Current public-API MWEs and paired confirmation are in followup_12x.md. This historical observation inventory is screening evidence only; the follow-up report distinguishes confirmed new Issues, existing open owners, scope-ineligible trace paths and inconclusive results.
5cf78c7ec0ad9516dd78bab546d5e7bd42fa3102; Ryzen 9 9955HX; Linux MKL devcontainer; unpinned 1T/4T.b3f47296244ff7b7c55ac0a75f782cb0835418c1 (#2026). That revision removes the optional tenferro-cpu-tprims crate expected by this harness; latest-main compatibility is not established by these results. PR CI validates the measured compatible revision above.data/results/amd-cpu/cpu/slow_analysis/20261008_review/slow-observations.csv.These are current-host cross-implementation comparisons, not revision regressions. Inputs/setup/session entry/priming/cleanup are untimed; intrinsic output allocation is timed and outputs retained. Four balanced paired rounds follow same-build A/A. Immutable declarations precede the PyTorch samples. Rust/PyTorch use MKL family, with independently recorded vendor versions. Logical fixtures and requested outputs match; native layouts are preserved. The matched reshape control returns the same compact column-major [8192,4096] values.
| Operation | Threads | Rust ms | PyTorch ms | Paired ratio | Verdict / disposition | Issue |
|---|---|---|---|---|---|---|
| ifft | 1 | 4.931 | 9.485 | 0.519x | NO_MATERIAL_GAP | No focused issue filed |
| ifft | 4 | 4.921 | 4.056 | 1.212x | Borderline constant-input result; mixed round direction, not used for issue filing | No focused issue filed |
| diagonal | 1 | 30.319 | 40.825 | 0.741x | NO_MATERIAL_GAP | #1001 (CLOSED) |
| diagonal | 4 | 30.872 | 13.763 | 2.236x | CONFIRMED_SLOWER | #1001 (CLOSED) |
| triangular | 1 | 36.913 | 35.722 | 1.031x | NO_MATERIAL_GAP | #2028 (OPEN) |
| triangular | 4 | 15.384 | 12.554 | 1.249x | CONFIRMED_SLOWER | #2028 (OPEN) |
| lstsq | 1 | 19.007 | 9.759 | 1.948x | CONFIRMED_SLOWER | #2027 (OPEN) |
| lstsq | 4 | 7.984 | 4.399 | 1.838x | CONFIRMED_SLOWER | #2027 (OPEN) |
| ifft-pattern | 1 | 4.923 | 9.342 | 0.526x | NO_MATERIAL_GAP | No focused issue filed |
| ifft-pattern | 4 | 4.905 | 5.195 | 0.943x | NO_MATERIAL_GAP | No focused issue filed |
| cast | 1 | 34.362 | 33.459 | 1.033x | NO_MATERIAL_GAP | No focused issue filed |
| cast | 4 | 13.290 | 12.707 | 1.046x | NO_MATERIAL_GAP | No focused issue filed |
| reshape | 1 | 69.561 | 62.364 | 1.114x | NO_MATERIAL_GAP | #2029 (OPEN) |
| reshape | 4 | 69.824 | 21.052 | 3.317x | CONFIRMED_SLOWER | #2029 (OPEN) |
| softmax | 1 | 0.200 | 0.049 | 4.088x | CONFIRMED_SLOWER | #2031 (OPEN) |
| softmax | 4 | 0.200 | 0.025 | 7.905x | CONFIRMED_SLOWER | #2031 (OPEN) |
| gelu | 1 | 1.065 | 0.081 | 13.108x | CONFIRMED_SLOWER | #2030 (OPEN) |
| gelu | 4 | 0.624 | 0.044 | 14.415x | CONFIRMED_SLOWER | #2030 (OPEN) |
Raw declarations, A/A and paired sample JSON live in data/results/amd-cpu/cpu/slow_analysis/20261008_{issues,extended,reshape_matched,activation_softmax,gelu_10ms,gelu_shape_matched}/. The earlier extended reshape measurement had a different logical output shape; the matched-output run supersedes it. The original eager FFT/direct session-inclusive data are not used to establish operation gaps. Initial 2 ms GELU comparisons failed the declared noise gate; the final 10 ms logical-shape-matched rerun passed the same gate and supersedes those ratios and the earlier flattened-reference control. Feature/API-request IDs alone are not focused performance owners. Large IFFT and cast did not reproduce the original large ratios; no issue is filed from those observations.
