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[BUZZOK-27814] Install extra agent dependecies in runtime. #1716

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Merged
merged 3 commits into from
Oct 20, 2025
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[BUZZOK-27814] Install extra agent dependecies in runtime. #1716

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c0bccd1
[BUZZOK-27814][BUZZOK-27812] Install extra agent dependecies in runtime.
rmidianyi Oct 17, 2025
f435505
Reconcile dependencies, updated IDs, tags
svc-harness-git2 Oct 17, 2025
7c29e9d
Remove time from uv sync.
rmidianyi Oct 17, 2025
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7 changes: 5 additions & 2 deletions public_dropin_environments/python311_genai_agents/Dockerfile
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Expand Up @@ -90,16 +90,19 @@ EXPOSE 22
FROM base AS builder
# this stage has only bare minimal of dependencies installed to optimize build time for the local development

ENV ANNOY_COMPILER_ARGS="-D_CRT_SECURE_NO_WARNINGS,-DANNOYLIB_MULTITHREADED_BUILD,-march=x86-64"
ENV UV_COMPILE_BYTECODE=1 \
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Env variables are not passed between docker stages, so need to explicitly enable bytecode compilation again for uv sync.

ANNOY_COMPILER_ARGS="-D_CRT_SECURE_NO_WARNINGS,-DANNOYLIB_MULTITHREADED_BUILD,-march=x86-64"

ARG WORKDIR
ARG VENV_PATH

COPY ./pyproject.toml ${WORKDIR}/pyproject.toml
COPY ./uv.lock ${WORKDIR}/uv.lock
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We didn't use lock file, but it's better to have it for consistency of env.


WORKDIR ${WORKDIR}
RUN . ${VENV_PATH}/bin/activate && \
uv sync
uv sync && \
chmod -R 777 ${VENV_PATH}
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Venv should be writable both for notebook user (10101) and custom model user (1000).

WORKDIR /

# Copy agent runtime into work directory
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7 changes: 5 additions & 2 deletions public_dropin_environments/python311_genai_agents/Dockerfile.local
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Expand Up @@ -130,16 +130,19 @@ EXPOSE 22
FROM base AS builder
# this stage has only bare minimal of dependencies installed to optimize build time for the local development

ENV ANNOY_COMPILER_ARGS="-D_CRT_SECURE_NO_WARNINGS,-DANNOYLIB_MULTITHREADED_BUILD,-march=x86-64"
ENV UV_COMPILE_BYTECODE=1 \
ANNOY_COMPILER_ARGS="-D_CRT_SECURE_NO_WARNINGS,-DANNOYLIB_MULTITHREADED_BUILD,-march=x86-64"

ARG WORKDIR
ARG VENV_PATH

COPY ./pyproject.toml ${WORKDIR}/pyproject.toml
COPY ./uv.lock ${WORKDIR}/uv.lock
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If the user doesn't have a uv.lock file would this be a problem? Say they just to a task start + task deploy, they might not have built a local environment. They "must" have a pyproject.toml, but the uv.lock could be missing

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This particular uv.lock is part of execution env (I've added it).

If we are talking about agent itself:

  • uv sync is non-critical - we would still attempt to run the agent.
  • uv.lock is generally supposed to be always present because recommended way to add dependency would be via uv add --no-upgrade --group extras <dependency> or via some Task shortcut. Manual editing of pyproject.toml is not recommended (unless you know what you are doing).

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if you mean that uv.lock may be missing when building docker image locally using Dockerfile.local - I guess it's okay to require user to freeze env by generating lock file in this case. Lock file is generally a must in image if we're talking about consistency of dependencies.

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Yea, thats fair. If you make a ticket or two for updating docks related to this I can help pickup recipe and agent updates next week. I know you'll be out soon.

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To your second comment I think that makes sense


WORKDIR ${WORKDIR}
RUN . ${VENV_PATH}/bin/activate && \
uv sync
uv sync && \
chmod -R 777 ${VENV_PATH}
WORKDIR /

# Copy agent runtime into work directory
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6 changes: 3 additions & 3 deletions public_dropin_environments/python311_genai_agents/env_info.json
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Expand Up @@ -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": "68f0fda6e202621203aaedf7",
"environmentVersionId": "68f23ab0cee3dd12045636c5",
"environmentVersionDescription": "",
"isPublic": true,
"isDownloadable": true,
Expand All @@ -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": [
"v11.2.0-68f0fda6e202621203aaedf7",
"68f0fda6e202621203aaedf7",
"v11.2.0-68f23ab0cee3dd12045636c5",
"68f23ab0cee3dd12045636c5",
"v11.2.0-latest"
]
}
5 changes: 4 additions & 1 deletion public_dropin_environments/python311_genai_agents/pyproject.toml
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Expand Up @@ -220,4 +220,7 @@ implicit_reexport = true
[tool.uv]
override-dependencies = [
"fastapi==0.118.2",
]
]

[dependency-groups]
extras = []
Comment on lines +225 to +226
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Extra user dependencies will go here.

