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Remove environment variables from MLIR Python extras install#12

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andrej wants to merge 2 commits intodevelfrom
simple-pip-install
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Remove environment variables from MLIR Python extras install#12
andrej wants to merge 2 commits intodevelfrom
simple-pip-install

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@andrej andrej commented Nov 13, 2025

Simplified install thanks to erwei-xilinx/mlir-python-extras PR #1.

PR Merge Checklist

  1. The PR is rebased on the latest devel commit and pointing to devel.
  2. Your PR has been reviewed and approved.
  3. All checks are passing.

@andrej andrej force-pushed the simple-pip-install branch 2 times, most recently from f8d028c to 2373b6a Compare November 19, 2025 16:29
@amd amd deleted a comment from github-actions Bot Nov 19, 2025
@andrej andrej force-pushed the simple-pip-install branch from 2373b6a to 934b4da Compare November 19, 2025 18:19
@andrej andrej force-pushed the simple-pip-install branch from 934b4da to f839acb Compare November 19, 2025 18:40
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📊 Test Results for Test Example Applications

e011fe6 (2025_11_19_20_10_09)

IRONCLAD

Tested on 2025_11_19_20_10_09 at commit e011fe6.

Test Checks TTFT (mean)TPS (mean)
llama_3.2_1b ✅ 5/5 16.80 3.24
📈 Trends (vs main branch) for Test Example Applications

e011fe6 (2025_11_19_20_10_09)

IRONCLAD Trends

llama_3.2_1b

Commit/Date Num Tokens (max)Num Tokens (mean)Num Tokens (median)Num Tokens (min)Num Tokens (stddev)TPS (max)TPS (mean)TPS (median)TPS (min)TPS (stddev)TTFT (max)TTFT (mean)TTFT (median)TTFT (min)TTFT (stddev)Total (max)Total (mean)Total (median)Total (min)Total (stddev)
e011fe6 — 2025-11-19 20:04:4440.00 (+0.00%)40.00 (+0.00%)40.00 (+0.00%)40.00 (+0.00%)0.00 (n/a)3.27 (-0.61%)3.24 (+0.43%)3.26 (+1.24%)3.21 (+0.31%)0.02 (-23.58%)17.48 (+0.36%)16.80 (+3.07%)17.38 (+3.81%)15.56 (+11.40%)0.80 (-36.48%)29.59 (+0.20%)28.81 (+1.56%)29.33 (+1.57%)27.67 (+6.25%)0.80 (-39.13%)
85aed8a — 2025-11-19 19:54:1440.00 (n/a)40.00 (n/a)40.00 (n/a)40.00 (n/a)0.00 (n/a)3.29 (n/a)3.23 (n/a)3.22 (n/a)3.20 (n/a)0.03 (n/a)17.42 (n/a)16.29 (n/a)16.74 (n/a)13.97 (n/a)1.27 (n/a)29.54 (n/a)28.37 (n/a)28.88 (n/a)26.04 (n/a)1.31 (n/a)

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📊 Test Results for Small Benchmark/Test Suite

e011fe6 (2025_11_19_21_36_51)

IRONCLAD

Tested on 2025_11_19_21_36_51 at commit e011fe6.

Test Checks Latency (mean)Bandwidth (mean)GFLOP/s (mean)
axpy_1_cols_2_channels_2048_tile_2048_3.0 ✅ 5/5 145.60 0.08 n/a
axpy_2_cols_2_channels_2048_tile_1024_3.0 ✅ 5/5 154.20 0.08 n/a
axpy_4_cols_2_channels_2048_tile_512_3.0 ✅ 5/5 166.00 0.07 n/a
axpy_8_cols_2_channels_2048_tile_256_3.0 ✅ 5/5 165.60 0.07 n/a
dequant_1_cols_1_channels_2048_tile_2048 ✅ 5/5 131.40 0.04 n/a
dequant_1_cols_2_channels_2048_tile_1024 ✅ 5/5 132.80 0.04 n/a
dequant_2_cols_1_channels_2048_tile_1024 ✅ 5/5 129.60 0.04 n/a
dequant_2_cols_2_channels_2048_tile_512 ✅ 5/5 131.40 0.04 n/a
dequant_4_cols_1_channels_2048_tile_512 ✅ 5/5 140.80 0.03 n/a
dequant_4_cols_2_channels_2048_tile_256 ✅ 5/5 132.40 0.04 n/a
dequant_8_cols_1_channels_2048_tile_256 ✅ 5/5 169.60 0.03 n/a
dequant_8_cols_2_channels_2048_tile_128 ✅ 5/5 224.40 0.02 n/a
eltwise_add_1_cols_2_channels_2048_tile_2048 ✅ 5/5 145.60 0.08 n/a
eltwise_add_2_cols_2_channels_2048_tile_1024 ✅ 5/5 170.80 0.07 n/a
eltwise_add_4_cols_2_channels_2048_tile_512 ✅ 5/5 183.20 0.07 n/a
eltwise_add_8_cols_2_channels_2048_tile_256 ✅ 5/5 214.20 0.06 n/a
eltwise_mul_1_cols_2_channels_2048_tile_2048 ✅ 5/5 156.60 0.07 n/a
eltwise_mul_2_cols_2_channels_2048_tile_1024 ✅ 5/5 165.40 0.07 n/a
eltwise_mul_4_cols_2_channels_2048_tile_512 ✅ 5/5 156.80 0.07 n/a
eltwise_mul_8_cols_2_channels_2048_tile_256 ✅ 5/5 178.40 0.07 n/a
gelu_1_cols_1_channels_2048_tile_2048 ✅ 5/5 165.00 0.05 n/a
gelu_1_cols_2_channels_2048_tile_1024 ✅ 5/5 155.40 0.05 n/a
gelu_2_cols_1_channels_2048_tile_1024 ✅ 5/5 135.20 0.06 n/a
gelu_2_cols_2_channels_2048_tile_512 ✅ 5/5 166.40 0.05 n/a
gelu_4_cols_1_channels_2048_tile_512 ✅ 5/5 169.80 0.05 n/a
gelu_4_cols_2_channels_2048_tile_256 ✅ 5/5 198.80 0.04 n/a
gelu_8_cols_1_channels_2048_tile_256 ✅ 5/5 183.40 0.04 n/a
gelu_8_cols_2_channels_2048_tile_128 ✅ 5/5 176.60 0.05 n/a
gemm_2048x2048x2048_64x64x64_8_cols_0_bcolmaj_0_ccolmaj_0 ✅ 5/5 6463.20 3.63 n/a
layer_norm_1_cols_1_channels_2048_tile_2048 ✅ 5/5 143.00 0.09 n/a
layer_norm_1_cols_2_channels_2048_tile_1024 ✅ 5/5 173.80 0.07 n/a
layer_norm_2_cols_1_channels_2048_tile_1024 ✅ 5/5 159.40 0.08 n/a
layer_norm_2_cols_2_channels_2048_tile_512 ✅ 5/5 139.00 0.09 n/a
layer_norm_4_cols_1_channels_2048_tile_512 ✅ 5/5 132.60 0.10 n/a
layer_norm_4_cols_2_channels_2048_tile_256 ✅ 5/5 156.20 0.08 n/a
layer_norm_8_cols_1_channels_2048_tile_256 ✅ 5/5 154.60 0.08 n/a
layer_norm_8_cols_2_channels_2048_tile_128 ✅ 5/5 203.80 0.06 n/a
matrix_vector_mul_128x128_32_1col ✅ 5/5 761.20 0.04 0.04
matrix_vector_mul_2048x8192_1_1col ✅ 5/5 2967.40 11.32 11.31
matrix_vector_mul_2048x8192_1_2col ✅ 5/5 2125.60 15.80 15.79
matrix_vector_mul_2048x8192_1_4col ✅ 5/5 1763.60 19.13 19.12
matrix_vector_mul_2048x8192_1_8col ✅ 5/5 1978.20 17.13 17.12
matrix_vector_mul_8192x2048_4_1col ✅ 5/5 3250.20 10.43 10.42
matrix_vector_mul_8192x2048_4_2col ✅ 5/5 2150.80 15.80 15.79
matrix_vector_mul_8192x2048_4_4col ✅ 5/5 1714.60 19.77 19.76
matrix_vector_mul_8192x2048_4_8col ✅ 5/5 1982.60 17.04 17.03
mem_copy_16_cores_2_chans_2048_tile_128_False ✅ 5/5 194.20 0.04 n/a
mem_copy_1_cores_1_chans_2048_tile_2048_False ✅ 5/5 170.80 0.05 n/a
mem_copy_2_cores_1_chans_2048_tile_1024_False ✅ 5/5 181.00 0.04 n/a
mem_copy_2_cores_2_chans_2048_tile_1024_False ✅ 5/5 174.80 0.05 n/a
mem_copy_4_cores_1_chans_2048_tile_512_False ✅ 5/5 152.60 0.05 n/a
mem_copy_4_cores_2_chans_2048_tile_512_False ✅ 5/5 176.00 0.05 n/a
mem_copy_8_cores_1_chans_2048_tile_256_False ✅ 5/5 165.40 0.05 n/a
mem_copy_8_cores_2_chans_2048_tile_256_False ✅ 5/5 152.60 0.05 n/a
mha ✅ 5/5 n/a 0.09 63.33
relu_1_cols_1_channels_2048_tile_2048 ✅ 5/5 148.00 0.05 n/a
relu_2_cols_1_channels_2048_tile_1024 ✅ 5/5 134.20 0.06 n/a
relu_4_cols_1_channels_2048_tile_512 ✅ 5/5 133.00 0.06 n/a
relu_8_cols_1_channels_2048_tile_256 ✅ 5/5 188.00 0.04 n/a
rms_norm_1_cols_1_channels_2048_tile_2048 ✅ 5/5 124.80 0.09 n/a
rms_norm_1_cols_2_channels_2048_tile_1024 ✅ 5/5 148.00 0.08 n/a
rms_norm_2_cols_1_channels_2048_tile_1024 ✅ 5/5 156.20 0.08 n/a
rms_norm_2_cols_2_channels_2048_tile_512 ✅ 5/5 146.80 0.08 n/a
rms_norm_4_cols_1_channels_2048_tile_512 ✅ 5/5 187.80 0.07 n/a
rms_norm_4_cols_2_channels_2048_tile_256 ✅ 5/5 154.60 0.07 n/a
rms_norm_8_cols_1_channels_2048_tile_256 ✅ 5/5 227.40 0.05 n/a
rms_norm_8_cols_2_channels_2048_tile_128 ✅ 5/5 266.60 0.04 n/a
rope_1_cols_2_channels_4096_tile_4096_0 ✅ 5/5 167.20 0.14 n/a
rope_2_cols_2_channels_4096_tile_2048_0 ✅ 5/5 187.00 0.13 n/a
rope_4_cols_2_channels_4096_tile_1024_0 ✅ 5/5 193.00 0.13 n/a
rope_8_cols_2_channels_4096_tile_512_0 ✅ 5/5 165.40 0.14 n/a
silu_1_cols_1_channels_2048_tile_2048 ✅ 5/5 187.40 0.04 n/a
silu_2_cols_1_channels_2048_tile_1024 ✅ 5/5 173.80 0.04 n/a
silu_4_cols_1_channels_2048_tile_512 ✅ 5/5 166.60 0.05 n/a
silu_8_cols_1_channels_2048_tile_256 ✅ 5/5 168.00 0.05 n/a
softmax_1_cols_2_channels_4096_tile_2048 ✅ 5/5 199.40 0.12 n/a
softmax_2_cols_2_channels_4096_tile_1024 ✅ 5/5 198.60 0.13 n/a
softmax_2_cols_2_channels_4096_tile_512 ✅ 5/5 178.00 0.13 n/a
swiglu ✅ 5/5 n/a n/a n/a
transpose_2048_M_64_N_1_cols_1_channels_64_m_64_n_8_s ✅ 5/5 217.40 2.37 n/a
transpose_2048_M_64_N_1_cols_2_channels_64_m_64_n_8_s ✅ 5/5 170.40 2.97 n/a
weighted_rms_norm_1_cols_2_channels_2048_weights_2048 ✅ 5/5 174.00 0.07 n/a
weighted_rms_norm_2_cols_2_channels_2048_weights_1024 ✅ 5/5 181.20 0.07 n/a
weighted_rms_norm_4_cols_2_channels_2048_weights_512 ✅ 5/5 175.60 0.07 n/a
weighted_rms_norm_8_cols_2_channels_2048_weights_256 ✅ 5/5 251.80 0.05 n/a
📈 Trends (vs main branch) for Small Benchmark/Test Suite

e011fe6 (2025_11_19_21_36_51)

