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Environment management for ComfyUI custom nodes - CUDA wheel resolution and process isolation

Project description

comfy-env

Environment management for ComfyUI custom nodes.

The Problem

ComfyUI custom nodes share a single Python environment. This breaks when:

  • Node A needs torch 2.4, Node B needs torch 2.8
  • Two packages bundle conflicting native libraries (libomp, CUDA runtimes)
  • A node requires a specific Python version (e.g., Blender API needs 3.11)

The Solution

comfy-env provides process isolation — nodes that need conflicting dependencies run in their own Python environments as persistent subprocesses, transparent to ComfyUI.

Two config files, two roles:

  • comfy-env-root.toml (root level): System packages (apt/brew) and ComfyUI node dependency management. Never touches the Python environment — PyPI deps stay in requirements.txt.
  • comfy-env.toml (subdirectories): Each subdirectory with this file gets its own isolated Python environment via pixi, with a separate interpreter, conda packages, pip packages, and pre-built CUDA wheels.

Architecture

ComfyUI-MyPack/
├── comfy-env-root.toml            # System packages + node deps
├── install.py                     # from comfy_env import install; install()
├── prestartup_script.py           # from comfy_env import setup_env; setup_env()
├── __init__.py                    # from comfy_env import register_nodes
└── nodes/
    ├── main/                      # No config → imported in main process
    │   └── __init__.py
    └── cgal/                      # Has config → isolated subprocess
        ├── comfy-env.toml
        ├── _env_a1b2c3 ─────────► <drive>/ce/_env_a1b2c3/.pixi/envs/default
        └── __init__.py

<drive>/ce/                        # Central build cache (same drive as ComfyUI)
└── _env_a1b2c3/                   # SHA256(config + comfy-env version)[:8]
    ├── .pixi/envs/default/        # Complete Python environment
    │   ├── bin/python
    │   └── lib/python3.11/site-packages/
    ├── pixi.toml                  # Generated from comfy-env.toml
    └── .done                      # Build complete marker

How It Works

Build time (install.py): For each subdirectory with a comfy-env.toml, comfy-env hashes the config contents + its own package version, checks the central build cache (<drive>/ce on Windows, ~/.ce on Unix; override with COMFY_ENV_BUILD_BASE), and builds a pixi environment if needed. The result is linked into the node directory as _env_<hash> — symlink on Unix, NTFS junction on Windows (no admin required). Identical configs across different node packs share the same cached build.

Runtime (register_nodes()): Discovers all node subdirectories. Those with a built _env_* run in persistent subprocess workers using the isolated Python interpreter. Those without a config are imported normally. Workers communicate via Unix domain sockets (TCP on Windows) and support bidirectional callbacks for VRAM budget negotiation and progress reporting.

CUDA packages: Listed in [cuda], installed from the PyTorch wheel index or cuda-wheels — pre-built wheels for nvdiffrast, pytorch3d, gsplat, etc. No CUDA toolkit or C++ compiler needed.

Usage

# install.py
from comfy_env import install
install()

# prestartup_script.py
from comfy_env import setup_env
setup_env()

# __init__.py
from comfy_env import register_nodes
NODE_CLASS_MAPPINGS, NODE_DISPLAY_NAME_MAPPINGS = register_nodes()
pip install comfy-env

Docs

Example

ComfyUI-GeometryPack — multiple isolated environments (CGAL, Blender, GPU) with per-subdirectory configs and different Python versions.

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