"""Read more of model_management.py — find how --novram affects GPU compute.""" import paramiko k = paramiko.Ed25519Key.from_private_key_file(r'C:\Users\fabia\.ssh\id_ed25519') c = paramiko.SSHClient() c.set_missing_host_key_policy(paramiko.AutoAddPolicy()) c.connect('192.168.178.150', username='fabian', pkey=k, timeout=10) sftp = c.open_sftp() with sftp.open('/home/fabian/ComfyUI/comfy/model_management.py', 'r') as f: mgmt = f.read().decode() lines = mgmt.split('\n') # Find all functions related to device/offload print("=== KEY FUNCTIONS ===") for keyword in ['unet_offload_device', 'unet_device', 'NO_VRAM', 'should_use', 'get_torch_device', 'def text_encoder_device', 'def text_encoder_offload', 'VRAMState']: for i, line in enumerate(lines): if keyword in line and ('def ' in line or 'class ' in line or '=' in line[:50]): print(f" L{i+1}: {line.strip()[:100]}") # Show VRAMState enum print("\n=== VRAMState ===") for i, line in enumerate(lines): if 'class VRAMState' in line or (i > 0 and 'VRAMState' in lines[i-1] and 'class' in lines[i-1]): for j in range(i, min(i+15, len(lines))): print(f" {j+1}: {lines[j]}") break # Show unet_offload_device print("\n=== unet_offload_device ===") for i, line in enumerate(lines): if 'def unet_offload_device' in line: for j in range(max(0,i-2), min(i+15, len(lines))): print(f" {j+1}: {lines[j]}") # Show text_encoder functions print("\n=== text_encoder_device ===") for i, line in enumerate(lines): if 'def text_encoder_device' in line: for j in range(max(0,i-2), min(i+12, len(lines))): print(f" {j+1}: {lines[j]}") print("\n=== text_encoder_offload_device ===") for i, line in enumerate(lines): if 'def text_encoder_offload_device' in line: for j in range(max(0,i-2), min(i+12, len(lines))): print(f" {j+1}: {lines[j]}") # Show how NO_VRAM is used in loading logic print("\n=== NO_VRAM usage in model loading ===") for i, line in enumerate(lines): if 'NO_VRAM' in line: print(f" L{i+1}: {line.strip()[:120]}") # Show the VRAM state setting logic print("\n=== vram_state assignment ===") for i, line in enumerate(lines): if 'vram_state' in line and ('=' in line) and 'VRAMState' in line: print(f" L{i+1}: {line.strip()[:120]}") sftp.close() c.close()