IRONCLAD Trends

axpy_1_cols_2_channels_2048_tile_2048_3.0

Commit/Date Bandwidth (max)Bandwidth (mean)Bandwidth (median)Bandwidth (min)Bandwidth (stddev)Latency (max)Latency (mean)Latency (median)Latency (min)Latency (stddev)
e011fe6 — 2025-11-19 21:36:060.09 (-8.06%)0.08 (+17.54%)0.08 (+15.28%)0.07 (+54.17%)0.01 (-62.32%)168.00 (-35.14%)145.60 (-21.64%)144.00 (-13.25%)124.00 (+8.77%)13.99 (-74.56%)
85aed8a — 2025-11-19 20:26:050.10 (n/a)0.07 (n/a)0.07 (n/a)0.04 (n/a)0.02 (n/a)259.00 (n/a)185.80 (n/a)166.00 (n/a)114.00 (n/a)55.00 (n/a)

axpy_2_cols_2_channels_2048_tile_1024_3.0

Commit/Date Bandwidth (max)Bandwidth (mean)Bandwidth (median)Bandwidth (min)Bandwidth (stddev)Latency (max)Latency (mean)Latency (median)Latency (min)Latency (stddev)
e011fe6 — 2025-11-19 21:36:060.10 (+52.29%)0.08 (+33.73%)0.07 (+11.04%)0.06 (+31.22%)0.02 (+34.79%)205.00 (-23.79%)154.20 (-25.65%)154.00 (-9.94%)109.00 (-34.34%)31.17 (-33.31%)
85aed8a — 2025-11-19 20:26:050.07 (n/a)0.06 (n/a)0.07 (n/a)0.04 (n/a)0.01 (n/a)269.00 (n/a)207.40 (n/a)171.00 (n/a)166.00 (n/a)46.74 (n/a)

axpy_4_cols_2_channels_2048_tile_512_3.0

Commit/Date Bandwidth (max)Bandwidth (mean)Bandwidth (median)Bandwidth (min)Bandwidth (stddev)Latency (max)Latency (mean)Latency (median)Latency (min)Latency (stddev)
e011fe6 — 2025-11-19 21:36:060.10 (+34.17%)0.07 (+13.97%)0.08 (+23.02%)0.05 (-12.50%)0.02 (+259.93%)224.00 (+14.29%)166.00 (-6.32%)139.00 (-18.71%)120.00 (-25.47%)45.74 (+215.23%)
85aed8a — 2025-11-19 20:26:050.07 (n/a)0.07 (n/a)0.07 (n/a)0.06 (n/a)0.01 (n/a)196.00 (n/a)177.20 (n/a)171.00 (n/a)161.00 (n/a)14.51 (n/a)

axpy_8_cols_2_channels_2048_tile_256_3.0

Commit/Date Bandwidth (max)Bandwidth (mean)Bandwidth (median)Bandwidth (min)Bandwidth (stddev)Latency (max)Latency (mean)Latency (median)Latency (min)Latency (stddev)
e011fe6 — 2025-11-19 21:36:060.08 (-1.34%)0.07 (+4.64%)0.07 (+6.14%)0.06 (+1.04%)0.01 (-10.89%)193.00 (-1.03%)165.60 (-4.61%)163.00 (-5.78%)149.00 (+1.36%)15.01 (-9.07%)
85aed8a — 2025-11-19 20:26:050.08 (n/a)0.07 (n/a)0.07 (n/a)0.06 (n/a)0.01 (n/a)195.00 (n/a)173.60 (n/a)173.00 (n/a)147.00 (n/a)16.51 (n/a)

dequant_1_cols_1_channels_2048_tile_2048

Commit/Date Bandwidth (max)Bandwidth (mean)Bandwidth (median)Bandwidth (min)Bandwidth (stddev)Latency (max)Latency (mean)Latency (median)Latency (min)Latency (stddev)
e011fe6 — 2025-11-19 21:36:060.04 (+33.04%)0.04 (+36.86%)0.04 (+43.09%)0.03 (+52.94%)0.01 (+28.07%)153.00 (-34.62%)131.40 (-27.24%)123.00 (-30.11%)112.00 (-24.83%)17.98 (-37.33%)
85aed8a — 2025-11-19 20:26:050.03 (n/a)0.03 (n/a)0.03 (n/a)0.02 (n/a)0.00 (n/a)234.00 (n/a)180.60 (n/a)176.00 (n/a)149.00 (n/a)28.70 (n/a)

dequant_1_cols_2_channels_2048_tile_1024

Commit/Date Bandwidth (max)Bandwidth (mean)Bandwidth (median)Bandwidth (min)Bandwidth (stddev)Latency (max)Latency (mean)Latency (median)Latency (min)Latency (stddev)
e011fe6 — 2025-11-19 21:36:060.05 (+33.33%)0.04 (+29.64%)0.04 (+10.87%)0.03 (+55.35%)0.01 (+17.52%)159.00 (-35.63%)132.80 (-24.11%)138.00 (-9.80%)99.00 (-25.00%)23.78 (-43.14%)
85aed8a — 2025-11-19 20:26:050.04 (n/a)0.03 (n/a)0.03 (n/a)0.02 (n/a)0.01 (n/a)247.00 (n/a)175.00 (n/a)153.00 (n/a)132.00 (n/a)41.81 (n/a)

dequant_2_cols_1_channels_2048_tile_1024

Commit/Date Bandwidth (max)Bandwidth (mean)Bandwidth (median)Bandwidth (min)Bandwidth (stddev)Latency (max)Latency (mean)Latency (median)Latency (min)Latency (stddev)
e011fe6 — 2025-11-19 21:36:060.04 (+0.81%)0.04 (+10.79%)0.04 (+11.20%)0.03 (+39.44%)0.00 (-61.87%)142.00 (-28.28%)129.60 (-12.08%)125.00 (-10.07%)123.00 (-0.81%)7.34 (-73.00%)
85aed8a — 2025-11-19 20:26:050.04 (n/a)0.03 (n/a)0.04 (n/a)0.02 (n/a)0.01 (n/a)198.00 (n/a)147.40 (n/a)139.00 (n/a)124.00 (n/a)27.18 (n/a)

dequant_2_cols_2_channels_2048_tile_512

Commit/Date Bandwidth (max)Bandwidth (mean)Bandwidth (median)Bandwidth (min)Bandwidth (stddev)Latency (max)Latency (mean)Latency (median)Latency (min)Latency (stddev)
e011fe6 — 2025-11-19 21:36:060.04 (+42.34%)0.04 (+34.77%)0.03 (+20.28%)0.03 (+34.01%)0.01 (+127.98%)147.00 (-25.38%)131.40 (-25.00%)143.00 (-16.86%)111.00 (-29.75%)16.70 (+17.95%)
85aed8a — 2025-11-19 20:26:050.03 (n/a)0.03 (n/a)0.03 (n/a)0.02 (n/a)0.00 (n/a)197.00 (n/a)175.20 (n/a)172.00 (n/a)158.00 (n/a)14.16 (n/a)

dequant_4_cols_1_channels_2048_tile_512

Commit/Date Bandwidth (max)Bandwidth (mean)Bandwidth (median)Bandwidth (min)Bandwidth (stddev)Latency (max)Latency (mean)Latency (median)Latency (min)Latency (stddev)
e011fe6 — 2025-11-19 21:36:060.04 (-4.65%)0.03 (+8.45%)0.04 (+20.45%)0.03 (+6.83%)0.00 (-24.07%)161.00 (-6.40%)140.80 (-8.33%)132.00 (-16.98%)129.00 (+4.88%)12.84 (-24.71%)
85aed8a — 2025-11-19 20:26:050.04 (n/a)0.03 (n/a)0.03 (n/a)0.03 (n/a)0.00 (n/a)172.00 (n/a)153.60 (n/a)159.00 (n/a)123.00 (n/a)17.06 (n/a)

dequant_4_cols_2_channels_2048_tile_256

Commit/Date Bandwidth (max)Bandwidth (mean)Bandwidth (median)Bandwidth (min)Bandwidth (stddev)Latency (max)Latency (mean)Latency (median)Latency (min)Latency (stddev)
e011fe6 — 2025-11-19 21:36:060.04 (+46.02%)0.04 (+41.62%)0.04 (+34.31%)0.03 (+38.09%)0.00 (+73.76%)147.00 (-27.59%)132.40 (-29.20%)137.00 (-25.54%)113.00 (-31.52%)11.79 (-15.34%)
85aed8a — 2025-11-19 20:26:050.03 (n/a)0.03 (n/a)0.03 (n/a)0.02 (n/a)0.00 (n/a)203.00 (n/a)187.00 (n/a)184.00 (n/a)165.00 (n/a)13.93 (n/a)

dequant_8_cols_1_channels_2048_tile_256

Commit/Date Bandwidth (max)Bandwidth (mean)Bandwidth (median)Bandwidth (min)Bandwidth (stddev)Latency (max)Latency (mean)Latency (median)Latency (min)Latency (stddev)
e011fe6 — 2025-11-19 21:36:060.04 (+7.32%)0.03 (-2.43%)0.03 (-12.72%)0.02 (-1.00%)0.01 (+12.63%)201.00 (+1.01%)169.60 (+2.79%)173.00 (+14.57%)123.00 (-6.82%)26.15 (-0.45%)
85aed8a — 2025-11-19 20:26:050.04 (n/a)0.03 (n/a)0.03 (n/a)0.02 (n/a)0.00 (n/a)199.00 (n/a)165.00 (n/a)151.00 (n/a)132.00 (n/a)26.27 (n/a)

dequant_8_cols_2_channels_2048_tile_128

Commit/Date Bandwidth (max)Bandwidth (mean)Bandwidth (median)Bandwidth (min)Bandwidth (stddev)Latency (max)Latency (mean)Latency (median)Latency (min)Latency (stddev)
e011fe6 — 2025-11-19 21:36:060.03 (-9.29%)0.02 (-13.20%)0.02 (-12.92%)0.02 (-32.00%)0.00 (+35.88%)325.00 (+47.06%)224.40 (+18.48%)209.00 (+14.84%)183.00 (+10.24%)51.40 (+130.66%)
85aed8a — 2025-11-19 20:26:050.03 (n/a)0.03 (n/a)0.03 (n/a)0.02 (n/a)0.00 (n/a)221.00 (n/a)189.40 (n/a)182.00 (n/a)166.00 (n/a)22.29 (n/a)

eltwise_add_1_cols_2_channels_2048_tile_2048

Commit/Date Bandwidth (max)Bandwidth (mean)Bandwidth (median)Bandwidth (min)Bandwidth (stddev)Latency (max)Latency (mean)Latency (median)Latency (min)Latency (stddev)
e011fe6 — 2025-11-19 21:36:060.09 (+9.30%)0.08 (+22.41%)0.08 (+37.41%)0.07 (+29.09%)0.01 (-19.45%)165.00 (-22.54%)145.60 (-19.29%)139.00 (-27.23%)129.00 (-8.51%)15.38 (-41.82%)
85aed8a — 2025-11-19 20:26:050.08 (n/a)0.06 (n/a)0.06 (n/a)0.05 (n/a)0.01 (n/a)213.00 (n/a)180.40 (n/a)191.00 (n/a)141.00 (n/a)26.44 (n/a)

