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iree-full-benchmark-results-17649.md

Full Benchmark Summary

Data-Tiling Comparison Table

Name No-DT (baseline) DT-Only DT-UK
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] 216.586 (1.0X) 137.685 (1.6X) 108.790 (2.0X)
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] 763.272 (1.0X) 277.296 (2.8X) 227.046 (3.4X)
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] 31.929 (1.0X) 36.996 (0.9X) 30.326 (1.1X)
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] 6.947 (1.0X) 9.280 (0.7X) 8.493 (0.8X)
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] 274.161 (1.0X) 258.892 (1.1X) 226.834 (1.2X)
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] 36.084 (1.0X) 36.214 (1.0X) 34.151 (1.1X)
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] 26.839 (1.0X) 51.523 (0.5X) 13.184 (2.0X)
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] 5.808 (1.0X) 10.928 (0.5X) 4.988 (1.2X)
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] 70.281 (1.0X) 39.040 (1.8X) 39.348 (1.8X)
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] 9.272 (1.0X) 8.526 (1.1X) 8.450 (1.1X)
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] 89.062 (1.0X) 42.036 (2.1X) 41.735 (2.1X)
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] 11.132 (1.0X) 8.972 (1.2X) 8.885 (1.3X)
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] 79.414 (1.0X) 78.861 (1.0X) 56.556 (1.4X)
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] 12.408 (1.0X) 15.466 (0.8X) 13.735 (0.9X)
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] 180.333 (1.0X) 250.406 (0.7X) 185.104 (1.0X)
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] 34.024 (1.0X) 65.725 (0.5X) 61.488 (0.6X)
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] 180.477 (1.0X) 259.532 (0.7X) 190.279 (0.9X)
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] 33.743 (1.0X) 66.230 (0.5X) 61.216 (0.6X)
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] 490.014 (1.0X) 1068.973 (0.5X) 214.308 (2.3X)
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] 66.397 (1.0X) 131.983 (0.5X) 62.281 (1.1X)
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] 24.938 (1.0X) 22.897 (1.1X) 17.954 (1.4X)
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] 4.752 (1.0X) 5.312 (0.9X) 4.551 (1.0X)
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] 11.876 (1.0X) 15.234 (0.8X) 11.225 (1.1X)
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] 3.752 (1.0X) 5.353 (0.7X) 4.871 (0.8X)
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] 21.638 (1.0X) 42.733 (0.5X) 11.782 (1.8X)
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] 5.851 (1.0X) 9.582 (0.6X) 5.384 (1.1X)
MobileNetV3Small_fp32(tflite) [x86_64-cascadelake-linux_gnu-llvm_cpu] local_sync(embedded_elf)[full-inference,default-flags] with default @ c2-standard-60[cpu] 2.820 (1.0X) 3.355 (0.8X) 2.647 (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] 2.851 (1.0X) 3.501 (0.8X) 2.826 (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] 34.897 (1.0X) 39.198 (0.9X) 31.354 (1.1X)
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] 8.492 (1.0X) 10.928 (0.8X) 9.828 (0.9X)
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) 1.292 (0.5X) 0.571 (1.2X)
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] 0.768 (1.0X) 1.380 (0.6X) 0.631 (1.2X)
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] 17.699 (1.0X) 24.172 (0.7X) 18.833 (0.9X)
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] 4.075 (1.0X) 5.881 (0.7X) 5.137 (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] 7.570 (1.0X) 7.568 (1.0X) 7.579 (1.0X)
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] 48.188 (1.0X) 85.430 (0.6X) 42.771 (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] 49.812 (1.0X) 87.077 (0.6X) 43.611 (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] 29.961 (1.0X) 50.042 (0.6X) 27.403 (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] 91.438 (1.0X) 22.421 (4.1X) 21.152 (4.3X)
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] 93.133 (1.0X) 22.131 (4.2X) 22.143 (4.2X)
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] 51.983 (1.0X) 22.155 (2.3X) 21.980 (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] 141.004 (1.0X) 28.315 (5.0X) 26.745 (5.3X)
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] 140.975 (1.0X) 30.097 (4.7X) 28.743 (4.9X)
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] 78.350 (1.0X) 26.306 (3.0X) 26.805 (2.9X)
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] 692.779 (1.0X) 456.959 (1.5X) 346.865 (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] 713.120 (1.0X) 456.322 (1.6X) 356.580 (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] 392.298 (1.0X) 274.634 (1.4X) 216.882 (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] 1117.597 (1.0X) 698.098 (1.6X) 308.819 (3.6X)
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] 1119.088 (1.0X) 687.091 (1.6X) 305.127 (3.7X)
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] 575.097 (1.0X) 381.704 (1.5X) 181.326 (3.2X)
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] 2100.694 (1.0X) 1122.026 (1.9X) 300.301 (7.0X)
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] 2102.658 (1.0X) 1120.897 (1.9X) 299.134 (7.0X)
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] 1121.726 (1.0X) 626.209 (1.8X) 178.447 (6.3X)
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] 12.237 (1.0X) 10.053 (1.2X) 1.300 (9.4X)

Regressed Latencies 🚩

Benchmark Name Average Latency (ms) Median Latency (ms) Latency Standard Deviation (ms)
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] 1.536 (vs. 1.371, 11.99%↑) 1.536 0.000
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. 0.201, 11.23%↑) 0.223 0.000
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] 141.004 (vs. 128.966, 9.33%↑) 140.918 0.492
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] 140.975 (vs. 130.100, 8.36%↑) 141.008 0.143
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] 78.350 (vs. 72.373, 8.26%↑) 78.402 0.296

Improved Latencies 🎉

Benchmark Name Average Latency (ms) Median Latency (ms) Latency Standard Deviation (ms)
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] 0.131 (vs. 0.165, 20.42%↓) 0.131 0.000
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] 43.611 (vs. 49.177, 11.32%↓) 43.622 0.456
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] 178.447 (vs. 194.392, 8.20%↓) 179.563 4.573
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] 28.743 (vs. 30.646, 6.21%↓) 28.854 0.700
GPT2\_117M\_TF\_1X4XI32(stablehlo) [armv8.2-a-generic-linux\_android29-llvm\_cpu][experimental-flags,dt-only] local\_task(embedded\_elf)[2-thread,full-inference,system-scheduling] with default @ pixel-6-pro[big-cores] 26.306 (vs. 27.914, 5.76%↓) 26.342 0.429
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] 346.865 (vs. 367.847, 5.70%↓) 347.690 5.391
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] 299.134 (vs. 316.120, 5.37%↓) 299.599 2.389
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] 21.152 (vs. 22.316, 5.22%↓) 21.144 0.051
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] 26.745 (vs. 28.175, 5.08%↓) 26.752 0.960
GPT2\_117M\_TF\_1X4XI32(stablehlo) [armv8.2-a-generic-linux\_android29-llvm\_cpu][experimental-flags,dt-only] local\_task(embedded\_elf)[1-thread,full-inference,system-scheduling] with default @ pixel-6-pro[big-cores] 30.097 (vs. 31.681, 5.00%↓) 30.330 0.956
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] 24.938 (vs. 25.965, 3.95%↓) 24.994 0.276