excluded: timed session entry: source inspection found public-API generic direct wrappers or eager entry inside the measured closure. Do not interpret these as operation-performance evidence; the standalone borrowed-session MWE is the replacement where available.short isolated-clock diagnostic: the source samples one call per interval. Standard short-operation claims require batched intervals; these rows are candidates for reproduction, not confirmed throughput gaps.cpu/perf_issues PyTorch sampling grew the retention list inside timing. The runner now preallocates it; historical ratios are screening observations, and only the separately confirmed MWEs establish the reported gaps.cpu/small_work currently contains no external comparator in its recorded raw rows, so it cannot establish a cross-implementation slowdown here. Unsupported/failed/missing rows are never assigned performance ratios.Each row below is the largest observed ratio in that operation/path group. CSV retains every dtype, shape, thread count and external comparator; ratios are descriptive observations until the evidence column says otherwise.
| Suite | Operation / path | Worst observed ratio | Case | Reference | Issue matches | Evidence |
|---|---|---|---|---|---|---|
| cpu/view_metadata | reshape_view / tenferro-direct |
53.857x | f64, t1, 33554432 -> 8192x4096 | julia-base | #1719 #1917; #1719:CLOSED #1917:CLOSED; historical cluster; #1917 is related host metadata | sub-500ns absolute difference; metadata-only |
| cpu/perf_issues | activation_gelu_f32_eager-single-call_1024x64 / eager-single-call |
44.496x | f32, t4, {'op': 'gelu', 'rows': 1024, 'cols': 64, 'kind': 'activation', 'arm': 'eager-single-call', 'dtype': 'f32'} | pytorch-cpu | #1975 #2030; #1975:CLOSED #2030:OPEN; API feature request plus confirmed focused performance issue #2030 | screening only: original PyTorch retention-list growth timed |
| cpu/view_metadata | slice_view / tenferro-direct |
37.750x | f64, t1, 4194304 -> 2096128 | julia-base | #1719 #1917; #1719:CLOSED #1917:CLOSED; historical cluster; #1917 is related host metadata | sub-500ns absolute difference; metadata-only |
| cpu/view_metadata | transpose_view / tenferro-direct |
34.857x | f64, t1, 4096x4096 | julia-base | #1719 #1917; #1719:CLOSED #1917:CLOSED; historical cluster; #1917 is related host metadata | sub-500ns absolute difference; metadata-only |
| cpu/perf_issues | conj_dot_f64_dot-general-rank1_len100 / dot-general-rank1 |
28.978x | f64, t1, {'len': 100, 'kind': 'rank1_dot', 'arm': 'dot-general-rank1', 'dtype': 'f64'} | rust-loop | #1615; #1615:OPEN; explicit workload issue IDs | unconfirmed observation |
| cpu/perf_issues | log_softmax_f32_eager-single-call_len64_b8 / eager-single-call |
24.220x | f32, t4, {'op': 'log_softmax', 'len': 64, 'batch': 8, 'axis': 0, 'kind': 'softmax', 'arm': 'eager-single-call', 'dtype': 'f32'} | pytorch-cpu | #1976; #1976:OPEN; API feature request; #2021 is related concrete-session materialization | screening only: original PyTorch retention-list growth timed |
| cpu/perf_issues | softmax_f32_eager-single-call_len64_b8 / eager-single-call |
