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Full Benchmark Summary

Data-Tiling Comparison Table

Name No-DT (baseline) DT-Only DT-UK
BertLargeTF(stablehlo) [x86_64-cascadelake-linux_gnu-llvm_cpu] local_task(embedded_elf)[30-thread,full-inference,default-flags] with default @ c2-standard-60[cpu] 786.945 (1.0X) N/A 222.780 (3.5X)
DeepLabV3_fp32(tflite) [x86_64-cascadelake-linux_gnu-llvm_cpu] local_task(embedded_elf)[8-thread,full-inference,default-flags] with default @ c2-standard-60[cpu] 6.951 (1.0X) N/A 8.560 (0.8X)
EfficientNetV2STF(stablehlo) [x86_64-cascadelake-linux_gnu-llvm_cpu] local_task(embedded_elf)[15-thread,full-inference,default-flags] with default @ c2-standard-60[cpu] 34.963 (1.0X) N/A 34.866 (1.0X)
EfficientNet_int8(tflite) [x86_64-cascadelake-linux_gnu-llvm_cpu] local_task(embedded_elf)[8-thread,full-inference,default-flags] with default @ c2-standard-60[cpu] 5.792 (1.0X) N/A 5.021 (1.2X)
GPT2_117M_TF_1X1XI32(stablehlo) [x86_64-cascadelake-linux_gnu-llvm_cpu] local_task(embedded_elf)[15-thread,full-inference,default-flags] with default @ c2-standard-60[cpu] 9.214 (1.0X) N/A 8.432 (1.1X)
GPT2_117M_TF_1X4XI32(stablehlo) [x86_64-cascadelake-linux_gnu-llvm_cpu] local_task(embedded_elf)[15-thread,full-inference,default-flags] with default @ c2-standard-60[cpu] 11.011 (1.0X) N/A 8.844 (1.2X)
MiniLML12H384Uncased(stablehlo) [x86_64-cascadelake-linux_gnu-llvm_cpu] local_task(embedded_elf)[15-thread,full-inference,default-flags] with default @ c2-standard-60[cpu] 11.783 (1.0X) N/A 13.734 (0.9X)
MobileBertSquad_fp16(tflite) [x86_64-cascadelake-linux_gnu-llvm_cpu] local_task(embedded_elf)[15-thread,full-inference,default-flags] with default @ c2-standard-60[cpu] 33.322 (1.0X) N/A 61.578 (0.5X)
MobileBertSquad_fp32(tflite) [x86_64-cascadelake-linux_gnu-llvm_cpu] local_task(embedded_elf)[15-thread,full-inference,default-flags] with default @ c2-standard-60[cpu] 33.393 (1.0X) N/A 62.150 (0.5X)
MobileBertSquad_int8(tflite) [x86_64-cascadelake-linux_gnu-llvm_cpu] local_task(embedded_elf)[15-thread,full-inference,default-flags] with default @ c2-standard-60[cpu] 68.291 (1.0X) N/A 64.402 (1.1X)
MobileNetV1_fp32(tflite) [x86_64-cascadelake-linux_gnu-llvm_cpu] local_task(embedded_elf)[8-thread,full-inference,default-flags] with default @ c2-standard-60[cpu] 4.460 (1.0X) N/A 4.534 (1.0X)
MobileNetV2_fp32(tflite) [x86_64-cascadelake-linux_gnu-llvm_cpu] local_task(embedded_elf)[8-thread,full-inference,default-flags] with default @ c2-standard-60[cpu] 3.674 (1.0X) N/A 4.867 (0.8X)
MobileNetV2_int8(tflite) [x86_64-cascadelake-linux_gnu-llvm_cpu] local_task(embedded_elf)[8-thread,full-inference,default-flags] with default @ c2-standard-60[cpu] 5.882 (1.0X) N/A 5.430 (1.1X)
MobileNetV3Small_fp32(tflite) [x86_64-cascadelake-linux_gnu-llvm_cpu] local_task(embedded_elf)[1-thread,full-inference,default-flags] with default @ c2-standard-60[cpu] 2.868 (1.0X) N/A 2.781 (1.0X)
MobileSSD_fp32(tflite) [x86_64-cascadelake-linux_gnu-llvm_cpu] local_task(embedded_elf)[8-thread,full-inference,default-flags] with default @ c2-standard-60[cpu] 8.470 (1.0X) N/A 9.904 (0.9X)
PersonDetect_int8(tflite) [x86_64-cascadelake-linux_gnu-llvm_cpu] local_task(embedded_elf)[1-thread,full-inference,default-flags] with default @ c2-standard-60[cpu] 0.770 (1.0X) N/A 0.586 (1.3X)
PoseNet_fp32(tflite) [x86_64-cascadelake-linux_gnu-llvm_cpu] local_task(embedded_elf)[8-thread,full-inference,default-flags] with default @ c2-standard-60[cpu] 4.137 (1.0X) N/A 5.252 (0.8X)
matmul_256x256x2048_i8_i4_i32_tile_config_default(linalg) [x86_64-cascadelake-linux_gnu-llvm_cpu] local_sync(embedded_elf)[full-inference,default-flags] with default @ c2-standard-60[cpu] 7.626 (1.0X) N/A 7.587 (1.0X)
matmul_256x256x2048_i8_i8_i32_tile_config_default(linalg) [x86_64-cascadelake-linux_gnu-llvm_cpu] local_sync(embedded_elf)[full-inference,default-flags] with default @ c2-standard-60[cpu] 6.656 (1.0X) N/A 1.799 (3.7X)
BertForMaskedLMTF(stablehlo) [x86_64-cascadelake-linux_gnu-llvm_cpu] local_task(embedded_elf)[30-thread,full-inference,default-flags] with default @ c2-standard-60[cpu] 214.525 (1.0X) N/A 108.507 (2.0X)
DeepLabV3_fp32(tflite) [x86_64-cascadelake-linux_gnu-llvm_cpu] local_task(embedded_elf)[1-thread,full-inference,default-flags] with default @ c2-standard-60[cpu] 32.251 (1.0X) N/A 30.344 (1.1X)
EfficientNetV2STF(stablehlo) [x86_64-cascadelake-linux_gnu-llvm_cpu] local_task(embedded_elf)[1-thread,full-inference,default-flags] with default @ c2-standard-60[cpu] 275.118 (1.0X) N/A 230.055 (1.2X)
EfficientNet_int8(tflite) [x86_64-cascadelake-linux_gnu-llvm_cpu] local_task(embedded_elf)[1-thread,full-inference,default-flags] with default @ c2-standard-60[cpu] 27.059 (1.0X) N/A 13.342 (2.0X)
GPT2_117M_TF_1X1XI32(stablehlo) [x86_64-cascadelake-linux_gnu-llvm_cpu] local_task(embedded_elf)[1-thread,full-inference,default-flags] with default @ c2-standard-60[cpu] 70.599 (1.0X) N/A 39.758 (1.8X)
GPT2_117M_TF_1X4XI32(stablehlo) [x86_64-cascadelake-linux_gnu-llvm_cpu] local_task(embedded_elf)[1-thread,full-inference,default-flags] with default @ c2-standard-60[cpu] 88.059 (1.0X) N/A 41.453 (2.1X)
MiniLML12H384Uncased(stablehlo) [x86_64-cascadelake-linux_gnu-llvm_cpu] local_task(embedded_elf)[1-thread,full-inference,default-flags] with default @ c2-standard-60[cpu] 79.640 (1.0X) N/A 56.497 (1.4X)
MobileBertSquad_fp16(tflite) [x86_64-cascadelake-linux_gnu-llvm_cpu] local_task(embedded_elf)[1-thread,full-inference,default-flags] with default @ c2-standard-60[cpu] 181.606 (1.0X) N/A 186.313 (1.0X)
MobileBertSquad_fp32(tflite) [x86_64-cascadelake-linux_gnu-llvm_cpu] local_task(embedded_elf)[1-thread,full-inference,default-flags] with default @ c2-standard-60[cpu] 181.087 (1.0X) N/A 190.674 (0.9X)
MobileBertSquad_int8(tflite) [x86_64-cascadelake-linux_gnu-llvm_cpu] local_task(embedded_elf)[1-thread,full-inference,default-flags] with default @ c2-standard-60[cpu] 516.559 (1.0X) N/A 240.696 (2.1X)
MobileNetV1_fp32(tflite) [x86_64-cascadelake-linux_gnu-llvm_cpu] local_task(embedded_elf)[1-thread,full-inference,default-flags] with default @ c2-standard-60[cpu] 26.129 (1.0X) N/A 17.898 (1.5X)
MobileNetV2_fp32(tflite) [x86_64-cascadelake-linux_gnu-llvm_cpu] local_task(embedded_elf)[1-thread,full-inference,default-flags] with default @ c2-standard-60[cpu] 12.118 (1.0X) N/A 12.177 (1.0X)
MobileNetV2_int8(tflite) [x86_64-cascadelake-linux_gnu-llvm_cpu] local_task(embedded_elf)[1-thread,full-inference,default-flags] with default @ c2-standard-60[cpu] 21.686 (1.0X) N/A 12.605 (1.7X)
MobileNetV3Small_fp32(tflite) [x86_64-cascadelake-linux_gnu-llvm_cpu] local_sync(embedded_elf)[full-inference,default-flags] with default @ c2-standard-60[cpu] 2.782 (1.0X) N/A 2.792 (1.0X)
MobileSSD_fp32(tflite) [x86_64-cascadelake-linux_gnu-llvm_cpu] local_task(embedded_elf)[1-thread,full-inference,default-flags] with default @ c2-standard-60[cpu] 34.862 (1.0X) N/A 31.684 (1.1X)
PersonDetect_int8(tflite) [x86_64-cascadelake-linux_gnu-llvm_cpu] local_sync(embedded_elf)[full-inference,default-flags] with default @ c2-standard-60[cpu] 0.698 (1.0X) N/A 0.521 (1.3X)
PoseNet_fp32(tflite) [x86_64-cascadelake-linux_gnu-llvm_cpu] local_task(embedded_elf)[1-thread,full-inference,default-flags] with default @ c2-standard-60[cpu] 17.596 (1.0X) N/A 19.587 (0.9X)
matmul_1x256x2048_i8_i4_i32_tile_config_default(linalg) [x86_64-cascadelake-linux_gnu-llvm_cpu] local_sync(embedded_elf)[full-inference,default-flags] with default @ c2-standard-60[cpu] 0.054 (1.0X) N/A 0.054 (1.0X)
matmul_1x256x2048_i8_i8_i32_tile_config_default(linalg) [x86_64-cascadelake-linux_gnu-llvm_cpu] local_sync(embedded_elf)[full-inference,default-flags] with default @ c2-standard-60[cpu] 0.042 (1.0X) N/A 0.021 (2.0X)
DeepLabV3_fp32(tflite) [armv8.2-a-generic-linux_android29-llvm_cpu] local_sync(embedded_elf)[full-inference,default-flags] with default @ pixel-6-pro[big-cores] 47.961 (1.0X) N/A 42.587 (1.1X)
DeepLabV3_fp32(tflite) [armv8.2-a-generic-linux_android29-llvm_cpu] local_task(embedded_elf)[1-thread,full-inference,system-scheduling] with default @ pixel-6-pro[big-cores] 50.179 (1.0X) N/A 43.990 (1.1X)
DeepLabV3_fp32(tflite) [armv8.2-a-generic-linux_android29-llvm_cpu] local_task(embedded_elf)[2-thread,full-inference,system-scheduling] with default @ pixel-6-pro[big-cores] 29.953 (1.0X) N/A 27.232 (1.1X)
GPT2_117M_TF_1X1XI32(stablehlo) [armv8.2-a-generic-linux_android29-llvm_cpu] local_sync(embedded_elf)[full-inference,default-flags] with default @ pixel-6-pro[big-cores] 92.595 (1.0X) N/A 20.784 (4.5X)
GPT2_117M_TF_1X1XI32(stablehlo) [armv8.2-a-generic-linux_android29-llvm_cpu] local_task(embedded_elf)[1-thread,full-inference,system-scheduling] with default @ pixel-6-pro[big-cores] 93.644 (1.0X) N/A 21.661 (4.3X)
GPT2_117M_TF_1X1XI32(stablehlo) [armv8.2-a-generic-linux_android29-llvm_cpu] local_task(embedded_elf)[2-thread,full-inference,system-scheduling] with default @ pixel-6-pro[big-cores] 52.749 (1.0X) N/A 21.878 (2.4X)
GPT2_117M_TF_1X4XI32(stablehlo) [armv8.2-a-generic-linux_android29-llvm_cpu] local_sync(embedded_elf)[full-inference,default-flags] with default @ pixel-6-pro[big-cores] 139.061 (1.0X) N/A 27.060 (5.1X)
GPT2_117M_TF_1X4XI32(stablehlo) [armv8.2-a-generic-linux_android29-llvm_cpu] local_task(embedded_elf)[1-thread,full-inference,system-scheduling] with default @ pixel-6-pro[big-cores] 129.569 (1.0X) N/A 28.537 (4.5X)
GPT2_117M_TF_1X4XI32(stablehlo) [armv8.2-a-generic-linux_android29-llvm_cpu] local_task(embedded_elf)[2-thread,full-inference,system-scheduling] with default @ pixel-6-pro[big-cores] 72.141 (1.0X) N/A 26.653 (2.7X)