Similar Latencies

Benchmark Name Average Latency (ms) Median Latency (ms) Latency Standard Deviation (ms)
MiniLML12H384Uncased(stablehlo) [x86\_64-cascadelake-linux\_gnu-llvm\_cpu][experimental-flags,dt-only] local\_task(embedded\_elf)[15-thread,full-inference,default-flags] with default @ c2-standard-60[cpu] 15.466 (vs. 14.452, 7.02%↑) 15.368 0.171
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] 13.735 (vs. 13.014, 5.54%↑) 13.699 0.106
BertLargeTF(stablehlo) [x86\_64-cascadelake-linux\_gnu-llvm\_cpu][experimental-flags,dt-only] local\_task(embedded\_elf)[30-thread,full-inference,default-flags] with default @ c2-standard-60[cpu] 277.296 (vs. 264.251, 4.94%↑) 276.913 3.405
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] 1.300 (vs. 1.366, 4.87%↓) 1.304 0.014
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] 21.980 (vs. 23.090, 4.81%↓) 22.011 0.194
MobileBertSquad\_fp32(tflite) [armv8.2-a-generic-linux\_android29-llvm\_cpu][experimental-flags,dt-only] local\_task(embedded\_elf)[2-thread,full-inference,system-scheduling] with default @ pixel-6-pro[big-cores] 274.634 (vs. 288.054, 4.66%↓) 277.236 8.166
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] 4.752 (vs. 4.979, 4.56%↓) 4.737 0.085
MobileBertSquad\_fp32(tflite) [armv8.2-a-generic-linux\_android29-llvm\_cpu][experimental-flags,dt-only] local\_task(embedded\_elf)[1-thread,full-inference,system-scheduling] with default @ pixel-6-pro[big-cores] 456.322 (vs. 477.375, 4.41%↓) 455.919 4.414
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] 216.882 (vs. 226.376, 4.19%↓) 219.441 6.269
MobileBertSquad\_int8(tflite) [armv8.2-a-generic-linux\_android29-llvm\_cpu][experimental-flags,dt-only] local\_task(embedded\_elf)[2-thread,full-inference,system-scheduling] with default @ pixel-6-pro[big-cores] 381.704 (vs. 398.046, 4.11%↓) 384.046 6.611
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] 27.403 (vs. 28.563, 4.06%↓) 27.613 0.778
MobileBertSquad\_int8(tflite) [arm-valhall-vulkan\_android31-vulkan\_spirv][default-flags] vulkan(none)[full-inference,default-flags] with default @ pixel-6-pro[gpu] 84.048 (vs. 80.820, 3.99%↑) 83.250 2.187
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] 8.885 (vs. 8.555, 3.85%↑) 8.863 0.077
GPT2\_117M\_TF\_1X1XI32(stablehlo) [armv8.2-a-generic-linux\_android29-llvm\_cpu][experimental-flags,dt-only] local\_sync(embedded\_elf)[full-inference,default-flags] with default @ pixel-6-pro[big-cores] 22.421 (vs. 21.601, 3.80%↑) 22.325 0.229
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] 108.790 (vs. 104.828, 3.78%↑) 108.184 1.257
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] 22.143 (vs. 23.003, 3.74%↓) 22.044 0.311
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. 0.942, 3.71%↓) 0.906 0.002
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] 181.326 (vs. 188.318, 3.71%↓) 182.367 3.835
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] 392.298 (vs. 407.302, 3.68%↓) 392.779 8.641
GPT2\_117M\_TF\_1X1XI32(stablehlo) [armv8.2-a-generic-linux\_android29-llvm\_cpu][experimental-flags,dt-only] local\_task(embedded\_elf)[2-thread,full-inference,system-scheduling] with default @ pixel-6-pro[big-cores] 22.155 (vs. 22.995, 3.66%↓) 22.209 0.178
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] 692.779 (vs. 718.236, 3.54%↓) 697.375 9.533
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] 8.450 (vs. 8.756, 3.50%↓) 8.428 0.070
DeepLabV3\_fp32(tflite) [armv8.2-a-generic-linux\_android29-llvm\_cpu][experimental-flags,dt-only] local\_sync(embedded\_elf)[full-inference,default-flags] with default @ pixel-6-pro[big-cores] 85.430 (vs. 88.513, 3.48%↓) 85.642 0.814
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] 300.301 (vs. 310.850, 3.39%↓) 301.293 3.430
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] 356.580 (vs. 368.921, 3.35%↓) 359.427 6.589
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] 1121.726 (vs. 1159.953, 3.30%↓) 1128.439 18.351
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] 29.961 (vs. 30.964, 3.24%↓) 30.096 0.804
MobileBertSquad\_int8(tflite) [armv8.2-a-generic-linux\_android29-llvm\_cpu][experimental-flags,dt-only] local\_sync(embedded\_elf)[full-inference,default-flags] with default @ pixel-6-pro[big-cores] 698.098 (vs. 720.918, 3.17%↓) 699.072 3.422
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] 42.771 (vs. 44.140, 3.10%↓) 42.826 0.319
GPT2\_117M\_TF\_1X1XI32(stablehlo) [x86\_64-cascadelake-linux\_gnu-llvm\_cpu][experimental-flags,dt-only] local\_task(embedded\_elf)[15-thread,full-inference,default-flags] with default @ c2-standard-60[cpu] 8.526 (vs. 8.786, 2.96%↓) 8.474 0.139
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] 308.819 (vs. 318.055, 2.90%↓) 308.918 2.859
MobileBertSquad\_fp32(tflite) [x86\_64-cascadelake-linux\_gnu-llvm\_cpu][experimental-flags,dt-only] local\_task(embedded\_elf)[1-thread,full-inference,default-flags] with default @ c2-standard-60[cpu] 259.532 (vs. 252.461, 2.80%↑) 257.300 3.819
DeepLabV3\_fp32(tflite) [armv8.2-a-generic-linux\_android29-llvm\_cpu][experimental-flags,dt-only] local\_task(embedded\_elf)[2-thread,full-inference,system-scheduling] with default @ pixel-6-pro[big-cores] 50.042 (vs. 51.481, 2.79%↓) 50.406 1.300
EfficientNetV2STF(stablehlo) [cuda-sm\_80-linux\_gnu-cuda][default-flags] cuda(none)[full-inference,default-flags] with default @ a2-highgpu-1g[gpu] 4.377 (vs. 4.261, 2.73%↑) 4.365 0.070
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] 11.225 (vs. 11.538, 2.71%↓) 11.200 0.089
BertForMaskedLMTF(stablehlo) [x86\_64-cascadelake-linux\_gnu-llvm\_cpu][experimental-flags,dt-only] local\_task(embedded\_elf)[30-thread,full-inference,default-flags] with default @ c2-standard-60[cpu] 137.685 (vs. 134.062, 2.70%↑) 137.288 1.396
Vit\_int8(tflite) [armv8.2-a-generic-linux\_android29-llvm\_cpu][experimental-flags,dt-only] local\_task(embedded\_elf)[2-thread,full-inference,system-scheduling] with default @ pixel-6-pro[big-cores] 626.209 (vs. 643.530, 2.69%↓) 628.355 8.188
GPT2\_117M\_TF\_1X4XI32(stablehlo) [x86\_64-cascadelake-linux\_gnu-llvm\_cpu][experimental-flags,dt-only] local\_task(embedded\_elf)[1-thread,full-inference,default-flags] with default @ c2-standard-60[cpu] 42.036 (vs. 43.163, 2.61%↓) 41.361 1.466
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] 26.805 (vs. 27.496, 2.51%↓) 26.710 0.658
GPT2\_117M\_TF\_1X1XI32(stablehlo) [x86\_64-cascadelake-linux\_gnu-llvm\_cpu][experimental-flags,dt-only] local\_task(embedded\_elf)[1-thread,full-inference,default-flags] with default @ c2-standard-60[cpu] 39.040 (vs. 40.030, 2.47%↓) 38.518 1.277
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] 575.097 (vs. 589.396, 2.43%↓) 574.351 10.574
GPT2\_117M\_TF\_1X1XI32(stablehlo) [armv8.2-a-generic-linux\_android29-llvm\_cpu][experimental-flags,dt-only] local\_task(embedded\_elf)[1-thread,full-inference,system-scheduling] with default @ pixel-6-pro[big-cores] 22.131 (vs. 22.656, 2.32%↓) 22.097 0.138
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] 72.481 (vs. 74.187, 2.30%↓) 72.415 0.373
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] 305.127 (vs. 311.810, 2.14%↓) 304.328 2.408
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] 713.120 (vs. 726.827, 1.89%↓) 715.009 8.525
GPT2\_117M\_TF\_1X4XI32(stablehlo) [armv8.2-a-generic-linux\_android29-llvm\_cpu][experimental-flags,dt-only] local\_sync(embedded\_elf)[full-inference,default-flags] with default @ pixel-6-pro[big-cores] 28.315 (vs. 28.857, 1.88%↓) 28.628 1.333
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] 12.237 (vs. 12.470, 1.87%↓) 12.252 0.059
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] 227.046 (vs. 222.887, 1.87%↑) 226.638 1.474
GPT2\_117M\_TF\_1X4XI32(stablehlo) [x86\_64-cascadelake-linux\_gnu-llvm\_cpu][experimental-flags,dt-only] local\_task(embedded\_elf)[15-thread,full-inference,default-flags] with default @ c2-standard-60[cpu] 8.972 (vs. 8.814, 1.79%↑) 8.937 0.082
BertForMaskedLMTF(stablehlo) [cuda-sm\_80-linux\_gnu-cuda][default-flags] cuda(none)[full-inference,default-flags] with default @ a2-highgpu-1g[gpu] 7.044 (vs. 6.921, 1.78%↑) 7.010 0.086
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] 5.137 (vs. 5.229, 1.75%↓) 5.137 0.008
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. 0.299, 1.74%↑) 0.304 0.000
MiniLML12H384Uncased(stablehlo) [cuda-sm\_80-linux\_gnu-cuda][default-flags] cuda(none)[full-inference,default-flags] with default @ a2-highgpu-1g[gpu] 1.639 (vs. 1.612, 1.68%↑) 1.636 0.017
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] 34.897 (vs. 34.324, 1.67%↑) 34.798 0.380
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] 91.438 (vs. 92.972, 1.65%↓) 91.459 0.222
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] 17.699 (vs. 17.413, 1.64%↑) 17.699 0.083
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] 82.687 (vs. 81.367, 1.62%↑) 82.604 0.325
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] 4.075 (vs. 4.141, 1.60%↓) 4.075 0.023
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] 0.026 (vs. 0.026, 1.54%↑) 0.026 0.000
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] 4.871 (vs. 4.946, 1.52%↓) 4.871 0.012
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] 2.647 (vs. 2.688, 1.51%↓) 2.646 0.016
MobileBertSquad\_int8(tflite) [armv8.2-a-generic-linux\_android29-llvm\_cpu][experimental-flags,dt-only] local\_task(embedded\_elf)[1-thread,full-inference,system-scheduling] with default @ pixel-6-pro[big-cores] 687.091 (vs. 697.264, 1.46%↓) 686.731 1.528
MiniLML12H384Uncased(stablehlo) [x86\_64-cascadelake-linux\_gnu-llvm\_cpu][experimental-flags,dt-only] local\_task(embedded\_elf)[1-thread,full-inference,default-flags] with default @ c2-standard-60[cpu] 78.861 (vs. 77.741, 1.44%↑) 78.101 1.270
DeepLabV3\_fp32(tflite) [armv8.2-a-generic-linux\_android29-llvm\_cpu][experimental-flags,dt-only] local\_task(embedded\_elf)[1-thread,full-inference,system-scheduling] with default @ pixel-6-pro[big-cores] 87.077 (vs. 88.327, 1.42%↓) 87.234 0.769
MobileNetV3Small\_fp32(tflite) [x86\_64-cascadelake-linux\_gnu-llvm\_cpu][experimental-flags,dt-only] local\_task(embedded\_elf)[1-thread,full-inference,default-flags] with default @ c2-standard-60[cpu] 3.501 (vs. 3.453, 1.38%↑) 3.494 0.039
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] 30.326 (vs. 29.920, 1.35%↑) 30.330 0.419
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] 2.820 (vs. 2.783, 1.35%↑) 2.819 0.007
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] 2.826 (vs. 2.789, 1.32%↑) 2.812 0.045
MobileBertSquad\_fp16(tflite) [x86\_64-cascadelake-linux\_gnu-llvm\_cpu][experimental-flags,dt-only] local\_task(embedded\_elf)[15-thread,full-inference,default-flags] with default @ c2-standard-60[cpu] 65.725 (vs. 64.897, 1.28%↑) 65.419 0.546
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] 51.983 (vs. 52.644, 1.26%↓) 51.973 0.073
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] 5.384 (vs. 5.449, 1.20%↓) 5.376 0.019
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] 216.586 (vs. 214.041, 1.19%↑) 210.413 15.529
MobileBertSquad\_fp32(tflite) [x86\_64-cascadelake-linux\_gnu-llvm\_cpu][experimental-flags,dt-only] local\_task(embedded\_elf)[15-thread,full-inference,default-flags] with default @ c2-standard-60[cpu] 66.230 (vs. 65.456, 1.18%↑) 66.106 0.559
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] 48.188 (vs. 48.762, 1.18%↓) 48.018 0.654
BertLargeTF(stablehlo) [cuda-sm\_80-linux\_gnu-cuda][default-flags] cuda(none)[full-inference,default-flags] with default @ a2-highgpu-1g[gpu] 10.776 (vs. 10.655, 1.14%↑) 10.772 0.024
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] 49.812 (vs. 50.380, 1.13%↓) 49.931 0.989
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] 12.408 (vs. 12.270, 1.13%↑) 12.216 0.302
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] 18.833 (vs. 19.038, 1.08%↓) 18.813 0.102
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] 79.955 (vs. 79.118, 1.06%↑) 80.001 0.910
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] 90.767 (vs. 89.820, 1.05%↑) 90.782 0.497
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] 763.272 (vs. 755.735, 1.00%↑) 756.672 41.785
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] 61.216 (vs. 61.823, 0.98%↓) 60.914 0.587
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, 0.96%↑) 0.047 0.000
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] 8.493 (vs. 8.572, 0.92%↓) 8.484 0.023
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] 11.782 (vs. 11.892, 0.92%↓) 11.778 0.042