21.229x | f32, t4, {'op': 'softmax', 'len': 64, 'batch': 8, 'axis': 0, 'kind': 'softmax', 'arm': 'eager-single-call', 'dtype': 'f32'} | pytorch-cpu | #1976 #2031; #1976:OPEN #2031:OPEN; API feature request plus confirmed focused performance issue #2031 | screening only: original PyTorch retention-list growth timed |
| cpu/perf_issues | activation_sigmoid_f32_eager-single-call_1024x64 / eager-single-call |
18.482x | f32, t4, {'op': 'sigmoid', 'rows': 1024, 'cols': 64, 'kind': 'activation', 'arm': 'eager-single-call', 'dtype': 'f32'} | pytorch-cpu | #1975; #1975:CLOSED; API feature request; no focused performance owner verified | screening only: original PyTorch retention-list growth timed |
| cpu/perf_issues | activation_erf_f32_eager-single-call_1024x64 / eager-single-call |
18.061x | f32, t4, {'op': 'erf', 'rows': 1024, 'cols': 64, 'kind': 'activation', 'arm': 'eager-single-call', 'dtype': 'f32'} | pytorch-cpu | #1975; #1975:CLOSED; API feature request; no focused performance owner verified | screening only: original PyTorch retention-list growth timed |
| cpu/perf_issues | activation_gelu_tanh_f32_eager-single-call_1024x64 / eager-single-call |
17.501x | f32, t4, {'op': 'gelu_tanh', 'rows': 1024, 'cols': 64, 'kind': 'activation', 'arm': 'eager-single-call', 'dtype': 'f32'} | pytorch-cpu | #1975; #1975:CLOSED; API feature request; no focused performance owner verified | screening only: original PyTorch retention-list growth timed |
| cpu/perf_issues | activation_silu_f32_eager-single-call_1024x64 / eager-single-call |
16.754x | f32, t4, {'op': 'silu', 'rows': 1024, 'cols': 64, 'kind': 'activation', 'arm': 'eager-single-call', 'dtype': 'f32'} | pytorch-cpu | #1975; #1975:CLOSED; API feature request; no focused performance owner verified | screening only: original PyTorch retention-list growth timed |
| cpu/perf_issues | layer_norm_f32_eager-composed_d1024_len8_b8 / eager-composed |
14.779x | f32, t4, {'norm': 'layer_norm', 'd': 1024, 'len': 8, 'batch': 8, 'kind': 'composed_norm', 'arm': 'eager-composed', 'dtype': 'f32'} | pytorch-cpu | #2006; #2006:OPEN; explicit workload issue IDs | screening only: original PyTorch retention-list growth timed |
| batched | grad_sum_batched_matmul_backward / tenferro-trace |
14.032x | f64, t1, 2x2xbatch1024 (native batch layout) | jax-cpu | #1328 #1803; #1328:CLOSED #1803:OPEN; AD cluster; #1803 primarily eager | unconfirmed observation |
| cpu/perf_issues | layer_norm_f32_eager-composed_d1024_len8_b1 / eager-composed |
13.867x | f32, t4, {'norm': 'layer_norm', 'd': 1024, 'len': 8, 'batch': 1, 'kind': 'composed_norm', 'arm': 'eager-composed', 'dtype': 'f32'} | pytorch-cpu | #2006; #2006:OPEN; explicit workload issue IDs | screening only: original PyTorch retention-list growth timed |
| cpu/perf_issues | conj_dot_c64_dot-general-rank1_len100 / dot-general-rank1 |
13.597x | c64, t1, {'len': 100, 'kind': 'rank1_dot', 'arm': 'dot-general-rank1', 'dtype': 'c64'} | rust-loop | #1615; #1615:OPEN; explicit workload issue IDs | unconfirmed observation |
| cpu/perf_issues | layer_norm_f32_eager-composed_d1024_len64_b1 / eager-composed |
13.293x | f32, t4, {'norm': 'layer_norm', 'd': 1024, 'len': 64, 'batch': 1, 'kind': 'composed_norm', 'arm': 'eager-composed', 'dtype': 'f32'} | pytorch-cpu | #2006; #2006:OPEN; explicit workload issue IDs | screening only: original PyTorch retention-list growth timed |