eltwise_add_2_cols_2_channels_2048_tile_1024

Commit/Date Bandwidth (max)Bandwidth (mean)Bandwidth (median)Bandwidth (min)Bandwidth (stddev)Latency (max)Latency (mean)Latency (median)Latency (min)Latency (stddev)
e011fe6 — 2025-11-19 21:36:060.08 (-16.22%)0.07 (-7.98%)0.07 (+7.69%)0.05 (-18.34%)0.01 (-18.58%)229.00 (+22.46%)170.80 (+8.65%)156.00 (-7.14%)148.00 (+19.35%)30.20 (+22.08%)
85aed8a — 2025-11-19 20:26:050.09 (n/a)0.07 (n/a)0.07 (n/a)0.06 (n/a)0.01 (n/a)187.00 (n/a)157.20 (n/a)168.00 (n/a)124.00 (n/a)24.73 (n/a)

eltwise_add_4_cols_2_channels_2048_tile_512

Commit/Date Bandwidth (max)Bandwidth (mean)Bandwidth (median)Bandwidth (min)Bandwidth (stddev)Latency (max)Latency (mean)Latency (median)Latency (min)Latency (stddev)
e011fe6 — 2025-11-19 21:36:060.09 (-2.24%)0.07 (-11.40%)0.06 (-9.50%)0.05 (-26.72%)0.01 (+37.69%)247.00 (+36.46%)183.20 (+15.95%)179.00 (+10.49%)134.00 (+2.29%)39.04 (+91.69%)
85aed8a — 2025-11-19 20:26:050.09 (n/a)0.07 (n/a)0.07 (n/a)0.06 (n/a)0.01 (n/a)181.00 (n/a)158.00 (n/a)162.00 (n/a)131.00 (n/a)20.37 (n/a)

eltwise_add_8_cols_2_channels_2048_tile_256

Commit/Date Bandwidth (max)Bandwidth (mean)Bandwidth (median)Bandwidth (min)Bandwidth (stddev)Latency (max)Latency (mean)Latency (median)Latency (min)Latency (stddev)
e011fe6 — 2025-11-19 21:36:060.08 (+13.51%)0.06 (+12.66%)0.06 (+7.14%)0.03 (-5.76%)0.01 (+15.69%)347.00 (+6.12%)214.20 (-9.70%)196.00 (-6.67%)148.00 (-11.90%)69.08 (+12.91%)
85aed8a — 2025-11-19 20:26:050.07 (n/a)0.05 (n/a)0.05 (n/a)0.03 (n/a)0.01 (n/a)327.00 (n/a)237.20 (n/a)210.00 (n/a)168.00 (n/a)61.18 (n/a)

eltwise_mul_1_cols_2_channels_2048_tile_2048

Commit/Date Bandwidth (max)Bandwidth (mean)Bandwidth (median)Bandwidth (min)Bandwidth (stddev)Latency (max)Latency (mean)Latency (median)Latency (min)Latency (stddev)
e011fe6 — 2025-11-19 21:36:060.08 (+7.19%)0.07 (+4.56%)0.07 (-2.48%)0.07 (+12.72%)0.01 (+9.07%)173.00 (-11.28%)156.60 (-4.40%)161.00 (+2.55%)139.00 (-6.71%)14.11 (-12.60%)
85aed8a — 2025-11-19 20:26:050.08 (n/a)0.07 (n/a)0.07 (n/a)0.06 (n/a)0.01 (n/a)195.00 (n/a)163.80 (n/a)157.00 (n/a)149.00 (n/a)16.14 (n/a)

eltwise_mul_2_cols_2_channels_2048_tile_1024

Commit/Date Bandwidth (max)Bandwidth (mean)Bandwidth (median)Bandwidth (min)Bandwidth (stddev)Latency (max)Latency (mean)Latency (median)Latency (min)Latency (stddev)
e011fe6 — 2025-11-19 21:36:060.09 (+4.58%)0.07 (+5.30%)0.07 (+0.00%)0.05 (+17.62%)0.01 (+1.52%)227.00 (-14.98%)165.40 (-6.13%)153.00 (+0.00%)131.00 (-4.38%)36.31 (-22.62%)
85aed8a — 2025-11-19 20:26:050.08 (n/a)0.07 (n/a)0.07 (n/a)0.04 (n/a)0.01 (n/a)267.00 (n/a)176.20 (n/a)153.00 (n/a)137.00 (n/a)46.93 (n/a)

eltwise_mul_4_cols_2_channels_2048_tile_512

Commit/Date Bandwidth (max)Bandwidth (mean)Bandwidth (median)Bandwidth (min)Bandwidth (stddev)Latency (max)Latency (mean)Latency (median)Latency (min)Latency (stddev)
e011fe6 — 2025-11-19 21:36:060.09 (-4.62%)0.07 (+8.44%)0.07 (-2.55%)0.06 (+43.02%)0.01 (-50.06%)179.00 (-30.08%)156.80 (-13.85%)157.00 (+2.61%)130.00 (+4.84%)19.33 (-64.06%)
85aed8a — 2025-11-19 20:26:050.09 (n/a)0.07 (n/a)0.07 (n/a)0.04 (n/a)0.02 (n/a)256.00 (n/a)182.00 (n/a)153.00 (n/a)124.00 (n/a)53.80 (n/a)

eltwise_mul_8_cols_2_channels_2048_tile_256

Commit/Date Bandwidth (max)Bandwidth (mean)Bandwidth (median)Bandwidth (min)Bandwidth (stddev)Latency (max)Latency (mean)Latency (median)Latency (min)Latency (stddev)
e011fe6 — 2025-11-19 21:36:060.08 (+33.57%)0.07 (+14.73%)0.07 (+10.53%)0.05 (+0.00%)0.01 (+115.36%)239.00 (+0.00%)178.40 (-10.98%)171.00 (-9.52%)140.00 (-25.13%)32.60 (+65.70%)
85aed8a — 2025-11-19 20:26:050.06 (n/a)0.06 (n/a)0.06 (n/a)0.05 (n/a)0.00 (n/a)239.00 (n/a)200.40 (n/a)189.00 (n/a)187.00 (n/a)19.67 (n/a)

gelu_1_cols_1_channels_2048_tile_2048

Commit/Date Bandwidth (max)Bandwidth (mean)Bandwidth (median)Bandwidth (min)Bandwidth (stddev)Latency (max)Latency (mean)Latency (median)Latency (min)Latency (stddev)
e011fe6 — 2025-11-19 21:36:060.05 (-24.00%)0.05 (-15.50%)0.05 (-12.20%)0.05 (-2.82%)0.00 (-65.33%)177.00 (+2.91%)165.00 (+16.36%)164.00 (+13.89%)150.00 (+31.58%)9.49 (-52.72%)
85aed8a — 2025-11-19 20:26:050.07 (n/a)0.06 (n/a)0.06 (n/a)0.05 (n/a)0.01 (n/a)172.00 (n/a)141.80 (n/a)144.00 (n/a)114.00 (n/a)20.06 (n/a)

gelu_1_cols_2_channels_2048_tile_1024

Commit/Date Bandwidth (max)Bandwidth (mean)Bandwidth (median)Bandwidth (min)Bandwidth (stddev)Latency (max)Latency (mean)Latency (median)Latency (min)Latency (stddev)
e011fe6 — 2025-11-19 21:36:060.07 (+1.61%)0.05 (+4.24%)0.05 (-6.79%)0.04 (+36.61%)0.01 (-29.40%)183.00 (-26.80%)155.40 (-7.72%)162.00 (+7.28%)124.00 (-1.59%)22.78 (-49.55%)
85aed8a — 2025-11-19 20:26:050.07 (n/a)0.05 (n/a)0.05 (n/a)0.03 (n/a)0.01 (n/a)250.00 (n/a)168.40 (n/a)151.00 (n/a)126.00 (n/a)45.16 (n/a)

gelu_2_cols_1_channels_2048_tile_1024

Commit/Date Bandwidth (max)Bandwidth (mean)Bandwidth (median)Bandwidth (min)Bandwidth (stddev)Latency (max)Latency (mean)Latency (median)Latency (min)Latency (stddev)
e011fe6 — 2025-11-19 21:36:060.07 (+2.46%)0.06 (+5.51%)0.06 (+7.75%)0.05 (-0.60%)0.01 (+16.83%)166.00 (+0.61%)135.20 (-4.92%)129.00 (-7.19%)122.00 (-2.40%)15.69 (+16.89%)
85aed8a — 2025-11-19 20:26:050.07 (n/a)0.06 (n/a)0.06 (n/a)0.05 (n/a)0.01 (n/a)165.00 (n/a)142.20 (n/a)139.00 (n/a)125.00 (n/a)13.42 (n/a)

gelu_2_cols_2_channels_2048_tile_512

Commit/Date Bandwidth (max)Bandwidth (mean)Bandwidth (median)Bandwidth (min)Bandwidth (stddev)Latency (max)Latency (mean)Latency (median)Latency (min)Latency (stddev)
e011fe6 — 2025-11-19 21:36:060.06 (-3.50%)0.05 (-13.13%)0.05 (-12.50%)0.04 (-20.11%)0.01 (+133.92%)189.00 (+25.17%)166.40 (+16.20%)160.00 (+14.29%)143.00 (+3.62%)17.42 (+209.10%)
85aed8a — 2025-11-19 20:26:050.06 (n/a)0.06 (n/a)0.06 (n/a)0.05 (n/a)0.00 (n/a)151.00 (n/a)143.20 (n/a)140.00 (n/a)138.00 (n/a)5.64 (n/a)

gelu_4_cols_1_channels_2048_tile_512

Commit/Date Bandwidth (max)Bandwidth (mean)Bandwidth (median)Bandwidth (min)Bandwidth (stddev)Latency (max)Latency (mean)Latency (median)Latency (min)Latency (stddev)
e011fe6 — 2025-11-19 21:36:060.06 (+7.97%)0.05 (+7.50%)0.05 (+5.88%)0.03 (+0.00%)0.01 (+20.68%)256.00 (+0.00%)169.80 (-5.77%)153.00 (-5.56%)138.00 (-7.38%)43.60 (+12.36%)
85aed8a — 2025-11-19 20:26:050.05 (n/a)0.05 (n/a)0.05 (n/a)0.03 (n/a)0.01 (n/a)256.00 (n/a)180.20 (n/a)162.00 (n/a)149.00 (n/a)38.80 (n/a)

gelu_4_cols_2_channels_2048_tile_256

Commit/Date Bandwidth (max)Bandwidth (mean)Bandwidth (median)Bandwidth (min)Bandwidth (stddev)Latency (max)Latency (mean)Latency (median)Latency (min)Latency (stddev)
e011fe6 — 2025-11-19 21:36:060.05 (-11.80%)0.04 (-15.84%)0.04 (-14.81%)0.03 (-17.27%)0.01 (+0.13%)249.00 (+20.87%)198.80 (+19.47%)189.00 (+17.39%)161.00 (+13.38%)29.53 (+36.13%)
85aed8a — 2025-11-19 20:26:050.06 (n/a)0.05 (n/a)0.05 (n/a)0.04 (n/a)0.01 (n/a)206.00 (n/a)166.40 (n/a)161.00 (n/a)142.00 (n/a)21.69 (n/a)

gelu_8_cols_1_channels_2048_tile_256

Commit/Date Bandwidth (max)Bandwidth (mean)Bandwidth (median)Bandwidth (min)Bandwidth (stddev)Latency (max)Latency (mean)Latency (median)Latency (min)Latency (stddev)
e011fe6 — 2025-11-19 21:36:060.05 (+10.18%)0.04 (+16.89%)0.05 (+9.44%)0.04 (+30.85%)0.00 (-41.86%)201.00 (-23.57%)183.40 (-16.10%)180.00 (-8.63%)167.00 (-9.24%)14.24 (-60.12%)
85aed8a — 2025-11-19 20:26:050.04 (n/a)0.04 (n/a)0.04 (n/a)0.03 (n/a)0.01 (n/a)263.00 (n/a)218.60 (n/a)197.00 (n/a)184.00 (n/a)35.69 (n/a)