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] 34.151 (vs. 34.468, 0.92%↓) 33.912 0.388
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] 31.929 (vs. 32.225, 0.92%↓) 31.940 0.145
MobileNetV1\_fp32(tflite) [x86\_64-cascadelake-linux\_gnu-llvm\_cpu][experimental-flags,dt-only] local\_task(embedded\_elf)[1-thread,full-inference,default-flags] with default @ c2-standard-60[cpu] 22.897 (vs. 23.106, 0.91%↓) 22.801 0.205
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] 274.161 (vs. 276.591, 0.88%↓) 273.837 3.747
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] 93.133 (vs. 93.893, 0.81%↓) 93.132 0.175
Vit\_int8(tflite) [armv8.2-a-generic-linux\_android29-llvm\_cpu][experimental-flags,dt-only] local\_sync(embedded\_elf)[full-inference,default-flags] with default @ pixel-6-pro[big-cores] 1122.026 (vs. 1131.081, 0.80%↓) 1122.205 3.220
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] 0.064 (vs. 0.063, 0.78%↑) 0.064 0.000
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] 89.062 (vs. 88.378, 0.77%↑) 89.476 3.288
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] 9.272 (vs. 9.205, 0.73%↑) 9.143 0.482
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] 258.636 (vs. 260.528, 0.73%↓) 258.958 0.849
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] 0.571 (vs. 0.567, 0.72%↑) 0.571 0.001
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] 11.132 (vs. 11.053, 0.71%↑) 10.731 0.639
DeepLabV3\_fp32(tflite) [x86\_64-cascadelake-linux\_gnu-llvm\_cpu][experimental-flags,dt-only] local\_task(embedded\_elf)[1-thread,full-inference,default-flags] with default @ c2-standard-60[cpu] 36.996 (vs. 36.736, 0.71%↑) 36.900 0.392
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] 0.142 (vs. 0.141, 0.69%↑) 0.141 0.001
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] 31.354 (vs. 31.565, 0.67%↓) 31.203 0.306
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] 6.947 (vs. 6.901, 0.67%↑) 6.957 0.038
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] 8.492 (vs. 8.546, 0.63%↓) 8.459 0.058
PoseNet\_fp32(tflite) [x86\_64-cascadelake-linux\_gnu-llvm\_cpu][experimental-flags,dt-only] local\_task(embedded\_elf)[1-thread,full-inference,default-flags] with default @ c2-standard-60[cpu] 24.172 (vs. 24.321, 0.61%↓) 24.153 0.125
MobileSSD\_fp32(tflite) [x86\_64-cascadelake-linux\_gnu-llvm\_cpu][experimental-flags,dt-only] local\_task(embedded\_elf)[1-thread,full-inference,default-flags] with default @ c2-standard-60[cpu] 39.198 (vs. 39.435, 0.60%↓) 39.026 0.479
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] 0.768 (vs. 0.772, 0.57%↓) 0.770 0.006
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] 41.735 (vs. 41.505, 0.56%↑) 40.888 1.625
MobileNetV3Small\_fp32(tflite) [x86\_64-cascadelake-linux\_gnu-llvm\_cpu][experimental-flags,dt-only] local\_sync(embedded\_elf)[full-inference,default-flags] with default @ c2-standard-60[cpu] 3.355 (vs. 3.336, 0.55%↑) 3.352 0.012
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] 26.839 (vs. 26.985, 0.54%↓) 26.830 0.056
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] 2.851 (vs. 2.867, 0.54%↓) 2.849 0.022
MobileBertSquad\_fp16(tflite) [x86\_64-cascadelake-linux\_gnu-llvm\_cpu][experimental-flags,dt-only] local\_task(embedded\_elf)[1-thread,full-inference,default-flags] with default @ c2-standard-60[cpu] 250.406 (vs. 249.075, 0.53%↑) 248.488 3.523
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] 39.348 (vs. 39.559, 0.53%↓) 38.761 1.501
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] 13.184 (vs. 13.115, 0.52%↑) 13.184 0.061
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] 3.752 (vs. 3.733, 0.51%↑) 3.745 0.047
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] 7.570 (vs. 7.607, 0.49%↓) 7.573 0.009
EfficientNetV2STF(stablehlo) [x86\_64-cascadelake-linux\_gnu-llvm\_cpu][experimental-flags,dt-only] local\_task(embedded\_elf)[1-thread,full-inference,default-flags] with default @ c2-standard-60[cpu] 258.892 (vs. 260.051, 0.45%↓) 256.319 4.266
MobileBertSquad\_fp32(tflite) [qualcomm-adreno-vulkan\_android31-vulkan\_spirv][default-flags] vulkan(none)[full-inference,default-flags] with default @ moto-edge-x30[gpu] 259.047 (vs. 260.194, 0.44%↓) 259.183 0.999
MobileBertSquad\_fp32(tflite) [arm-valhall-vulkan\_android31-vulkan\_spirv][default-flags] vulkan(none)[full-inference,default-flags] with default @ pixel-6-pro[gpu] 94.658 (vs. 95.071, 0.43%↓) 94.525 0.379
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] 4.988 (vs. 5.009, 0.41%↓) 4.988 0.007
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] 56.556 (vs. 56.329, 0.40%↑) 56.274 0.927
PoseNet\_fp32(tflite) [x86\_64-cascadelake-linux\_gnu-llvm\_cpu][experimental-flags,dt-only] local\_task(embedded\_elf)[8-thread,full-inference,default-flags] with default @ c2-standard-60[cpu] 5.881 (vs. 5.904, 0.39%↓) 5.879 0.019
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] 33.743 (vs. 33.865, 0.36%↓) 33.229 0.977
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] 62.281 (vs. 62.506, 0.36%↓) 62.120 0.436
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] 66.397 (vs. 66.629, 0.35%↓) 66.075 0.540
PersonDetect\_int8(tflite) [x86\_64-cascadelake-linux\_gnu-llvm\_cpu][experimental-flags,dt-only] local\_task(embedded\_elf)[1-thread,full-inference,default-flags] with default @ c2-standard-60[cpu] 1.380 (vs. 1.385, 0.35%↓) 1.381 0.001
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] 0.631 (vs. 0.633, 0.34%↓) 0.631 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. 0.700, 0.34%↓) 0.698 0.001
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] 5.851 (vs. 5.832, 0.32%↑) 5.848 0.016
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] 70.281 (vs. 70.058, 0.32%↑) 70.275 2.522
MobileNetV1\_fp32(tflite) [x86\_64-cascadelake-linux\_gnu-llvm\_cpu][experimental-flags,dt-only] local\_task(embedded\_elf)[8-thread,full-inference,default-flags] with default @ c2-standard-60[cpu] 5.312 (vs. 5.328, 0.30%↓) 5.304 0.025
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] 1119.088 (vs. 1115.863, 0.29%↑) 1118.288 2.080
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] 9.828 (vs. 9.855, 0.27%↓) 9.823 0.037
PersonDetect\_int8(tflite) [x86\_64-cascadelake-linux\_gnu-llvm\_cpu][experimental-flags,dt-only] local\_sync(embedded\_elf)[full-inference,default-flags] with default @ c2-standard-60[cpu] 1.292 (vs. 1.296, 0.26%↓) 1.292 0.001
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] 4.551 (vs. 4.562, 0.26%↓) 4.543 0.018
DeepLabV3\_fp32(tflite) [x86\_64-cascadelake-linux\_gnu-llvm\_cpu][experimental-flags,dt-only] local\_task(embedded\_elf)[8-thread,full-inference,default-flags] with default @ c2-standard-60[cpu] 9.280 (vs. 9.304, 0.26%↓) 9.273 0.050
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] 180.333 (vs. 179.938, 0.22%↑) 179.545 2.550
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] 123.243 (vs. 123.511, 0.22%↓) 123.485 0.569
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] 214.308 (vs. 213.862, 0.21%↑) 213.883 1.319
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] 61.488 (vs. 61.613, 0.20%↓) 61.128 0.620
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] 36.084 (vs. 36.012, 0.20%↑) 35.378 0.990
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] 2102.658 (vs. 2106.836, 0.20%↓) 2102.521 2.208
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] 79.414 (vs. 79.567, 0.19%↓) 79.072 1.273
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] 71.160 (vs. 71.294, 0.19%↓) 71.126 0.645
EfficientNet\_int8(tflite) [x86\_64-cascadelake-linux\_gnu-llvm\_cpu][experimental-flags,dt-only] local\_task(embedded\_elf)[8-thread,full-inference,default-flags] with default @ c2-standard-60[cpu] 10.928 (vs. 10.948, 0.18%↓) 10.925 0.022
MobileBertSquad\_fp32(tflite) [armv8.2-a-generic-linux\_android29-llvm\_cpu][experimental-flags,dt-only] local\_sync(embedded\_elf)[full-inference,default-flags] with default @ pixel-6-pro[big-cores] 456.959 (vs. 457.741, 0.17%↓) 459.439 6.110
MobileNetV2\_int8(tflite) [x86\_64-cascadelake-linux\_gnu-llvm\_cpu][experimental-flags,dt-only] local\_task(embedded\_elf)[1-thread,full-inference,default-flags] with default @ c2-standard-60[cpu] 42.733 (vs. 42.800, 0.16%↓) 42.703 0.110
EfficientNetV2STF(stablehlo) [x86\_64-cascadelake-linux\_gnu-llvm\_cpu][experimental-flags,dt-only] local\_task(embedded\_elf)[15-thread,full-inference,default-flags] with default @ c2-standard-60[cpu] 36.214 (vs. 36.162, 0.14%↑) 36.066 0.412
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] 490.014 (vs. 490.710, 0.14%↓) 488.830 2.029
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] 185.104 (vs. 184.845, 0.14%↑) 183.613 3.069
MobileBertSquad\_int8(tflite) [x86\_64-cascadelake-linux\_gnu-llvm\_cpu][experimental-flags,dt-only] local\_task(embedded\_elf)[15-thread,full-inference,default-flags] with default @ c2-standard-60[cpu] 131.983 (vs. 132.167, 0.14%↓) 131.606 0.866
MobileNetV2\_fp32(tflite) [x86\_64-cascadelake-linux\_gnu-llvm\_cpu][experimental-flags,dt-only] local\_task(embedded\_elf)[8-thread,full-inference,default-flags] with default @ c2-standard-60[cpu] 5.353 (vs. 5.360, 0.14%↓) 5.347 0.028
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] 103.184 (vs. 103.048, 0.13%↑) 103.065 0.413
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] 11.876 (vs. 11.861, 0.12%↑) 11.902 0.080
MobileBertSquad\_int8(tflite) [x86\_64-cascadelake-linux\_gnu-llvm\_cpu][experimental-flags,dt-only] local\_task(embedded\_elf)[1-thread,full-inference,default-flags] with default @ c2-standard-60[cpu] 1068.973 (vs. 1067.667, 0.12%↑) 1068.541 3.498
MobileSSD\_fp32(tflite) [x86\_64-cascadelake-linux\_gnu-llvm\_cpu][experimental-flags,dt-only] local\_task(embedded\_elf)[8-thread,full-inference,default-flags] with default @ c2-standard-60[cpu] 10.928 (vs. 10.915, 0.12%↑) 10.933 0.050
Vit\_int8(tflite) [armv8.2-a-generic-linux\_android29-llvm\_cpu][experimental-flags,dt-only] local\_task(embedded\_elf)[1-thread,full-inference,system-scheduling] with default @ pixel-6-pro[big-cores] 1120.897 (vs. 1122.218, 0.12%↓) 1120.947 4.623
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] 190.279 (vs. 190.484, 0.11%↓) 188.438 3.037
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] 7892.867 (vs. 7901.259, 0.11%↓) 7891.428 3.806
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] 17.954 (vs. 17.936, 0.10%↑) 17.876 0.171
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] 2100.694 (vs. 2102.734, 0.10%↓) 2099.669 2.283
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] 1.113 (vs. 1.114, 0.09%↓) 1.110 0.010
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] 1804.042 (vs. 1802.434, 0.09%↑) 1804.318 0.805
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] 180.477 (vs. 180.623, 0.08%↓) 179.467 2.382
matmul\_256x256x2048\_i8\_i4\_i32\_tile\_config\_default(linalg) [x86\_64-cascadelake-linux\_gnu-llvm\_cpu][experimental-flags,dt-only] local\_sync(embedded\_elf)[full-inference,default-flags] with default @ c2-standard-60[cpu] 7.568 (vs. 7.574, 0.08%↓) 7.564 0.012
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] 1117.597 (vs. 1116.789, 0.07%↑) 1116.814 1.897
MobileNetV2\_fp32(tflite) [x86\_64-cascadelake-linux\_gnu-llvm\_cpu][experimental-flags,dt-only] local\_task(embedded\_elf)[1-thread,full-inference,default-flags] with default @ c2-standard-60[cpu] 15.234 (vs. 15.244, 0.07%↓) 15.222 0.111
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] 5.808 (vs. 5.812, 0.06%↓) 5.803 0.022
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] 226.834 (vs. 226.695, 0.06%↑) 227.272 5.163
matmul\_256x256x2048\_i8\_i4\_i32\_tile\_config\_default(linalg) [armv8.2-a-generic-linux\_android29-llvm\_cpu][experimental-flags,dt-only] local\_sync(embedded\_elf)[full-inference,default-flags] with default @ pixel-6-pro[big-cores] 10.053 (vs. 10.047, 0.06%↑) 10.050 0.006
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] 34.024 (vs. 34.044, 0.06%↓) 33.484 0.916
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] 21.638 (vs. 21.633, 0.02%↑) 21.617 0.052
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] 7.579 (vs. 7.580, 0.02%↓) 7.575 0.015
EfficientNet\_int8(tflite) [x86\_64-cascadelake-linux\_gnu-llvm\_cpu][experimental-flags,dt-only] local\_task(embedded\_elf)[1-thread,full-inference,default-flags] with default @ c2-standard-60[cpu] 51.523 (vs. 51.518, 0.01%↑) 51.505 0.109
MobileNetV2\_int8(tflite) [x86\_64-cascadelake-linux\_gnu-llvm\_cpu][experimental-flags,dt-only] local\_task(embedded\_elf)[8-thread,full-inference,default-flags] with default @ c2-standard-60[cpu] 9.582 (vs. 9.582, 0.00%↑) 9.592 0.028