| cpu/indexing_layout | dynamic_slice / tenferro-trace |
12.141x | f64, t4, 4194304 -> 2097152 | pytorch-cpu | #1482 #1719 #1512; #1482:CLOSED #1719:CLOSED #1512:CLOSED; historical indexing cluster | unconfirmed observation |
| cpu/perf_issues | layer_norm_f32_eager-composed_d1024_len64_b8 / eager-composed |
11.526x | f32, t4, {'norm': 'layer_norm', 'd': 1024, 'len': 64, 'batch': 8, 'kind': 'composed_norm', 'arm': 'eager-composed', 'dtype': 'f32'} | pytorch-cpu | #2006; #2006:OPEN; explicit workload issue IDs | screening only: original PyTorch retention-list growth timed |
| cpu/complex | norm_fro / tenferro-direct |
11.355x | c64, t4, 2048x1536 | jax-cpu | #1505; #1505:CLOSED; focused historical | unconfirmed observation |
| small | grad_sum_qr_vjp / tenferro-trace |
8.232x | f64, t1, 8x8 | jax-cpu | #1328 #1803; #1328:CLOSED #1803:OPEN; AD cluster; #1803 primarily eager | unconfirmed observation |
| small | grad_sum_qr_jvp / tenferro-trace |
7.709x | f64, t1, 2x2 | jax-cpu | #1328 #1803; #1328:CLOSED #1803:OPEN; AD cluster; #1803 primarily eager | unconfirmed observation |
| cpu/perf_issues | activation_softplus_f32_eager-single-call_1024x64 / eager-single-call |
7.469x | f32, t4, {'op': 'softplus', 'rows': 1024, 'cols': 64, 'kind': 'activation', 'arm': 'eager-single-call', 'dtype': 'f32'} | pytorch-cpu | #1975; #1975:CLOSED; API feature request; no focused performance owner verified | screening only: original PyTorch retention-list growth timed |
| cpu/indexing_layout | reverse / tenferro-trace |
7.402x | f64, t4, 2097152 | pytorch-cpu | #1482 #1719 #1512; #1482:CLOSED #1719:CLOSED #1512:CLOSED; historical indexing cluster | unconfirmed observation |
| cpu/linalg_batch_families | batched_eigh / tenferro-trace |
7.242x | f64, t4, 1x128x128 | pytorch-cpu | #1878 #2000; #1878:CLOSED #2000:OPEN; batch-linalg cluster | unconfirmed observation |
| cpu/indexing_layout | gather / tenferro-trace |
6.329x | f64, t4, 262144 | jax-cpu | #1482 #1719 #1512; #1482:CLOSED #1719:CLOSED #1512:CLOSED; historical indexing cluster | short isolated-clock diagnostic |
| cpu/perf_issues | decode_proj_f32_eager-shared_in1024_out4096_len8 / eager-shared |
6.091x | f32, t4, {'in': 1024, 'out': 4096, 'len': 8, 'kind': 'decode_projection', 'arm': 'eager-shared', 'dtype': 'f32'} | faer-direct | #1992 #2003 #1995; #1992:OPEN #2003:OPEN #1995:OPEN; explicit workload issue IDs | diagnostic: preallocated reference vs allocating tenferro |
| cpu/linalg_batch_families | batched_svd / tenferro-trace |
6.010x | f64, t1, 1x2x2 | pytorch-cpu | #1878 #2000; #1878:CLOSED #2000:OPEN; batch-linalg cluster | short isolated-clock diagnostic |
| cpu/linalg_batch_families | batched_qr / tenferro-trace |
5.872x | f64, t1, 3x2x2 | pytorch-cpu | #1878 #2000; #1878:CLOSED #2000:OPEN; batch-linalg cluster | short isolated-clock diagnostic |
| cpu/perf_issues | conj_dot_f64_dot-general-rank1_len1000000 / dot-general-rank1 |
5.845x | f64, t4, {'len': 1000000, 'kind': 'rank1_dot', 'arm': 'dot-general-rank1', 'dtype': 'f64'} | pytorch-cpu | #1615; #1615:OPEN; explicit workload issue IDs | screening only: original PyTorch retention-list growth timed |
| cpu/indexing_layout | concatenate / tenferro-trace |
