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@ -85,26 +85,43 @@ python3 benchmarks/benchmark_comfyui_serving.py \
## Output ## Output
``` ```
benchmark: 100%|████████████| 50/50 [req, succeeded=50] benchmark: 100%|█████████████| 5/5 [02:58<00:00, 35.73s/req, succeeded=5]
=== ComfyUI Serving Benchmark Summary === === ComfyUI Serving Benchmark Summary ===
requests_total: 50 requests_total: 5
requests_success: 50 requests_success: 5
requests_failed: 0 requests_failed: 0
wall_time_s: 412.341 wall_time_s: 178.652
throughput_req_s: 0.121 throughput_req_s: 0.028
latency_p50_s: 38.201 latency_p50_s: 109.594
latency_p90_s: 52.110 latency_p90_s: 164.840
latency_p95_s: 55.837 latency_p95_s: 171.744
latency_p99_s: 60.012 latency_p99_s: 177.266
latency_mean_s: 39.445 latency_mean_s: 109.781
latency_max_s: 61.203 latency_max_s: 178.647
execution_mean_ms: 35210.44 execution_mean_ms: 35465.21
execution_p95_ms: 51200.11 execution_p95_ms: 39685.06
--- Per-node execution time (mean ms across successful requests) --- --- Per-node execution time (mean ms across successful requests) ---
KSampler (Advanced) (130:110): mean=18200.1 p95=22100.3 n=50 KSamplerAdvanced (130:110): mean=12827.5 p95=14264.0 n=5
KSampler (Advanced) (130:111): mean=16900.4 p95=20800.7 n=50 KSamplerAdvanced (130:111): mean=12726.4 p95=13822.2 n=5
VAEDecode (130:129): mean=420.2 p95=510.1 n=50 VAEDecode (130:129): mean=3439.0 p95=3467.6 n=5
... SaveVideo (108): mean=2844.7 p95=3280.0 n=5
WanImageToVideo (130:128): mean=2367.7 p95=2595.9 n=5
CLIPTextEncode (130:125): mean=1785.0 p95=1785.0 n=1
CLIPLoader (130:105): mean=700.7 p95=700.7 n=1
LoadImage (97): mean=518.4 p95=970.0 n=5
VAELoader (130:106): mean=507.7 p95=507.7 n=1
CLIPTextEncode (130:107): mean=223.4 p95=223.4 n=1
UNETLoader (130:122): mean=122.2 p95=122.2 n=1
LoraLoaderModelOnly (130:126): mean=68.1 p95=68.1 n=1
UNETLoader (130:123): mean=65.9 p95=65.9 n=1
LoraLoaderModelOnly (130:127): mean=36.2 p95=36.2 n=1
ModelSamplingSD3 (130:109): mean=1.0 p95=1.0 n=1
ModelSamplingSD3 (130:124): mean=0.9 p95=0.9 n=1
CreateVideo (130:117): mean=0.7 p95=1.1 n=5
``` ```
> **Note:** Nodes with `n=1` (e.g. model loaders) are cached by ComfyUI after
> the first request and skipped in subsequent executions, so they only appear
> once across the benchmark run.