Improved Total Dispatch Sizes 🎉

Benchmark Name Total Dispatch Size (bytes)
GPT2\_117M\_TF\_1X1XI32(stablehlo) [x86\_64-cascadelake-linux\_gnu-llvm\_cpu][experimental-flags,dt-only,compile-stats] 11392 (vs. 12864, 11.44%↓)
GPT2\_117M\_TF\_1X1XI32(stablehlo) [x86\_64-cascadelake-linux\_gnu-llvm\_cpu][default-flags,dt-uk,compile-stats] 11280 (vs. 12336, 8.56%↓)
GPT2\_117M\_TF\_1X4XI32(stablehlo) [x86\_64-cascadelake-linux\_gnu-llvm\_cpu][experimental-flags,dt-only,compile-stats] 18224 (vs. 19328, 5.71%↓)
BertForMaskedLMTF(stablehlo) [x86\_64-cascadelake-linux\_gnu-llvm\_cpu][default-flags,dt-uk,compile-stats] 33072 (vs. 34928, 5.31%↓)
BertLargeTF(stablehlo) [x86\_64-cascadelake-linux\_gnu-llvm\_cpu][default-flags,dt-uk,compile-stats] 37328 (vs. 39360, 5.16%↓)
BertLargeTF(stablehlo) [x86\_64-cascadelake-linux\_gnu-llvm\_cpu][experimental-flags,dt-only,compile-stats] 41632 (vs. 43840, 5.04%↓)