MobileBertSquad_fp32(tflite) [armv8.2-a-generic-linux_android29-llvm_cpu] local_sync(embedded_elf)[full-inference,default-flags] with default @ pixel-6-pro[big-cores] 699.527 (1.0X) N/A 347.031 (2.0X)
MobileBertSquad_fp32(tflite) [armv8.2-a-generic-linux_android29-llvm_cpu] local_task(embedded_elf)[1-thread,full-inference,system-scheduling] with default @ pixel-6-pro[big-cores] 695.695 (1.0X) N/A 354.636 (2.0X)
MobileBertSquad_fp32(tflite) [armv8.2-a-generic-linux_android29-llvm_cpu] local_task(embedded_elf)[2-thread,full-inference,system-scheduling] with default @ pixel-6-pro[big-cores] 390.395 (1.0X) N/A 218.419 (1.8X)
MobileBertSquad_int8(tflite) [armv8.2-a-generic-linux_android29-llvm_cpu] local_sync(embedded_elf)[full-inference,default-flags] with default @ pixel-6-pro[big-cores] 1060.607 (1.0X) N/A 278.886 (3.8X)
MobileBertSquad_int8(tflite) [armv8.2-a-generic-linux_android29-llvm_cpu] local_task(embedded_elf)[1-thread,full-inference,system-scheduling] with default @ pixel-6-pro[big-cores] 1061.074 (1.0X) N/A 273.321 (3.9X)
MobileBertSquad_int8(tflite) [armv8.2-a-generic-linux_android29-llvm_cpu] local_task(embedded_elf)[2-thread,full-inference,system-scheduling] with default @ pixel-6-pro[big-cores] 551.029 (1.0X) N/A 161.357 (3.4X)
Vit_int8(tflite) [armv8.2-a-generic-linux_android29-llvm_cpu] local_sync(embedded_elf)[full-inference,default-flags] with default @ pixel-6-pro[big-cores] 2062.117 (1.0X) N/A 299.939 (6.9X)
Vit_int8(tflite) [armv8.2-a-generic-linux_android29-llvm_cpu] local_task(embedded_elf)[1-thread,full-inference,system-scheduling] with default @ pixel-6-pro[big-cores] 2061.354 (1.0X) N/A 299.823 (6.9X)
Vit_int8(tflite) [armv8.2-a-generic-linux_android29-llvm_cpu] local_task(embedded_elf)[2-thread,full-inference,system-scheduling] with default @ pixel-6-pro[big-cores] 1094.145 (1.0X) N/A 178.230 (6.1X)
matmul_1x256x2048_i8_i4_i32_tile_config_default(linalg) [armv8.2-a-generic-linux_android29-llvm_cpu] local_sync(embedded_elf)[full-inference,default-flags] with default @ pixel-6-pro[big-cores] 0.081 (1.0X) N/A 0.016 (5.0X)
matmul_1x256x2048_i8_i8_i32_tile_config_default(linalg) [armv8.2-a-generic-linux_android29-llvm_cpu] local_sync(embedded_elf)[full-inference,default-flags] with default @ pixel-6-pro[big-cores] 0.074 (1.0X) N/A 0.017 (4.4X)
matmul_256x256x2048_i8_i4_i32_tile_config_default(linalg) [armv8.2-a-generic-linux_android29-llvm_cpu] local_sync(embedded_elf)[full-inference,default-flags] with default @ pixel-6-pro[big-cores] 12.095 (1.0X) N/A 1.314 (9.2X)
matmul_256x256x2048_i8_i8_i32_tile_config_default(linalg) [armv8.2-a-generic-linux_android29-llvm_cpu] local_sync(embedded_elf)[full-inference,default-flags] with default @ pixel-6-pro[big-cores] 16.530 (1.0X) N/A 1.077 (15.3X)

Regressed Latencies 🚩

Benchmark Name Average Latency (ms) Median Latency (ms) Latency Standard Deviation (ms)
MobileBertSquad\_fp16(tflite) [arm-valhall-vulkan\_android31-vulkan\_spirv][experimental-flags,fuse-padding,max-concurrency,demote-f32-to-f16] vulkan(none)[full-inference,default-flags] with default @ pixel-6-pro[gpu] 108.340 (vs. 96.330, 12.47%↑) 108.971 1.817

Improved Latencies 🎉

Benchmark Name Average Latency (ms) Median Latency (ms) Latency Standard Deviation (ms)
MobileBertSquad\_int8(tflite) [arm-valhall-vulkan\_android31-vulkan\_spirv][default-flags] vulkan(none)[full-inference,default-flags] with default @ pixel-6-pro[gpu] 104.999 (vs. 112.742, 6.87%↓) 106.298 5.082
GPT2\_117M\_TF\_1X4XI32(stablehlo) [armv8.2-a-generic-linux\_android29-llvm\_cpu][default-flags,dt-uk] local\_task(embedded\_elf)[1-thread,full-inference,system-scheduling] with default @ pixel-6-pro[big-cores] 28.537 (vs. 30.566, 6.64%↓) 28.628 0.687
GPT2\_117M\_TF\_1X4XI32(stablehlo) [armv8.2-a-generic-linux\_android29-llvm\_cpu][experimental-flags,no-dt] local\_task(embedded\_elf)[1-thread,full-inference,system-scheduling] with default @ pixel-6-pro[big-cores] 129.569 (vs. 138.647, 6.55%↓) 129.426 0.447
GPT2\_117M\_TF\_1X1XI32(stablehlo) [armv8.2-a-generic-linux\_android29-llvm\_cpu][default-flags,dt-uk] local\_sync(embedded\_elf)[full-inference,default-flags] with default @ pixel-6-pro[big-cores] 20.784 (vs. 22.125, 6.06%↓) 20.794 0.042
GPT2\_117M\_TF\_1X1XI32(stablehlo) [armv8.2-a-generic-linux\_android29-llvm\_cpu][default-flags,dt-uk] local\_task(embedded\_elf)[1-thread,full-inference,system-scheduling] with default @ pixel-6-pro[big-cores] 21.661 (vs. 22.926, 5.52%↓) 21.635 0.102
GPT2\_117M\_TF\_1X4XI32(stablehlo) [armv8.2-a-generic-linux\_android29-llvm\_cpu][default-flags,dt-uk] local\_sync(embedded\_elf)[full-inference,default-flags] with default @ pixel-6-pro[big-cores] 27.060 (vs. 28.608, 5.41%↓) 27.231 0.818
DeepLabV3\_fp32(tflite) [armv8.2-a-generic-linux\_android29-llvm\_cpu][default-flags,dt-uk] local\_task(embedded\_elf)[2-thread,full-inference,system-scheduling] with default @ pixel-6-pro[big-cores] 27.232 (vs. 28.699, 5.11%↓) 27.455 0.768

Similar Latencies

Benchmark Name Average Latency (ms) Median Latency (ms) Latency Standard Deviation (ms)
MobileNetV1\_fp32(tflite) [x86\_64-cascadelake-linux\_gnu-llvm\_cpu][experimental-flags,no-dt] local\_task(embedded\_elf)[8-thread,full-inference,default-flags] with default @ c2-standard-60[cpu] 4.460 (vs. 4.920, 9.35%↓) 4.487 0.081
MobileNetV2\_fp32(tflite) [x86\_64-cascadelake-linux\_gnu-llvm\_cpu][default-flags,dt-uk] local\_task(embedded\_elf)[1-thread,full-inference,default-flags] with default @ c2-standard-60[cpu] 12.177 (vs. 11.286, 7.89%↑) 12.157 0.077
MobileNetV2\_int8(tflite) [x86\_64-cascadelake-linux\_gnu-llvm\_cpu][default-flags,dt-uk] local\_task(embedded\_elf)[1-thread,full-inference,default-flags] with default @ c2-standard-60[cpu] 12.605 (vs. 11.826, 6.59%↑) 12.589 0.070
MobileBertSquad\_fp32(tflite) [armv8.2-a-generic-linux\_android29-llvm\_cpu][default-flags,dt-uk] local\_task(embedded\_elf)[1-thread,full-inference,system-scheduling] with default @ pixel-6-pro[big-cores] 354.636 (vs. 372.922, 4.90%↓) 354.554 4.270
MobileBertSquad\_int8(tflite) [arm-valhall-vulkan\_android31-vulkan\_spirv][experimental-flags,fuse-padding,max-concurrency] vulkan(none)[full-inference,default-flags] with default @ pixel-6-pro[gpu] 99.450 (vs. 104.476, 4.81%↓) 99.428 0.465
MobileBertSquad\_int8(tflite) [armv8.2-a-generic-linux\_android29-llvm\_cpu][default-flags,dt-uk] local\_task(embedded\_elf)[2-thread,full-inference,system-scheduling] with default @ pixel-6-pro[big-cores] 161.357 (vs. 169.439, 4.77%↓) 162.062 3.980
Vit\_int8(tflite) [armv8.2-a-generic-linux\_android29-llvm\_cpu][default-flags,dt-uk] local\_task(embedded\_elf)[2-thread,full-inference,system-scheduling] with default @ pixel-6-pro[big-cores] 178.230 (vs. 186.893, 4.64%↓) 178.913 4.572
MobileNetV3Small\_fp32(tflite) [x86\_64-cascadelake-linux\_gnu-llvm\_cpu][default-flags,dt-uk] local\_sync(embedded\_elf)[full-inference,default-flags] with default @ c2-standard-60[cpu] 2.792 (vs. 2.668, 4.63%↑) 2.786 0.018
matmul\_256x256x2048\_i8\_i4\_i32\_tile\_config\_default(linalg) [armv8.2-a-generic-linux\_android29-llvm\_cpu][default-flags,dt-uk] local\_sync(embedded\_elf)[full-inference,default-flags] with default @ pixel-6-pro[big-cores] 1.314 (vs. 1.376, 4.56%↓) 1.317 0.016
matmul\_256x256x2048\_i8\_i8\_i32\_tile\_config\_default(linalg) [armv8.2-a-generic-linux\_android29-llvm\_cpu][default-flags,dt-uk] local\_sync(embedded\_elf)[full-inference,default-flags] with default @ pixel-6-pro[big-cores] 1.077 (vs. 1.123, 4.11%↓) 1.084 0.015
matmul\_256x256x2048\_i8\_i4\_i32\_tile\_config\_default(linalg) [armv8.2-a-generic-linux\_android29-llvm\_cpu][experimental-flags,no-dt] local\_sync(embedded\_elf)[full-inference,default-flags] with default @ pixel-6-pro[big-cores] 12.095 (vs. 12.603, 4.03%↓) 12.130 0.102
matmul\_1x256x2048\_i8\_i8\_i32\_tile\_config\_default(linalg) [armv8.2-a-generic-linux\_android29-llvm\_cpu][experimental-flags,no-dt] local\_sync(embedded\_elf)[full-inference,default-flags] with default @ pixel-6-pro[big-cores] 0.074 (vs. 0.077, 3.98%↓) 0.074 0.001
MobileBertSquad\_int8(tflite) [armv8.2-a-generic-linux\_android29-llvm\_cpu][default-flags,dt-uk] local\_sync(embedded\_elf)[full-inference,default-flags] with default @ pixel-6-pro[big-cores] 278.886 (vs. 289.851, 3.78%↓) 279.195 2.203
MobileBertSquad\_fp32(tflite) [armv8.2-a-generic-linux\_android29-llvm\_cpu][experimental-flags,no-dt] local\_task(embedded\_elf)[2-thread,full-inference,system-scheduling] with default @ pixel-6-pro[big-cores] 390.395 (vs. 405.268, 3.67%↓) 390.461 8.621
MobileBertSquad\_fp32(tflite) [arm-valhall-vulkan\_android31-vulkan\_spirv][default-flags] vulkan(none)[full-inference,default-flags] with default @ pixel-6-pro[gpu] 96.103 (vs. 99.752, 3.66%↓) 96.091 0.338
GPT2\_117M\_TF\_1X1XI32(stablehlo) [armv8.2-a-generic-linux\_android29-llvm\_cpu][default-flags,dt-uk] local\_task(embedded\_elf)[2-thread,full-inference,system-scheduling] with default @ pixel-6-pro[big-cores] 21.878 (vs. 22.682, 3.54%↓) 21.927 0.194
MobileNetV1\_fp32(tflite) [x86\_64-cascadelake-linux\_gnu-llvm\_cpu][experimental-flags,no-dt] local\_task(embedded\_elf)[1-thread,full-inference,default-flags] with default @ c2-standard-60[cpu] 26.129 (vs. 25.241, 3.52%↑) 25.999 0.283
EfficientNetV2STF(stablehlo) [x86\_64-cascadelake-linux\_gnu-llvm\_cpu][default-flags,dt-uk] local\_task(embedded\_elf)[1-thread,full-inference,default-flags] with default @ c2-standard-60[cpu] 230.055 (vs. 238.306, 3.46%↓) 228.062 3.783
DeepLabV3\_fp32(tflite) [armv8.2-a-generic-linux\_android29-llvm\_cpu][default-flags,dt-uk] local\_task(embedded\_elf)[1-thread,full-inference,system-scheduling] with default @ pixel-6-pro[big-cores] 43.990 (vs. 45.553, 3.43%↓) 43.546 1.615