gelu_8_cols_2_channels_2048_tile_128

Commit/Date Bandwidth (max)Bandwidth (mean)Bandwidth (median)Bandwidth (min)Bandwidth (stddev)Latency (max)Latency (mean)Latency (median)Latency (min)Latency (stddev)
e011fe6 — 2025-11-19 21:36:060.05 (+10.98%)0.05 (+29.26%)0.05 (+26.19%)0.04 (+69.12%)0.00 (-39.31%)217.00 (-40.87%)176.60 (-26.17%)168.00 (-20.75%)164.00 (-9.89%)20.25 (-69.12%)
85aed8a — 2025-11-19 20:26:050.05 (n/a)0.04 (n/a)0.04 (n/a)0.02 (n/a)0.01 (n/a)367.00 (n/a)239.20 (n/a)212.00 (n/a)182.00 (n/a)65.58 (n/a)

gemm_2048x2048x2048_64x64x64_8_cols_0_bcolmaj_0_ccolmaj_0

Commit/Date Bandwidth (max)Bandwidth (mean)Bandwidth (median)Bandwidth (min)Bandwidth (stddev)Latency (max)Latency (mean)Latency (median)Latency (min)Latency (stddev)
e011fe6 — 2025-11-19 21:36:063.82 (+2.97%)3.63 (+0.90%)3.65 (+0.36%)3.38 (+0.78%)0.14 (+11.77%)6935.00 (-0.77%)6463.20 (-0.87%)6413.00 (-0.36%)6138.00 (-2.88%)259.42 (+7.88%)
85aed8a — 2025-11-19 20:26:053.71 (n/a)3.60 (n/a)3.64 (n/a)3.35 (n/a)0.13 (n/a)6989.00 (n/a)6519.80 (n/a)6436.00 (n/a)6320.00 (n/a)240.46 (n/a)

layer_norm_1_cols_1_channels_2048_tile_2048

Commit/Date Bandwidth (max)Bandwidth (mean)Bandwidth (median)Bandwidth (min)Bandwidth (stddev)Latency (max)Latency (mean)Latency (median)Latency (min)Latency (stddev)
e011fe6 — 2025-11-19 21:36:060.10 (+0.00%)0.09 (+3.02%)0.09 (+6.29%)0.08 (+8.81%)0.01 (-16.29%)159.00 (-8.09%)143.00 (-3.38%)143.00 (-5.92%)124.00 (+0.00%)13.31 (-21.83%)
85aed8a — 2025-11-19 20:26:050.10 (n/a)0.08 (n/a)0.08 (n/a)0.07 (n/a)0.01 (n/a)173.00 (n/a)148.00 (n/a)152.00 (n/a)124.00 (n/a)17.03 (n/a)

layer_norm_1_cols_2_channels_2048_tile_1024

Commit/Date Bandwidth (max)Bandwidth (mean)Bandwidth (median)Bandwidth (min)Bandwidth (stddev)Latency (max)Latency (mean)Latency (median)Latency (min)Latency (stddev)
e011fe6 — 2025-11-19 21:36:060.09 (-20.90%)0.07 (-15.45%)0.08 (-20.13%)0.05 (-9.70%)0.02 (-34.46%)268.00 (+10.74%)173.80 (+14.49%)154.00 (+25.20%)134.00 (+26.42%)48.23 (-4.09%)
85aed8a — 2025-11-19 20:26:050.12 (n/a)0.09 (n/a)0.10 (n/a)0.05 (n/a)0.02 (n/a)242.00 (n/a)151.80 (n/a)123.00 (n/a)106.00 (n/a)50.28 (n/a)

layer_norm_2_cols_1_channels_2048_tile_1024

Commit/Date Bandwidth (max)Bandwidth (mean)Bandwidth (median)Bandwidth (min)Bandwidth (stddev)Latency (max)Latency (mean)Latency (median)Latency (min)Latency (stddev)
e011fe6 — 2025-11-19 21:36:060.09 (-1.48%)0.08 (-8.48%)0.07 (-12.21%)0.07 (-14.61%)0.01 (+85.99%)178.00 (+17.11%)159.40 (+10.54%)172.00 (+13.91%)135.00 (+1.50%)19.21 (+119.55%)
85aed8a — 2025-11-19 20:26:050.09 (n/a)0.09 (n/a)0.08 (n/a)0.08 (n/a)0.01 (n/a)152.00 (n/a)144.20 (n/a)151.00 (n/a)133.00 (n/a)8.75 (n/a)

layer_norm_2_cols_2_channels_2048_tile_512

Commit/Date Bandwidth (max)Bandwidth (mean)Bandwidth (median)Bandwidth (min)Bandwidth (stddev)Latency (max)Latency (mean)Latency (median)Latency (min)Latency (stddev)
e011fe6 — 2025-11-19 21:36:060.11 (-2.63%)0.09 (+14.58%)0.10 (+25.81%)0.06 (+16.83%)0.02 (-27.34%)202.00 (-14.41%)139.00 (-16.37%)124.00 (-20.51%)114.00 (+2.70%)32.24 (-33.45%)
85aed8a — 2025-11-19 20:26:050.11 (n/a)0.08 (n/a)0.08 (n/a)0.05 (n/a)0.02 (n/a)236.00 (n/a)166.20 (n/a)156.00 (n/a)111.00 (n/a)48.44 (n/a)

layer_norm_4_cols_1_channels_2048_tile_512

Commit/Date Bandwidth (max)Bandwidth (mean)Bandwidth (median)Bandwidth (min)Bandwidth (stddev)Latency (max)Latency (mean)Latency (median)Latency (min)Latency (stddev)
e011fe6 — 2025-11-19 21:36:060.12 (+22.33%)0.10 (+17.25%)0.09 (+10.53%)0.07 (+18.34%)0.02 (+11.47%)169.00 (-15.50%)132.60 (-15.11%)133.00 (-9.52%)103.00 (-18.25%)23.41 (-21.92%)
85aed8a — 2025-11-19 20:26:050.10 (n/a)0.08 (n/a)0.08 (n/a)0.06 (n/a)0.01 (n/a)200.00 (n/a)156.20 (n/a)147.00 (n/a)126.00 (n/a)29.98 (n/a)

layer_norm_4_cols_2_channels_2048_tile_256

Commit/Date Bandwidth (max)Bandwidth (mean)Bandwidth (median)Bandwidth (min)Bandwidth (stddev)Latency (max)Latency (mean)Latency (median)Latency (min)Latency (stddev)
e011fe6 — 2025-11-19 21:36:060.09 (-15.44%)0.08 (+8.90%)0.08 (+19.31%)0.06 (+29.53%)0.01 (-50.41%)193.00 (-22.80%)156.20 (-12.93%)145.00 (-16.18%)136.00 (+18.26%)21.05 (-54.47%)
85aed8a — 2025-11-19 20:26:050.11 (n/a)0.07 (n/a)0.07 (n/a)0.05 (n/a)0.02 (n/a)250.00 (n/a)179.40 (n/a)173.00 (n/a)115.00 (n/a)46.23 (n/a)

layer_norm_8_cols_1_channels_2048_tile_256

Commit/Date Bandwidth (max)Bandwidth (mean)Bandwidth (median)Bandwidth (min)Bandwidth (stddev)Latency (max)Latency (mean)Latency (median)Latency (min)Latency (stddev)
e011fe6 — 2025-11-19 21:36:060.10 (+8.94%)0.08 (-0.41%)0.09 (+0.70%)0.06 (-18.47%)0.01 (+84.49%)222.00 (+22.65%)154.60 (+3.48%)142.00 (-0.70%)123.00 (-8.21%)34.76 (+112.55%)
85aed8a — 2025-11-19 20:26:050.09 (n/a)0.08 (n/a)0.09 (n/a)0.07 (n/a)0.01 (n/a)181.00 (n/a)149.40 (n/a)143.00 (n/a)134.00 (n/a)16.35 (n/a)

layer_norm_8_cols_2_channels_2048_tile_128

Commit/Date Bandwidth (max)Bandwidth (mean)Bandwidth (median)Bandwidth (min)Bandwidth (stddev)Latency (max)Latency (mean)Latency (median)Latency (min)Latency (stddev)
e011fe6 — 2025-11-19 21:36:060.08 (-7.45%)0.06 (-5.38%)0.07 (+7.53%)0.04 (-17.45%)0.01 (+4.32%)298.00 (+21.14%)203.80 (+7.38%)186.00 (-7.00%)161.00 (+8.05%)50.29 (+41.53%)
85aed8a — 2025-11-19 20:26:050.08 (n/a)0.07 (n/a)0.06 (n/a)0.05 (n/a)0.01 (n/a)246.00 (n/a)189.80 (n/a)200.00 (n/a)149.00 (n/a)35.53 (n/a)

matrix_vector_mul_128x128_32_1col

Commit/Date Bandwidth (max)Bandwidth (mean)Bandwidth (median)Bandwidth (min)Bandwidth (stddev)GFLOP/s (max)GFLOP/s (mean)GFLOP/s (median)GFLOP/s (min)GFLOP/s (stddev)Latency (max)Latency (mean)Latency (median)Latency (min)Latency (stddev)
e011fe6 — 2025-11-19 21:36:060.05 (-1.10%)0.04 (-3.78%)0.04 (-6.10%)0.04 (-3.99%)0.00 (+8.17%)0.05 (-1.10%)0.04 (-3.78%)0.04 (-6.10%)0.04 (-3.99%)0.00 (+8.17%)853.00 (+4.15%)761.20 (+4.10%)770.00 (+6.50%)636.00 (+1.11%)71.95 (+12.48%)
85aed8a — 2025-11-19 20:26:050.05 (n/a)0.05 (n/a)0.05 (n/a)0.04 (n/a)0.00 (n/a)0.05 (n/a)0.05 (n/a)0.05 (n/a)0.04 (n/a)0.00 (n/a)819.00 (n/a)731.20 (n/a)723.00 (n/a)629.00 (n/a)63.97 (n/a)

matrix_vector_mul_2048x8192_1_1col

Commit/Date Bandwidth (max)Bandwidth (mean)Bandwidth (median)Bandwidth (min)Bandwidth (stddev)GFLOP/s (max)GFLOP/s (mean)GFLOP/s (median)GFLOP/s (min)GFLOP/s (stddev)Latency (max)Latency (mean)Latency (median)Latency (min)Latency (stddev)
e011fe6 — 2025-11-19 21:36:0611.60 (+3.97%)11.32 (+3.56%)11.38 (+4.13%)10.94 (+2.35%)0.23 (+21.06%)11.59 (+3.97%)11.31 (+3.56%)11.37 (+4.13%)10.93 (+2.35%)0.23 (+21.06%)3070.00 (-2.29%)2967.40 (-3.43%)2951.00 (-3.97%)2894.00 (-3.82%)61.41 (+14.07%)
85aed8a — 2025-11-19 20:26:0511.16 (n/a)10.93 (n/a)10.93 (n/a)10.69 (n/a)0.19 (n/a)11.15 (n/a)10.92 (n/a)10.92 (n/a)10.68 (n/a)0.19 (n/a)3142.00 (n/a)3072.80 (n/a)3073.00 (n/a)3009.00 (n/a)53.84 (n/a)

matrix_vector_mul_2048x8192_1_2col

Commit/Date Bandwidth (max)Bandwidth (mean)Bandwidth (median)Bandwidth (min)Bandwidth (stddev)GFLOP/s (max)GFLOP/s (mean)GFLOP/s (median)GFLOP/s (min)GFLOP/s (stddev)Latency (max)Latency (mean)Latency (median)Latency (min)Latency (stddev)
e011fe6 — 2025-11-19 21:36:0616.27 (-8.10%)15.80 (-4.25%)15.55 (-3.80%)15.44 (+2.53%)0.37 (-62.83%)16.26 (-8.09%)15.79 (-4.25%)15.54 (-3.80%)15.43 (+2.53%)0.37 (-62.83%)2175.00 (-2.47%)2125.60 (+4.11%)2159.00 (+3.95%)2063.00 (+8.81%)49.00 (-60.25%)
85aed8a — 2025-11-19 20:26:0517.71 (n/a)16.50 (n/a)16.17 (n/a)15.06 (n/a)0.99 (n/a)17.70 (n/a)16.49 (n/a)16.16 (n/a)15.05 (n/a)0.99 (n/a)2230.00 (n/a)2041.60 (n/a)2077.00 (n/a)1896.00 (n/a)123.26 (n/a)