Regressed Stream IR Dispatch Count (# of cmd.dispatch ops) 🚩

Benchmark Name Stream IR Dispatch Count (# of cmd.dispatch ops)
GPT2\_117M\_TF\_1X4XI32(stablehlo) [x86\_64-cascadelake-linux\_gnu-llvm\_cpu][experimental-flags,dt-only,compile-stats] 330 (vs. 318, 3.77%↑)
GPT2\_117M\_TF\_1X4XI32(stablehlo) [x86\_64-cascadelake-linux\_gnu-llvm\_cpu][default-flags,dt-uk,compile-stats] 330 (vs. 318, 3.77%↑)
GPT2\_117M\_TF\_1X4XI32(stablehlo) [armv8.2-a-generic-linux\_android29-llvm\_cpu][default-flags,dt-uk,compile-stats] 330 (vs. 318, 3.77%↑)
GPT2\_117M\_TF\_1X4XI32(stablehlo) [armv8.2-a-generic-linux\_android29-llvm\_cpu][experimental-flags,dt-only,compile-stats] 330 (vs. 318, 3.77%↑)
BertLargeTF(stablehlo) [x86\_64-cascadelake-linux\_gnu-llvm\_cpu][experimental-flags,dt-only,compile-stats] 678 (vs. 654, 3.67%↑)
BertLargeTF(stablehlo) [x86\_64-cascadelake-linux\_gnu-llvm\_cpu][default-flags,dt-uk,compile-stats] 678 (vs. 654, 3.67%↑)
MiniLML12H384Uncased(stablehlo) [x86\_64-cascadelake-linux\_gnu-llvm\_cpu][experimental-flags,dt-only,compile-stats] 342 (vs. 330, 3.64%↑)
MiniLML12H384Uncased(stablehlo) [x86\_64-cascadelake-linux\_gnu-llvm\_cpu][default-flags,dt-uk,compile-stats] 342 (vs. 330, 3.64%↑)
BertForMaskedLMTF(stablehlo) [x86\_64-cascadelake-linux\_gnu-llvm\_cpu][experimental-flags,dt-only,compile-stats] 346 (vs. 334, 3.59%↑)
BertForMaskedLMTF(stablehlo) [x86\_64-cascadelake-linux\_gnu-llvm\_cpu][default-flags,dt-uk,compile-stats] 346 (vs. 334, 3.59%↑)

Improved Stream IR Dispatch Count (# of cmd.dispatch ops) 🎉

Benchmark Name Stream IR Dispatch Count (# of cmd.dispatch ops)
GPT2\_117M\_TF\_1X1XI32(stablehlo) [x86\_64-cascadelake-linux\_gnu-llvm\_cpu][experimental-flags,dt-only,compile-stats] 355 (vs. 367, 3.27%↓)
GPT2\_117M\_TF\_1X1XI32(stablehlo) [x86\_64-cascadelake-linux\_gnu-llvm\_cpu][default-flags,dt-uk,compile-stats] 355 (vs. 367, 3.27%↓)
GPT2\_117M\_TF\_1X1XI32(stablehlo) [armv8.2-a-generic-linux\_android29-llvm\_cpu][default-flags,dt-uk,compile-stats] 355 (vs. 367, 3.27%↓)
GPT2\_117M\_TF\_1X1XI32(stablehlo) [armv8.2-a-generic-linux\_android29-llvm\_cpu][experimental-flags,dt-only,compile-stats] 355 (vs. 367, 3.27%↓)
Vit\_int8(tflite) [armv8.2-a-generic-linux\_android29-llvm\_cpu][default-flags,dt-uk,compile-stats] 375 (vs. 386, 2.85%↓)
Vit\_int8(tflite) [armv8.2-a-generic-linux\_android29-llvm\_cpu][experimental-flags,dt-only,compile-stats] 375 (vs. 386, 2.85%↓)