GPT2\_117M\_TF\_1X4XI32(stablehlo) [armv8.2-a-generic-linux\_android29-llvm\_cpu][default-flags,dt-uk] local\_task(embedded\_elf)[2-thread,full-inference,system-scheduling] with default @ pixel-6-pro[big-cores] 26.653 (vs. 27.600, 3.43%↓) 26.755 0.353
GPT2\_117M\_TF\_1X1XI32(stablehlo) [x86\_64-cascadelake-linux\_gnu-llvm\_cpu][default-flags,dt-uk] local\_task(embedded\_elf)[1-thread,full-inference,default-flags] with default @ c2-standard-60[cpu] 39.758 (vs. 41.167, 3.42%↓) 39.147 1.561
BertLargeTF(stablehlo) [x86\_64-cascadelake-linux\_gnu-llvm\_cpu][default-flags,dt-uk] local\_task(embedded\_elf)[30-thread,full-inference,default-flags] with default @ c2-standard-60[cpu] 222.780 (vs. 229.813, 3.06%↓) 222.495 2.300
MobileBertSquad\_fp32(tflite) [armv8.2-a-generic-linux\_android29-llvm\_cpu][default-flags,dt-uk] local\_task(embedded\_elf)[2-thread,full-inference,system-scheduling] with default @ pixel-6-pro[big-cores] 218.419 (vs. 225.205, 3.01%↓) 219.624 5.860
Vit\_int8(tflite) [armv8.2-a-generic-linux\_android29-llvm\_cpu][experimental-flags,no-dt] local\_task(embedded\_elf)[2-thread,full-inference,system-scheduling] with default @ pixel-6-pro[big-cores] 1094.145 (vs. 1127.732, 2.98%↓) 1100.071 16.745
MobileBertSquad\_fp16(tflite) [x86\_64-cascadelake-linux\_gnu-llvm\_cpu][experimental-flags,no-dt] local\_task(embedded\_elf)[15-thread,full-inference,default-flags] with default @ c2-standard-60[cpu] 33.322 (vs. 34.334, 2.95%↓) 32.789 0.876
DeepLabV3\_fp32(tflite) [armv8.2-a-generic-linux\_android29-llvm\_cpu][experimental-flags,no-dt] local\_task(embedded\_elf)[2-thread,full-inference,system-scheduling] with default @ pixel-6-pro[big-cores] 29.953 (vs. 30.839, 2.87%↓) 30.152 0.846
MobileBertSquad\_int8(tflite) [armv8.2-a-generic-linux\_android29-llvm\_cpu][default-flags,dt-uk] local\_task(embedded\_elf)[1-thread,full-inference,system-scheduling] with default @ pixel-6-pro[big-cores] 273.321 (vs. 281.336, 2.85%↓) 272.295 4.978
MobileBertSquad\_fp32(tflite) [x86\_64-cascadelake-linux\_gnu-llvm\_cpu][experimental-flags,no-dt] local\_task(embedded\_elf)[15-thread,full-inference,default-flags] with default @ c2-standard-60[cpu] 33.393 (vs. 34.370, 2.84%↓) 33.158 0.875
MobileBertSquad\_fp32(tflite) [arm-valhall-vulkan\_android31-vulkan\_spirv][experimental-flags,fuse-padding,max-concurrency] vulkan(none)[full-inference,default-flags] with default @ pixel-6-pro[gpu] 104.588 (vs. 107.575, 2.78%↓) 104.603 0.281
Vit\_int8(tflite) [armv8.2-a-generic-linux\_android29-llvm\_cpu][default-flags,dt-uk] local\_task(embedded\_elf)[1-thread,full-inference,system-scheduling] with default @ pixel-6-pro[big-cores] 299.823 (vs. 308.123, 2.69%↓) 299.549 4.339
EfficientNetV2STF(stablehlo) [x86\_64-cascadelake-linux\_gnu-llvm\_cpu][experimental-flags,no-dt] local\_task(embedded\_elf)[15-thread,full-inference,default-flags] with default @ c2-standard-60[cpu] 34.963 (vs. 35.926, 2.68%↓) 34.486 0.897
MobileBertSquad\_fp16(tflite) [arm-valhall-vulkan\_android31-vulkan\_spirv][default-flags,demote-f32-to-f16] vulkan(none)[full-inference,default-flags] with default @ pixel-6-pro[gpu] 83.654 (vs. 85.951, 2.67%↓) 83.667 0.652
MobileBertSquad\_fp16(tflite) [x86\_64-cascadelake-linux\_gnu-llvm\_cpu][experimental-flags,no-dt] local\_task(embedded\_elf)[1-thread,full-inference,default-flags] with default @ c2-standard-60[cpu] 181.606 (vs. 176.879, 2.67%↑) 180.410 2.806
MiniLML12H384Uncased(stablehlo) [x86\_64-cascadelake-linux\_gnu-llvm\_cpu][experimental-flags,no-dt] local\_task(embedded\_elf)[15-thread,full-inference,default-flags] with default @ c2-standard-60[cpu] 11.783 (vs. 12.096, 2.59%↓) 11.668 0.298
MiniLML12H384Uncased(stablehlo) [x86\_64-cascadelake-linux\_gnu-llvm\_cpu][experimental-flags,no-dt] local\_task(embedded\_elf)[1-thread,full-inference,default-flags] with default @ c2-standard-60[cpu] 79.640 (vs. 77.648, 2.57%↑) 79.197 1.048
MobileBertSquad\_int8(tflite) [armv8.2-a-generic-linux\_android29-llvm\_cpu][experimental-flags,no-dt] local\_task(embedded\_elf)[2-thread,full-inference,system-scheduling] with default @ pixel-6-pro[big-cores] 551.029 (vs. 565.102, 2.49%↓) 553.773 9.731
EfficientNet\_int8(tflite) [x86\_64-cascadelake-linux\_gnu-llvm\_cpu][default-flags,dt-uk] local\_task(embedded\_elf)[1-thread,full-inference,default-flags] with default @ c2-standard-60[cpu] 13.342 (vs. 13.021, 2.47%↑) 13.358 0.076
DeepLabV3\_fp32(tflite) [armv8.2-a-generic-linux\_android29-llvm\_cpu][default-flags,dt-uk] local\_sync(embedded\_elf)[full-inference,default-flags] with default @ pixel-6-pro[big-cores] 42.587 (vs. 43.651, 2.44%↓) 42.578 0.304
MobileBertSquad\_fp32(tflite) [armv8.2-a-generic-linux\_android29-llvm\_cpu][default-flags,dt-uk] local\_sync(embedded\_elf)[full-inference,default-flags] with default @ pixel-6-pro[big-cores] 347.031 (vs. 355.390, 2.35%↓) 348.680 5.655
MobileNetV2\_fp32(tflite) [x86\_64-cascadelake-linux\_gnu-llvm\_cpu][experimental-flags,no-dt] local\_task(embedded\_elf)[8-thread,full-inference,default-flags] with default @ c2-standard-60[cpu] 3.674 (vs. 3.761, 2.32%↓) 3.670 0.018
matmul\_1x256x2048\_i8\_i8\_i32\_tile\_config\_default(linalg) [armv8.2-a-generic-linux\_android29-llvm\_cpu][default-flags,dt-uk] local\_sync(embedded\_elf)[full-inference,default-flags] with default @ pixel-6-pro[big-cores] 0.017 (vs. 0.017, 2.26%↓) 0.017 0.000
MobileNetV2\_fp32(tflite) [x86\_64-cascadelake-linux\_gnu-llvm\_cpu][experimental-flags,no-dt] local\_task(embedded\_elf)[1-thread,full-inference,default-flags] with default @ c2-standard-60[cpu] 12.118 (vs. 11.853, 2.24%↑) 12.079 0.175
BertLargeTF(stablehlo) [x86\_64-cascadelake-linux\_gnu-llvm\_cpu][experimental-flags,no-dt] local\_task(embedded\_elf)[30-thread,full-inference,default-flags] with default @ c2-standard-60[cpu] 786.945 (vs. 770.564, 2.13%↑) 776.398 38.312
MobileBertSquad\_fp32(tflite) [armv8.2-a-generic-linux\_android29-llvm\_cpu][experimental-flags,no-dt] local\_task(embedded\_elf)[1-thread,full-inference,system-scheduling] with default @ pixel-6-pro[big-cores] 695.695 (vs. 710.409, 2.07%↓) 698.350 7.038
DeepLabV3\_fp32(tflite) [x86\_64-cascadelake-linux\_gnu-llvm\_cpu][default-flags,dt-uk] local\_task(embedded\_elf)[1-thread,full-inference,default-flags] with default @ c2-standard-60[cpu] 30.344 (vs. 29.760, 1.96%↑) 30.309 0.119
MiniLML12H384Uncased(stablehlo) [cuda-sm\_80-linux\_gnu-cuda][default-flags] cuda(none)[full-inference,default-flags] with default @ a2-highgpu-1g[gpu] 1.581 (vs. 1.551, 1.91%↑) 1.580 0.007
GPT2\_117M\_TF\_1X4XI32(stablehlo) [x86\_64-cascadelake-linux\_gnu-llvm\_cpu][default-flags,dt-uk] local\_task(embedded\_elf)[1-thread,full-inference,default-flags] with default @ c2-standard-60[cpu] 41.453 (vs. 42.252, 1.89%↓) 40.624 1.612
MobileBertSquad\_int8(tflite) [arm-valhall-vulkan\_android31-vulkan\_spirv][experimental-flags,fuse-padding,max-concurrency,repeated-kernel] vulkan(none)[full-inference,experimental-flags] with default @ pixel-6-pro[gpu] 83.633 (vs. 85.194, 1.83%↓) 83.385 0.396
matmul\_1x256x2048\_i8\_i4\_i32\_tile\_config\_default(linalg) [armv8.2-a-generic-linux\_android29-llvm\_cpu][experimental-flags,no-dt] local\_sync(embedded\_elf)[full-inference,default-flags] with default @ pixel-6-pro[big-cores] 0.081 (vs. 0.082, 1.77%↓) 0.081 0.000
MiniLML12H384Uncased(stablehlo) [x86\_64-cascadelake-linux\_gnu-llvm\_cpu][default-flags,dt-uk] local\_task(embedded\_elf)[1-thread,full-inference,default-flags] with default @ c2-standard-60[cpu] 56.497 (vs. 57.438, 1.64%↓) 56.030 0.981
GPT2\_117M\_TF\_1X4XI32(stablehlo) [armv8.2-a-generic-linux\_android29-llvm\_cpu][experimental-flags,no-dt] local\_task(embedded\_elf)[2-thread,full-inference,system-scheduling] with default @ pixel-6-pro[big-cores] 72.141 (vs. 73.258, 1.53%↓) 72.133 0.120
GPT2\_117M\_TF\_1X4XI32(stablehlo) [x86\_64-cascadelake-linux\_gnu-llvm\_cpu][experimental-flags,no-dt] local\_task(embedded\_elf)[15-thread,full-inference,default-flags] with default @ c2-standard-60[cpu] 11.011 (vs. 10.847, 1.52%↑) 10.658 0.604
GPT2\_117M\_TF\_1X4XI32(stablehlo) [armv8.2-a-generic-linux\_android29-llvm\_cpu][experimental-flags,no-dt] local\_sync(embedded\_elf)[full-inference,default-flags] with default @ pixel-6-pro[big-cores] 139.061 (vs. 136.984, 1.52%↑) 138.989 0.360
BertLargeTF(stablehlo) [cuda-sm\_80-linux\_gnu-cuda][default-flags] cuda(none)[full-inference,default-flags] with default @ a2-highgpu-1g[gpu] 10.783 (vs. 10.634, 1.40%↑) 10.663 0.378
matmul\_1x256x2048\_i8\_i4\_i32\_tile\_config\_default(linalg) [armv8.2-a-generic-linux\_android29-llvm\_cpu][default-flags,dt-uk] local\_sync(embedded\_elf)[full-inference,default-flags] with default @ pixel-6-pro[big-cores] 0.016 (vs. 0.016, 1.32%↓) 0.016 0.000
DeepLabV3\_fp32(tflite) [armv8.2-a-generic-linux\_android29-llvm\_cpu][experimental-flags,no-dt] local\_sync(embedded\_elf)[full-inference,default-flags] with default @ pixel-6-pro[big-cores] 47.961 (vs. 48.592, 1.30%↓) 47.653 0.585
EfficientNet\_int8(tflite) [x86\_64-cascadelake-linux\_gnu-llvm\_cpu][default-flags,dt-uk] local\_task(embedded\_elf)[8-thread,full-inference,default-flags] with default @ c2-standard-60[cpu] 5.021 (vs. 4.958, 1.28%↑) 5.018 0.022
PoseNet\_fp32(tflite) [x86\_64-cascadelake-linux\_gnu-llvm\_cpu][default-flags,dt-uk] local\_task(embedded\_elf)[1-thread,full-inference,default-flags] with default @ c2-standard-60[cpu] 19.587 (vs. 19.354, 1.21%↑) 19.530 0.150
MobileBertSquad\_fp32(tflite) [arm-valhall-vulkan\_android31-vulkan\_spirv][experimental-flags,fuse-padding,max-concurrency,repeated-kernel] vulkan(none)[full-inference,experimental-flags] with default @ pixel-6-pro[gpu] 122.238 (vs. 123.715, 1.19%↓) 122.252 0.472