matrix_vector_mul_2048x8192_1_4col

Commit/Date Bandwidth (max)Bandwidth (mean)Bandwidth (median)Bandwidth (min)Bandwidth (stddev)GFLOP/s (max)GFLOP/s (mean)GFLOP/s (median)GFLOP/s (min)GFLOP/s (stddev)Latency (max)Latency (mean)Latency (median)Latency (min)Latency (stddev)
e011fe6 — 2025-11-19 21:36:0621.28 (+3.61%)19.13 (+0.15%)18.22 (-2.60%)17.94 (-2.30%)1.34 (+74.86%)21.26 (+3.61%)19.12 (+0.15%)18.21 (-2.60%)17.92 (-2.30%)1.34 (+74.85%)1872.00 (+2.35%)1763.60 (+0.17%)1843.00 (+2.67%)1578.00 (-3.49%)118.63 (+75.08%)
85aed8a — 2025-11-19 20:26:0520.54 (n/a)19.10 (n/a)18.70 (n/a)18.36 (n/a)0.77 (n/a)20.52 (n/a)19.09 (n/a)18.69 (n/a)18.35 (n/a)0.77 (n/a)1829.00 (n/a)1760.60 (n/a)1795.00 (n/a)1635.00 (n/a)67.76 (n/a)

matrix_vector_mul_2048x8192_1_8col

Commit/Date Bandwidth (max)Bandwidth (mean)Bandwidth (median)Bandwidth (min)Bandwidth (stddev)GFLOP/s (max)GFLOP/s (mean)GFLOP/s (median)GFLOP/s (min)GFLOP/s (stddev)Latency (max)Latency (mean)Latency (median)Latency (min)Latency (stddev)
e011fe6 — 2025-11-19 21:36:0619.48 (+5.34%)17.13 (+0.69%)16.13 (-5.14%)15.56 (+0.42%)1.65 (+40.35%)19.46 (+5.34%)17.12 (+0.69%)16.12 (-5.14%)15.55 (+0.42%)1.65 (+40.35%)2158.00 (-0.42%)1978.20 (-0.27%)2081.00 (+5.42%)1724.00 (-5.07%)183.56 (+33.26%)
85aed8a — 2025-11-19 20:26:0518.49 (n/a)17.01 (n/a)17.01 (n/a)15.49 (n/a)1.18 (n/a)18.48 (n/a)17.00 (n/a)17.00 (n/a)15.48 (n/a)1.18 (n/a)2167.00 (n/a)1983.60 (n/a)1974.00 (n/a)1816.00 (n/a)137.74 (n/a)

matrix_vector_mul_8192x2048_4_1col

Commit/Date Bandwidth (max)Bandwidth (mean)Bandwidth (median)Bandwidth (min)Bandwidth (stddev)GFLOP/s (max)GFLOP/s (mean)GFLOP/s (median)GFLOP/s (min)GFLOP/s (stddev)Latency (max)Latency (mean)Latency (median)Latency (min)Latency (stddev)
e011fe6 — 2025-11-19 21:36:0611.04 (+1.81%)10.43 (-1.60%)10.94 (+2.74%)8.58 (-15.73%)0.94 (+318.66%)11.03 (+1.81%)10.42 (-1.60%)10.93 (+2.74%)8.58 (-15.72%)0.93 (+318.61%)3911.00 (+18.66%)3250.20 (+2.52%)3070.00 (-2.66%)3042.00 (-1.78%)333.85 (+389.46%)
85aed8a — 2025-11-19 20:26:0510.84 (n/a)10.60 (n/a)10.65 (n/a)10.19 (n/a)0.22 (n/a)10.83 (n/a)10.59 (n/a)10.64 (n/a)10.18 (n/a)0.22 (n/a)3296.00 (n/a)3170.20 (n/a)3154.00 (n/a)3097.00 (n/a)68.21 (n/a)

matrix_vector_mul_8192x2048_4_2col

Commit/Date Bandwidth (max)Bandwidth (mean)Bandwidth (median)Bandwidth (min)Bandwidth (stddev)GFLOP/s (max)GFLOP/s (mean)GFLOP/s (median)GFLOP/s (min)GFLOP/s (stddev)Latency (max)Latency (mean)Latency (median)Latency (min)Latency (stddev)
e011fe6 — 2025-11-19 21:36:0616.81 (+4.61%)15.80 (+4.19%)16.67 (+4.37%)12.67 (+7.47%)1.58 (-6.07%)16.80 (+4.61%)15.79 (+4.19%)16.66 (+4.37%)12.66 (+7.47%)1.58 (-6.07%)2650.00 (-6.95%)2150.80 (-4.32%)2014.00 (-4.19%)1997.00 (-4.40%)251.64 (-16.13%)
85aed8a — 2025-11-19 20:26:0516.07 (n/a)15.16 (n/a)15.97 (n/a)11.79 (n/a)1.69 (n/a)16.06 (n/a)15.15 (n/a)15.96 (n/a)11.78 (n/a)1.69 (n/a)2848.00 (n/a)2248.00 (n/a)2102.00 (n/a)2089.00 (n/a)300.04 (n/a)

matrix_vector_mul_8192x2048_4_4col

Commit/Date Bandwidth (max)Bandwidth (mean)Bandwidth (median)Bandwidth (min)Bandwidth (stddev)GFLOP/s (max)GFLOP/s (mean)GFLOP/s (median)GFLOP/s (min)GFLOP/s (stddev)Latency (max)Latency (mean)Latency (median)Latency (min)Latency (stddev)
e011fe6 — 2025-11-19 21:36:0621.69 (+5.30%)19.77 (+8.21%)20.40 (+7.11%)16.40 (+8.50%)1.84 (-9.48%)21.68 (+5.30%)19.76 (+8.21%)20.39 (+7.11%)16.39 (+8.50%)1.84 (-9.48%)2047.00 (-7.83%)1714.60 (-7.92%)1646.00 (-6.64%)1548.00 (-5.03%)176.27 (-19.60%)
85aed8a — 2025-11-19 20:26:0520.60 (n/a)18.27 (n/a)19.04 (n/a)15.12 (n/a)2.03 (n/a)20.59 (n/a)18.26 (n/a)19.03 (n/a)15.11 (n/a)2.03 (n/a)2221.00 (n/a)1862.00 (n/a)1763.00 (n/a)1630.00 (n/a)219.24 (n/a)

matrix_vector_mul_8192x2048_4_8col

Commit/Date Bandwidth (max)Bandwidth (mean)Bandwidth (median)Bandwidth (min)Bandwidth (stddev)GFLOP/s (max)GFLOP/s (mean)GFLOP/s (median)GFLOP/s (min)GFLOP/s (stddev)Latency (max)Latency (mean)Latency (median)Latency (min)Latency (stddev)
e011fe6 — 2025-11-19 21:36:0619.33 (+1.15%)17.04 (-2.53%)16.64 (-3.77%)15.54 (-0.93%)1.37 (+15.04%)19.32 (+1.15%)17.03 (-2.53%)16.63 (-3.77%)15.53 (-0.93%)1.37 (+15.03%)2160.00 (+0.93%)1982.60 (+2.75%)2018.00 (+3.91%)1737.00 (-1.14%)153.19 (+14.98%)
85aed8a — 2025-11-19 20:26:0519.11 (n/a)17.48 (n/a)17.29 (n/a)15.69 (n/a)1.19 (n/a)19.10 (n/a)17.47 (n/a)17.28 (n/a)15.68 (n/a)1.19 (n/a)2140.00 (n/a)1929.60 (n/a)1942.00 (n/a)1757.00 (n/a)133.23 (n/a)

mem_copy_16_cores_2_chans_2048_tile_128_False

Commit/Date Bandwidth (max)Bandwidth (mean)Bandwidth (median)Bandwidth (min)Bandwidth (stddev)Latency (max)Latency (mean)Latency (median)Latency (min)Latency (stddev)
e011fe6 — 2025-11-19 21:36:060.05 (-3.85%)0.04 (-7.48%)0.04 (-17.33%)0.03 (+17.03%)0.01 (-33.57%)229.00 (-14.55%)194.20 (+5.20%)202.00 (+20.96%)156.00 (+4.00%)24.61 (-43.06%)
85aed8a — 2025-11-19 20:26:050.05 (n/a)0.04 (n/a)0.05 (n/a)0.03 (n/a)0.01 (n/a)268.00 (n/a)184.60 (n/a)167.00 (n/a)150.00 (n/a)43.22 (n/a)

mem_copy_1_cols_1_channels_2048_tile_2048

Commit/Date Bandwidth (max)Bandwidth (mean)Bandwidth (median)Bandwidth (min)Bandwidth (stddev)Latency (max)Latency (mean)Latency (median)Latency (min)Latency (stddev)
003b49d — 2025-11-14 19:30:540.05 (-16.99%)0.05 (-12.47%)0.05 (-7.32%)0.04 (-11.17%)0.00 (-29.61%)197.00 (+12.57%)171.00 (+13.70%)164.00 (+7.89%)153.00 (+20.47%)17.49 (-4.32%)
0999a9a — 2025-11-13 19:24:080.06 (n/a)0.05 (n/a)0.05 (n/a)0.04 (n/a)0.01 (n/a)175.00 (n/a)150.40 (n/a)152.00 (n/a)127.00 (n/a)18.28 (n/a)

mem_copy_1_cols_2_channels_2048_tile_1024

Commit/Date Bandwidth (max)Bandwidth (mean)Bandwidth (median)Bandwidth (min)Bandwidth (stddev)Latency (max)Latency (mean)Latency (median)Latency (min)Latency (stddev)
003b49d — 2025-11-14 19:30:540.06 (+5.56%)0.05 (-1.59%)0.05 (-1.39%)0.03 (-14.07%)0.01 (+25.03%)263.00 (+16.37%)166.00 (+4.53%)144.00 (+1.41%)126.00 (-5.26%)49.38 (+43.17%)
0999a9a — 2025-11-13 19:24:080.06 (n/a)0.05 (n/a)0.05 (n/a)0.03 (n/a)0.01 (n/a)226.00 (n/a)158.80 (n/a)142.00 (n/a)133.00 (n/a)34.49 (n/a)

mem_copy_1_cores_1_chans_2048_tile_2048_False

Commit/Date Bandwidth (max)Bandwidth (mean)Bandwidth (median)Bandwidth (min)Bandwidth (stddev)Latency (max)Latency (mean)Latency (median)Latency (min)Latency (stddev)
e011fe6 — 2025-11-19 21:36:060.05 (-16.89%)0.05 (-18.68%)0.05 (-14.46%)0.04 (-24.24%)0.00 (+0.37%)198.00 (+32.00%)170.80 (+23.41%)166.00 (+16.90%)148.00 (+20.33%)17.00 (+59.88%)
85aed8a — 2025-11-19 20:26:050.06 (n/a)0.06 (n/a)0.05 (n/a)0.05 (n/a)0.00 (n/a)150.00 (n/a)138.40 (n/a)142.00 (n/a)123.00 (n/a)10.63 (n/a)

mem_copy_2_cols_1_channels_2048_tile_1024

Commit/Date Bandwidth (max)Bandwidth (mean)Bandwidth (median)Bandwidth (min)Bandwidth (stddev)Latency (max)Latency (mean)Latency (median)Latency (min)Latency (stddev)
003b49d — 2025-11-14 19:30:540.06 (-15.32%)0.05 (-17.09%)0.05 (-23.81%)0.04 (-15.54%)0.01 (-18.18%)193.00 (+18.40%)160.80 (+20.36%)168.00 (+31.25%)124.00 (+18.10%)22.92 (+11.39%)
0999a9a — 2025-11-13 19:24:080.07 (n/a)0.06 (n/a)0.06 (n/a)0.05 (n/a)0.01 (n/a)163.00 (n/a)133.60 (n/a)128.00 (n/a)105.00 (n/a)20.58 (n/a)