5.780x | f64, t4, 1048576+1048576 | pytorch-cpu | #1482 #1719 #1512; #1482:CLOSED #1719:CLOSED #1512:CLOSED; historical indexing cluster | unconfirmed observation |
| cpu/perf_issues | rms_norm_f32_eager-composed_d1024_len64_b8 / eager-composed |
5.690x | f32, t4, {'norm': 'rms_norm', 'd': 1024, 'len': 64, 'batch': 8, 'kind': 'composed_norm', 'arm': 'eager-composed', 'dtype': 'f32'} | pytorch-cpu | #2006; #2006:OPEN; explicit workload issue IDs | screening only: original PyTorch retention-list growth timed |
| cpu/linalg_batch_families | batched_lu / tenferro-trace |
5.587x | f64, t1, 1x2x2 | pytorch-cpu | #1884 #1878 #2000; #1884:OPEN #1878:CLOSED #2000:OPEN; batch-linalg cluster | short isolated-clock diagnostic |
| cpu/elementwise_reduction | tanh / tenferro-direct |
5.483x | f64, t1, 8388608 | jax-cpu | #1719 #1001; #1719:CLOSED #1001:CLOSED; historical cluster | excluded: timed session entry |
| cpu/elementwise_reduction | tanh / tenferro-trace |
5.420x | f64, t1, 8388608 | jax-cpu | #1719 #1001; #1719:CLOSED #1001:CLOSED; historical cluster | unconfirmed observation |
| cpu/perf_issues | softmax_f32_eager-single-call_len512_b8 / eager-single-call |
5.312x | f32, t4, {'op': 'softmax', 'len': 512, 'batch': 8, 'axis': 0, 'kind': 'softmax', 'arm': 'eager-single-call', 'dtype': 'f32'} | pytorch-cpu | #1976; #1976:OPEN; API feature request; #2021 is related concrete-session materialization | screening only: original PyTorch retention-list growth timed |
| cpu/perf_issues | decode_proj_f32_eager-shared_in1024_out1024_len8 / eager-shared |
5.287x | f32, t4, {'in': 1024, 'out': 1024, 'len': 8, 'kind': 'decode_projection', 'arm': 'eager-shared', 'dtype': 'f32'} | pytorch-cpu | #1992 #2003 #1995; #1992:OPEN #2003:OPEN #1995:OPEN; explicit workload issue IDs | screening only: original PyTorch retention-list growth timed |
| cpu/linalg_batch_families | batched_eigvalsh / tenferro-trace |
5.259x | f64, t1, 1x2x2 | pytorch-cpu | #1878 #2000; #1878:CLOSED #2000:OPEN; batch-linalg cluster | short isolated-clock diagnostic |
| cpu/einsum | bin_batched_matmul_b32_m64_n64_k64 / opt_flops / tenferro-rs trace mode (ms) |
5.203x | f64 (see instance), t4, see instance JSON | PyTorch Python (ms) | #1878 #2000; #1878:CLOSED #2000:OPEN; batch-linalg cluster | short isolated-clock diagnostic |
| cpu/einsum | bin_batched_matmul_b32_m64_n64_k64 / opt_size / tenferro-rs trace mode (ms) |
5.203x | f64 (see instance), t4, see instance JSON | PyTorch Python (ms) | #1878 #2000; #1878:CLOSED #2000:OPEN; batch-linalg cluster | short isolated-clock diagnostic |
| cpu/perf_issues | log_softmax_f32_eager-single-call_len512_b8 / eager-single-call |
5.125x | f32, t1, {'op': 'log_softmax', 'len': 512, 'batch': 8, 'axis': 0, 'kind': 'softmax', 'arm': 'eager-single-call', 'dtype': 'f32'} | pytorch-cpu | #1976; #1976:OPEN; API feature request; #2021 is related concrete-session materialization | screening only: original PyTorch retention-list growth timed |
| cpu/linalg_batch_families | batched_cholesky / tenferro-trace |
5.107x | f64, t4, 3x2x2 | pytorch-cpu | #1878 #2000; #1878:CLOSED #2000:OPEN; batch-linalg cluster | short isolated-clock diagnostic |
| cpu/linalg_batch_families | batched_solve / tenferro-trace |