MobileNetV3Small\_fp32(tflite) [x86\_64-cascadelake-linux\_gnu-llvm\_cpu][experimental-flags,no-dt] local\_sync(embedded\_elf)[full-inference,default-flags] with default @ c2-standard-60[cpu] 2.782 (vs. 2.815, 1.14%↓) 2.788 0.021
matmul\_128x256x8192\_f16t\_tile\_config\_default(linalg) [cuda-sm\_80-linux\_gnu-cuda][ukernel,matmul,splitk] cuda(none)[full-inference,default-flags] with default @ a2-highgpu-1g[gpu] 0.025 (vs. 0.026, 1.12%↓) 0.025 0.000
matmul\_256x256x2048\_i8\_i8\_i32\_tile\_config\_default(linalg) [armv8.2-a-generic-linux\_android29-llvm\_cpu][experimental-flags,no-dt] local\_sync(embedded\_elf)[full-inference,default-flags] with default @ pixel-6-pro[big-cores] 16.530 (vs. 16.713, 1.10%↓) 16.530 0.002
DeepLabV3\_fp32(tflite) [x86\_64-cascadelake-linux\_gnu-llvm\_cpu][default-flags,dt-uk] local\_task(embedded\_elf)[8-thread,full-inference,default-flags] with default @ c2-standard-60[cpu] 8.560 (vs. 8.472, 1.04%↑) 8.578 0.043
MobileSSD\_fp32(tflite) [x86\_64-cascadelake-linux\_gnu-llvm\_cpu][default-flags,dt-uk] local\_task(embedded\_elf)[8-thread,full-inference,default-flags] with default @ c2-standard-60[cpu] 9.904 (vs. 9.803, 1.03%↑) 9.908 0.053
BertForMaskedLMTF(stablehlo) [x86\_64-cascadelake-linux\_gnu-llvm\_cpu][default-flags,dt-uk] local\_task(embedded\_elf)[30-thread,full-inference,default-flags] with default @ c2-standard-60[cpu] 108.507 (vs. 107.401, 1.03%↑) 108.308 1.161
GPT2\_117M\_TF\_1X1XI32(stablehlo) [x86\_64-cascadelake-linux\_gnu-llvm\_cpu][experimental-flags,no-dt] local\_task(embedded\_elf)[1-thread,full-inference,default-flags] with default @ c2-standard-60[cpu] 70.599 (vs. 69.949, 0.93%↑) 70.782 2.525
EfficientNetV2STF(stablehlo) [x86\_64-cascadelake-linux\_gnu-llvm\_cpu][default-flags,dt-uk] local\_task(embedded\_elf)[15-thread,full-inference,default-flags] with default @ c2-standard-60[cpu] 34.866 (vs. 34.563, 0.88%↑) 34.764 0.379
Vit\_int8(tflite) [armv8.2-a-generic-linux\_android29-llvm\_cpu][default-flags,dt-uk] local\_sync(embedded\_elf)[full-inference,default-flags] with default @ pixel-6-pro[big-cores] 299.939 (vs. 302.563, 0.87%↓) 300.290 3.424
DeepLabV3\_fp32(tflite) [armv8.2-a-generic-linux\_android29-llvm\_cpu][experimental-flags,no-dt] local\_task(embedded\_elf)[1-thread,full-inference,system-scheduling] with default @ pixel-6-pro[big-cores] 50.179 (vs. 50.617, 0.87%↓) 50.359 0.752
matmul\_3456x1024x2048\_f16t\_tile\_config\_default(linalg) [cuda-sm\_80-linux\_gnu-cuda][ukernel,matmul] cuda(none)[full-inference,default-flags] with default @ a2-highgpu-1g[gpu] 0.063 (vs. 0.064, 0.83%↓) 0.063 0.000
EfficientNet\_int8(tflite) [x86\_64-cascadelake-linux\_gnu-llvm\_cpu][experimental-flags,no-dt] local\_task(embedded\_elf)[1-thread,full-inference,default-flags] with default @ c2-standard-60[cpu] 27.059 (vs. 26.840, 0.81%↑) 26.961 0.256
MobileNetV2\_int8(tflite) [x86\_64-cascadelake-linux\_gnu-llvm\_cpu][default-flags,dt-uk] local\_task(embedded\_elf)[8-thread,full-inference,default-flags] with default @ c2-standard-60[cpu] 5.430 (vs. 5.388, 0.79%↑) 5.429 0.015
MobileNetV2\_fp32(tflite) [x86\_64-cascadelake-linux\_gnu-llvm\_cpu][default-flags,dt-uk] local\_task(embedded\_elf)[8-thread,full-inference,default-flags] with default @ c2-standard-60[cpu] 4.867 (vs. 4.830, 0.77%↑) 4.863 0.020
DeepLabV3\_fp32(tflite) [x86\_64-cascadelake-linux\_gnu-llvm\_cpu][experimental-flags,no-dt] local\_task(embedded\_elf)[1-thread,full-inference,default-flags] with default @ c2-standard-60[cpu] 32.251 (vs. 32.006, 0.77%↑) 32.156 0.224
MobileNetV2\_int8(tflite) [x86\_64-cascadelake-linux\_gnu-llvm\_cpu][experimental-flags,no-dt] local\_task(embedded\_elf)[8-thread,full-inference,default-flags] with default @ c2-standard-60[cpu] 5.882 (vs. 5.839, 0.73%↑) 5.885 0.028
MobileSSD\_fp32(tflite) [x86\_64-cascadelake-linux\_gnu-llvm\_cpu][experimental-flags,no-dt] local\_task(embedded\_elf)[8-thread,full-inference,default-flags] with default @ c2-standard-60[cpu] 8.470 (vs. 8.409, 0.72%↑) 8.475 0.050
BertForMaskedLMTF(stablehlo) [x86\_64-cascadelake-linux\_gnu-llvm\_cpu][experimental-flags,no-dt] local\_task(embedded\_elf)[30-thread,full-inference,default-flags] with default @ c2-standard-60[cpu] 214.525 (vs. 213.112, 0.66%↑) 207.264 15.326
matmul\_1x256x2048\_i8\_i4\_i32\_tile\_config\_default(linalg) [x86\_64-cascadelake-linux\_gnu-llvm\_cpu][default-flags,dt-uk] local\_sync(embedded\_elf)[full-inference,default-flags] with default @ c2-standard-60[cpu] 0.054 (vs. 0.054, 0.66%↓) 0.054 0.000
MobileBertSquad\_fp32(tflite) [x86\_64-cascadelake-linux\_gnu-llvm\_cpu][experimental-flags,no-dt] local\_task(embedded\_elf)[1-thread,full-inference,default-flags] with default @ c2-standard-60[cpu] 181.087 (vs. 179.915, 0.65%↑) 179.946 2.771
matmul\_256x256x2048\_i8\_i4\_i32\_tile\_config\_default(linalg) [x86\_64-cascadelake-linux\_gnu-llvm\_cpu][experimental-flags,no-dt] local\_sync(embedded\_elf)[full-inference,default-flags] with default @ c2-standard-60[cpu] 7.626 (vs. 7.577, 0.64%↑) 7.617 0.021
matmul\_1x256x2048\_i8\_i4\_i32\_tile\_config\_default(linalg) [x86\_64-cascadelake-linux\_gnu-llvm\_cpu][experimental-flags,no-dt] local\_sync(embedded\_elf)[full-inference,default-flags] with default @ c2-standard-60[cpu] 0.054 (vs. 0.054, 0.64%↓) 0.054 0.000
MobileBertSquad\_fp32(tflite) [qualcomm-adreno-vulkan\_android31-vulkan\_spirv][experimental-flags,fuse-padding] vulkan(none)[full-inference,default-flags] with default @ moto-edge-x30[gpu] 259.358 (vs. 260.907, 0.59%↓) 259.754 0.768
MobileBertSquad\_int8(tflite) [x86\_64-cascadelake-linux\_gnu-llvm\_cpu][default-flags,dt-uk] local\_task(embedded\_elf)[15-thread,full-inference,default-flags] with default @ c2-standard-60[cpu] 64.402 (vs. 64.033, 0.57%↑) 64.281 0.265
MobileNetV2\_int8(tflite) [x86\_64-cascadelake-linux\_gnu-llvm\_cpu][experimental-flags,no-dt] local\_task(embedded\_elf)[1-thread,full-inference,default-flags] with default @ c2-standard-60[cpu] 21.686 (vs. 21.564, 0.57%↑) 21.676 0.090
PoseNet\_fp32(tflite) [x86\_64-cascadelake-linux\_gnu-llvm\_cpu][experimental-flags,no-dt] local\_task(embedded\_elf)[8-thread,full-inference,default-flags] with default @ c2-standard-60[cpu] 4.137 (vs. 4.160, 0.57%↓) 4.136 0.019
MobileSSD\_fp32(tflite) [x86\_64-cascadelake-linux\_gnu-llvm\_cpu][experimental-flags,no-dt] local\_task(embedded\_elf)[1-thread,full-inference,default-flags] with default @ c2-standard-60[cpu] 34.862 (vs. 34.693, 0.49%↑) 34.726 0.332
PersonDetect\_int8(tflite) [x86\_64-cascadelake-linux\_gnu-llvm\_cpu][experimental-flags,no-dt] local\_task(embedded\_elf)[1-thread,full-inference,default-flags] with default @ c2-standard-60[cpu] 0.770 (vs. 0.766, 0.47%↑) 0.770 0.003
PoseNet\_fp32(tflite) [x86\_64-cascadelake-linux\_gnu-llvm\_cpu][experimental-flags,no-dt] local\_task(embedded\_elf)[1-thread,full-inference,default-flags] with default @ c2-standard-60[cpu] 17.596 (vs. 17.514, 0.47%↑) 17.587 0.103
DeepLabV3\_fp32(tflite) [x86\_64-cascadelake-linux\_gnu-llvm\_cpu][experimental-flags,no-dt] local\_task(embedded\_elf)[8-thread,full-inference,default-flags] with default @ c2-standard-60[cpu] 6.951 (vs. 6.982, 0.45%↓) 6.949 0.017
MobileBertSquad\_fp32(tflite) [qualcomm-adreno-vulkan\_android31-vulkan\_spirv][default-flags] vulkan(none)[full-inference,default-flags] with default @ moto-edge-x30[gpu] 259.633 (vs. 260.711, 0.41%↓) 259.650 0.678
MobileNetV3Small\_fp32(tflite) [x86\_64-cascadelake-linux\_gnu-llvm\_cpu][default-flags,dt-uk] local\_task(embedded\_elf)[1-thread,full-inference,default-flags] with default @ c2-standard-60[cpu] 2.781 (vs. 2.770, 0.39%↑) 2.779 0.013
MobileBertSquad\_fp16(tflite) [x86\_64-cascadelake-linux\_gnu-llvm\_cpu][default-flags,dt-uk] local\_task(embedded\_elf)[15-thread,full-inference,default-flags] with default @ c2-standard-60[cpu] 61.578 (vs. 61.368, 0.34%↑) 61.327 0.630
matmul\_123x2561x2561\_f32t\_f32t\_f32t\_tile\_config\_default(linalg) [cuda-sm\_80-linux\_gnu-cuda][ukernel,matmul] cuda(none)[full-inference,default-flags] with default @ a2-highgpu-1g[gpu] 0.223 (vs. 0.224, 0.33%↓) 0.222 0.004
PoseNet\_fp32(tflite) [x86\_64-cascadelake-linux\_gnu-llvm\_cpu][default-flags,dt-uk] local\_task(embedded\_elf)[8-thread,full-inference,default-flags] with default @ c2-standard-60[cpu] 5.252 (vs. 5.269, 0.32%↓) 5.263 0.023
matmul\_1x256x2048\_i8\_i8\_i32\_tile\_config\_default(linalg) [x86\_64-cascadelake-linux\_gnu-llvm\_cpu][experimental-flags,no-dt] local\_sync(embedded\_elf)[full-inference,default-flags] with default @ c2-standard-60[cpu] 0.042 (vs. 0.042, 0.28%↑) 0.042 0.000
MobileNetV3Small\_fp32(tflite) [x86\_64-cascadelake-linux\_gnu-llvm\_cpu][experimental-flags,no-dt] local\_task(embedded\_elf)[1-thread,full-inference,default-flags] with default @ c2-standard-60[cpu] 2.868 (vs. 2.876, 0.28%↓) 2.866 0.019
matmul\_2564x2564x2564\_f32t\_f32t\_f32t\_tile\_config\_default(linalg) [cuda-sm\_80-linux\_gnu-cuda][ukernel,matmul] cuda(none)[full-inference,default-flags] with default @ a2-highgpu-1g[gpu] 0.907 (vs. 0.909, 0.27%↓) 0.905 0.006
MobileBertSquad\_int8(tflite) [x86\_64-cascadelake-linux\_gnu-llvm\_cpu][experimental-flags,no-dt] local\_task(embedded\_elf)[15-thread,full-inference,default-flags] with default @ c2-standard-60[cpu] 68.291 (vs. 68.462, 0.25%↓) 67.997 0.524
GPT2\_117M\_TF\_1X1XI32(stablehlo) [armv8.2-a-generic-linux\_android29-llvm\_cpu][experimental-flags,no-dt] local\_task(embedded\_elf)[1-thread,full-inference,system-scheduling] with default @ pixel-6-pro[big-cores] 93.644 (vs. 93.412, 0.25%↑) 93.641 0.114
MobileBertSquad\_fp16(tflite) [x86\_64-cascadelake-linux\_gnu-llvm\_cpu][default-flags,dt-uk] local\_task(embedded\_elf)[1-thread,full-inference,default-flags] with default @ c2-standard-60[cpu] 186.313 (vs. 185.860, 0.24%↑) 185.196 3.101