mem_copy_2_cols_2_channels_2048_tile_512

Commit/Date Bandwidth (max)Bandwidth (mean)Bandwidth (median)Bandwidth (min)Bandwidth (stddev)Latency (max)Latency (mean)Latency (median)Latency (min)Latency (stddev)
003b49d — 2025-11-14 19:30:540.06 (-23.02%)0.05 (-6.98%)0.05 (-2.13%)0.04 (-15.31%)0.01 (-33.29%)196.00 (+18.07%)147.00 (+6.52%)141.00 (+2.17%)126.00 (+29.90%)25.27 (+8.13%)
0999a9a — 2025-11-13 19:24:080.08 (n/a)0.06 (n/a)0.06 (n/a)0.05 (n/a)0.01 (n/a)166.00 (n/a)138.00 (n/a)138.00 (n/a)97.00 (n/a)23.37 (n/a)

mem_copy_2_cores_1_chans_2048_tile_1024_False

Commit/Date Bandwidth (max)Bandwidth (mean)Bandwidth (median)Bandwidth (min)Bandwidth (stddev)Latency (max)Latency (mean)Latency (median)Latency (min)Latency (stddev)
e011fe6 — 2025-11-19 21:36:060.05 (-25.30%)0.04 (-10.62%)0.04 (-17.46%)0.04 (+24.08%)0.00 (-70.83%)191.00 (-19.41%)181.00 (+7.48%)189.00 (+21.15%)166.00 (+33.87%)11.47 (-69.44%)
85aed8a — 2025-11-19 20:26:050.06 (n/a)0.05 (n/a)0.05 (n/a)0.03 (n/a)0.01 (n/a)237.00 (n/a)168.40 (n/a)156.00 (n/a)124.00 (n/a)37.54 (n/a)

mem_copy_2_cores_2_chans_2048_tile_1024_False

Commit/Date Bandwidth (max)Bandwidth (mean)Bandwidth (median)Bandwidth (min)Bandwidth (stddev)Latency (max)Latency (mean)Latency (median)Latency (min)Latency (stddev)
e011fe6 — 2025-11-19 21:36:060.06 (-0.74%)0.05 (+3.01%)0.05 (+12.10%)0.03 (-10.98%)0.01 (+18.26%)246.00 (+12.33%)174.80 (-1.35%)157.00 (-10.80%)136.00 (+0.74%)38.37 (+39.70%)
85aed8a — 2025-11-19 20:26:050.06 (n/a)0.04 (n/a)0.04 (n/a)0.03 (n/a)0.01 (n/a)219.00 (n/a)177.20 (n/a)176.00 (n/a)135.00 (n/a)27.47 (n/a)

mem_copy_4_cols_1_channels_2048_tile_512

Commit/Date Bandwidth (max)Bandwidth (mean)Bandwidth (median)Bandwidth (min)Bandwidth (stddev)Latency (max)Latency (mean)Latency (median)Latency (min)Latency (stddev)
003b49d — 2025-11-14 19:30:540.07 (+11.97%)0.05 (+3.09%)0.05 (+2.10%)0.03 (-11.35%)0.01 (+41.65%)229.00 (+12.81%)156.00 (-0.51%)143.00 (-2.05%)117.00 (-10.69%)38.21 (+48.71%)
0999a9a — 2025-11-13 19:24:080.06 (n/a)0.05 (n/a)0.05 (n/a)0.04 (n/a)0.01 (n/a)203.00 (n/a)156.80 (n/a)146.00 (n/a)131.00 (n/a)25.69 (n/a)

mem_copy_4_cols_2_channels_2048_tile_256

Commit/Date Bandwidth (max)Bandwidth (mean)Bandwidth (median)Bandwidth (min)Bandwidth (stddev)Latency (max)Latency (mean)Latency (median)Latency (min)Latency (stddev)
003b49d — 2025-11-14 19:30:540.06 (+9.02%)0.05 (+5.59%)0.05 (+0.00%)0.04 (+3.63%)0.01 (+25.48%)193.00 (-3.50%)147.40 (-4.66%)147.00 (+0.00%)122.00 (-8.27%)25.24 (+7.48%)
0999a9a — 2025-11-13 19:24:080.06 (n/a)0.05 (n/a)0.05 (n/a)0.04 (n/a)0.01 (n/a)200.00 (n/a)154.60 (n/a)147.00 (n/a)133.00 (n/a)23.48 (n/a)

mem_copy_4_cores_1_chans_2048_tile_512_False

Commit/Date Bandwidth (max)Bandwidth (mean)Bandwidth (median)Bandwidth (min)Bandwidth (stddev)Latency (max)Latency (mean)Latency (median)Latency (min)Latency (stddev)
e011fe6 — 2025-11-19 21:36:060.06 (-4.72%)0.05 (+0.96%)0.05 (+2.76%)0.04 (-14.49%)0.01 (+9.55%)207.00 (+16.95%)152.60 (+0.00%)145.00 (-2.68%)127.00 (+4.96%)28.10 (+38.52%)
85aed8a — 2025-11-19 20:26:050.06 (n/a)0.05 (n/a)0.05 (n/a)0.04 (n/a)0.01 (n/a)177.00 (n/a)152.60 (n/a)149.00 (n/a)121.00 (n/a)20.28 (n/a)

mem_copy_4_cores_2_chans_2048_tile_512_False

Commit/Date Bandwidth (max)Bandwidth (mean)Bandwidth (median)Bandwidth (min)Bandwidth (stddev)Latency (max)Latency (mean)Latency (median)Latency (min)Latency (stddev)
e011fe6 — 2025-11-19 21:36:060.06 (-26.12%)0.05 (-23.18%)0.05 (-14.56%)0.03 (-42.96%)0.01 (-0.15%)270.00 (+75.32%)176.00 (+34.76%)158.00 (+17.04%)134.00 (+35.35%)48.11 (+156.94%)
85aed8a — 2025-11-19 20:26:050.08 (n/a)0.06 (n/a)0.06 (n/a)0.05 (n/a)0.01 (n/a)154.00 (n/a)130.60 (n/a)135.00 (n/a)99.00 (n/a)18.73 (n/a)

mem_copy_8_cols_1_channels_2048_tile_256

Commit/Date Bandwidth (max)Bandwidth (mean)Bandwidth (median)Bandwidth (min)Bandwidth (stddev)Latency (max)Latency (mean)Latency (median)Latency (min)Latency (stddev)
003b49d — 2025-11-14 19:30:540.05 (-13.48%)0.05 (-17.79%)0.05 (-15.33%)0.03 (-25.09%)0.01 (+6.67%)267.00 (+33.50%)176.80 (+24.51%)150.00 (+18.11%)141.00 (+15.57%)47.41 (+61.41%)
0999a9a — 2025-11-13 19:24:080.06 (n/a)0.06 (n/a)0.06 (n/a)0.04 (n/a)0.01 (n/a)200.00 (n/a)142.00 (n/a)127.00 (n/a)122.00 (n/a)29.37 (n/a)

mem_copy_8_cols_2_channels_2048_tile_128

Commit/Date Bandwidth (max)Bandwidth (mean)Bandwidth (median)Bandwidth (min)Bandwidth (stddev)Latency (max)Latency (mean)Latency (median)Latency (min)Latency (stddev)
003b49d — 2025-11-14 19:30:540.05 (+13.38%)0.05 (+23.85%)0.05 (+37.91%)0.05 (+30.72%)0.00 (-56.85%)166.00 (-23.50%)153.40 (-20.60%)153.00 (-27.49%)142.00 (-11.80%)7.63 (-70.60%)
0999a9a — 2025-11-13 19:24:080.05 (n/a)0.04 (n/a)0.04 (n/a)0.04 (n/a)0.01 (n/a)217.00 (n/a)193.20 (n/a)211.00 (n/a)161.00 (n/a)25.96 (n/a)

mem_copy_8_cores_1_chans_2048_tile_256_False

Commit/Date Bandwidth (max)Bandwidth (mean)Bandwidth (median)Bandwidth (min)Bandwidth (stddev)Latency (max)Latency (mean)Latency (median)Latency (min)Latency (stddev)
e011fe6 — 2025-11-19 21:36:060.05 (-15.48%)0.05 (-3.12%)0.05 (-9.26%)0.04 (+43.50%)0.00 (-76.98%)177.00 (-30.31%)165.40 (-2.13%)162.00 (+10.20%)155.00 (+18.32%)8.26 (-81.48%)
85aed8a — 2025-11-19 20:26:050.06 (n/a)0.05 (n/a)0.05 (n/a)0.03 (n/a)0.01 (n/a)254.00 (n/a)169.00 (n/a)147.00 (n/a)131.00 (n/a)44.60 (n/a)

mem_copy_8_cores_2_chans_2048_tile_256_False

Commit/Date Bandwidth (max)Bandwidth (mean)Bandwidth (median)Bandwidth (min)Bandwidth (stddev)Latency (max)Latency (mean)Latency (median)Latency (min)Latency (stddev)
e011fe6 — 2025-11-19 21:36:060.06 (-14.29%)0.05 (-7.29%)0.05 (-5.19%)0.04 (-5.88%)0.00 (-37.41%)170.00 (+6.25%)152.60 (+7.01%)154.00 (+5.48%)133.00 (+16.67%)13.05 (-22.77%)
85aed8a — 2025-11-19 20:26:050.07 (n/a)0.05 (n/a)0.05 (n/a)0.05 (n/a)0.01 (n/a)160.00 (n/a)142.60 (n/a)146.00 (n/a)114.00 (n/a)16.89 (n/a)

mha

Commit/Date Bandwidth (max)Bandwidth (mean)Bandwidth (median)Bandwidth (min)Bandwidth (stddev)GFLOP/s (max)GFLOP/s (mean)GFLOP/s (median)GFLOP/s (min)GFLOP/s (stddev)
e011fe6 — 2025-11-19 21:36:060.09 (-1.19%)0.09 (+0.44%)0.09 (+1.10%)0.09 (+2.11%)0.00 (-65.29%)63.67 (-1.19%)63.33 (+0.44%)63.56 (+1.10%)62.70 (+2.11%)0.37 (-65.29%)
85aed8a — 2025-11-19 20:26:050.09 (n/a)0.09 (n/a)0.09 (n/a)0.08 (n/a)0.00 (n/a)64.44 (n/a)63.05 (n/a)62.86 (n/a)61.40 (n/a)1.08 (n/a)

relu_1_cols_1_channels_2048_tile_2048

Commit/Date Bandwidth (max)Bandwidth (mean)Bandwidth (median)Bandwidth (min)Bandwidth (stddev)Latency (max)Latency (mean)Latency (median)Latency (min)Latency (stddev)
e011fe6 — 2025-11-19 21:36:060.06 (+2.42%)0.05 (-0.50%)0.05 (-5.92%)0.05 (+9.43%)0.00 (-5.72%)159.00 (-8.62%)148.00 (+0.27%)152.00 (+6.29%)124.00 (-2.36%)12.76 (-17.40%)
85aed8a — 2025-11-19 20:26:050.06 (n/a)0.05 (n/a)0.05 (n/a)0.04 (n/a)0.01 (n/a)174.00 (n/a)147.60 (n/a)143.00 (n/a)127.00 (n/a)15.45 (n/a)

relu_2_cols_1_channels_2048_tile_1024

Commit/Date Bandwidth (max)Bandwidth (mean)Bandwidth (median)Bandwidth (min)Bandwidth (stddev)Latency (max)Latency (mean)Latency (median)Latency (min)Latency (stddev)
e011fe6 — 2025-11-19 21:36:060.07 (+0.00%)0.06 (-2.27%)0.06 (-7.52%)0.05 (+51.32%)0.01 (-47.74%)152.00 (-33.91%)134.20 (-3.87%)133.00 (+8.13%)109.00 (+0.00%)15.07 (-66.95%)
85aed8a — 2025-11-19 20:26:050.07 (n/a)0.06 (n/a)0.06 (n/a)0.03 (n/a)0.01 (n/a)230.00 (n/a)139.60 (n/a)123.00 (n/a)109.00 (n/a)45.58 (n/a)

