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feat(isolation): process isolation for custom nodes via pyisolate
Adds opt-in process isolation for custom nodes using pyisolate's bwrap sandbox and JSON-RPC bridge. Each isolated node pack runs in its own child process with zero-copy tensor transfer via shared memory. Core infrastructure: - CLI flag --use-process-isolation to enable isolation - Host/child startup fencing via PYISOLATE_CHILD env var - Manifest-driven node discovery and extension loading - JSON-RPC bridge between host and child processes - Shared memory forensics for leak detection Proxy layer: - ModelPatcher, CLIP, VAE, and ModelSampling proxies - Host service proxies (folder_paths, model_management, progress, etc.) - Proxy base with automatic method forwarding Execution integration: - Extension wrapper with V3 hidden param mapping - Runtime helpers for isolated node execution - Host policy for node isolation decisions - Fenced sampler device handling and model ejection parity Serializers for cross-process data transfer: - File3D (GLB), PLY (structured + gaussian), NPZ (streaming frames), VIDEO (VideoFromFile + VideoFromComponents) serializers - data_type flag in SerializerRegistry for type-aware dispatch - Isolated get_temp_directory() fence New core save nodes: - SavePLY and SaveNPZ with comfytype registrations (Ply, Npz) DynamicVRAM compatibility: - comfy-aimdo early init gated by isolation fence Tests: - Integration and policy tests for isolation lifecycle - Manifest loader, host policy, proxy, and adapter unit tests Depends on: pyisolate >= 0.9.2
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@@ -1,4 +1,5 @@
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import math
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import os
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from functools import partial
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from scipy import integrate
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@@ -12,8 +13,8 @@ from . import deis
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from . import sa_solver
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import comfy.model_patcher
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import comfy.model_sampling
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import comfy.memory_management
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from comfy.cli_args import args
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from comfy.utils import model_trange as trange
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def append_zero(x):
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@@ -191,6 +192,13 @@ def sample_euler(model, x, sigmas, extra_args=None, callback=None, disable=None,
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"""Implements Algorithm 2 (Euler steps) from Karras et al. (2022)."""
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extra_args = {} if extra_args is None else extra_args
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s_in = x.new_ones([x.shape[0]])
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isolation_active = args.use_process_isolation or os.environ.get("PYISOLATE_CHILD") == "1"
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if isolation_active:
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target_device = sigmas.device
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if x.device != target_device:
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x = x.to(target_device)
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s_in = s_in.to(target_device)
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for i in trange(len(sigmas) - 1, disable=disable):
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if s_churn > 0:
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gamma = min(s_churn / (len(sigmas) - 1), 2 ** 0.5 - 1) if s_tmin <= sigmas[i] <= s_tmax else 0.
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