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_256x256x2048_i8_i4_i32_tile_config_default(linalg) [x86_64-cascadelake-linux_gnu-llvm_cpu][experimental-flags,no-dt,compile-stats] 1449 (vs. 1561, 7.17%↓) 9664 (vs. 9664, 0.00%) 277497 (vs. 277497, 0.00%) 1 (vs. 1, 0.00%)
PersonDetect_int8(tflite) [x86_64-cascadelake-linux_gnu-llvm_cpu][experimental-flags,no-dt,compile-stats] 26897 (vs. 27192, 1.08%↓) 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] 40711 (vs. 43718, 6.88%↓) 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] 34843 (vs. 35588, 2.09%↓) 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] 63435 (vs. 61574, 3.02%↑) 680016 (vs. 680000, 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] 22114 (vs. 23752, 6.90%↓) 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] 32682 (vs. 36169, 9.64%↓) 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] 66269 (vs. 66489, 0.33%↓) 569008 (vs. 568928, 0.01%↑) 4219717 (vs. 4219653, 0.00%↑) 144 (vs. 144, 0.00%)
MobileSSD_fp32(tflite) [x86_64-cascadelake-linux_gnu-llvm_cpu][experimental-flags,no-dt,compile-stats] 47866 (vs. 47672, 0.41%↑) 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] 26101 (vs. 23739, 9.95%↑) 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] 71681 (vs. 78748, 8.97%↓) 84496 (vs. 84496, 0.00%) 99926661 (vs. 99926661, 0.00%) 728 (vs. 728, 0.00%)
MobileBertSquad_fp32(tflite) [x86_64-cascadelake-linux_gnu-llvm_cpu][experimental-flags,no-dt,compile-stats] 69758 (vs. 74783, 6.72%↓) 93056 (vs. 93056, 0.00%) 98443077 (vs. 98443077, 0.00%) 704 (vs. 704, 0.00%)
MobileBertSquad_int8(tflite) [x86_64-cascadelake-linux_gnu-llvm_cpu][experimental-flags,no-dt,compile-stats] 279173 (vs. 291042, 4.08%↓) 5843296 (vs. 5843296, 0.00%) 32142341 (vs. 32142341, 0.00%) 1102 (vs. 1102, 0.00%)
EfficientNetV2STF(stablehlo) [x86_64-cascadelake-linux_gnu-llvm_cpu][experimental-flags,no-dt,compile-stats] 99900 (vs. 105924, 5.69%↓) 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] 31655 (vs. 29632, 6.83%↑) 59344 (vs. 59344, 0.00%) 133996207 (vs. 133996207, 0.00%) 209 (vs. 209, 0.00%)
GPT2_117M_TF_1X4XI32(stablehlo) [x86_64-cascadelake-linux_gnu-llvm_cpu][experimental-flags,no-dt,compile-stats] 37110 (vs. 37211, 0.27%↓) 27920 (vs. 27920, 0.00%) 652755092 (vs. 652755092, 0.00%) 233 (vs. 233, 0.00%)
GPT2_117M_TF_1X1XI32(stablehlo) [x86_64-cascadelake-linux_gnu-llvm_cpu][experimental-flags,no-dt,compile-stats] 31946 (vs. 38043, 16.03%↓) 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] 37063 (vs. 39137, 5.30%↓) 68608 (vs. 68608, 0.00%) 533841087 (vs. 533841087, 0.00%) 212 (vs. 212, 0.00%)
BertLargeTF(stablehlo) [x86_64-cascadelake-linux_gnu-llvm_cpu][experimental-flags,no-dt,compile-stats] 34036 (vs. 38818, 12.32%↓) 50128 (vs. 50128, 0.00%) 1336025023 (vs. 1336025023, 0.00%) 413 (vs. 413, 0.00%)
matmul_256x256x2048_i8_i4_i32_tile_config_default(linalg) [x86_64-cascadelake-linux_gnu-llvm_cpu][experimental-flags,dt-only,compile-stats] 1408 (vs. 1544, 8.81%↓) 9664 (vs. 9664, 0.00%) 277497 (vs. 277497, 0.00%) 1 (vs. 1, 0.00%)
PersonDetect_int8(tflite) [x86_64-cascadelake-linux_gnu-llvm_cpu][experimental-flags,dt-only,compile-stats] 26035 (vs. 27518, 5.39%↓) 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] 33833 (vs. 36467, 7.22%↓) 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] 33379 (vs. 32050, 4.15%↑) 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] 51651 (vs. 52442, 1.51%↓) 269120 (vs. 269104, 0.01%↑) 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] 16700 (vs. 17890, 6.65%↓) 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] 30624 (vs. 29397, 4.17%↑) 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] 51656 (vs. 60959, 15.26%↓) 330176 (vs. 330048, 0.04%↑) 4003781 (vs. 4003653, 0.00%↑) 213 (vs. 213, 0.00%)
MobileSSD_fp32(tflite) [x86_64-cascadelake-linux_gnu-llvm_cpu][experimental-flags,dt-only,compile-stats] 43037 (vs. 42969, 0.16%↑) 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] 14438 (vs. 15540, 7.09%↓) 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] 84926 (vs. 95318, 10.90%↓) 53488 (vs. 52400, 2.08%↑) 100084229 (vs. 100083141, 0.00%↑) 1786 (vs. 1786, 0.00%)
MobileBertSquad_fp32(tflite) [x86_64-cascadelake-linux_gnu-llvm_cpu][experimental-flags,dt-only,compile-stats] 82843 (vs. 88475, 6.37%↓) 53920 (vs. 52832, 2.06%↑) 98589445 (vs. 98588357, 0.00%↑) 1762 (vs. 1762, 0.00%)
MobileBertSquad_int8(tflite) [x86_64-cascadelake-linux_gnu-llvm_cpu][experimental-flags,dt-only,compile-stats] 241427 (vs. 250678, 3.69%↓) 2610608 (vs. 2610240, 0.01%↑) 29088709 (vs. 29088325, 0.00%↑) 2160 (vs. 2160, 0.00%)
EfficientNetV2STF(stablehlo) [x86_64-cascadelake-linux_gnu-llvm_cpu][experimental-flags,dt-only,compile-stats] 111058 (vs. 119734, 7.25%↓) 154864 (vs. 154864, 0.00%) 169910060 (vs. 169910060, 0.00%) 439 (vs. 439, 0.00%)
MiniLML12H384Uncased(stablehlo) [x86_64-cascadelake-linux_gnu-llvm_cpu][experimental-flags,dt-only,compile-stats] 37947 (vs. 39628, 4.24%↓) 36480 (vs. 37936, 3.84%↓) 219477487 (vs. 219509935, 0.01%↓) 342 (vs. 330, 3.64%↑)
GPT2_117M_TF_1X4XI32(stablehlo) [x86_64-cascadelake-linux_gnu-llvm_cpu][experimental-flags,dt-only,compile-stats] 44415 (vs. 48792, 8.97%↓) 18224 (vs. 19328, 5.71%↓) 992542996 (vs. 992542612, 0.00%↑) 330 (vs. 318, 3.77%↑)
GPT2_117M_TF_1X1XI32(stablehlo) [x86_64-cascadelake-linux_gnu-llvm_cpu][experimental-flags,dt-only,compile-stats] 43193 (vs. 47512, 9.09%↓) 11392 (vs. 12864, 11.44%↓) 992539860 (vs. 992543572, 0.00%↓) 355 (vs. 367, 3.27%↓)
BertForMaskedLMTF(stablehlo) [x86_64-cascadelake-linux_gnu-llvm_cpu][experimental-flags,dt-only,compile-stats] 48298 (vs. 48524, 0.47%↓) 38336 (vs. 40144, 4.50%↓) 875869119 (vs. 875939327, 0.01%↓) 346 (vs. 334, 3.59%↑)
BertLargeTF(stablehlo) [x86_64-cascadelake-linux_gnu-llvm_cpu][experimental-flags,dt-only,compile-stats] 55762 (vs. 56537, 1.37%↓) 41632 (vs. 43840, 5.04%↓) 1336061759 (vs. 1336053183, 0.00%↑) 678 (vs. 654, 3.67%↑)
matmul_256x256x2048_i8_i4_i32_tile_config_default(linalg) [x86_64-cascadelake-linux_gnu-llvm_cpu][default-flags,dt-uk,compile-stats] 1635 (vs. 1749, 6.52%↓) 9664 (vs. 9664, 0.00%) 277497 (vs. 277497, 0.00%) 1 (vs. 1, 0.00%)
PersonDetect_int8(tflite) [x86_64-cascadelake-linux_gnu-llvm_cpu][default-flags,dt-uk,compile-stats] 23669 (vs. 28201, 16.07%↓) 99488 (vs. 99488, 0.00%) 363653 (vs. 363653, 0.00%) 87 (vs. 87, 0.00%)
MobileNetV3Small_fp32(tflite) [x86_64-cascadelake-linux_gnu-llvm_cpu][default-flags,dt-uk,compile-stats] 35456 (vs. 36530, 2.94%↓) 98656 (vs. 98656, 0.00%) 10400453 (vs. 10400453, 0.00%) 147 (vs. 147, 0.00%)
DeepLabV3_fp32(tflite) [x86_64-cascadelake-linux_gnu-llvm_cpu][default-flags,dt-uk,compile-stats] 31964 (vs. 33663, 5.05%↓) 117504 (vs. 117504, 0.00%) 2925445 (vs. 2925445, 0.00%) 144 (vs. 144, 0.00%)
EfficientNet_int8(tflite) [x86_64-cascadelake-linux_gnu-llvm_cpu][default-flags,dt-uk,compile-stats] 47940 (vs. 49414, 2.98%↓) 257968 (vs. 257952, 0.01%↑) 5208069 (vs. 5208069, 0.00%) 148 (vs. 148, 0.00%)