relu_4_cols_1_channels_2048_tile_512

Commit/Date Bandwidth (max)Bandwidth (mean)Bandwidth (median)Bandwidth (min)Bandwidth (stddev)Latency (max)Latency (mean)Latency (median)Latency (min)Latency (stddev)
e011fe6 — 2025-11-19 21:36:060.07 (+4.55%)0.06 (+2.43%)0.06 (+2.46%)0.05 (+16.15%)0.01 (-3.66%)161.00 (-13.90%)133.00 (-3.06%)122.00 (-2.40%)110.00 (-4.35%)20.15 (-21.86%)
85aed8a — 2025-11-19 20:26:050.07 (n/a)0.06 (n/a)0.06 (n/a)0.04 (n/a)0.01 (n/a)187.00 (n/a)137.20 (n/a)125.00 (n/a)115.00 (n/a)25.79 (n/a)

relu_8_cols_1_channels_2048_tile_256

Commit/Date Bandwidth (max)Bandwidth (mean)Bandwidth (median)Bandwidth (min)Bandwidth (stddev)Latency (max)Latency (mean)Latency (median)Latency (min)Latency (stddev)
e011fe6 — 2025-11-19 21:36:060.05 (-10.20%)0.04 (-13.95%)0.04 (-20.22%)0.03 (-26.98%)0.01 (+8.35%)278.00 (+36.95%)188.00 (+18.84%)178.00 (+25.35%)147.00 (+11.36%)46.70 (+72.13%)
85aed8a — 2025-11-19 20:26:050.06 (n/a)0.05 (n/a)0.05 (n/a)0.04 (n/a)0.01 (n/a)203.00 (n/a)158.20 (n/a)142.00 (n/a)132.00 (n/a)27.13 (n/a)

rms_norm_1_cols_1_channels_2048_tile_2048

Commit/Date Bandwidth (max)Bandwidth (mean)Bandwidth (median)Bandwidth (min)Bandwidth (stddev)Latency (max)Latency (mean)Latency (median)Latency (min)Latency (stddev)
e011fe6 — 2025-11-19 21:36:060.10 (+18.10%)0.09 (+20.78%)0.09 (+21.77%)0.08 (+21.32%)0.00 (+10.89%)136.00 (-17.58%)124.80 (-17.24%)124.00 (-17.88%)116.00 (-15.33%)6.88 (-22.36%)
85aed8a — 2025-11-19 20:26:050.08 (n/a)0.08 (n/a)0.08 (n/a)0.07 (n/a)0.00 (n/a)165.00 (n/a)150.80 (n/a)151.00 (n/a)137.00 (n/a)8.86 (n/a)

rms_norm_1_cols_2_channels_2048_tile_1024

Commit/Date Bandwidth (max)Bandwidth (mean)Bandwidth (median)Bandwidth (min)Bandwidth (stddev)Latency (max)Latency (mean)Latency (median)Latency (min)Latency (stddev)
e011fe6 — 2025-11-19 21:36:060.09 (-7.32%)0.08 (+3.30%)0.08 (+12.33%)0.07 (+1.18%)0.01 (-31.90%)170.00 (-1.16%)148.00 (-4.27%)146.00 (-10.98%)123.00 (+7.89%)15.40 (-26.16%)
85aed8a — 2025-11-19 20:26:050.10 (n/a)0.08 (n/a)0.07 (n/a)0.07 (n/a)0.01 (n/a)172.00 (n/a)154.60 (n/a)164.00 (n/a)114.00 (n/a)20.86 (n/a)

rms_norm_2_cols_1_channels_2048_tile_1024

Commit/Date Bandwidth (max)Bandwidth (mean)Bandwidth (median)Bandwidth (min)Bandwidth (stddev)Latency (max)Latency (mean)Latency (median)Latency (min)Latency (stddev)
e011fe6 — 2025-11-19 21:36:060.09 (+0.00%)0.08 (-0.21%)0.08 (+6.67%)0.05 (-28.29%)0.02 (+53.09%)251.00 (+39.44%)156.20 (+5.26%)135.00 (-6.25%)122.00 (+0.00%)48.36 (+119.05%)
85aed8a — 2025-11-19 20:26:050.09 (n/a)0.08 (n/a)0.08 (n/a)0.06 (n/a)0.01 (n/a)180.00 (n/a)148.40 (n/a)144.00 (n/a)122.00 (n/a)22.08 (n/a)

rms_norm_2_cols_2_channels_2048_tile_512

Commit/Date Bandwidth (max)Bandwidth (mean)Bandwidth (median)Bandwidth (min)Bandwidth (stddev)Latency (max)Latency (mean)Latency (median)Latency (min)Latency (stddev)
e011fe6 — 2025-11-19 21:36:060.08 (-5.88%)0.08 (+9.21%)0.08 (+16.44%)0.07 (+14.11%)0.01 (-48.78%)163.00 (-12.37%)146.80 (-9.61%)146.00 (-14.12%)136.00 (+6.25%)9.74 (-51.82%)
85aed8a — 2025-11-19 20:26:050.09 (n/a)0.07 (n/a)0.07 (n/a)0.06 (n/a)0.01 (n/a)186.00 (n/a)162.40 (n/a)170.00 (n/a)128.00 (n/a)20.22 (n/a)

rms_norm_4_cols_1_channels_2048_tile_512

Commit/Date Bandwidth (max)Bandwidth (mean)Bandwidth (median)Bandwidth (min)Bandwidth (stddev)Latency (max)Latency (mean)Latency (median)Latency (min)Latency (stddev)
e011fe6 — 2025-11-19 21:36:060.09 (-2.40%)0.07 (-22.70%)0.07 (-21.97%)0.04 (-48.62%)0.02 (+199.57%)290.00 (+94.63%)187.80 (+38.70%)173.00 (+28.15%)125.00 (+2.46%)55.01 (+523.51%)
85aed8a — 2025-11-19 20:26:050.09 (n/a)0.08 (n/a)0.08 (n/a)0.08 (n/a)0.01 (n/a)149.00 (n/a)135.40 (n/a)135.00 (n/a)122.00 (n/a)8.82 (n/a)

rms_norm_4_cols_2_channels_2048_tile_256

Commit/Date Bandwidth (max)Bandwidth (mean)Bandwidth (median)Bandwidth (min)Bandwidth (stddev)Latency (max)Latency (mean)Latency (median)Latency (min)Latency (stddev)
e011fe6 — 2025-11-19 21:36:060.09 (+9.23%)0.07 (+0.87%)0.07 (-4.40%)0.07 (+2.40%)0.01 (+22.39%)167.00 (-2.34%)154.60 (-0.64%)159.00 (+4.61%)130.00 (-8.45%)13.81 (+9.07%)
85aed8a — 2025-11-19 20:26:050.08 (n/a)0.07 (n/a)0.08 (n/a)0.07 (n/a)0.01 (n/a)171.00 (n/a)155.60 (n/a)152.00 (n/a)142.00 (n/a)12.66 (n/a)

rms_norm_8_cols_1_channels_2048_tile_256

Commit/Date Bandwidth (max)Bandwidth (mean)Bandwidth (median)Bandwidth (min)Bandwidth (stddev)Latency (max)Latency (mean)Latency (median)Latency (min)Latency (stddev)
e011fe6 — 2025-11-19 21:36:060.06 (-31.09%)0.05 (-25.59%)0.06 (-18.36%)0.04 (-37.77%)0.01 (-9.43%)323.00 (+60.70%)227.40 (+36.82%)207.00 (+22.49%)193.00 (+45.11%)48.91 (+115.64%)
85aed8a — 2025-11-19 20:26:050.09 (n/a)0.07 (n/a)0.07 (n/a)0.06 (n/a)0.01 (n/a)201.00 (n/a)166.20 (n/a)169.00 (n/a)133.00 (n/a)22.68 (n/a)

rms_norm_8_cols_2_channels_2048_tile_128

Commit/Date Bandwidth (max)Bandwidth (mean)Bandwidth (median)Bandwidth (min)Bandwidth (stddev)Latency (max)Latency (mean)Latency (median)Latency (min)Latency (stddev)
e011fe6 — 2025-11-19 21:36:060.05 (-36.92%)0.04 (-34.77%)0.05 (-27.47%)0.03 (-47.35%)0.01 (+3.20%)359.00 (+89.95%)266.60 (+57.94%)233.00 (+37.87%)214.00 (+58.52%)58.25 (+208.31%)
85aed8a — 2025-11-19 20:26:050.08 (n/a)0.07 (n/a)0.07 (n/a)0.06 (n/a)0.01 (n/a)189.00 (n/a)168.80 (n/a)169.00 (n/a)135.00 (n/a)18.89 (n/a)

rope_1_cols_2_channels_4096_tile_4096_0

Commit/Date Bandwidth (max)Bandwidth (mean)Bandwidth (median)Bandwidth (min)Bandwidth (stddev)Latency (max)Latency (mean)Latency (median)Latency (min)Latency (stddev)
e011fe6 — 2025-11-19 21:36:060.14 (-6.92%)0.14 (+0.18%)0.14 (-4.85%)0.12 (+10.33%)0.01 (-57.79%)184.00 (-9.36%)167.20 (-1.53%)165.00 (+5.10%)159.00 (+7.43%)9.22 (-58.80%)
85aed8a — 2025-11-19 20:26:050.15 (n/a)0.14 (n/a)0.15 (n/a)0.11 (n/a)0.02 (n/a)203.00 (n/a)169.80 (n/a)157.00 (n/a)148.00 (n/a)22.37 (n/a)

rope_2_cols_2_channels_4096_tile_2048_0

Commit/Date Bandwidth (max)Bandwidth (mean)Bandwidth (median)Bandwidth (min)Bandwidth (stddev)Latency (max)Latency (mean)Latency (median)Latency (min)Latency (stddev)
e011fe6 — 2025-11-19 21:36:060.15 (-20.92%)0.13 (-16.34%)0.13 (-9.14%)0.09 (-26.86%)0.02 (-14.65%)242.00 (+36.72%)187.00 (+20.18%)175.00 (+10.06%)153.00 (+26.45%)30.15 (+53.27%)
85aed8a — 2025-11-19 20:26:050.19 (n/a)0.15 (n/a)0.14 (n/a)0.13 (n/a)0.02 (n/a)177.00 (n/a)155.60 (n/a)159.00 (n/a)121.00 (n/a)19.67 (n/a)

rope_4_cols_2_channels_4096_tile_1024_0

Commit/Date Bandwidth (max)Bandwidth (mean)Bandwidth (median)Bandwidth (min)Bandwidth (stddev)Latency (max)Latency (mean)Latency (median)Latency (min)Latency (stddev)
e011fe6 — 2025-11-19 21:36:060.17 (+2.17%)0.13 (-14.52%)0.15 (-1.95%)0.08 (-36.75%)0.03 (+181.24%)283.00 (+58.10%)193.00 (+25.81%)154.00 (+1.99%)138.00 (-2.13%)57.19 (+328.35%)
85aed8a — 2025-11-19 20:26:050.16 (n/a)0.15 (n/a)0.15 (n/a)0.13 (n/a)0.01 (n/a)179.00 (n/a)153.40 (n/a)151.00 (n/a)141.00 (n/a)13.35 (n/a)

rope_8_cols_2_channels_4096_tile_512_0

Commit/Date Bandwidth (max)Bandwidth (mean)Bandwidth (median)Bandwidth (min)Bandwidth (stddev)Latency (max)Latency (mean)Latency (median)Latency (min)Latency (stddev)
e011fe6 — 2025-11-19 21:36:060.16 (-16.31%)0.14 (-4.12%)0.14 (+2.53%)0.10 (-13.06%)0.02 (-16.96%)222.00 (+15.03%)165.40 (+4.29%)158.00 (-2.47%)141.00 (+19.49%)29.40 (+19.11%)
85aed8a — 2025-11-19 20:26:050.19 (n/a)0.15 (n/a)0.14 (n/a)0.12 (n/a)0.03 (n/a)193.00 (n/a)158.60 (n/a)162.00 (n/a)118.00 (n/a)24.69 (n/a)