Vit\_int8(tflite) [armv8.2-a-generic-linux\_android29-llvm\_cpu][experimental-flags,no-dt] local\_sync(embedded\_elf)[full-inference,default-flags] with default @ pixel-6-pro[big-cores] 2062.117 (vs. 2057.390, 0.23%↑) 2061.609 2.129
MobileBertSquad\_fp32(tflite) [x86\_64-cascadelake-linux\_gnu-llvm\_cpu][default-flags,dt-uk] local\_task(embedded\_elf)[15-thread,full-inference,default-flags] with default @ c2-standard-60[cpu] 62.150 (vs. 62.008, 0.23%↑) 61.758 0.719
matmul\_256x256x2048\_i8\_i8\_i32\_tile\_config\_default(linalg) [x86\_64-cascadelake-linux\_gnu-llvm\_cpu][experimental-flags,no-dt] local\_sync(embedded\_elf)[full-inference,default-flags] with default @ c2-standard-60[cpu] 6.656 (vs. 6.641, 0.22%↑) 6.655 0.010
BertForMaskedLMTF(stablehlo) [cuda-sm\_80-linux\_gnu-cuda][default-flags] cuda(none)[full-inference,default-flags] with default @ a2-highgpu-1g[gpu] 6.856 (vs. 6.871, 0.21%↓) 6.852 0.017
matmul\_2562x2561x2561\_f32t\_f32t\_f32t\_tile\_config\_default(linalg) [cuda-sm\_80-linux\_gnu-cuda][ukernel,matmul] cuda(none)[full-inference,default-flags] with default @ a2-highgpu-1g[gpu] 1.538 (vs. 1.535, 0.21%↑) 1.535 0.010
matmul\_256x256x2048\_i8\_i4\_i32\_tile\_config\_default(linalg) [x86\_64-cascadelake-linux\_gnu-llvm\_cpu][default-flags,dt-uk] local\_sync(embedded\_elf)[full-inference,default-flags] with default @ c2-standard-60[cpu] 7.587 (vs. 7.571, 0.20%↑) 7.586 0.016
MobileBertSquad\_fp32(tflite) [x86\_64-cascadelake-linux\_gnu-llvm\_cpu][default-flags,dt-uk] local\_task(embedded\_elf)[1-thread,full-inference,default-flags] with default @ c2-standard-60[cpu] 190.674 (vs. 191.063, 0.20%↓) 189.193 3.473
MiniLML12H384Uncased(stablehlo) [x86\_64-cascadelake-linux\_gnu-llvm\_cpu][default-flags,dt-uk] local\_task(embedded\_elf)[15-thread,full-inference,default-flags] with default @ c2-standard-60[cpu] 13.734 (vs. 13.762, 0.20%↓) 13.695 0.132
matmul\_2560x2560x2560\_f16t\_tile\_config\_default(linalg) [cuda-sm\_80-linux\_gnu-cuda][ukernel,matmul] cuda(none)[full-inference,default-flags] with default @ a2-highgpu-1g[gpu] 0.141 (vs. 0.141, 0.20%↓) 0.141 0.001
MobileBertSquad\_fp16(tflite) [arm-valhall-vulkan\_android31-vulkan\_spirv][experimental-flags,fuse-padding,max-concurrency,repeated-kernel,demote-f32-to-f16] vulkan(none)[full-inference,experimental-flags] with default @ pixel-6-pro[gpu] 77.821 (vs. 77.974, 0.20%↓) 77.863 0.386
EfficientNetV2STF(stablehlo) [x86\_64-cascadelake-linux\_gnu-llvm\_cpu][experimental-flags,no-dt] local\_task(embedded\_elf)[1-thread,full-inference,default-flags] with default @ c2-standard-60[cpu] 275.118 (vs. 275.635, 0.19%↓) 274.537 3.649
GPT2\_117M\_TF\_1X1XI32(stablehlo) [x86\_64-cascadelake-linux\_gnu-llvm\_cpu][default-flags,dt-uk] local\_task(embedded\_elf)[15-thread,full-inference,default-flags] with default @ c2-standard-60[cpu] 8.432 (vs. 8.446, 0.17%↓) 8.384 0.106
PersonDetect\_int8(tflite) [x86\_64-cascadelake-linux\_gnu-llvm\_cpu][default-flags,dt-uk] local\_sync(embedded\_elf)[full-inference,default-flags] with default @ c2-standard-60[cpu] 0.521 (vs. 0.522, 0.16%↓) 0.521 0.000
PersonDetect\_int8(tflite) [x86\_64-cascadelake-linux\_gnu-llvm\_cpu][default-flags,dt-uk] local\_task(embedded\_elf)[1-thread,full-inference,default-flags] with default @ c2-standard-60[cpu] 0.586 (vs. 0.585, 0.16%↑) 0.586 0.001
MobileNetV3Small\_fp32(tflite) [vmvx-generic-vmvx-vmvx][experimental-flags] local\_task(vmvx\_module)[8-thread,full-inference,default-flags] with default @ c2-standard-60[cpu] 1800.491 (vs. 1803.331, 0.16%↓) 1799.535 2.818
matmul\_1x256x2048\_i8\_i8\_i32\_tile\_config\_default(linalg) [x86\_64-cascadelake-linux\_gnu-llvm\_cpu][default-flags,dt-uk] local\_sync(embedded\_elf)[full-inference,default-flags] with default @ c2-standard-60[cpu] 0.021 (vs. 0.021, 0.15%↑) 0.021 0.000
GPT2\_117M\_TF\_1X1XI32(stablehlo) [x86\_64-cascadelake-linux\_gnu-llvm\_cpu][experimental-flags,no-dt] local\_task(embedded\_elf)[15-thread,full-inference,default-flags] with default @ c2-standard-60[cpu] 9.214 (vs. 9.226, 0.13%↓) 8.936 0.443
matmul\_2560x2560x2560\_f32t\_tile\_config\_default(linalg) [cuda-sm\_80-linux\_gnu-cuda][ukernel,matmul] cuda(none)[full-inference,default-flags] with default @ a2-highgpu-1g[gpu] 0.304 (vs. 0.303, 0.12%↑) 0.304 0.000
MobileSSD\_fp32(tflite) [x86\_64-cascadelake-linux\_gnu-llvm\_cpu][default-flags,dt-uk] local\_task(embedded\_elf)[1-thread,full-inference,default-flags] with default @ c2-standard-60[cpu] 31.684 (vs. 31.722, 0.12%↓) 31.472 0.409
MobileBertSquad\_int8(tflite) [x86\_64-cascadelake-linux\_gnu-llvm\_cpu][experimental-flags,no-dt] local\_task(embedded\_elf)[1-thread,full-inference,default-flags] with default @ c2-standard-60[cpu] 516.559 (vs. 517.129, 0.11%↓) 515.482 2.265
GPT2\_117M\_TF\_1X4XI32(stablehlo) [x86\_64-cascadelake-linux\_gnu-llvm\_cpu][experimental-flags,no-dt] local\_task(embedded\_elf)[1-thread,full-inference,default-flags] with default @ c2-standard-60[cpu] 88.059 (vs. 87.962, 0.11%↑) 88.286 3.301
MobileBertSquad\_fp32(tflite) [armv8.2-a-generic-linux\_android29-llvm\_cpu][experimental-flags,no-dt] local\_sync(embedded\_elf)[full-inference,default-flags] with default @ pixel-6-pro[big-cores] 699.527 (vs. 698.788, 0.11%↑) 702.552 10.707
EfficientNet\_int8(tflite) [x86\_64-cascadelake-linux\_gnu-llvm\_cpu][experimental-flags,no-dt] local\_task(embedded\_elf)[8-thread,full-inference,default-flags] with default @ c2-standard-60[cpu] 5.792 (vs. 5.798, 0.10%↓) 5.794 0.014
GPT2\_117M\_TF\_1X4XI32(stablehlo) [x86\_64-cascadelake-linux\_gnu-llvm\_cpu][default-flags,dt-uk] local\_task(embedded\_elf)[15-thread,full-inference,default-flags] with default @ c2-standard-60[cpu] 8.844 (vs. 8.835, 0.10%↑) 8.815 0.078
matmul\_256x256x2048\_i8\_i8\_i32\_tile\_config\_default(linalg) [x86\_64-cascadelake-linux\_gnu-llvm\_cpu][default-flags,dt-uk] local\_sync(embedded\_elf)[full-inference,default-flags] with default @ c2-standard-60[cpu] 1.799 (vs. 1.797, 0.09%↑) 1.798 0.004
matmul\_128x256x8192\_f32t\_tile\_config\_default(linalg) [cuda-sm\_80-linux\_gnu-cuda][ukernel,matmul,splitk] cuda(none)[full-inference,default-flags] with default @ a2-highgpu-1g[gpu] 0.047 (vs. 0.047, 0.09%↑) 0.047 0.000
MobileNetV2\_fp32(tflite) [vmvx-generic-vmvx-vmvx][experimental-flags] local\_task(vmvx\_module)[8-thread,full-inference,default-flags] with default @ c2-standard-60[cpu] 7893.527 (vs. 7899.699, 0.08%↓) 7893.651 2.158
MobileBertSquad\_int8(tflite) [armv8.2-a-generic-linux\_android29-llvm\_cpu][experimental-flags,no-dt] local\_task(embedded\_elf)[1-thread,full-inference,system-scheduling] with default @ pixel-6-pro[big-cores] 1061.074 (vs. 1061.849, 0.07%↓) 1060.718 0.835
MobileNetV1\_fp32(tflite) [x86\_64-cascadelake-linux\_gnu-llvm\_cpu][default-flags,dt-uk] local\_task(embedded\_elf)[8-thread,full-inference,default-flags] with default @ c2-standard-60[cpu] 4.534 (vs. 4.537, 0.07%↓) 4.536 0.018
MobileNetV1\_fp32(tflite) [x86\_64-cascadelake-linux\_gnu-llvm\_cpu][default-flags,dt-uk] local\_task(embedded\_elf)[1-thread,full-inference,default-flags] with default @ c2-standard-60[cpu] 17.898 (vs. 17.911, 0.07%↓) 17.803 0.183
matmul\_3456x1024x2048\_f32t\_tile\_config\_default(linalg) [cuda-sm\_80-linux\_gnu-cuda][ukernel,matmul] cuda(none)[full-inference,default-flags] with default @ a2-highgpu-1g[gpu] 0.130 (vs. 0.130, 0.07%↑) 0.130 0.001
PersonDetect\_int8(tflite) [x86\_64-cascadelake-linux\_gnu-llvm\_cpu][experimental-flags,no-dt] local\_sync(embedded\_elf)[full-inference,default-flags] with default @ c2-standard-60[cpu] 0.698 (vs. 0.698, 0.06%↑) 0.699 0.001
MobileBertSquad\_int8(tflite) [armv8.2-a-generic-linux\_android29-llvm\_cpu][experimental-flags,no-dt] local\_sync(embedded\_elf)[full-inference,default-flags] with default @ pixel-6-pro[big-cores] 1060.607 (vs. 1061.229, 0.06%↓) 1060.441 0.843
MobileBertSquad\_int8(tflite) [x86\_64-cascadelake-linux\_gnu-llvm\_cpu][default-flags,dt-uk] local\_task(embedded\_elf)[1-thread,full-inference,default-flags] with default @ c2-standard-60[cpu] 240.696 (vs. 240.831, 0.06%↓) 239.995 1.350
Vit\_int8(tflite) [armv8.2-a-generic-linux\_android29-llvm\_cpu][experimental-flags,no-dt] local\_task(embedded\_elf)[1-thread,full-inference,system-scheduling] with default @ pixel-6-pro[big-cores] 2061.354 (vs. 2062.316, 0.05%↓) 2061.497 2.150
EfficientNetV2STF(stablehlo) [cuda-sm\_80-linux\_gnu-cuda][default-flags] cuda(none)[full-inference,default-flags] with default @ a2-highgpu-1g[gpu] 4.300 (vs. 4.299, 0.03%↑) 4.282 0.057
GPT2\_117M\_TF\_1X1XI32(stablehlo) [armv8.2-a-generic-linux\_android29-llvm\_cpu][experimental-flags,no-dt] local\_sync(embedded\_elf)[full-inference,default-flags] with default @ pixel-6-pro[big-cores] 92.595 (vs. 92.564, 0.03%↑) 92.613 0.193
GPT2\_117M\_TF\_1X1XI32(stablehlo) [armv8.2-a-generic-linux\_android29-llvm\_cpu][experimental-flags,no-dt] local\_task(embedded\_elf)[2-thread,full-inference,system-scheduling] with default @ pixel-6-pro[big-cores] 52.749 (vs. 52.740, 0.02%↑) 52.576 0.421
matmul\_2562x2564x2562\_f32t\_f32t\_f32t\_tile\_config\_default(linalg) [cuda-sm\_80-linux\_gnu-cuda][ukernel,matmul] cuda(none)[full-inference,default-flags] with default @ a2-highgpu-1g[gpu] 1.110 (vs. 1.110, 0.01%↓) 1.109 0.002

All Compilation Metrics

Benchmark Name Compilation Time (ms) Total Dispatch Size (bytes) Total Artifact Size (bytes) Stream IR Dispatch Count (# of cmd.dispatch ops)
matmul_1x256x2048_i8_i4_i32_tile_config_default(linalg) [x86_64-cascadelake-linux_gnu-llvm_cpu][experimental-flags,no-dt,compile-stats] 1353 (vs. 1080, 25.28%↑) 4400 (vs. 4400, 0.00%) 272249 (vs. 272249, 0.00%) 1 (vs. 1, 0.00%)