MobileNetV1_fp32(tflite) [x86_64-cascadelake-linux_gnu-llvm_cpu][default-flags,dt-uk,compile-stats] 19993 (vs. 21917, 8.78%↓) 65376 (vs. 65376, 0.00%) 17023045 (vs. 17023045, 0.00%) 79 (vs. 79, 0.00%)
MobileNetV2_fp32(tflite) [x86_64-cascadelake-linux_gnu-llvm_cpu][default-flags,dt-uk,compile-stats] 33054 (vs. 29101, 13.58%↑) 99104 (vs. 99104, 0.00%) 14137669 (vs. 14137669, 0.00%) 136 (vs. 136, 0.00%)
MobileNetV2_int8(tflite) [x86_64-cascadelake-linux_gnu-llvm_cpu][default-flags,dt-uk,compile-stats] 55043 (vs. 63250, 12.98%↓) 323920 (vs. 323792, 0.04%↑) 3997509 (vs. 3997381, 0.00%↑) 213 (vs. 213, 0.00%)
MobileSSD_fp32(tflite) [x86_64-cascadelake-linux_gnu-llvm_cpu][default-flags,dt-uk,compile-stats] 44596 (vs. 42838, 4.10%↑) 122656 (vs. 122656, 0.00%) 18348037 (vs. 18348037, 0.00%) 223 (vs. 223, 0.00%)
PoseNet_fp32(tflite) [x86_64-cascadelake-linux_gnu-llvm_cpu][default-flags,dt-uk,compile-stats] 16397 (vs. 17002, 3.56%↓) 47200 (vs. 47200, 0.00%) 5150981 (vs. 5150981, 0.00%) 79 (vs. 79, 0.00%)
MobileBertSquad_fp16(tflite) [x86_64-cascadelake-linux_gnu-llvm_cpu][default-flags,dt-uk,compile-stats] 85783 (vs. 95022, 9.72%↓) 39040 (vs. 38880, 0.41%↑) 100069765 (vs. 100069637, 0.00%↑) 1786 (vs. 1786, 0.00%)
MobileBertSquad_fp32(tflite) [x86_64-cascadelake-linux_gnu-llvm_cpu][default-flags,dt-uk,compile-stats] 85423 (vs. 90886, 6.01%↓) 39456 (vs. 39296, 0.41%↑) 98574981 (vs. 98574789, 0.00%↑) 1762 (vs. 1762, 0.00%)
MobileBertSquad_int8(tflite) [x86_64-cascadelake-linux_gnu-llvm_cpu][default-flags,dt-uk,compile-stats] 237565 (vs. 247634, 4.07%↓) 2600320 (vs. 2599872, 0.02%↑) 29078405 (vs. 29077957, 0.00%↑) 2160 (vs. 2160, 0.00%)
EfficientNetV2STF(stablehlo) [x86_64-cascadelake-linux_gnu-llvm_cpu][default-flags,dt-uk,compile-stats] 109551 (vs. 120077, 8.77%↓) 140240 (vs. 140240, 0.00%) 169895468 (vs. 169895468, 0.00%) 439 (vs. 439, 0.00%)
MiniLML12H384Uncased(stablehlo) [x86_64-cascadelake-linux_gnu-llvm_cpu][default-flags,dt-uk,compile-stats] 37245 (vs. 40076, 7.06%↓) 32480 (vs. 33904, 4.20%↓) 219473455 (vs. 219505903, 0.01%↓) 342 (vs. 330, 3.64%↑)
GPT2_117M_TF_1X4XI32(stablehlo) [x86_64-cascadelake-linux_gnu-llvm_cpu][default-flags,dt-uk,compile-stats] 44265 (vs. 49313, 10.24%↓) 18784 (vs. 18640, 0.77%↑) 992543572 (vs. 992541972, 0.00%↑) 330 (vs. 318, 3.77%↑)
GPT2_117M_TF_1X1XI32(stablehlo) [x86_64-cascadelake-linux_gnu-llvm_cpu][default-flags,dt-uk,compile-stats] 43145 (vs. 49997, 13.70%↓) 11280 (vs. 12336, 8.56%↓) 992539796 (vs. 992543060, 0.00%↓) 355 (vs. 367, 3.27%↓)
BertForMaskedLMTF(stablehlo) [x86_64-cascadelake-linux_gnu-llvm_cpu][default-flags,dt-uk,compile-stats] 48064 (vs. 50697, 5.19%↓) 33072 (vs. 34928, 5.31%↓) 875863871 (vs. 875934143, 0.01%↓) 346 (vs. 334, 3.59%↑)
BertLargeTF(stablehlo) [x86_64-cascadelake-linux_gnu-llvm_cpu][default-flags,dt-uk,compile-stats] 56721 (vs. 62792, 9.67%↓) 37328 (vs. 39360, 5.16%↓) 1336057407 (vs. 1336048703, 0.00%↑) 678 (vs. 654, 3.67%↑)
EfficientNetV2STF(stablehlo) [cuda-sm_80-linux_gnu-cuda][default-flags,compile-stats] 96430 (vs. 99522, 3.11%↓) 843796 (vs. 844192, 0.05%↓) 165158548 (vs. 165158932, 0.00%↓) 276 (vs. 276, 0.00%)
MiniLML12H384Uncased(stablehlo) [cuda-sm_80-linux_gnu-cuda][default-flags,compile-stats] 27735 (vs. 26875, 3.20%↑) 145080 (vs. 145212, 0.09%↓) 134088303 (vs. 134088431, 0.00%↓) 209 (vs. 209, 0.00%)
BertForMaskedLMTF(stablehlo) [cuda-sm_80-linux_gnu-cuda][default-flags,compile-stats] 35938 (vs. 33340, 7.79%↑) 227480 (vs. 227968, 0.21%↓) 534005410 (vs. 534005858, 0.00%↓) 212 (vs. 212, 0.00%)
BertLargeTF(stablehlo) [cuda-sm_80-linux_gnu-cuda][default-flags,compile-stats] 33518 (vs. 35504, 5.59%↓) 130704 (vs. 130852, 0.11%↓) 1336110827 (vs. 1336110955, 0.00%↓) 413 (vs. 413, 0.00%)
matmul_3456x1024x2048_f16t_tile_config_default(linalg) [cuda-sm_80-linux_gnu-cuda][ukernel,matmul,compile-stats] 1570 (vs. 1852, 15.23%↓) 30556 (vs. 30540, 0.05%↑) 41279 (vs. 41263, 0.04%↑) 1 (vs. 1, 0.00%)
matmul_3456x1024x2048_f32t_tile_config_default(linalg) [cuda-sm_80-linux_gnu-cuda][ukernel,matmul,compile-stats] 1945 (vs. 1974, 1.47%↓) 45028 (vs. 43516, 3.47%↑) 55751 (vs. 54239, 2.79%↑) 1 (vs. 1, 0.00%)
matmul_2560x2560x2560_f16t_tile_config_default(linalg) [cuda-sm_80-linux_gnu-cuda][ukernel,matmul,compile-stats] 1560 (vs. 1585, 1.58%↓) 28524 (vs. 28492, 0.11%↑) 39183 (vs. 39151, 0.08%↑) 1 (vs. 1, 0.00%)
matmul_2560x2560x2560_f32t_tile_config_default(linalg) [cuda-sm_80-linux_gnu-cuda][ukernel,matmul,compile-stats] 1775 (vs. 2005, 11.47%↓) 41404 (vs. 39892, 3.79%↑) 52063 (vs. 50551, 2.99%↑) 1 (vs. 1, 0.00%)
matmul_2564x2564x2564_f32t_f32t_f32t_tile_config_default(linalg) [cuda-sm_80-linux_gnu-cuda][ukernel,matmul,compile-stats] 2116 (vs. 2364, 10.49%↓) 86844 (vs. 85344, 1.76%↑) 97503 (vs. 96003, 1.56%↑) 1 (vs. 1, 0.00%)
matmul_2562x2564x2562_f32t_f32t_f32t_tile_config_default(linalg) [cuda-sm_80-linux_gnu-cuda][ukernel,matmul,compile-stats] 2128 (vs. 2318, 8.20%↓) 89724 (vs. 88224, 1.70%↑) 100447 (vs. 98947, 1.52%↑) 1 (vs. 1, 0.00%)
matmul_2562x2561x2561_f32t_f32t_f32t_tile_config_default(linalg) [cuda-sm_80-linux_gnu-cuda][ukernel,matmul,compile-stats] 2847 (vs. 2729, 4.32%↑) 84288 (vs. 82792, 1.81%↑) 95011 (vs. 93515, 1.60%↑) 1 (vs. 1, 0.00%)
matmul_123x2561x2561_f32t_f32t_f32t_tile_config_default(linalg) [cuda-sm_80-linux_gnu-cuda][ukernel,matmul,compile-stats] 2141 (vs. 2152, 0.51%↓) 51328 (vs. 49772, 3.13%↑) 62050 (vs. 60494, 2.57%↑) 1 (vs. 1, 0.00%)
matmul_128x256x8192_f16t_tile_config_default(linalg) [cuda-sm_80-linux_gnu-cuda][ukernel,matmul,splitk,compile-stats] 792 (vs. 1006, 21.27%↓) 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] 890 (vs. 1172, 24.06%↓) 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] 32879 (vs. 32228, 2.02%↑) 50648 (vs. 50552, 0.19%↑) 133987505 (vs. 133987441, 0.00%↑) 209 (vs. 209, 0.00%)
DeepLabV3_fp32(tflite) [riscv_64-generic-linux_gnu-llvm_cpu][default-flags,compile-stats] 21897 (vs. 21235, 3.12%↑) 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] 42260 (vs. 41855, 0.97%↑) 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] 67193 (vs. 76211, 11.83%↓) 49416 (vs. 49416, 0.00%) 98399431 (vs. 98399431, 0.00%) 704 (vs. 704, 0.00%)
MobileBertSquad_int8(tflite) [riscv_64-generic-linux_gnu-llvm_cpu][default-flags,compile-stats] 237306 (vs. 248980, 4.69%↓) 2108280 (vs. 2108296, 0.00%↓) 28407303 (vs. 28407303, 0.00%) 1102 (vs. 1102, 0.00%)
MobileNetV1_fp32(tflite) [riscv_64-generic-linux_gnu-llvm_cpu][default-flags,compile-stats] 18495 (vs. 20993, 11.90%↓) 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] 50996 (vs. 54032, 5.62%↓) 217016 (vs. 217032, 0.01%↓) 3867719 (vs. 3867719, 0.00%) 144 (vs. 144, 0.00%)
PersonDetect_int8(tflite) [riscv_64-generic-linux_gnu-llvm_cpu][default-flags,compile-stats] 16865 (vs. 21725, 22.37%↓) 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] 50426 (vs. 52423, 3.81%↓) 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] 273470 (vs. 286675, 4.61%↓) 2116860 (vs. 2116860, 0.00%) 28415879 (vs. 28415879, 0.00%) 1102 (vs. 1102, 0.00%)
