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"""BC-250: Start ComfyUI on GPU and generate an image. Single SSH connection. No shell escaping issues."""
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import paramiko
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import time
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import json
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import sys
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import textwrap
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# ==== CONFIG ====
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SSH_HOST = '192.168.178.150'
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SSH_USER = 'fabian'
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SSH_KEY = r'C:\Users\fabia\.ssh\id_ed25519'
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def connect():
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k = paramiko.Ed25519Key.from_private_key_file(SSH_KEY)
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c = paramiko.SSHClient()
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c.set_missing_host_key_policy(paramiko.AutoAddPolicy())
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c.connect(SSH_HOST, username=SSH_USER, pkey=k, timeout=15)
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return c
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def sh(c, cmd, timeout=60):
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"""Run a bash command. All commands go through bash explicitly."""
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chan = c.get_transport().open_session()
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chan.settimeout(timeout)
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chan.exec_command(f'/bin/bash -l -c {_quote(cmd)}')
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out = b""
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while True:
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try:
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chunk = chan.recv(65536)
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if not chunk:
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break
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out += chunk
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except Exception:
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break
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chan.close()
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return out.decode(errors='replace').strip()
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def _quote(s):
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"""Shell-quote a string using single quotes."""
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return "'" + s.replace("'", "'\\''") + "'"
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def write_remote_file(c, path, content):
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"""Write a file on the remote via SFTP. No shell escaping needed."""
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sftp = c.open_sftp()
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with sftp.open(path, 'w') as f:
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f.write(content)
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sftp.close()
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# ================================================================
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print("="*60)
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print("STEP 1: Connect + kill old ComfyUI")
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print("="*60)
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c = connect()
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sh(c, 'pkill -9 -f "python3.*main.py" 2>/dev/null || true')
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time.sleep(2)
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alive = sh(c, 'pgrep -af "python3.*main.py" 2>/dev/null || echo NONE')
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print(f" Old processes: {alive}")
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# ================================================================
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print("\n" + "="*60)
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print("STEP 2: Write launcher script on BC-250")
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print("="*60)
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# Write a bash launcher script directly via SFTP - avoids ALL shell escaping issues
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launcher = textwrap.dedent("""\
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#!/bin/bash
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# GPU environment
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export HSA_OVERRIDE_GFX_VERSION=10.1.0
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export HIP_VISIBLE_DEVICES=0
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export HSA_ENABLE_SDMA=0
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export HSA_TOOLS_LIB=""
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export HSA_TOOLS_REPORT_LOAD_FAILURE=0
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export PYTORCH_HIP_ALLOC_CONF=expandable_segments:False
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# Threading
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export OMP_NUM_THREADS=12
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export MKL_NUM_THREADS=12
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export OPENBLAS_NUM_THREADS=12
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# MIOpen
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export MIOPEN_FIND_MODE=1
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cd ~/ComfyUI
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source ~/comfyui-env/bin/activate
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exec python3 main.py \\
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--listen 0.0.0.0 --port 8188 \\
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--lowvram \\
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--force-fp16 \\
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--cpu-vae \\
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--disable-smart-memory
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""")
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write_remote_file(c, '/tmp/run_comfyui.sh', launcher)
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sh(c, 'chmod +x /tmp/run_comfyui.sh')
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print(" Launcher script written to /tmp/run_comfyui.sh")
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print(" Flags: --lowvram --force-fp16 --cpu-vae --disable-smart-memory")
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# ================================================================
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print("\n" + "="*60)
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print("STEP 3: Verify GPU works with PyTorch")
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print("="*60)
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gpu_script = textwrap.dedent("""\
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#!/bin/bash
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export HSA_OVERRIDE_GFX_VERSION=10.1.0
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export HIP_VISIBLE_DEVICES=0
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export HSA_ENABLE_SDMA=0
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source ~/comfyui-env/bin/activate
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python3 -c "
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import torch
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print('PyTorch:', torch.__version__)
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print('CUDA/ROCm available:', torch.cuda.is_available())
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if torch.cuda.is_available():
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print('Device:', torch.cuda.get_device_name(0))
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f,t = torch.cuda.mem_get_info(0)
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print(f'VRAM: {f//1048576}MB free / {t//1048576}MB total')
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x = torch.randn(512,512,device='cuda',dtype=torch.float16)
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y = x @ x
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print('GPU compute test: PASS')
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else:
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print('FATAL: NO GPU')
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exit(1)
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"
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""")
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write_remote_file(c, '/tmp/gpu_test.sh', gpu_script)
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sh(c, 'chmod +x /tmp/gpu_test.sh')
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out = sh(c, '/tmp/gpu_test.sh', timeout=30)
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print(f" {out}")
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if 'FATAL' in out or 'False' in out:
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print(" *** GPU not working! Aborting. ***")
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c.close()
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sys.exit(1)
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print(" GPU OK!")