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I think this work well to put it here. We should update the templates pyproject.toml everywhere to have this addition

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Yep, working on another PR do do the same changes in af-component-agent.

82 changes: 40 additions & 42 deletions public_dropin_environments/python311_genai_agents/requirements.txt
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Original file line number Diff line number Diff line change
@@ -1,19 +1,17 @@
# This file was autogenerated by uv via the following command:
# uv pip compile --no-annotate --no-emit-index-url --no-emit-trusted-host --output-file=requirements.txt pyproject.toml
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uv lock 
uv sync
uv pip freeze > requirements.txt

absl-py==2.3.1
ag-ui-protocol==0.1.9
aioboto3==15.2.0
aiobotocore==2.24.2
aiofiles==24.1.0
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==1.16.5
alembic==1.17.0
annotated-types==0.7.0
annoy==1.17.3
anthropic==0.69.0
anthropic==0.71.0
anyio==4.11.0
appdirs==1.4.4
appnope==0.1.4
Expand All @@ -24,7 +22,7 @@ arrow==1.3.0
asttokens==3.0.0
attrs==25.4.0
authlib==1.6.5
azure-core==1.35.1
azure-core==1.36.0
azure-identity==1.25.1
azure-storage-blob==12.19.0
backoff==2.2.1
Expand All @@ -37,20 +35,20 @@ boto3==1.40.18
botocore==1.40.18
browserbase==1.4.0
build==1.3.0
cachetools==6.2.0
cachetools==6.2.1
certifi==2025.10.5
cffi==2.0.0
charset-normalizer==3.4.3
charset-normalizer==3.4.4
chromadb==1.1.1
click==8.2.1
cohere==5.18.0
cohere==5.19.0
colorama==0.4.6
coloredlogs==15.0.1
colorlog==6.9.0
colorlog==6.10.1
comm==0.2.3
crewai==0.193.2
crewai-tools==0.76.0
cryptography==46.0.2
cryptography==46.0.3
cuid==0.4
dataclasses-json==0.6.7
datarobot==3.9.1
Expand Down Expand Up @@ -81,7 +79,7 @@ execnet==2.1.1
executing==2.2.1
expandvars==1.1.2
fastapi==0.118.2
fastavro==1.12.0
fastavro==1.12.1
fastembed==0.6.0
fastjsonschema==2.21.2
filechunkio==1.8
Expand All @@ -92,41 +90,41 @@ flatbuffers==25.9.23
fqdn==1.5.1
frozenlist==1.8.0
fsspec==2025.3.0
genai-prices==0.0.31
genai-prices==0.0.34
gevent==25.9.1
google-api-core==2.26.0
google-auth==2.41.1
google-cloud-aiplatform==1.120.0
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==1.42.0
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==0.14.2
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
httpcore==1.0.9
httptools==0.6.4
httptools==0.7.1
httpx==0.28.1
httpx-sse==0.4.0
huggingface-hub==0.35.3
humanfriendly==10.0
idna==3.10
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==2.2.0
invoke==2.2.1
ipykernel==6.28.0
ipython==9.6.0
ipython-pygments-lexers==1.1.1
Expand All @@ -149,7 +147,7 @@ jsonschema==4.25.1
jsonschema-specifications==2025.9.1
julia==0.5.7
jupyter-client==8.6.3
jupyter-core==5.8.1
jupyter-core==5.9.1
jupyter-events==0.12.0
jupyter-kernel-gateway==3.0.1
jupyter-server==2.17.0
Expand All @@ -162,7 +160,7 @@ lancedb==0.25.2
langchain==0.3.27
langchain-aws==0.2.35
langchain-community==0.3.31
langchain-core==0.3.78
langchain-core==0.3.79
langchain-litellm==0.2.3
langchain-mcp-adapters==0.1.11
langchain-milvus==0.2.1
Expand All @@ -174,7 +172,7 @@ langgraph==0.6.10
langgraph-checkpoint==2.1.2
langgraph-prebuilt==0.6.4
langgraph-sdk==0.2.9
langsmith==0.4.33
langsmith==0.4.37
lark==1.3.0
legacy-cgi==2.6.3
litellm==1.74.9
Expand All @@ -186,7 +184,7 @@ 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==0.4.1
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
Expand All @@ -197,16 +195,16 @@ 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==4.13.0
logfire-api==4.13.0
logfire==4.13.2
logfire-api==4.13.2
loguru==0.7.3
lxml==6.0.2
mako==1.3.10
markdown-it-py==4.0.0
markupsafe==3.0.3
marshmallow==3.26.1
matplotlib-inline==0.1.7
mcp==1.16.0
mcp==1.18.0
mdurl==0.1.2
memory-profiler==0.61.0
mistralai==1.9.11
Expand Down Expand Up @@ -236,7 +234,7 @@ oauthlib==3.3.1
ollama==0.6.0
onnxruntime==1.22.0
openai==1.109.1
openinference-semantic-conventions==0.1.23
openinference-semantic-conventions==0.1.24
openpyxl==3.1.5
opentelemetry-api==1.37.0
opentelemetry-exporter-otlp==1.37.0
Expand Down Expand Up @@ -312,7 +310,7 @@ prometheus-client==0.23.1
prompt-toolkit==3.0.52
propcache==0.4.1
proto-plus==1.26.1
protobuf==6.32.1
protobuf==6.33.0
psutil==5.9.8
ptyprocess==0.7.0
pure-eval==0.2.3
Expand All @@ -323,12 +321,12 @@ pyasn1==0.6.1
pyasn1-modules==0.4.2
pybase64==1.4.2
pycparser==2.23
pydantic==2.12.0
pydantic-ai==1.0.17
pydantic-ai-slim==1.0.17
pydantic-core==2.41.1
pydantic-evals==1.0.17
pydantic-graph==1.0.17
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
Expand Down Expand Up @@ -357,7 +355,7 @@ pyvis==0.3.2
pyyaml==6.0.3
pyzmq==27.1.0
ragas @ git+https://github.com/explodinggradients/ragas@5d59549ad5ef511f621502c563bc55ac5aeb9188#subdirectory=ragas
referencing==0.36.2
referencing==0.37.0
regex==2025.9.18
requests==2.32.5
requests-oauthlib==2.0.0
Expand All @@ -373,15 +371,15 @@ ruamel-yaml==0.17.4
s3transfer==0.13.1
scipy==1.16.2
send2trash==1.8.3
sentry-sdk==2.41.0
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==2.0.43
sqlalchemy==2.0.44
sse-starlette==3.0.2
stack-data==0.6.3
stagehand==0.5.4
Expand Down Expand Up @@ -417,12 +415,12 @@ tzdata==2025.2
ujson==5.7.0
uri-template==1.3.0
urllib3==2.5.0
uv==0.9.0
uv==0.9.3
uvicorn==0.35.0
uvloop==0.21.0
uwsgi==2.0.30
uvloop==0.22.1
uwsgi==2.0.31
watchdog==6.0.0
watchfiles==1.1.0
watchfiles==1.1.1
wcwidth==0.2.14
webcolors==24.11.1
webencodings==0.5.1
Expand All @@ -434,7 +432,7 @@ wikipedia==1.4.0
wrapt==1.17.3
xxhash==3.6.0
yarl==1.22.0
youtube-transcript-api==1.2.2
youtube-transcript-api==1.2.3
zipp==3.23.0
zope-event==6.0
zope-interface==8.0.1
Expand Down
22 changes: 22 additions & 0 deletions public_dropin_environments/python311_genai_agents/run_agent.py
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Expand Up @@ -17,6 +17,7 @@
import logging
import os
import socket
import subprocess
import sys
from pathlib import Path
from typing import Any, TextIO, cast
Expand Down Expand Up @@ -257,6 +258,25 @@ def run_agent_procedure(args: Any) -> None:
)