PersonDetect_int8(tflite) [riscv_32-generic-linux_gnu-llvm_cpu][default-flags,compile-stats] 26578 (vs. 22125, 20.13%↑) 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] 55589 (vs. 59765, 6.99%↓) 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] 23181 (vs. 21032, 10.22%↑) 56176 (vs. 56272, 0.17%↓) 2837573 (vs. 2837637, 0.00%↓) 79 (vs. 79, 0.00%)
MobileBertSquad_fp32(tflite) [armv8.2-a-generic-linux_android29-llvm_cpu][experimental-flags,no-dt,compile-stats] 47761 (vs. 51227, 6.77%↓) 32912 (vs. 32912, 0.00%) 98382917 (vs. 98382917, 0.00%) 704 (vs. 704, 0.00%)
GPT2_117M_TF_1X4XI32(stablehlo) [armv8.2-a-generic-linux_android29-llvm_cpu][experimental-flags,no-dt,compile-stats] 34412 (vs. 40240, 14.48%↓) 20320 (vs. 20320, 0.00%) 652747476 (vs. 652747476, 0.00%) 233 (vs. 233, 0.00%)
GPT2_117M_TF_1X1XI32(stablehlo) [armv8.2-a-generic-linux_android29-llvm_cpu][experimental-flags,no-dt,compile-stats] 32062 (vs. 38384, 16.47%↓) 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] 275310 (vs. 285544, 3.58%↓) 4387664 (vs. 4387712, 0.00%↓) 30686661 (vs. 30686725, 0.00%↓) 1102 (vs. 1102, 0.00%)
Vit_int8(tflite) [armv8.2-a-generic-linux_android29-llvm_cpu][experimental-flags,no-dt,compile-stats] 104213 (vs. 112045, 6.99%↓) 694752 (vs. 694624, 0.02%↑) 88728773 (vs. 88728645, 0.00%↑) 268 (vs. 268, 0.00%)
DeepLabV3_fp32(tflite) [armv8.2-a-generic-linux_android29-llvm_cpu][default-flags,dt-uk,compile-stats] 28493 (vs. 30729, 7.28%↓) 50080 (vs. 49984, 0.19%↑) 2849093 (vs. 2848965, 0.00%↑) 144 (vs. 144, 0.00%)
MobileBertSquad_fp32(tflite) [armv8.2-a-generic-linux_android29-llvm_cpu][default-flags,dt-uk,compile-stats] 84104 (vs. 92234, 8.81%↓) 21520 (vs. 21600, 0.37%↓) 98556933 (vs. 98557061, 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] 41060 (vs. 50116, 18.07%↓) 11552 (vs. 11040, 4.64%↑) 992511764 (vs. 992509844, 0.00%↑) 330 (vs. 318, 3.77%↑)
GPT2_117M_TF_1X1XI32(stablehlo) [armv8.2-a-generic-linux_android29-llvm_cpu][default-flags,dt-uk,compile-stats] 45348 (vs. 48804, 7.08%↓) 9120 (vs. 9232, 1.21%↓) 992513044 (vs. 992515476, 0.00%↓) 355 (vs. 367, 3.27%↓)
MobileBertSquad_int8(tflite) [armv8.2-a-generic-linux_android29-llvm_cpu][default-flags,dt-uk,compile-stats] 216850 (vs. 227164, 4.54%↓) 1373344 (vs. 1372976, 0.03%↑) 27851461 (vs. 27851077, 0.00%↑) 2160 (vs. 2160, 0.00%)
Vit_int8(tflite) [armv8.2-a-generic-linux_android29-llvm_cpu][default-flags,dt-uk,compile-stats] 83397 (vs. 87099, 4.25%↓) 121904 (vs. 125600, 2.94%↓) 88145797 (vs. 88155333, 0.01%↓) 375 (vs. 386, 2.85%↓)
DeepLabV3_fp32(tflite) [armv8.2-a-generic-linux_android29-llvm_cpu][experimental-flags,dt-only,compile-stats] 23936 (vs. 25999, 7.93%↓) 40992 (vs. 41008, 0.04%↓) 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] 76667 (vs. 84696, 9.48%↓) 22064 (vs. 22096, 0.14%↓) 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] 44095 (vs. 48817, 9.67%↓) 10720 (vs. 10640, 0.75%↑) 992510932 (vs. 992509460, 0.00%↑) 330 (vs. 318, 3.77%↑)
GPT2_117M_TF_1X1XI32(stablehlo) [armv8.2-a-generic-linux_android29-llvm_cpu][experimental-flags,dt-only,compile-stats] 43667 (vs. 46597, 6.29%↓) 8688 (vs. 8928, 2.69%↓) 992512596 (vs. 992515156, 0.00%↓) 355 (vs. 367, 3.27%↓)
MobileBertSquad_int8(tflite) [armv8.2-a-generic-linux_android29-llvm_cpu][experimental-flags,dt-only,compile-stats] 205290 (vs. 220740, 7.00%↓) 1236624 (vs. 1235968, 0.05%↑) 27714693 (vs. 27714053, 0.00%↑) 2160 (vs. 2160, 0.00%)
Vit_int8(tflite) [armv8.2-a-generic-linux_android29-llvm_cpu][experimental-flags,dt-only,compile-stats] 70275 (vs. 73607, 4.53%↓) 113216 (vs. 116368, 2.71%↓) 88137093 (vs. 88146053, 0.01%↓) 375 (vs. 386, 2.85%↓)
matmul_256x256x2048_i8_i4_i32_tile_config_default(linalg) [armv8.2-a-generic-linux_android29-llvm_cpu][experimental-flags,no-dt,compile-stats] 1158 (vs. 1200, 3.50%↓) 3872 (vs. 3872, 0.00%) 271673 (vs. 271673, 0.00%) 1 (vs. 1, 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] 1905 (vs. 1994, 4.46%↓) 4480 (vs. 4480, 0.00%) 273605 (vs. 273605, 0.00%) 4 (vs. 4, 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] 1259 (vs. 1249, 0.80%↑) 3856 (vs. 3856, 0.00%) 272965 (vs. 272965, 0.00%) 4 (vs. 4, 0.00%)
MobileBertSquad_fp32(tflite) [qualcomm-adreno-vulkan_android31-vulkan_spirv][default-flags,compile-stats] 63728 (vs. 67703, 5.87%↓) 246320 (vs. 246320, 0.00%) 98597530 (vs. 98597530, 0.00%) 704 (vs. 704, 0.00%)
MobileBertSquad_fp32(tflite) [qualcomm-adreno-vulkan_android31-vulkan_spirv][experimental-flags,fuse-padding,compile-stats] 68693 (vs. 75092, 8.52%↓) 246320 (vs. 246320, 0.00%) 98597530 (vs. 98597530, 0.00%) 704 (vs. 704, 0.00%)
MobileBertSquad_fp32(tflite) [arm-valhall-vulkan_android31-vulkan_spirv][default-flags,compile-stats] 65338 (vs. 74914, 12.78%↓) 143012 (vs. 143012, 0.00%) 98493753 (vs. 98493753, 0.00%) 704 (vs. 704, 0.00%)
MobileBertSquad_fp16(tflite) [arm-valhall-vulkan_android31-vulkan_spirv][default-flags,demote-f32-to-f16,compile-stats] 95138 (vs. 109158, 12.84%↓) 3004452 (vs. 3004452, 0.00%) 52898580 (vs. 52898580, 0.00%) 728 (vs. 728, 0.00%)
MobileBertSquad_int8(tflite) [arm-valhall-vulkan_android31-vulkan_spirv][default-flags,compile-stats] 188148 (vs. 200143, 5.99%↓) 6756400 (vs. 6756400, 0.00%) 33056470 (vs. 33056470, 0.00%) 1102 (vs. 1102, 0.00%)
MobileBertSquad_fp32(tflite) [arm-valhall-vulkan_android31-vulkan_spirv][experimental-flags,fuse-padding,max-concurrency,compile-stats] 66594 (vs. 71231, 6.51%↓) 143012 (vs. 143012, 0.00%) 98493881 (vs. 98493881, 0.00%) 704 (vs. 704, 0.00%)
MobileBertSquad_fp16(tflite) [arm-valhall-vulkan_android31-vulkan_spirv][experimental-flags,fuse-padding,max-concurrency,demote-f32-to-f16,compile-stats] 85914 (vs. 93196, 7.81%↓) 3008480 (vs. 3008480, 0.00%) 52905492 (vs. 52905492, 0.00%) 728 (vs. 728, 0.00%)
MobileBertSquad_int8(tflite) [arm-valhall-vulkan_android31-vulkan_spirv][experimental-flags,fuse-padding,max-concurrency,compile-stats] 191035 (vs. 200845, 4.88%↓) 6736144 (vs. 6736144, 0.00%) 33024150 (vs. 33024150, 0.00%) 1102 (vs. 1102, 0.00%)
MobileBertSquad_fp32(tflite) [arm-valhall-vulkan_android31-vulkan_spirv][experimental-flags,fuse-padding,max-concurrency,repeated-kernel,compile-stats] 104408 (vs. 110561, 5.57%↓) 143012 (vs. 143012, 0.00%) 99716025 (vs. 99716025, 0.00%) 704 (vs. 704, 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] 124634 (vs. 133622, 6.73%↓) 3008480 (vs. 3008480, 0.00%) 54169300 (vs. 54169300, 0.00%) 728 (vs. 728, 0.00%)
MobileBertSquad_int8(tflite) [arm-valhall-vulkan_android31-vulkan_spirv][experimental-flags,fuse-padding,max-concurrency,repeated-kernel,compile-stats] 289845 (vs. 309764, 6.43%↓) 6736144 (vs. 6736144, 0.00%) 34937238 (vs. 34937238, 0.00%) 1102 (vs. 1102, 0.00%)
MobileNetV2_fp32(tflite) [vmvx-generic-vmvx-vmvx][experimental-flags,compile-stats] 23089 (vs. 24710, 6.56%↓) 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] 32279 (vs. 34864, 7.41%↓) 311349 (vs. 311349, 0.00%) 10551678 (vs. 10551678, 0.00%) 210 (vs. 210, 0.00%)
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