── pod # NVIDIA RTX 2000 Ada Generation | SMs=22 | torch 2.14.1+cu130 cuda 13.0 (power limit 70 W, max SM clock 3105 MHz) FP32 matmul (IEEE, no TF32) 6.00 TFLOPS | 1710 MHz | 69.3 W | 62.3% of full rate @ that clock TF32 matmul 17.14 TFLOPS | 1635 MHz | 69.4 W | 93.1% of full rate @ that clock FP16 matmul, FP32 accum, n=8192 35.10 TFLOPS | 1695 MHz | 70.0 W | 91.9% of full rate @ that clock FP16 matmul, FP16 accum, n=8192 37.30 TFLOPS | 1725 MHz | 68.8 W | 96.0% of full rate @ that clock BF16 matmul (FP32 accum), n=8192 35.81 TFLOPS | 1725 MHz | 68.9 W | 92.1% of full rate @ that clock FP16 matmul, FP32 accum, n=16384 35.46 TFLOPS | 1665 MHz | 69.4 W | 94.5% of full rate @ that clock FP16 matmul, FP16 accum, n=16384 38.49 TFLOPS | 1755 MHz | 69.3 W | 97.3% of full rate @ that clock BF16 matmul (FP32 accum), n=16384 36.40 TFLOPS | 1710 MHz | 69.6 W | 94.5% of full rate @ that clock FP8 e4m3 scaled_mm, n=8192 67.45 TFLOPS | 1635 MHz | 69.5 W | 91.6% of full rate @ that clock FP8 e4m3 scaled_mm fast-acc, n=8192 79.21 TFLOPS | 1800 MHz | 68.8 W | 97.7% of full rate @ that clock FP8 e4m3 scaled_mm, n=16384 73.76 TFLOPS | 1740 MHz | 69.5 W | 94.1% of full rate @ that clock FP8 e4m3 scaled_mm fast-acc, n=16384 77.78 TFLOPS | 1740 MHz | 68.5 W | 99.2% of full rate @ that clock INT8 int_mm, n=8192 17.84 TOPS | 1740 MHz | 69.2 W | 22.8% of full rate @ that clock INT8 int_mm (B col-major), n=8192 83.85 TOPS | 1980 MHz | 68.4 W | 94.0% of full rate @ that clock INT8 int_mm, n=16384 17.85 TOPS | 1740 MHz | 69.1 W | 22.8% of full rate @ that clock INT8 int_mm (B col-major), n=16384 78.06 TOPS | 1785 MHz | 69.5 W | 97.1% of full rate @ that clock FP64 matmul 0.19 TFLOPS | 2415 MHz | 28.4 W | 87.2% of full rate @ that clock DRAM copy bandwidth (1 GiB) 206.57 GB/s | 2415 MHz | 45.6 W | ── pod # NVIDIA RTX A4000 | SMs=48 | torch 2.14.1+cu130 cuda 13.0 (power limit 140 W, max SM clock 2100 MHz) FP32 matmul (IEEE, no TF32) 12.44 TFLOPS | 1282 MHz | 109.2 W | 78.9% of full rate @ that clock TF32 matmul 31.35 TFLOPS | 1320 MHz | 139.8 W | 96.6% of full rate @ that clock FP16 matmul, FP32 accum, n=8192 61.81 TFLOPS | 1290 MHz | 130.8 W | 97.5% of full rate @ that clock FP16 matmul, FP16 accum, n=8192 54.02 TFLOPS | 1185 MHz | 139.3 W | 92.7% of full rate @ that clock BF16 matmul (FP32 accum), n=8192 60.49 TFLOPS | 1290 MHz | 132.8 W | 95.4% of full rate @ that clock FP16 matmul, FP32 accum, n=16384 59.62 TFLOPS | 1230 MHz | 139.8 W | 98.6% of full rate @ that clock FP16 matmul, FP16 accum, n=16384 62.91 TFLOPS | 1320 MHz | 139.8 W | 97.0% of full rate @ that clock BF16 matmul (FP32 accum), n=16384 62.33 TFLOPS | 1275 MHz | 139.8 W | 99.5% of full rate @ that clock FP8: no hardware support (needs sm_89+), skipped INT8 int_mm, n=8192 25.76 TOPS | 1155 MHz | 139.8 W | 22.7% of full rate @ that clock INT8 int_mm (B col-major), n=8192 116.78 TOPS | 1290 MHz | 139.8 W | 92.1% of full rate @ that clock INT8 int_mm, n=16384 25.92 TOPS | 1155 MHz | 139.9 W | 22.8% of full rate @ that clock INT8 int_mm (B col-major), n=16384 116.94 TOPS | 1268 MHz | 139.7 W | 93.9% of full rate @ that clock FP64 matmul 0.32 TFLOPS | 1950 MHz | 102.6 W | 85.1% of full rate @ that clock DRAM copy bandwidth (1 GiB) 390.97 GB/s | 1845 MHz | 128.5 W |