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# ================================================================
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print("\n" + "="*60)
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print("STEP 4: Start ComfyUI")
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print("="*60)
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sh(c, 'rm -f /tmp/comfyui.log; touch /tmp/comfyui.log')
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sh(c, 'nohup /tmp/run_comfyui.sh > /tmp/comfyui.log 2>&1 &')
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time.sleep(3)
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pid = sh(c, 'pgrep -f "python3.*main.py" 2>/dev/null || echo DEAD')
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if pid == 'DEAD':
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print(" FAILED to start! Log:")
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print(sh(c, 'cat /tmp/comfyui.log'))
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c.close()
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sys.exit(1)
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print(f" PID: {pid}")
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# Wait for HTTP 200
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print(" Waiting for HTTP ready...", end='', flush=True)
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for i in range(90):
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code = sh(c, 'curl -s -o /dev/null -w "%{http_code}" http://127.0.0.1:8188/ 2>/dev/null || echo 000', timeout=5)
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if '200' in code:
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print(f" READY ({i*2}s)")
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break
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print('.', end='', flush=True)
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time.sleep(2)
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else:
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print(f"\n TIMEOUT! Last log:")
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print(sh(c, 'tail -20 /tmp/comfyui.log'))
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c.close()
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sys.exit(1)
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# Show startup flags from log
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log_head = sh(c, 'head -10 /tmp/comfyui.log')
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print(f"\n Startup log:\n {log_head[:300]}")
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# ================================================================
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print("\n" + "="*60)
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print("STEP 5: Submit workflow")
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print("="*60)
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workflow = {
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"prompt": {
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"1": {
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"class_type": "UnetLoaderGGUF",
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"inputs": {"unet_name": "z_image_turbo-Q5_K_S.gguf"}
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},
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"2": {
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"class_type": "CLIPLoaderGGUF",
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"inputs": {"clip_name": "Qwen3-4B.i1-Q5_K_S.gguf", "type": "qwen_image"}
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},
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"3": {
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"class_type": "VAELoader",
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"inputs": {"vae_name": "ae.safetensors"}
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},
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"4": {
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"class_type": "CLIPTextEncode",
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"inputs": {"text": "A red fox in a snowy forest, photorealistic", "clip": ["2", 0]}
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},
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"5": {
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"class_type": "EmptyLatentImage",
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"inputs": {"width": 512, "height": 512, "batch_size": 1}
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},
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"6": {
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"class_type": "KSampler",
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"inputs": {
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"model": ["1", 0], "positive": ["4", 0], "negative": ["4", 0],
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"latent_image": ["5", 0], "seed": 42, "steps": 8, "cfg": 1.0,
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"sampler_name": "euler", "scheduler": "simple", "denoise": 1.0
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}
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},
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"7": {
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"class_type": "VAEDecode",
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"inputs": {"samples": ["6", 0], "vae": ["3", 0]}
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},
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"8": {
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"class_type": "SaveImage",
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"inputs": {"images": ["7", 0], "filename_prefix": "ZImageTurbo_GPU"}
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}
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}
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}
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write_remote_file(c, '/tmp/wf.json', json.dumps(workflow))
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# Verify it's valid JSON with correct nodes
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verify = sh(c, 'python3 -c "import json; d=json.load(open(\'/tmp/wf.json\')); p=d[\'prompt\']; print(len(p), \'nodes:\', sorted(p.keys()))"')
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print(f" Workflow: {verify}")
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# Submit
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resp = sh(c, 'curl -s -X POST http://127.0.0.1:8188/prompt -H "Content-Type: application/json" -d @/tmp/wf.json', timeout=10)
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print(f" Response: {resp[:200]}")
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if 'prompt_id' not in resp:
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print(" *** SUBMIT FAILED! ***")
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print(f" Full response: {resp}")
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print(f" Log: {sh(c, 'tail -10 /tmp/comfyui.log')}")
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c.close()
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sys.exit(1)
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prompt_id = json.loads(resp).get('prompt_id', '?')
