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__init__.py
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"""
ComfyUI-SAM3: SAM3 Integration for ComfyUI
This custom node package provides integration with Meta's SAM3 (Segment Anything Model 3)
for open-vocabulary image segmentation using text prompts and visual geometric refinement.
Main Node:
- LoadSAM3Model: Load SAM3 model (auto-downloads from HuggingFace)
- SAM3Segmentation: Segment with optional text/boxes/points/masks
Helper Nodes (Visual Prompt Creation):
- SAM3CreateBox: Visually create a box prompt using sliders
- SAM3CreatePoint: Visually create a point prompt using sliders
- SAM3CombineBoxes: Combine multiple box prompts (up to 5)
- SAM3CombinePoints: Combine multiple point prompts (up to 10)
Interactive Features:
- Right-click any node with IMAGE/MASK output -> "Open in SAM3 Detector"
- Interactive point-and-click segmentation (left-click=positive, right-click=negative)
Video Tracking:
- SAM3VideoModelLoader, SAM3InitVideoSession, SAM3AddVideoPrompt
- SAM3PropagateVideo, SAM3VideoOutput, SAM3CloseVideoSession
Workflow Example:
[SAM3CreateBox] -> [SAM3CombineBoxes] -> [SAM3Segmentation] <- [LoadImage]
[SAM3CreatePoint] -> [SAM3CombinePoints] -^
All geometric refinement uses SAM3's grounding model approach.
No JSON typing required - pure visual node-based workflow!
Author: ComfyUI-SAM3
Version: 2.1.0
License: MIT
"""
# Only run initialization and imports when loaded by ComfyUI, not during pytest
# This prevents relative import errors when pytest collects test modules
import os
import sys
import traceback
# Version info
__version__ = "3.0.0" # Major refactor for memory management
# Track initialization status
INIT_SUCCESS = False
INIT_ERRORS = []
# Detect if running under pytest
# Only skip initialization when PYTEST_CURRENT_TEST env var is set.
# This is the ONLY reliable indicator that pytest is actively running tests.
# Note: We previously also checked '_pytest.config' in sys.modules, but this
# caused false positives when ComfyUI or its dependencies imported pytest
# as a dependency (see issue #7).
# Allow override with SAM3_FORCE_INIT=1 for edge cases.
force_init = os.environ.get('SAM3_FORCE_INIT') == '1'
is_pytest = 'PYTEST_CURRENT_TEST' in os.environ
skip_init = is_pytest and not force_init
if not skip_init:
print(f"[SAM3] ComfyUI-SAM3 v{__version__} initializing...")
# Step 0: Register sam3 model folder with ComfyUI
try:
import folder_paths
sam3_model_dir = os.path.join(folder_paths.models_dir, "sam3")
os.makedirs(sam3_model_dir, exist_ok=True)
folder_paths.add_model_folder_path("sam3", sam3_model_dir)
print(f"[SAM3] [OK] Registered model folder: {sam3_model_dir}")
except Exception as e:
error_msg = f"Failed to register model folder: {str(e)}"
INIT_ERRORS.append(error_msg)
print(f"[SAM3] [WARNING] {error_msg}")
# Step 1: Import node classes
try:
from .nodes import NODE_CLASS_MAPPINGS, NODE_DISPLAY_NAME_MAPPINGS
print("[SAM3] [OK] Node classes imported successfully")
INIT_SUCCESS = True
except Exception as e:
error_msg = f"Failed to import node classes: {str(e)}"
INIT_ERRORS.append(error_msg)
print(f"[SAM3] [WARNING] {error_msg}")
print(f"[SAM3] Traceback:\n{traceback.format_exc()}")
# Set empty mappings if import failed
NODE_CLASS_MAPPINGS = {}
NODE_DISPLAY_NAME_MAPPINGS = {}
# Step 2: Import server to register API endpoints
try:
from . import sam3_server
print("[SAM3] [OK] API endpoints registered")
except Exception as e:
error_msg = f"Failed to register API endpoints: {str(e)}"
INIT_ERRORS.append(error_msg)
print(f"[SAM3] [WARNING] {error_msg}")
print(f"[SAM3] Traceback:\n{traceback.format_exc()}")
# Report final status
if INIT_SUCCESS:
print(f"[SAM3] [OK] Loaded successfully!")
print(f"[SAM3] Available nodes: {', '.join(NODE_CLASS_MAPPINGS.keys())}")
print(f"[SAM3] Interactive SAM3 Detector: Right-click any IMAGE/MASK node -> 'Open in SAM3 Detector'")
else:
print(f"[SAM3] [ERROR] Failed to load ({len(INIT_ERRORS)} error(s)):")
for error in INIT_ERRORS:
print(f" - {error}")
print("[SAM3] Please check the errors above and your installation.")
else:
# During testing, skip initialization to prevent import errors
print(f"[SAM3] ComfyUI-SAM3 v{__version__} running in pytest mode - skipping initialization")
print(f"[SAM3] Reason: PYTEST_CURRENT_TEST={os.environ.get('PYTEST_CURRENT_TEST')}")
print(f"[SAM3] If this is a false positive, set environment variable: SAM3_FORCE_INIT=1")
NODE_CLASS_MAPPINGS = {}
NODE_DISPLAY_NAME_MAPPINGS = {}
# Web directory for custom UI (interactive SAM3 detector)
WEB_DIRECTORY = "./web"
# Export for ComfyUI
__all__ = ['NODE_CLASS_MAPPINGS', 'NODE_DISPLAY_NAME_MAPPINGS', 'WEB_DIRECTORY']