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Matched serving measurements

All distribution pairs below are p50 / p95 from n=8 per natural cell or n=4 per capacity-edge cell. They are descriptive small-sample statistics.

Prefill and first output

Arm Actual input p50 C TTFO s Visible TTFT s Effective prefill tok/s Engine prefill mean s Engine queue mean s
EXL3 7,682 1 1.52 / 1.54 3.65 / 4.93 5,060.19 / 5,133.35 1.495 0.000
FP4 7,682 1 0.84 / 0.85 1.99 / 3.18 9,117.68 / 9,184.13 0.830 0.000
EXL3 7,682 2 1.59 / 3.47 3.71 / 9.43 4,832.90 / 4,886.16 1.736 0.033
FP4 7,682 2 1.65 / 3.04 3.52 / 5.22 4,628.54 / 7,999.17 1.652 0.009
EXL3 7,684 4 1.63 / 6.49 6.65 / 12.02 4,236.25 / 4,753.38 2.227 0.484
FP4 7,684 4 4.42 / 5.78 4.97 / 7.91 1,579.55 / 8,531.63 2.088 1.914
EXL3 31,600 1 6.31 / 6.32 7.72 / 10.30 5,011.27 / 5,071.04 6.240 0.000
FP4 31,600 1 3.51 / 3.54 4.12 / 4.52 9,002.46 / 9,089.28 3.487 0.000
EXL3 31,600 2 6.40 / 12.80 8.94 / 24.98 4,939.14 / 4,953.85 7.161 0.034
FP4 31,600 2 6.80 / 9.00 9.54 / 11.01 4,271.20 / 8,753.57 6.038 0.507
EXL3 31,600 4 6.99 / 24.95 26.12 / 46.84 4,313.75 / 4,904.25 9.816 1.460
FP4 31,600 4 17.09 / 19.23 18.60 / 22.19 1,784.13 / 8,672.80 6.462 7.866
EXL3 134,358 1 26.49 / 26.63 27.83 / 29.79 5,057.94 / 5,088.69 26.326 0.000
FP4 134,358 1 17.03 / 17.07 17.49 / 18.33 7,885.65 / 7,929.07 16.954 0.000
EXL3 134,358 2 30.08 / 52.05 53.43 / 59.89 4,374.77 / 4,926.73 35.137 0.034
FP4 134,358 2 33.54 / 34.91 34.40 / 37.71 3,955.46 / 7,907.33 19.667 11.824
EXL3 134,358 4 51.29 / 107.50 76.64 / 189.28 2,546.73 / 4,305.68 51.814 3.962
FP4 134,358 4 68.72 / 70.66 69.20 / 73.26 1,908.00 / 7,892.16 19.601 36.895
EXL3 252,300 1 50.67 / 50.87 52.05 / 53.59 4,969.43 / 5,034.12 50.200 0.000
FP4 252,300 1 33.77 / 33.81 33.90 / 34.65 7,463.28 / 7,528.89 33.626 0.000
EXL3 252,300 2 59.03 / 99.77 100.49 / 101.26 2,761.62 / 4,372.64 76.323 0.135
FP4 252,300 2 67.29 / 68.50 67.69 / 69.29 3,740.22 / 7,433.24 35.639 23.246
EXL3 252,300 4 108.46 / 197.47 195.38 / 200.23 1,615.59 / 4,200.83 122.303 7.320
FP4 252,300 4 68.37 / 136.77 69.18 / 138.34 2,451.30 / 7,450.86 35.499 49.534

Generation and request completion

Arm Actual input p50 C Decode tok/s TPOT ms E2E s Aggregate output tok/s Completion tokens
EXL3 7,682 1 77.67 / 77.73 12.87 / 12.89 4.45 / 5.76 52.42 229.00 / 329.00
FP4 7,682 1 203.31 / 217.50 4.78 / 5.26 2.30 / 3.57 128.88 286.00 / 551.00
EXL3 7,682 2 42.86 / 77.16 23.16 / 24.21 5.47 / 10.33 63.50 170.00 / 373.00
FP4 7,682 2 107.08 / 175.98 9.31 / 12.71 4.12 / 5.56 127.71 271.00 / 399.00
EXL3 7,684 4 28.80 / 59.07 31.17 / 45.08 9.14 / 16.17 79.46 177.00 / 293.00
FP4 7,684 4 113.27 / 192.66 8.81 / 11.71 5.29 / 8.71 115.96 164.00 / 305.00
EXL3 31,600 1 77.38 / 77.60 12.91 / 12.94 8.59 / 11.14 25.32 178.00 / 374.00
FP4 31,600 1 201.49 / 223.19 4.81 / 5.50 4.43 / 4.86 46.57 190.00 / 277.00
EXL3 31,600 2 68.85 / 77.00 14.52 / 58.55 9.66 / 32.29 32.13 190.00 / 534.00
FP4 31,600 2 103.52 / 200.95 9.56 / 10.31 10.26 / 11.87 53.70 197.00 / 525.00
EXL3 31,600 4 11.76 / 65.63 75.77 / 135.47 27.23 / 48.32 31.44 191.00 / 394.00
FP4 31,600 4 110.30 / 190.38 8.99 / 9.65 18.89 / 22.47 63.14 297.00 / 453.00
EXL3 134,358 1 77.80 / 78.60 12.84 / 12.98 28.57 / 30.80 6.86 170.00 / 327.00
FP4 134,358 1 214.18 / 232.46 4.65 / 4.99 17.80 / 18.65 11.41 176.00 / 327.00
EXL3 134,358 2 7.57 / 72.81 79.09 / 193.60 54.35 / 80.05 6.55 159.00 / 295.00
FP4 134,358 2 99.05 / 225.61 9.70 / 10.68 35.15 / 38.05 11.59 157.00 / 374.00
EXL3 134,358 4 3.81 / 65.50 199.84 / 384.88 80.04 / 208.63 8.94 169.00 / 375.00
FP4 134,358 4 101.97 / 199.01 9.80 / 11.13 69.53 / 73.57 11.02 178.00 / 365.00
EXL3 252,300 1 78.72 / 80.42 12.70 / 12.91 52.75 / 54.39 3.29 149.00 / 289.00
FP4 252,300 1 220.91 / 226.52 4.53 / 4.93 34.24 / 34.90 5.16 151.00 / 235.00
EXL3 252,300 2 5.51 / 71.73 64.41 / 182.77 101.34 / 110.27 3.96 166.00 / 243.00
FP4 252,300 2 94.77 / 229.03 9.37 / 10.76 67.94 / 70.03 4.85 151.00 / 217.00
EXL3 252,300 4 4.08 / 65.49 197.81 / 394.40 198.28 / 200.94 4.83 173.00 / 468.00
FP4 252,300 4 92.35 / 209.92 10.23 / 10.92 69.93 / 138.71 6.21 147.00 / 408.00