def install_extra_dependencies():
"""
Run uv sync to pick up user's extra dependencies from pyproject.toml.
"""
root.info("Syncing extra dependencies")
env = os.environ.copy()
# Unless directory where pyproject.toml is is not set, default to codespace location.
if env.get("UV_PROJECT") is None:
env["UV_PROJECT"] = "/home/notebooks/storage/"
# uv sync would recompile whole venv, which takes a lot of time. Disable it.
env["UV_COMPILE_BYTECODE"] = "0"

# Sync only extra dependencies to active venv (usually kernel) without upgrading any others.
# --frozen to skip dependency resolution and just install exactly what's in lock file
cmd = "uv sync --frozen --active --no-progress --no-cache --group extras"
subprocess.run(cmd.split(), env=env, stdout=sys.stdout, stderr=sys.stderr, check=False)
root.info("Sync completed")


def main_stdout_redirect() -> Any:
"""
This is a wrapper around the main function that redirects stdout and stderr to a file.
Expand Down Expand Up @@ -287,6 +307,7 @@ def main_stdout_redirect() -> Any:
sys.stdout = f
sys.stderr = f

install_extra_dependencies()
try:
run_agent_procedure(args)
except Exception as e:
Expand All @@ -301,6 +322,7 @@ def main() -> Any:
setup_logging(logger=root, log_level=logging.INFO)
root.info("Parsing args")
args = argparse_args()
install_extra_dependencies()
run_agent_procedure(args)
# flush stdout and stderr to ensure all output is returned to the caller
sys.stdout.flush()
Expand Down
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