -opentelemetry-instrumentation-groq==0.47.3 -opentelemetry-instrumentation-haystack==0.47.3 opentelemetry-instrumentation-httpx==0.58b0 -opentelemetry-instrumentation-lancedb==0.47.3 opentelemetry-instrumentation-langchain==0.47.3 opentelemetry-instrumentation-llamaindex==0.47.3 -opentelemetry-instrumentation-logging==0.58b0 -opentelemetry-instrumentation-marqo==0.47.3 -opentelemetry-instrumentation-mcp==0.47.3 -opentelemetry-instrumentation-milvus==0.47.3 -opentelemetry-instrumentation-mistralai==0.47.3 -opentelemetry-instrumentation-ollama==0.47.3 opentelemetry-instrumentation-openai==0.47.3 -opentelemetry-instrumentation-openai-agents==0.47.3 -opentelemetry-instrumentation-pinecone==0.47.3 -opentelemetry-instrumentation-qdrant==0.47.3 -opentelemetry-instrumentation-redis==0.58b0 -opentelemetry-instrumentation-replicate==0.47.3 opentelemetry-instrumentation-requests==0.58b0 -opentelemetry-instrumentation-sagemaker==0.47.3 -opentelemetry-instrumentation-sqlalchemy==0.58b0 -opentelemetry-instrumentation-threading==0.58b0 -opentelemetry-instrumentation-together==0.47.3 -opentelemetry-instrumentation-transformers==0.47.3 -opentelemetry-instrumentation-urllib3==0.58b0 -opentelemetry-instrumentation-vertexai==0.47.3 -opentelemetry-instrumentation-watsonx==0.47.3 -opentelemetry-instrumentation-weaviate==0.47.3 -opentelemetry-instrumentation-writer==0.47.3 -opentelemetry-proto==1.37.0 opentelemetry-sdk==1.37.0 -opentelemetry-semantic-conventions==0.58b0 -opentelemetry-semantic-conventions-ai==0.4.13 -opentelemetry-util-http==0.58b0 -optuna==4.4.0 ; python_full_version >= '3.11' -orjson==3.11.3 -ormsgpack==1.11.0 -overrides==7.7.0 -packaging==25.0 pandas==2.2.3 -pandocfilters==1.5.1 -parse==1.20.2 -parso==0.8.5 -pathable==0.4.4 -pdfminer-six==20250506 -pdfplumber==0.11.7 -pexpect==4.9.0 ; sys_platform != 'emscripten' and sys_platform != 'win32' -pillow==11.3.0 -pip==25.2 ; python_full_version >= '3.11' -pkce==1.0.3 ; python_full_version >= '3.11' -pkginfo==1.12.1.2 ; python_full_version >= '3.11' -platformdirs==4.5.0 -playwright==1.55.0 -pluggy==1.6.0 -ply==3.11 ; python_full_version >= '3.11' -portalocker==2.7.0 -posthog==3.25.0 -progress==1.6.1 -prometheus-client==0.23.1 -prompt-toolkit==3.0.52 -propcache==0.4.1 -proto-plus==1.26.1 -protobuf==6.33.0 psutil==5.9.8 -ptyprocess==0.7.0 ; os_name != 'nt' or (sys_platform != 'emscripten' and sys_platform != 'win32') -pure-eval==0.2.3 -py-rust-stemmers==0.1.5 -py4j==0.10.9.9 pyarrow==20.0.0 -pyasn1==0.6.1 -pyasn1-modules==0.4.2 pybase64==1.4.2 -pycparser==2.23 ; implementation_name != 'PyPy' -pydantic==2.12.2 pydantic-ai==1.1.0 -pydantic-ai-slim==1.1.0 -pydantic-core==2.41.4 -pydantic-evals==1.1.0 -pydantic-graph==1.1.0 -pydantic-settings==2.11.0 -pyee==13.0.0 -pyfiglet==1.0.4 -pygments==2.19.2 -pyjwt==2.10.1 pylance==0.38.1 -pymilvus==2.6.2 ; python_full_version >= '3.11' pypdf==6.1.1 -pypdfium2==4.30.0 -pyperclip==1.11.0 -pypika==0.48.9 -pyproject-hooks==1.2.0 -pyreadline3==3.5.4 ; sys_platform == 'win32' -pytest==8.4.2 -pytest-asyncio==1.2.0 -pytest-repeat==0.9.4 -pytest-rerunfailures==12.0 -pytest-xdist==3.8.0 -python-dateutil==2.9.0.post0 -python-docx==1.2.0 python-dotenv==1.1.1 -python-json-logger==4.0.0 -python-multipart==0.0.20 -pytube==15.0.0 -pytz==2025.2 -pyvis==0.3.2 -pywin32==311 ; sys_platform == 'win32' -pywinpty==3.0.2 ; os_name == 'nt' -pyyaml==6.0.3 -pyzmq==27.1.0 ragas @ git+https://github.com/explodinggradients/ragas@5d59549ad5ef511f621502c563bc55ac5aeb9188#subdirectory=ragas -referencing==0.36.2 -regex==2025.9.18 requests==2.32.5 -requests-oauthlib==2.0.0 -requests-toolbelt==1.0.0 -rfc3339-validator==0.1.4 -rfc3986-validator==0.1.1 -rfc3987-syntax==1.1.0 -rich==13.9.4 -rich-rst==1.3.2 -rouge-score==0.1.2 -rpds-py==0.27.1 -rsa==4.9.1 -ruamel-yaml==0.17.4 -s3transfer==0.13.1 -scipy==1.15.3 ; python_full_version < '3.11' -scipy==1.16.2 ; python_full_version >= '3.11' -send2trash==1.8.3 -sentry-sdk==2.42.0 setuptools==80.9.0 -shapely==2.1.2 -shellingham==1.5.4 -simpleeval==1.0.3 -six==1.17.0 -sniffio==1.3.1 -soupsieve==2.8 -sqlalchemy==2.0.44 -sse-starlette==3.0.2 -stack-data==0.6.3 -stagehand==0.5.4 -starlette==0.48.0 -strenum==0.4.15 -strictyaml==1.4.2 -striprtf==0.0.26 -sympy==1.14.0 -tabulate==0.9.0 -temporalio==1.18.0 -tenacity==9.1.2 -termcolor==3.1.0 -terminado==0.18.1 -texttable==1.7.0 -tiktoken==0.12.0 -tinycss2==1.4.0 -tokenizers==0.22.1 -tomli==2.3.0 -tomli-w==1.2.0 -tornado==6.5.2 -tqdm==4.67.1 traceloop-sdk==0.47.3 -trafaret==2.1.1 -traitlets==5.14.3 -typer==0.19.2 -types-protobuf==6.32.1.20250918 -types-python-dateutil==2.9.0.20251008 -types-requests==2.32.4.20250913 ; sys_platform != 'emscripten' -typing-extensions==4.15.0 -typing-inspect==0.9.0 -typing-inspection==0.4.2 -tzdata==2025.2 ujson==5.7.0 -uri-template==1.3.0 -urllib3==2.5.0 -uv==0.9.3 uvicorn==0.35.0 -uvloop==0.22.1 ; platform_python_implementation != 'PyPy' and sys_platform != 'cygwin' and sys_platform != 'win32' uwsgi==2.0.31 -watchdog==6.0.0 -watchfiles==1.1.1 -wcwidth==0.2.14 -webcolors==24.11.1 -webencodings==0.5.1 -websocket-client==1.9.0 -websockets==15.0.1 -werkzeug==3.1.1 -wheel==0.45.1 -wikipedia==1.4.0 ; python_full_version >= '3.11' -win32-setctime==1.2.0 ; sys_platform == 'win32' -wrapt==1.17.3 -xxhash==3.6.0 -yarl==1.22.0 -youtube-transcript-api==1.2.3 -zipp==3.23.0 -zope-event==6.0 -zope-interface==8.0.1 -zstandard==0.25.0 diff --git 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