matmul_256x256x2048_i8_i4_i32_tile_config_default(linalg) [x86_64-cascadelake-linux_gnu-llvm_cpu][experimental-flags,no-dt,compile-stats] 2023 (vs. 1678, 20.56%↑) 9664 (vs. 9664, 0.00%) 277497 (vs. 277497, 0.00%) 1 (vs. 1, 0.00%)
matmul_1x256x2048_i8_i8_i32_tile_config_default(linalg) [x86_64-cascadelake-linux_gnu-llvm_cpu][experimental-flags,no-dt,compile-stats] 1280 (vs. 1204, 6.31%↑) 3328 (vs. 3328, 0.00%) 533305 (vs. 533305, 0.00%) 1 (vs. 1, 0.00%)
matmul_256x256x2048_i8_i8_i32_tile_config_default(linalg) [x86_64-cascadelake-linux_gnu-llvm_cpu][experimental-flags,no-dt,compile-stats] 1933 (vs. 1640, 17.87%↑) 8480 (vs. 8480, 0.00%) 538425 (vs. 538425, 0.00%) 1 (vs. 1, 0.00%)
PersonDetect_int8(tflite) [x86_64-cascadelake-linux_gnu-llvm_cpu][experimental-flags,no-dt,compile-stats] 27503 (vs. 22217, 23.79%↑) 144032 (vs. 144032, 0.00%) 399877 (vs. 399877, 0.00%) 60 (vs. 60, 0.00%)
MobileNetV3Small_fp32(tflite) [x86_64-cascadelake-linux_gnu-llvm_cpu][experimental-flags,no-dt,compile-stats] 44232 (vs. 37853, 16.85%↑) 238720 (vs. 238720, 0.00%) 10458245 (vs. 10458245, 0.00%) 97 (vs. 97, 0.00%)
DeepLabV3_fp32(tflite) [x86_64-cascadelake-linux_gnu-llvm_cpu][experimental-flags,no-dt,compile-stats] 38979 (vs. 31860, 22.34%↑) 177680 (vs. 177680, 0.00%) 2959045 (vs. 2959045, 0.00%) 79 (vs. 79, 0.00%)
EfficientNet_int8(tflite) [x86_64-cascadelake-linux_gnu-llvm_cpu][experimental-flags,no-dt,compile-stats] 68789 (vs. 59903, 14.83%↑) 680016 (vs. 680016, 0.00%) 5603397 (vs. 5603397, 0.00%) 89 (vs. 89, 0.00%)
MobileNetV1_fp32(tflite) [x86_64-cascadelake-linux_gnu-llvm_cpu][experimental-flags,no-dt,compile-stats] 23967 (vs. 22473, 6.65%↑) 174400 (vs. 174400, 0.00%) 17094405 (vs. 17094405, 0.00%) 51 (vs. 51, 0.00%)
MobileNetV2_fp32(tflite) [x86_64-cascadelake-linux_gnu-llvm_cpu][experimental-flags,no-dt,compile-stats] 33526 (vs. 30546, 9.76%↑) 190096 (vs. 190096, 0.00%) 14173189 (vs. 14173189, 0.00%) 74 (vs. 74, 0.00%)
MobileNetV2_int8(tflite) [x86_64-cascadelake-linux_gnu-llvm_cpu][experimental-flags,no-dt,compile-stats] 73297 (vs. 66054, 10.97%↑) 569008 (vs. 569008, 0.00%) 4219717 (vs. 4219717, 0.00%) 144 (vs. 144, 0.00%)
MobileSSD_fp32(tflite) [x86_64-cascadelake-linux_gnu-llvm_cpu][experimental-flags,no-dt,compile-stats] 53809 (vs. 44319, 21.41%↑) 287600 (vs. 287600, 0.00%) 18229253 (vs. 18229253, 0.00%) 124 (vs. 124, 0.00%)
PoseNet_fp32(tflite) [x86_64-cascadelake-linux_gnu-llvm_cpu][experimental-flags,no-dt,compile-stats] 25763 (vs. 20518, 25.56%↑) 142288 (vs. 142288, 0.00%) 5195653 (vs. 5195653, 0.00%) 48 (vs. 48, 0.00%)
MobileBertSquad_fp16(tflite) [x86_64-cascadelake-linux_gnu-llvm_cpu][experimental-flags,no-dt,compile-stats] 74563 (vs. 68934, 8.17%↑) 91184 (vs. 91184, 0.00%) 99930437 (vs. 99930437, 0.00%) 703 (vs. 703, 0.00%)
MobileBertSquad_fp32(tflite) [x86_64-cascadelake-linux_gnu-llvm_cpu][experimental-flags,no-dt,compile-stats] 76382 (vs. 67182, 13.69%↑) 99760 (vs. 99760, 0.00%) 98445637 (vs. 98445637, 0.00%) 679 (vs. 679, 0.00%)
MobileBertSquad_int8(tflite) [x86_64-cascadelake-linux_gnu-llvm_cpu][experimental-flags,no-dt,compile-stats] 340642 (vs. 321012, 6.12%↑) 6806848 (vs. 6806848, 0.00%) 33096709 (vs. 33096709, 0.00%) 1053 (vs. 1053, 0.00%)
EfficientNetV2STF(stablehlo) [x86_64-cascadelake-linux_gnu-llvm_cpu][experimental-flags,no-dt,compile-stats] 111269 (vs. 95484, 16.53%↑) 216304 (vs. 216304, 0.00%) 164497708 (vs. 164497708, 0.00%) 276 (vs. 276, 0.00%)
MiniLML12H384Uncased(stablehlo) [x86_64-cascadelake-linux_gnu-llvm_cpu][experimental-flags,no-dt,compile-stats] 33992 (vs. 28593, 18.88%↑) 66176 (vs. 66176, 0.00%) 133998767 (vs. 133998767, 0.00%) 185 (vs. 185, 0.00%)
GPT2_117M_TF_1X4XI32(stablehlo) [x86_64-cascadelake-linux_gnu-llvm_cpu][experimental-flags,no-dt,compile-stats] 40825 (vs. 36260, 12.59%↑) 27680 (vs. 27680, 0.00%) 652752660 (vs. 652752660, 0.00%) 221 (vs. 221, 0.00%)
GPT2_117M_TF_1X1XI32(stablehlo) [x86_64-cascadelake-linux_gnu-llvm_cpu][experimental-flags,no-dt,compile-stats] 37957 (vs. 32957, 15.17%↑) 14736 (vs. 14736, 0.00%) 652736084 (vs. 652736084, 0.00%) 246 (vs. 246, 0.00%)
BertForMaskedLMTF(stablehlo) [x86_64-cascadelake-linux_gnu-llvm_cpu][experimental-flags,no-dt,compile-stats] 43311 (vs. 36403, 18.98%↑) 75968 (vs. 75968, 0.00%) 533843199 (vs. 533843199, 0.00%) 188 (vs. 188, 0.00%)
BertLargeTF(stablehlo) [x86_64-cascadelake-linux_gnu-llvm_cpu][experimental-flags,no-dt,compile-stats] 40322 (vs. 33030, 22.08%↑) 57536 (vs. 57536, 0.00%) 1336022015 (vs. 1336022015, 0.00%) 365 (vs. 365, 0.00%)
matmul_1x256x2048_i8_i4_i32_tile_config_default(linalg) [x86_64-cascadelake-linux_gnu-llvm_cpu][experimental-flags,dt-only,compile-stats] 1307 (vs. 1369, 4.53%↓) 4400 (vs. 4400, 0.00%) 272249 (vs. 272249, 0.00%) 1 (vs. 1, 0.00%)
matmul_256x256x2048_i8_i4_i32_tile_config_default(linalg) [x86_64-cascadelake-linux_gnu-llvm_cpu][experimental-flags,dt-only,compile-stats] 1939 (vs. 1701, 13.99%↑) 9664 (vs. 9664, 0.00%) 277497 (vs. 277497, 0.00%) 1 (vs. 1, 0.00%)
matmul_1x256x2048_i8_i8_i32_tile_config_default(linalg) [x86_64-cascadelake-linux_gnu-llvm_cpu][experimental-flags,dt-only,compile-stats] 2440 (vs. 2164, 12.75%↑) 2976 (vs. 2976, 0.00%) 532857 (vs. 532857, 0.00%) 1 (vs. 1, 0.00%)
matmul_256x256x2048_i8_i8_i32_tile_config_default(linalg) [x86_64-cascadelake-linux_gnu-llvm_cpu][experimental-flags,dt-only,compile-stats] 2775 (vs. 2530, 9.68%↑) 6432 (vs. 6432, 0.00%) 537221 (vs. 537221, 0.00%) 3 (vs. 3, 0.00%)
PersonDetect_int8(tflite) [x86_64-cascadelake-linux_gnu-llvm_cpu][experimental-flags,dt-only,compile-stats] 24959 (vs. 22905, 8.97%↑) 107248 (vs. 107248, 0.00%) 371397 (vs. 371397, 0.00%) 87 (vs. 87, 0.00%)
MobileNetV3Small_fp32(tflite) [x86_64-cascadelake-linux_gnu-llvm_cpu][experimental-flags,dt-only,compile-stats] 41348 (vs. 30870, 33.94%↑) 96944 (vs. 96944, 0.00%) 10398725 (vs. 10398725, 0.00%) 147 (vs. 147, 0.00%)
DeepLabV3_fp32(tflite) [x86_64-cascadelake-linux_gnu-llvm_cpu][experimental-flags,dt-only,compile-stats] 36040 (vs. 29137, 23.69%↑) 113392 (vs. 113392, 0.00%) 2921349 (vs. 2921349, 0.00%) 144 (vs. 144, 0.00%)
EfficientNet_int8(tflite) [x86_64-cascadelake-linux_gnu-llvm_cpu][experimental-flags,dt-only,compile-stats] 55953 (vs. 48727, 14.83%↑) 269120 (vs. 269120, 0.00%) 5219205 (vs. 5219205, 0.00%) 148 (vs. 148, 0.00%)
MobileNetV1_fp32(tflite) [x86_64-cascadelake-linux_gnu-llvm_cpu][experimental-flags,dt-only,compile-stats] 18763 (vs. 20003, 6.20%↓) 60288 (vs. 60288, 0.00%) 17017925 (vs. 17017925, 0.00%) 79 (vs. 79, 0.00%)
MobileNetV2_fp32(tflite) [x86_64-cascadelake-linux_gnu-llvm_cpu][experimental-flags,dt-only,compile-stats] 30664 (vs. 28015, 9.46%↑) 95248 (vs. 95248, 0.00%) 14133765 (vs. 14133765, 0.00%) 136 (vs. 136, 0.00%)
MobileNetV2_int8(tflite) [x86_64-cascadelake-linux_gnu-llvm_cpu][experimental-flags,dt-only,compile-stats] 59681 (vs. 55041, 8.43%↑) 330176 (vs. 330176, 0.00%) 4003781 (vs. 4003781, 0.00%) 213 (vs. 213, 0.00%)
MobileSSD_fp32(tflite) [x86_64-cascadelake-linux_gnu-llvm_cpu][experimental-flags,dt-only,compile-stats] 49645 (vs. 42318, 17.31%↑) 136080 (vs. 136080, 0.00%) 18361413 (vs. 18361413, 0.00%) 223 (vs. 223, 0.00%)
PoseNet_fp32(tflite) [x86_64-cascadelake-linux_gnu-llvm_cpu][experimental-flags,dt-only,compile-stats] 17721 (vs. 15795, 12.19%↑) 44208 (vs. 44208, 0.00%) 5147973 (vs. 5147973, 0.00%) 79 (vs. 79, 0.00%)
MobileBertSquad_fp16(tflite) [x86_64-cascadelake-linux_gnu-llvm_cpu][experimental-flags,dt-only,compile-stats] 98995 (vs. 85362, 15.97%↑) 53488 (vs. 53488, 0.00%) 100084229 (vs. 100084229, 0.00%) 1786 (vs. 1786, 0.00%)
MobileBertSquad_fp32(tflite) [x86_64-cascadelake-linux_gnu-llvm_cpu][experimental-flags,dt-only,compile-stats] 93735 (vs. 79650, 17.68%↑) 53920 (vs. 53920, 0.00%) 98589445 (vs. 98589445, 0.00%) 1762 (vs. 1762, 0.00%)
MobileBertSquad_int8(tflite) [x86_64-cascadelake-linux_gnu-llvm_cpu][experimental-flags,dt-only,compile-stats] 297775 (vs. 280616, 6.11%↑) 3415904 (vs. 3415904, 0.00%) 29889413 (vs. 29889413, 0.00%) 2136 (vs. 2136, 0.00%)
EfficientNetV2STF(stablehlo) [x86_64-cascadelake-linux_gnu-llvm_cpu][experimental-flags,dt-only,compile-stats] 120040 (vs. 107664, 11.50%↑) 155264 (vs. 155264, 0.00%) 169911148 (vs. 169911148, 0.00%) 442 (vs. 442, 0.00%)
MiniLML12H384Uncased(stablehlo) [x86_64-cascadelake-linux_gnu-llvm_cpu][experimental-flags,dt-only,compile-stats] 42707 (vs. 36167, 18.08%↑) 36480 (vs. 36480, 0.00%) 219477487 (vs. 219477487, 0.00%) 342 (vs. 342, 0.00%)
GPT2_117M_TF_1X4XI32(stablehlo) [x86_64-cascadelake-linux_gnu-llvm_cpu][experimental-flags,dt-only,compile-stats] 48146 (vs. 44584, 7.99%↑) 18224 (vs. 18224, 0.00%) 992542996 (vs. 992542996, 0.00%) 330 (vs. 330, 0.00%)
GPT2_117M_TF_1X1XI32(stablehlo) [x86_64-cascadelake-linux_gnu-llvm_cpu][experimental-flags,dt-only,compile-stats] 43075 (vs. 40430, 6.54%↑) 11392 (vs. 11392, 0.00%) 992539860 (vs. 992539860, 0.00%) 355 (vs. 355, 0.00%)
BertForMaskedLMTF(stablehlo) [x86_64-cascadelake-linux_gnu-llvm_cpu][experimental-flags,dt-only,compile-stats] 49886 (vs. 43592, 14.44%↑) 38336 (vs. 38336, 0.00%) 875869119 (vs. 875869119, 0.00%) 346 (vs. 346, 0.00%)
BertLargeTF(stablehlo) [x86_64-cascadelake-linux_gnu-llvm_cpu][experimental-flags,dt-only,compile-stats] 59430 (vs. 52914, 12.31%↑) 41632 (vs. 41632, 0.00%) 1336061759 (vs. 1336061759, 0.00%) 678 (vs. 678, 0.00%)
matmul_1x256x2048_i8_i4_i32_tile_config_default(linalg) [x86_64-cascadelake-linux_gnu-llvm_cpu][default-flags,dt-uk,compile-stats] 1358 (vs. 1280, 6.09%↑) 4400 (vs. 4400, 0.00%) 272249 (vs. 272249, 0.00%) 1 (vs. 1, 0.00%)