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print(f" Prompt ID: {prompt_id}")
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# ================================================================
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print("\n" + "="*60)
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print("STEP 6: Monitor generation (checking GPU usage)")
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print("="*60)
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t0 = time.time()
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for i in range(200): # up to ~50 min
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elapsed = int(time.time() - t0)
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gpu_pct = sh(c, 'cat /sys/class/drm/card0/device/gpu_busy_percent 2>/dev/null || echo ?', timeout=5)
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gpu_temp = sh(c, 'cat /sys/class/drm/card0/device/hwmon/hwmon*/temp1_input 2>/dev/null || echo 0', timeout=5)
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temp_c = int(gpu_temp) // 1000 if gpu_temp.isdigit() else '?'
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log_tail = sh(c, 'tail -3 /tmp/comfyui.log 2>/dev/null', timeout=5)
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last_line = log_tail.strip().split('\n')[-1] if log_tail else ''
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# Check for output image
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imgs = sh(c, 'ls ~/ComfyUI/output/*.png 2>/dev/null || echo NONE', timeout=5)
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print(f" [{elapsed:>4}s] GPU:{gpu_pct:>3}% {temp_c}C | {last_line[-90:]}")
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if imgs != 'NONE':
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print(f"\n >>> IMAGE GENERATED! <<<")
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print(f" Files: {imgs}")
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print(f" Time: {elapsed}s")
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final = sh(c, 'tail -20 /tmp/comfyui.log')
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print(f"\n Final log:\n{final}")
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break
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# Check queue empty (= done or error)
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q = sh(c, 'curl -s http://127.0.0.1:8188/queue 2>/dev/null || echo {}', timeout=5)
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try:
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qd = json.loads(q)
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if not qd.get('queue_running') and not qd.get('queue_pending') and elapsed > 20:
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time.sleep(3)
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imgs2 = sh(c, 'ls ~/ComfyUI/output/*.png 2>/dev/null || echo NONE', timeout=5)
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if imgs2 != 'NONE':
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print(f"\n >>> IMAGE GENERATED! <<<")
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print(f" Files: {imgs2}")
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print(f" Time: {elapsed}s")
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else:
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print(f"\n Queue empty, no image. Checking log for errors...")
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print(sh(c, 'tail -30 /tmp/comfyui.log'))
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break
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except json.JSONDecodeError:
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pass
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# Check process still alive
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alive = sh(c, 'pgrep -f "python3.*main.py" >/dev/null 2>&1 && echo YES || echo NO', timeout=5)
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if alive == 'NO':
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print(f"\n *** ComfyUI CRASHED! ***")
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print(sh(c, 'tail -40 /tmp/comfyui.log'))
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break
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time.sleep(15)
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c.close()
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print("\nDone.")
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