silu_1_cols_1_channels_2048_tile_2048

Commit/Date Bandwidth (max)Bandwidth (mean)Bandwidth (median)Bandwidth (min)Bandwidth (stddev)Latency (max)Latency (mean)Latency (median)Latency (min)Latency (stddev)
e011fe6 — 2025-11-19 21:36:060.04 (-34.88%)0.04 (-29.13%)0.04 (-31.32%)0.04 (-20.00%)0.00 (-63.53%)215.00 (+25.00%)187.40 (+38.81%)182.00 (+45.60%)172.00 (+53.57%)14.72 (-29.93%)
85aed8a — 2025-11-19 20:26:050.07 (n/a)0.06 (n/a)0.06 (n/a)0.04 (n/a)0.01 (n/a)172.00 (n/a)135.00 (n/a)125.00 (n/a)112.00 (n/a)21.00 (n/a)

silu_2_cols_1_channels_2048_tile_1024

Commit/Date Bandwidth (max)Bandwidth (mean)Bandwidth (median)Bandwidth (min)Bandwidth (stddev)Latency (max)Latency (mean)Latency (median)Latency (min)Latency (stddev)
e011fe6 — 2025-11-19 21:36:060.05 (-20.57%)0.04 (-22.21%)0.04 (-22.22%)0.04 (-22.44%)0.01 (-12.43%)205.00 (+28.93%)173.80 (+28.93%)171.00 (+28.57%)141.00 (+25.89%)21.29 (+41.83%)
85aed8a — 2025-11-19 20:26:050.07 (n/a)0.06 (n/a)0.06 (n/a)0.05 (n/a)0.01 (n/a)159.00 (n/a)134.80 (n/a)133.00 (n/a)112.00 (n/a)15.01 (n/a)

silu_4_cols_1_channels_2048_tile_512

Commit/Date Bandwidth (max)Bandwidth (mean)Bandwidth (median)Bandwidth (min)Bandwidth (stddev)Latency (max)Latency (mean)Latency (median)Latency (min)Latency (stddev)
e011fe6 — 2025-11-19 21:36:060.06 (+4.24%)0.05 (-8.17%)0.05 (-10.39%)0.03 (-19.15%)0.01 (+74.48%)235.00 (+23.68%)166.60 (+14.58%)154.00 (+11.59%)118.00 (-4.07%)45.66 (+96.31%)
85aed8a — 2025-11-19 20:26:050.06 (n/a)0.05 (n/a)0.06 (n/a)0.04 (n/a)0.01 (n/a)190.00 (n/a)145.40 (n/a)138.00 (n/a)123.00 (n/a)23.26 (n/a)

silu_8_cols_1_channels_2048_tile_256

Commit/Date Bandwidth (max)Bandwidth (mean)Bandwidth (median)Bandwidth (min)Bandwidth (stddev)Latency (max)Latency (mean)Latency (median)Latency (min)Latency (stddev)
e011fe6 — 2025-11-19 21:36:060.06 (-8.46%)0.05 (-11.99%)0.04 (-19.19%)0.04 (+24.32%)0.01 (-37.28%)185.00 (-19.57%)168.00 (+9.80%)172.00 (+23.74%)130.00 (+9.24%)20.19 (-48.64%)
85aed8a — 2025-11-19 20:26:050.06 (n/a)0.05 (n/a)0.05 (n/a)0.03 (n/a)0.01 (n/a)230.00 (n/a)153.00 (n/a)139.00 (n/a)119.00 (n/a)39.31 (n/a)

softmax_1_cols_2_channels_4096_tile_2048

Commit/Date Bandwidth (max)Bandwidth (mean)Bandwidth (median)Bandwidth (min)Bandwidth (stddev)Latency (max)Latency (mean)Latency (median)Latency (min)Latency (stddev)
e011fe6 — 2025-11-19 21:36:060.17 (-0.75%)0.12 (-7.69%)0.13 (-7.10%)0.08 (-6.57%)0.03 (-9.41%)274.00 (+7.03%)199.40 (+7.67%)183.00 (+7.65%)134.00 (+0.75%)51.65 (+1.78%)
85aed8a — 2025-11-19 20:26:050.17 (n/a)0.13 (n/a)0.13 (n/a)0.09 (n/a)0.03 (n/a)256.00 (n/a)185.20 (n/a)170.00 (n/a)133.00 (n/a)50.74 (n/a)

softmax_2_cols_2_channels_4096_tile_1024

Commit/Date Bandwidth (max)Bandwidth (mean)Bandwidth (median)Bandwidth (min)Bandwidth (stddev)Latency (max)Latency (mean)Latency (median)Latency (min)Latency (stddev)
e011fe6 — 2025-11-19 21:36:060.17 (-11.36%)0.13 (-18.05%)0.15 (-7.01%)0.07 (-34.20%)0.04 (+34.73%)307.00 (+51.98%)198.60 (+31.00%)157.00 (+7.53%)132.00 (+12.82%)68.15 (+130.64%)
85aed8a — 2025-11-19 20:26:050.20 (n/a)0.16 (n/a)0.16 (n/a)0.11 (n/a)0.03 (n/a)202.00 (n/a)151.60 (n/a)146.00 (n/a)117.00 (n/a)29.55 (n/a)

softmax_2_cols_2_channels_4096_tile_512

Commit/Date Bandwidth (max)Bandwidth (mean)Bandwidth (median)Bandwidth (min)Bandwidth (stddev)Latency (max)Latency (mean)Latency (median)Latency (min)Latency (stddev)
e011fe6 — 2025-11-19 21:36:060.15 (-12.67%)0.13 (-13.65%)0.14 (-9.15%)0.10 (-17.32%)0.02 (-9.23%)231.00 (+20.94%)178.00 (+16.19%)164.00 (+10.07%)150.00 (+14.50%)28.26 (+29.85%)
85aed8a — 2025-11-19 20:26:050.17 (n/a)0.15 (n/a)0.15 (n/a)0.12 (n/a)0.02 (n/a)191.00 (n/a)153.20 (n/a)149.00 (n/a)131.00 (n/a)21.77 (n/a)

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transpose_2048_M_64_N_1_cols_1_channels_64_m_64_n_8_s

Commit/Date Bandwidth (max)Bandwidth (mean)Bandwidth (median)Bandwidth (min)Bandwidth (stddev)Latency (max)Latency (mean)Latency (median)Latency (min)Latency (stddev)
e011fe6 — 2025-11-19 21:36:063.11 (-3.18%)2.37 (-14.20%)2.10 (-34.33%)1.76 (-5.78%)0.55 (-2.41%)277.00 (+6.13%)217.40 (+16.88%)233.00 (+52.29%)157.00 (+3.29%)47.80 (+8.52%)
85aed8a — 2025-11-19 20:26:053.21 (n/a)2.76 (n/a)3.19 (n/a)1.87 (n/a)0.56 (n/a)261.00 (n/a)186.00 (n/a)153.00 (n/a)152.00 (n/a)44.05 (n/a)

transpose_2048_M_64_N_1_cols_2_channels_64_m_64_n_8_s

Commit/Date Bandwidth (max)Bandwidth (mean)Bandwidth (median)Bandwidth (min)Bandwidth (stddev)Latency (max)Latency (mean)Latency (median)Latency (min)Latency (stddev)
e011fe6 — 2025-11-19 21:36:063.94 (+8.87%)2.97 (-8.89%)2.77 (-21.59%)2.43 (+0.00%)0.57 (+24.54%)201.00 (+0.00%)170.40 (+10.94%)176.00 (+27.54%)124.00 (-8.15%)29.91 (+18.03%)
85aed8a — 2025-11-19 20:26:053.62 (n/a)3.25 (n/a)3.54 (n/a)2.43 (n/a)0.46 (n/a)201.00 (n/a)153.60 (n/a)138.00 (n/a)135.00 (n/a)25.34 (n/a)

weighted_rms_norm_1_cols_2_channels_2048_weights_2048

Commit/Date Bandwidth (max)Bandwidth (mean)Bandwidth (median)Bandwidth (min)Bandwidth (stddev)Latency (max)Latency (mean)Latency (median)Latency (min)Latency (stddev)
e011fe6 — 2025-11-19 21:36:060.08 (-8.28%)0.07 (-3.53%)0.07 (-4.07%)0.06 (+9.80%)0.01 (-34.91%)204.00 (-8.93%)174.00 (+1.87%)172.00 (+4.24%)145.00 (+9.02%)19.44 (-36.43%)
85aed8a — 2025-11-19 20:26:050.09 (n/a)0.07 (n/a)0.07 (n/a)0.05 (n/a)0.01 (n/a)224.00 (n/a)170.80 (n/a)165.00 (n/a)133.00 (n/a)30.58 (n/a)

weighted_rms_norm_2_cols_2_channels_2048_weights_1024

Commit/Date Bandwidth (max)Bandwidth (mean)Bandwidth (median)Bandwidth (min)Bandwidth (stddev)Latency (max)Latency (mean)Latency (median)Latency (min)Latency (stddev)
e011fe6 — 2025-11-19 21:36:060.08 (-17.24%)0.07 (-21.91%)0.07 (-26.63%)0.04 (-23.33%)0.01 (-14.77%)270.00 (+30.43%)181.20 (+28.88%)169.00 (+36.29%)145.00 (+20.83%)45.44 (+36.34%)
85aed8a — 2025-11-19 20:26:050.10 (n/a)0.08 (n/a)0.09 (n/a)0.06 (n/a)0.01 (n/a)207.00 (n/a)140.60 (n/a)124.00 (n/a)120.00 (n/a)33.33 (n/a)

weighted_rms_norm_4_cols_2_channels_2048_weights_512

Commit/Date Bandwidth (max)Bandwidth (mean)Bandwidth (median)Bandwidth (min)Bandwidth (stddev)Latency (max)Latency (mean)Latency (median)Latency (min)Latency (stddev)
e011fe6 — 2025-11-19 21:36:060.08 (-25.68%)0.07 (-18.93%)0.07 (-8.44%)0.04 (-37.45%)0.01 (+11.37%)259.00 (+59.88%)175.60 (+26.88%)154.00 (+9.22%)148.00 (+34.55%)42.15 (+150.69%)
85aed8a — 2025-11-19 20:26:050.10 (n/a)0.08 (n/a)0.08 (n/a)0.07 (n/a)0.01 (n/a)162.00 (n/a)138.40 (n/a)141.00 (n/a)110.00 (n/a)16.81 (n/a)

weighted_rms_norm_8_cols_2_channels_2048_weights_256

Commit/Date Bandwidth (max)Bandwidth (mean)Bandwidth (median)Bandwidth (min)Bandwidth (stddev)Latency (max)Latency (mean)Latency (median)Latency (min)Latency (stddev)
e011fe6 — 2025-11-19 21:36:060.06 (-36.60%)0.05 (-33.64%)0.05 (-31.90%)0.03 (-36.66%)0.01 (-25.26%)341.00 (+57.87%)251.80 (+52.61%)232.00 (+46.84%)194.00 (+57.72%)55.91 (+83.17%)
85aed8a — 2025-11-19 20:26:050.09 (n/a)0.07 (n/a)0.07 (n/a)0.05 (n/a)0.01 (n/a)216.00 (n/a)165.00 (n/a)158.00 (n/a)123.00 (n/a)30.52 (n/a)

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andrej commented Nov 19, 2025

@hunhoffe should we still do this temporarily or close the PR?

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hunhoffe commented Nov 19, 2025

I'd say hold off on making changing since other changes are coming down the pipeline. However, since this is done, if you want to merge it for now I'm ok with that too!

@hunhoffe hunhoffe self-requested a review November 19, 2025 22:13
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hunhoffe approved these changes Nov 19, 2025
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As I said in the previous comment, I do not have strong feelings for whether this is merged or not. I am approving so @andrej can choose :)

@andrej andrej marked this pull request as draft November 20, 2025 14:01
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hunhoffe commented Dec 4, 2025 •
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Progress on this is upstream: llvm/eudsl#263

What I think needs to happen:

Of note, this requires a modern version of pip, but from what I understand, we already update pip as part of the normal install process.

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hunhoffe commented Jan 23, 2026

Resolved by #68

@hunhoffe hunhoffe closed this Jan 23, 2026
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@andrej @hunhoffe @jgmelber