matmul_256x256x2048_i8_i4_i32_tile_config_default(linalg) [x86_64-cascadelake-linux_gnu-llvm_cpu][default-flags,dt-uk,compile-stats] 2129 (vs. 1695, 25.60%↑) 9664 (vs. 9664, 0.00%) 277497 (vs. 277497, 0.00%) 1 (vs. 1, 0.00%)
matmul_1x256x2048_i8_i8_i32_tile_config_default(linalg) [x86_64-cascadelake-linux_gnu-llvm_cpu][default-flags,dt-uk,compile-stats] 2696 (vs. 2387, 12.95%↑) 2464 (vs. 2464, 0.00%) 532345 (vs. 532345, 0.00%) 1 (vs. 1, 0.00%)
matmul_256x256x2048_i8_i8_i32_tile_config_default(linalg) [x86_64-cascadelake-linux_gnu-llvm_cpu][default-flags,dt-uk,compile-stats] 3058 (vs. 2799, 9.25%↑) 4800 (vs. 4800, 0.00%) 535557 (vs. 535557, 0.00%) 3 (vs. 3, 0.00%)
PersonDetect_int8(tflite) [x86_64-cascadelake-linux_gnu-llvm_cpu][default-flags,dt-uk,compile-stats] 27980 (vs. 22778, 22.84%↑) 100816 (vs. 100816, 0.00%) 364933 (vs. 364933, 0.00%) 87 (vs. 87, 0.00%)
MobileNetV3Small_fp32(tflite) [x86_64-cascadelake-linux_gnu-llvm_cpu][default-flags,dt-uk,compile-stats] 40691 (vs. 34186, 19.03%↑) 99200 (vs. 99200, 0.00%) 10400965 (vs. 10400965, 0.00%) 147 (vs. 147, 0.00%)
DeepLabV3_fp32(tflite) [x86_64-cascadelake-linux_gnu-llvm_cpu][default-flags,dt-uk,compile-stats] 36535 (vs. 32817, 11.33%↑) 118560 (vs. 118560, 0.00%) 2926533 (vs. 2926533, 0.00%) 144 (vs. 144, 0.00%)
EfficientNet_int8(tflite) [x86_64-cascadelake-linux_gnu-llvm_cpu][default-flags,dt-uk,compile-stats] 52558 (vs. 47639, 10.33%↑) 259968 (vs. 259968, 0.00%) 5210053 (vs. 5210053, 0.00%) 148 (vs. 148, 0.00%)
MobileNetV1_fp32(tflite) [x86_64-cascadelake-linux_gnu-llvm_cpu][default-flags,dt-uk,compile-stats] 22738 (vs. 20630, 10.22%↑) 66240 (vs. 66240, 0.00%) 17023877 (vs. 17023877, 0.00%) 79 (vs. 79, 0.00%)
MobileNetV2_fp32(tflite) [x86_64-cascadelake-linux_gnu-llvm_cpu][default-flags,dt-uk,compile-stats] 36034 (vs. 32234, 11.79%↑) 99936 (vs. 99936, 0.00%) 14138501 (vs. 14138501, 0.00%) 136 (vs. 136, 0.00%)
MobileNetV2_int8(tflite) [x86_64-cascadelake-linux_gnu-llvm_cpu][default-flags,dt-uk,compile-stats] 64016 (vs. 53065, 20.64%↑) 325504 (vs. 325504, 0.00%) 3999109 (vs. 3999109, 0.00%) 213 (vs. 213, 0.00%)
MobileSSD_fp32(tflite) [x86_64-cascadelake-linux_gnu-llvm_cpu][default-flags,dt-uk,compile-stats] 48355 (vs. 41010, 17.91%↑) 123776 (vs. 123776, 0.00%) 18349125 (vs. 18349125, 0.00%) 223 (vs. 223, 0.00%)
PoseNet_fp32(tflite) [x86_64-cascadelake-linux_gnu-llvm_cpu][default-flags,dt-uk,compile-stats] 17980 (vs. 17157, 4.80%↑) 47696 (vs. 47696, 0.00%) 5151429 (vs. 5151429, 0.00%) 79 (vs. 79, 0.00%)
MobileBertSquad_fp16(tflite) [x86_64-cascadelake-linux_gnu-llvm_cpu][default-flags,dt-uk,compile-stats] 93401 (vs. 83252, 12.19%↑) 39360 (vs. 39360, 0.00%) 100070085 (vs. 100070085, 0.00%) 1786 (vs. 1786, 0.00%)
MobileBertSquad_fp32(tflite) [x86_64-cascadelake-linux_gnu-llvm_cpu][default-flags,dt-uk,compile-stats] 92422 (vs. 80396, 14.96%↑) 39776 (vs. 39776, 0.00%) 98575301 (vs. 98575301, 0.00%) 1762 (vs. 1762, 0.00%)
MobileBertSquad_int8(tflite) [x86_64-cascadelake-linux_gnu-llvm_cpu][default-flags,dt-uk,compile-stats] 282363 (vs. 266442, 5.98%↑) 3406048 (vs. 3406048, 0.00%) 29879557 (vs. 29879557, 0.00%) 2136 (vs. 2136, 0.00%)
EfficientNetV2STF(stablehlo) [x86_64-cascadelake-linux_gnu-llvm_cpu][default-flags,dt-uk,compile-stats] 123770 (vs. 108322, 14.26%↑) 141216 (vs. 141216, 0.00%) 169897068 (vs. 169897068, 0.00%) 442 (vs. 442, 0.00%)
MiniLML12H384Uncased(stablehlo) [x86_64-cascadelake-linux_gnu-llvm_cpu][default-flags,dt-uk,compile-stats] 43207 (vs. 36213, 19.31%↑) 33024 (vs. 33024, 0.00%) 219474031 (vs. 219474031, 0.00%) 342 (vs. 342, 0.00%)
GPT2_117M_TF_1X4XI32(stablehlo) [x86_64-cascadelake-linux_gnu-llvm_cpu][default-flags,dt-uk,compile-stats] 51041 (vs. 44710, 14.16%↑) 18944 (vs. 18944, 0.00%) 992543700 (vs. 992543700, 0.00%) 330 (vs. 330, 0.00%)
GPT2_117M_TF_1X1XI32(stablehlo) [x86_64-cascadelake-linux_gnu-llvm_cpu][default-flags,dt-uk,compile-stats] 52541 (vs. 48397, 8.56%↑) 11424 (vs. 11424, 0.00%) 992539924 (vs. 992539924, 0.00%) 355 (vs. 355, 0.00%)
BertForMaskedLMTF(stablehlo) [x86_64-cascadelake-linux_gnu-llvm_cpu][default-flags,dt-uk,compile-stats] 52098 (vs. 45588, 14.28%↑) 33376 (vs. 33376, 0.00%) 875864191 (vs. 875864191, 0.00%) 346 (vs. 346, 0.00%)
BertLargeTF(stablehlo) [x86_64-cascadelake-linux_gnu-llvm_cpu][default-flags,dt-uk,compile-stats] 63013 (vs. 56427, 11.67%↑) 37520 (vs. 37520, 0.00%) 1336057599 (vs. 1336057599, 0.00%) 678 (vs. 678, 0.00%)
EfficientNetV2STF(stablehlo) [cuda-sm_80-linux_gnu-cuda][default-flags,compile-stats] 101521 (vs. 88635, 14.54%↑) 843788 (vs. 843788, 0.00%) 165158548 (vs. 165158548, 0.00%) 276 (vs. 276, 0.00%)
MiniLML12H384Uncased(stablehlo) [cuda-sm_80-linux_gnu-cuda][default-flags,compile-stats] 29303 (vs. 23816, 23.04%↑) 184872 (vs. 184872, 0.00%) 134123521 (vs. 134123521, 0.00%) 185 (vs. 185, 0.00%)
BertForMaskedLMTF(stablehlo) [cuda-sm_80-linux_gnu-cuda][default-flags,compile-stats] 40514 (vs. 32430, 24.93%↑) 264976 (vs. 264976, 0.00%) 534037300 (vs. 534037300, 0.00%) 188 (vs. 188, 0.00%)
BertLargeTF(stablehlo) [cuda-sm_80-linux_gnu-cuda][default-flags,compile-stats] 36966 (vs. 32309, 14.41%↑) 168240 (vs. 168240, 0.00%) 1336137589 (vs. 1336137589, 0.00%) 365 (vs. 365, 0.00%)
matmul_3456x1024x2048_f16t_tile_config_default(linalg) [cuda-sm_80-linux_gnu-cuda][ukernel,matmul,compile-stats] 2064 (vs. 1617, 27.64%↑) 30556 (vs. 30556, 0.00%) 41279 (vs. 41279, 0.00%) 1 (vs. 1, 0.00%)
matmul_3456x1024x2048_f32t_tile_config_default(linalg) [cuda-sm_80-linux_gnu-cuda][ukernel,matmul,compile-stats] 2429 (vs. 2077, 16.95%↑) 45028 (vs. 45028, 0.00%) 55751 (vs. 55751, 0.00%) 1 (vs. 1, 0.00%)
matmul_2560x2560x2560_f16t_tile_config_default(linalg) [cuda-sm_80-linux_gnu-cuda][ukernel,matmul,compile-stats] 2044 (vs. 1734, 17.88%↑) 28524 (vs. 28524, 0.00%) 39183 (vs. 39183, 0.00%) 1 (vs. 1, 0.00%)
matmul_2560x2560x2560_f32t_tile_config_default(linalg) [cuda-sm_80-linux_gnu-cuda][ukernel,matmul,compile-stats] 2284 (vs. 1920, 18.96%↑) 41404 (vs. 41404, 0.00%) 52063 (vs. 52063, 0.00%) 1 (vs. 1, 0.00%)
matmul_2564x2564x2564_f32t_f32t_f32t_tile_config_default(linalg) [cuda-sm_80-linux_gnu-cuda][ukernel,matmul,compile-stats] 2773 (vs. 2267, 22.32%↑) 86844 (vs. 86844, 0.00%) 97503 (vs. 97503, 0.00%) 1 (vs. 1, 0.00%)
matmul_2562x2564x2562_f32t_f32t_f32t_tile_config_default(linalg) [cuda-sm_80-linux_gnu-cuda][ukernel,matmul,compile-stats] 2693 (vs. 2456, 9.65%↑) 89724 (vs. 89724, 0.00%) 100447 (vs. 100447, 0.00%) 1 (vs. 1, 0.00%)
matmul_2562x2561x2561_f32t_f32t_f32t_tile_config_default(linalg) [cuda-sm_80-linux_gnu-cuda][ukernel,matmul,compile-stats] 3262 (vs. 2851, 14.42%↑) 84196 (vs. 84196, 0.00%) 94919 (vs. 94919, 0.00%) 1 (vs. 1, 0.00%)
matmul_123x2561x2561_f32t_f32t_f32t_tile_config_default(linalg) [cuda-sm_80-linux_gnu-cuda][ukernel,matmul,compile-stats] 2558 (vs. 2352, 8.76%↑) 51232 (vs. 51232, 0.00%) 61954 (vs. 61954, 0.00%) 1 (vs. 1, 0.00%)
matmul_128x256x8192_f16t_tile_config_default(linalg) [cuda-sm_80-linux_gnu-cuda][ukernel,matmul,splitk,compile-stats] 1207 (vs. 1099, 9.83%↑) 8828 (vs. 8828, 0.00%) 26181 (vs. 26181, 0.00%) 2 (vs. 2, 0.00%)
matmul_128x256x8192_f32t_tile_config_default(linalg) [cuda-sm_80-linux_gnu-cuda][ukernel,matmul,splitk,compile-stats] 1278 (vs. 1139, 12.20%↑) 9784 (vs. 9784, 0.00%) 27137 (vs. 27137, 0.00%) 2 (vs. 2, 0.00%)
MiniLML12H384Uncased(stablehlo) [riscv_64-generic-linux_gnu-llvm_cpu][default-flags,compile-stats] 37212 (vs. 29004, 28.30%↑) 52680 (vs. 52680, 0.00%) 133985329 (vs. 133985329, 0.00%) 185 (vs. 185, 0.00%)
DeepLabV3_fp32(tflite) [riscv_64-generic-linux_gnu-llvm_cpu][default-flags,compile-stats] 20921 (vs. 19046, 9.84%↑) 42840 (vs. 42840, 0.00%) 2824263 (vs. 2824263, 0.00%) 79 (vs. 79, 0.00%)
EfficientNet_int8(tflite) [riscv_64-generic-linux_gnu-llvm_cpu][default-flags,compile-stats] 45897 (vs. 39862, 15.14%↑) 185480 (vs. 185480, 0.00%) 5108871 (vs. 5108871, 0.00%) 89 (vs. 89, 0.00%)
MobileBertSquad_fp32(tflite) [riscv_64-generic-linux_gnu-llvm_cpu][default-flags,compile-stats] 77027 (vs. 66029, 16.66%↑) 48760 (vs. 48760, 0.00%) 98394631 (vs. 98394631, 0.00%) 679 (vs. 679, 0.00%)
MobileBertSquad_int8(tflite) [riscv_64-generic-linux_gnu-llvm_cpu][default-flags,compile-stats] 396859 (vs. 364258, 8.95%↑) 3572792 (vs. 3572792, 0.00%) 29862663 (vs. 29862663, 0.00%) 1053 (vs. 1053, 0.00%)
MobileNetV1_fp32(tflite) [riscv_64-generic-linux_gnu-llvm_cpu][default-flags,compile-stats] 16348 (vs. 17023, 3.97%↓) 50984 (vs. 50984, 0.00%) 16976263 (vs. 16976263, 0.00%) 65 (vs. 65, 0.00%)
MobileNetV2_int8(tflite) [riscv_64-generic-linux_gnu-llvm_cpu][default-flags,compile-stats] 58017 (vs. 52185, 11.18%↑) 217016 (vs. 217016, 0.00%) 3867719 (vs. 3867719, 0.00%) 144 (vs. 144, 0.00%)
PersonDetect_int8(tflite) [riscv_64-generic-linux_gnu-llvm_cpu][default-flags,compile-stats] 20561 (vs. 20392, 0.83%↑) 58936 (vs. 58936, 0.00%) 314759 (vs. 314759, 0.00%) 60 (vs. 60, 0.00%)
EfficientNet_int8(tflite) [riscv_32-generic-linux_gnu-llvm_cpu][default-flags,compile-stats] 55928 (vs. 49827, 12.24%↑) 390748 (vs. 390748, 0.00%) 5314183 (vs. 5314183, 0.00%) 89 (vs. 89, 0.00%)
MobileBertSquad_int8(tflite) [riscv_32-generic-linux_gnu-llvm_cpu][default-flags,compile-stats] 448605 (vs. 424658, 5.64%↑) 3739100 (vs. 3739100, 0.00%) 30028999 (vs. 30028999, 0.00%) 1053 (vs. 1053, 0.00%)
PersonDetect_int8(tflite) [riscv_32-generic-linux_gnu-llvm_cpu][default-flags,compile-stats] 24287 (vs. 20414, 18.97%↑) 124428 (vs. 124428, 0.00%) 380231 (vs. 380231, 0.00%) 60 (vs. 60, 0.00%)
MobileNetV2_int8(tflite) [riscv_32-generic-linux_gnu-llvm_cpu][default-flags,compile-stats] 64298 (vs. 58068, 10.73%↑) 328664 (vs. 328664, 0.00%) 3979399 (vs. 3979399, 0.00%) 144 (vs. 144, 0.00%)
DeepLabV3_fp32(tflite) [armv8.2-a-generic-linux_android29-llvm_cpu][experimental-flags,no-dt,compile-stats] 23006 (vs. 20334, 13.14%↑) 56176 (vs. 56176, 0.00%) 2837573 (vs. 2837573, 0.00%) 79 (vs. 79, 0.00%)