Observed resource use

Arm Actual input p50 C Client / active / queued max KV use peak % GPU peak used / min free GiB Host min available GiB Cgroup sampled peak GiB OOM / preempt / refusal
EXL3 7,682 1 1 / 1 / 0 3.66 93.21 / 1.85 63.99 51.56 0 / 0 / 0
FP4 7,682 1 1 / 1 / 0 5.61 94.19 / 0.87 56.67 40.21 0 / 0 / 0
EXL3 7,682 2 2 / 2 / 1 6.10 93.21 / 1.85 63.09 51.57 0 / 0 / 0
FP4 7,682 2 2 / 2 / 0 10.09 94.19 / 0.87 56.70 40.22 0 / 0 / 0
EXL3 7,684 4 4 / 4 / 3 10.98 93.21 / 1.85 63.06 51.57 0 / 0 / 0
FP4 7,684 4 4 / 3 / 2 14.58 94.19 / 0.87 56.98 40.22 0 / 0 / 0
EXL3 31,600 1 1 / 1 / 0 5.79 93.21 / 1.85 63.05 51.57 0 / 0 / 0
FP4 31,600 1 1 / 1 / 0 9.35 94.19 / 0.87 56.53 40.22 0 / 0 / 0
EXL3 31,600 2 2 / 2 / 1 10.37 93.21 / 1.85 63.15 51.57 0 / 0 / 0
FP4 31,600 2 2 / 2 / 1 16.45 94.19 / 0.87 56.77 40.22 0 / 0 / 0
EXL3 31,600 4 4 / 4 / 3 19.51 93.21 / 1.85 63.21 51.58 0 / 0 / 0
FP4 31,600 4 4 / 2 / 3 16.45 94.19 / 0.87 56.65 40.23 0 / 0 / 0
EXL3 134,358 1 1 / 1 / 0 15.24 93.21 / 1.85 60.86 51.60 0 / 0 / 0
FP4 134,358 1 1 / 1 / 0 14.02 94.19 / 0.87 56.90 40.25 0 / 0 / 0
EXL3 134,358 2 2 / 2 / 1 29.27 93.25 / 1.82 58.67 51.60 0 / 0 / 0
FP4 134,358 2 2 / 2 / 1 21.12 94.19 / 0.87 57.04 40.25 0 / 0 / 0
EXL3 134,358 4 4 / 4 / 2 57.01 93.26 / 1.80 57.68 51.62 0 / 0 / 0
FP4 134,358 4 4 / 2 / 3 21.12 94.19 / 0.87 54.66 40.27 0 / 0 / 0
EXL3 252,300 1 1 / 1 / 0 25.91 93.42 / 1.64 57.94 51.75 0 / 0 / 0
FP4 252,300 1 1 / 1 / 0 19.44 94.19 / 0.87 56.32 40.29 0 / 0 / 0
EXL3 252,300 2 2 / 2 / 1 50.61 93.42 / 1.64 60.13 51.82 0 / 0 / 0
FP4 252,300 2 2 / 2 / 1 26.54 94.19 / 0.87 56.32 40.30 0 / 0 / 0
EXL3 252,300 4 4 / 4 / 2 75.30 93.42 / 1.64 59.74 51.89 0 / 0 / 0
FP4 252,300 4 4 / 2 / 3 26.54 94.19 / 0.87 56.38 40.33 0 / 0 / 0

Timing and resource definitions, configuration, exact native references, and limitations are in the finding and summary-table.json. GPU figures are worst single-device samples; maxima are sampled lower bounds. Host available memory is whole-host memory; cgroup memory includes page cache.