MobileBertSquad_fp32(tflite) [armv8.2-a-generic-linux_android29-llvm_cpu][experimental-flags,no-dt,compile-stats] 69016 (vs. 62065, 11.20%↑) 33872 (vs. 33872, 0.00%) 98379717 (vs. 98379717, 0.00%) 679 (vs. 679, 0.00%)
GPT2_117M_TF_1X4XI32(stablehlo) [armv8.2-a-generic-linux_android29-llvm_cpu][experimental-flags,no-dt,compile-stats] 40106 (vs. 37335, 7.42%↑) 20192 (vs. 20192, 0.00%) 652745172 (vs. 652745172, 0.00%) 221 (vs. 221, 0.00%)
GPT2_117M_TF_1X1XI32(stablehlo) [armv8.2-a-generic-linux_android29-llvm_cpu][experimental-flags,no-dt,compile-stats] 33338 (vs. 34670, 3.84%↓) 9024 (vs. 9024, 0.00%) 652730324 (vs. 652730324, 0.00%) 246 (vs. 246, 0.00%)
MobileBertSquad_int8(tflite) [armv8.2-a-generic-linux_android29-llvm_cpu][experimental-flags,no-dt,compile-stats] 307372 (vs. 298861, 2.85%↑) 4946288 (vs. 4946288, 0.00%) 31236165 (vs. 31236165, 0.00%) 1053 (vs. 1053, 0.00%)
Vit_int8(tflite) [armv8.2-a-generic-linux_android29-llvm_cpu][experimental-flags,no-dt,compile-stats] 111824 (vs. 103484, 8.06%↑) 839376 (vs. 839376, 0.00%) 88869253 (vs. 88869253, 0.00%) 243 (vs. 243, 0.00%)
DeepLabV3_fp32(tflite) [armv8.2-a-generic-linux_android29-llvm_cpu][default-flags,dt-uk,compile-stats] 31346 (vs. 26500, 18.29%↑) 50848 (vs. 50848, 0.00%) 2849861 (vs. 2849861, 0.00%) 144 (vs. 144, 0.00%)
MobileBertSquad_fp32(tflite) [armv8.2-a-generic-linux_android29-llvm_cpu][default-flags,dt-uk,compile-stats] 94149 (vs. 82573, 14.02%↑) 21856 (vs. 21856, 0.00%) 98557317 (vs. 98557317, 0.00%) 1762 (vs. 1762, 0.00%)
GPT2_117M_TF_1X4XI32(stablehlo) [armv8.2-a-generic-linux_android29-llvm_cpu][default-flags,dt-uk,compile-stats] 46069 (vs. 42177, 9.23%↑) 11520 (vs. 11520, 0.00%) 992511700 (vs. 992511700, 0.00%) 330 (vs. 330, 0.00%)
GPT2_117M_TF_1X1XI32(stablehlo) [armv8.2-a-generic-linux_android29-llvm_cpu][default-flags,dt-uk,compile-stats] 50413 (vs. 45229, 11.46%↑) 9136 (vs. 9136, 0.00%) 992513044 (vs. 992513044, 0.00%) 355 (vs. 355, 0.00%)
MobileBertSquad_int8(tflite) [armv8.2-a-generic-linux_android29-llvm_cpu][default-flags,dt-uk,compile-stats] 250675 (vs. 233500, 7.36%↑) 1809664 (vs. 1809664, 0.00%) 28283141 (vs. 28283141, 0.00%) 2136 (vs. 2136, 0.00%)
Vit_int8(tflite) [armv8.2-a-generic-linux_android29-llvm_cpu][default-flags,dt-uk,compile-stats] 86495 (vs. 78124, 10.72%↑) 122480 (vs. 122480, 0.00%) 88146373 (vs. 88146373, 0.00%) 375 (vs. 375, 0.00%)
DeepLabV3_fp32(tflite) [armv8.2-a-generic-linux_android29-llvm_cpu][experimental-flags,dt-only,compile-stats] 23858 (vs. 24927, 4.29%↓) 40992 (vs. 40992, 0.00%) 2840005 (vs. 2840005, 0.00%) 144 (vs. 144, 0.00%)
MobileBertSquad_fp32(tflite) [armv8.2-a-generic-linux_android29-llvm_cpu][experimental-flags,dt-only,compile-stats] 83471 (vs. 72550, 15.05%↑) 22064 (vs. 22064, 0.00%) 98557509 (vs. 98557509, 0.00%) 1762 (vs. 1762, 0.00%)
GPT2_117M_TF_1X4XI32(stablehlo) [armv8.2-a-generic-linux_android29-llvm_cpu][experimental-flags,dt-only,compile-stats] 43890 (vs. 44688, 1.79%↓) 10720 (vs. 10720, 0.00%) 992510932 (vs. 992510932, 0.00%) 330 (vs. 330, 0.00%)
GPT2_117M_TF_1X1XI32(stablehlo) [armv8.2-a-generic-linux_android29-llvm_cpu][experimental-flags,dt-only,compile-stats] 43668 (vs. 40018, 9.12%↑) 8688 (vs. 8688, 0.00%) 992512596 (vs. 992512596, 0.00%) 355 (vs. 355, 0.00%)
MobileBertSquad_int8(tflite) [armv8.2-a-generic-linux_android29-llvm_cpu][experimental-flags,dt-only,compile-stats] 254916 (vs. 235484, 8.25%↑) 1816480 (vs. 1816480, 0.00%) 28289989 (vs. 28289989, 0.00%) 2136 (vs. 2136, 0.00%)
Vit_int8(tflite) [armv8.2-a-generic-linux_android29-llvm_cpu][experimental-flags,dt-only,compile-stats] 75966 (vs. 68869, 10.31%↑) 124400 (vs. 124400, 0.00%) 88148293 (vs. 88148293, 0.00%) 375 (vs. 375, 0.00%)
matmul_1x256x2048_i8_i4_i32_tile_config_default(linalg) [armv8.2-a-generic-linux_android29-llvm_cpu][experimental-flags,no-dt,compile-stats] 1232 (vs. 1059, 16.34%↑) 2464 (vs. 2464, 0.00%) 270265 (vs. 270265, 0.00%) 1 (vs. 1, 0.00%)
matmul_256x256x2048_i8_i4_i32_tile_config_default(linalg) [armv8.2-a-generic-linux_android29-llvm_cpu][experimental-flags,no-dt,compile-stats] 1431 (vs. 1392, 2.80%↑) 3872 (vs. 3872, 0.00%) 271673 (vs. 271673, 0.00%) 1 (vs. 1, 0.00%)
matmul_1x256x2048_i8_i8_i32_tile_config_default(linalg) [armv8.2-a-generic-linux_android29-llvm_cpu][experimental-flags,no-dt,compile-stats] 1222 (vs. 1120, 9.11%↑) 2368 (vs. 2368, 0.00%) 532345 (vs. 532345, 0.00%) 1 (vs. 1, 0.00%)
matmul_256x256x2048_i8_i8_i32_tile_config_default(linalg) [armv8.2-a-generic-linux_android29-llvm_cpu][experimental-flags,no-dt,compile-stats] 1451 (vs. 1217, 19.23%↑) 3088 (vs. 3088, 0.00%) 533049 (vs. 533049, 0.00%) 1 (vs. 1, 0.00%)
matmul_1x256x2048_i8_i4_i32_tile_config_default(linalg) [armv8.2-a-generic-linux_android29-llvm_cpu][default-flags,dt-uk,compile-stats] 2223 (vs. 1974, 12.61%↑) 3488 (vs. 3488, 0.00%) 272069 (vs. 272069, 0.00%) 2 (vs. 2, 0.00%)
matmul_256x256x2048_i8_i4_i32_tile_config_default(linalg) [armv8.2-a-generic-linux_android29-llvm_cpu][default-flags,dt-uk,compile-stats] 2560 (vs. 2206, 16.05%↑) 4528 (vs. 4528, 0.00%) 273669 (vs. 273669, 0.00%) 4 (vs. 4, 0.00%)
matmul_1x256x2048_i8_i8_i32_tile_config_default(linalg) [armv8.2-a-generic-linux_android29-llvm_cpu][default-flags,dt-uk,compile-stats] 2856 (vs. 2429, 17.58%↑) 2368 (vs. 2368, 0.00%) 532281 (vs. 532281, 0.00%) 1 (vs. 1, 0.00%)
matmul_256x256x2048_i8_i8_i32_tile_config_default(linalg) [armv8.2-a-generic-linux_android29-llvm_cpu][default-flags,dt-uk,compile-stats] 2968 (vs. 2708, 9.60%↑) 3360 (vs. 3360, 0.00%) 534149 (vs. 534149, 0.00%) 3 (vs. 3, 0.00%)
matmul_1x256x2048_i8_i4_i32_tile_config_default(linalg) [armv8.2-a-generic-linux_android29-llvm_cpu][experimental-flags,dt-only,compile-stats] 1541 (vs. 1445, 6.64%↑) 4128 (vs. 4128, 0.00%) 272709 (vs. 272709, 0.00%) 2 (vs. 2, 0.00%)
matmul_256x256x2048_i8_i4_i32_tile_config_default(linalg) [armv8.2-a-generic-linux_android29-llvm_cpu][experimental-flags,dt-only,compile-stats] 2100 (vs. 1881, 11.64%↑) 6496 (vs. 6496, 0.00%) 275653 (vs. 275653, 0.00%) 4 (vs. 4, 0.00%)
matmul_1x256x2048_i8_i8_i32_tile_config_default(linalg) [armv8.2-a-generic-linux_android29-llvm_cpu][experimental-flags,dt-only,compile-stats] 2387 (vs. 2085, 14.48%↑) 2624 (vs. 2624, 0.00%) 532537 (vs. 532537, 0.00%) 1 (vs. 1, 0.00%)
matmul_256x256x2048_i8_i8_i32_tile_config_default(linalg) [armv8.2-a-generic-linux_android29-llvm_cpu][experimental-flags,dt-only,compile-stats] 2654 (vs. 2146, 23.67%↑) 4240 (vs. 4240, 0.00%) 534981 (vs. 534981, 0.00%) 3 (vs. 3, 0.00%)
MobileBertSquad_fp32(tflite) [qualcomm-adreno-vulkan_android31-vulkan_spirv][default-flags,compile-stats] 67289 (vs. 62711, 7.30%↑) 255780 (vs. 255780, 0.00%) 98602842 (vs. 98602842, 0.00%) 679 (vs. 679, 0.00%)
MobileBertSquad_fp32(tflite) [qualcomm-adreno-vulkan_android31-vulkan_spirv][experimental-flags,fuse-padding,compile-stats] 73495 (vs. 70554, 4.17%↑) 255780 (vs. 255780, 0.00%) 98602842 (vs. 98602842, 0.00%) 679 (vs. 679, 0.00%)
MobileBertSquad_fp32(tflite) [arm-valhall-vulkan_android31-vulkan_spirv][default-flags,compile-stats] 73839 (vs. 65535, 12.67%↑) 146608 (vs. 146608, 0.00%) 98493241 (vs. 98493241, 0.00%) 679 (vs. 679, 0.00%)
MobileBertSquad_fp16(tflite) [arm-valhall-vulkan_android31-vulkan_spirv][default-flags,demote-f32-to-f16,compile-stats] 118342 (vs. 102611, 15.33%↑) 3161912 (vs. 3161912, 0.00%) 53052820 (vs. 53052820, 0.00%) 703 (vs. 703, 0.00%)
MobileBertSquad_int8(tflite) [arm-valhall-vulkan_android31-vulkan_spirv][default-flags,compile-stats] 209206 (vs. 191059, 9.50%↑) 7111484 (vs. 7111484, 0.00%) 33402345 (vs. 33402345, 0.00%) 1053 (vs. 1053, 0.00%)
MobileBertSquad_fp32(tflite) [arm-valhall-vulkan_android31-vulkan_spirv][experimental-flags,fuse-padding,max-concurrency,compile-stats] 74048 (vs. 64693, 14.46%↑) 146592 (vs. 146592, 0.00%) 98493369 (vs. 98493369, 0.00%) 679 (vs. 679, 0.00%)
MobileBertSquad_fp16(tflite) [arm-valhall-vulkan_android31-vulkan_spirv][experimental-flags,fuse-padding,max-concurrency,demote-f32-to-f16,compile-stats] 80943 (vs. 77018, 5.10%↑) 3163928 (vs. 3163928, 0.00%) 53056596 (vs. 53056596, 0.00%) 703 (vs. 703, 0.00%)
MobileBertSquad_int8(tflite) [arm-valhall-vulkan_android31-vulkan_spirv][experimental-flags,fuse-padding,max-concurrency,compile-stats] 205223 (vs. 187044, 9.72%↑) 7110064 (vs. 7110064, 0.00%) 33389225 (vs. 33389225, 0.00%) 1053 (vs. 1053, 0.00%)
MobileBertSquad_fp32(tflite) [arm-valhall-vulkan_android31-vulkan_spirv][experimental-flags,fuse-padding,max-concurrency,repeated-kernel,compile-stats] 115589 (vs. 102421, 12.86%↑) 146592 (vs. 146592, 0.00%) 99672121 (vs. 99672121, 0.00%) 679 (vs. 679, 0.00%)
MobileBertSquad_fp16(tflite) [arm-valhall-vulkan_android31-vulkan_spirv][experimental-flags,fuse-padding,max-concurrency,repeated-kernel,demote-f32-to-f16,compile-stats] 124453 (vs. 115441, 7.81%↑) 3163928 (vs. 3163928, 0.00%) 54277012 (vs. 54277012, 0.00%) 703 (vs. 703, 0.00%)
MobileBertSquad_int8(tflite) [arm-valhall-vulkan_android31-vulkan_spirv][experimental-flags,fuse-padding,max-concurrency,repeated-kernel,compile-stats] 321332 (vs. 296868, 8.24%↑) 7110064 (vs. 7110064, 0.00%) 35217257 (vs. 35217257, 0.00%) 1053 (vs. 1053, 0.00%)
MobileNetV2_fp32(tflite) [vmvx-generic-vmvx-vmvx][experimental-flags,compile-stats] 22868 (vs. 20675, 10.61%↑) 208629 (vs. 208629, 0.00%) 14213630 (vs. 14213630, 0.00%) 172 (vs. 172, 0.00%)
MobileNetV3Small_fp32(tflite) [vmvx-generic-vmvx-vmvx][experimental-flags,compile-stats] 37147 (vs. 29694, 25.10%↑) 311349 (vs. 311349, 0.00%) 10551678 (vs. 10551678, 0.00%) 210 (vs. 210, 0.00%)
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