4.836x | f64, t1, 1x2x2,rhs=1 | jax-cpu | #1884 #1878 #2000; #1884:OPEN #1878:CLOSED #2000:OPEN; batch-linalg cluster | short isolated-clock diagnostic |
| small | grad_sum_eigh_jvp / tenferro-trace |
4.825x | f64, t4, 2x2 | jax-cpu | #1328 #1803; #1328:CLOSED #1803:OPEN; AD cluster; #1803 primarily eager | unconfirmed observation |
| small | grad_sum_eigh_vjp / tenferro-trace |
4.729x | f64, t4, 2x2 | jax-cpu | #1328 #1803; #1328:CLOSED #1803:OPEN; AD cluster; #1803 primarily eager | unconfirmed observation |
| cpu/structural_shape | extract_diagonal / tenferro-trace |
4.705x | f64, t4, 8388608x2x2 -> 8388608x2 | jax-cpu | #1001 #674; #1001:CLOSED #674:CLOSED; historical cluster | unconfirmed observation |
| cpu/perf_issues | conj_dot_c64_dot-general-rank1_len1000000 / dot-general-rank1 |
4.698x | c64, t4, {'len': 1000000, 'kind': 'rank1_dot', 'arm': 'dot-general-rank1', 'dtype': 'c64'} | pytorch-cpu | #1615; #1615:OPEN; explicit workload issue IDs | screening only: original PyTorch retention-list growth timed |
| cpu/linalg_batch_families | batched_svd / tenferro-direct |
4.683x | c64, t4, 8x32x32 | jax-cpu | #1878 #2000; #1878:CLOSED #2000:OPEN; batch-linalg cluster | unconfirmed observation |
| small | matmul / tenferro-trace |
4.649x | f64, t4, 2x2 | pytorch-cpu | #1904 #1762; #1904:OPEN #1762:CLOSED; small-call cluster | unconfirmed observation |
| cpu/einsum | bin_batched_matmul_b32_m128_n128_k128 / opt_flops / tenferro-rs trace mode (ms) |
4.616x | f64 (see instance), t4, see instance JSON | PyTorch Python (ms) | #1878 #2000; #1878:CLOSED #2000:OPEN; batch-linalg cluster | unconfirmed observation |
| cpu/einsum | bin_batched_matmul_b32_m128_n128_k128 / opt_size / tenferro-rs trace mode (ms) |
4.616x | f64 (see instance), t4, see instance JSON | PyTorch Python (ms) | #1878 #2000; #1878:CLOSED #2000:OPEN; batch-linalg cluster | unconfirmed observation |
| small | grad_sum_lu_vjp / tenferro-trace |
4.499x | f64, t1, 2x2 | jax-cpu | #1328 #1803; #1328:CLOSED #1803:OPEN; AD cluster; #1803 primarily eager | unconfirmed observation |
| cpu/elementwise_reduction | chain_log1p_exp_mul / tenferro-trace |
4.489x | f64, t1, 4194304 | pytorch-cpu | #1990; #1990:OPEN; related fused-kernel issue (different chain) | unconfirmed observation |
| small | grad_sum_lu_jvp / tenferro-trace |
4.456x | f64, t1, 2x2 | jax-cpu | #1328 #1803; #1328:CLOSED #1803:OPEN; AD cluster; #1803 primarily eager | unconfirmed observation |
| cpu/indexing_layout | pad / tenferro-trace |
4.225x | f64, t4, 2097152 | pytorch-cpu | #1482 #1719 #1512; #1482:CLOSED #1719:CLOSED #1512:CLOSED; historical indexing cluster | unconfirmed observation |
| cpu/indexing_layout | scatter / tenferro-trace |
4.180x | f64, t4, 262144 | pytorch-cpu | #1482 #1719 #1512; #1482:CLOSED #1719:CLOSED #1512:CLOSED; historical indexing cluster | unconfirmed observation |
| cpu/perf_issues | masked_softmax_f32_eager-single-call_len64_b8 / eager-single-call |
4.154x | f32, t4, {'op': 'masked_softmax', 'len': 64, 'batch': 8, 'axis': 0, 'kind': 'softmax', 'arm': 'eager-single-call', 'dtype': 'f32'} | pytorch-cpu | #1976; #1976:OPEN; API feature request; #2021 is related concrete-session materialization | screening only: original PyTorch retention-list growth timed |
| cpu/complex | norm_fro / tenferro-trace |
3.924x | c64, t1, 2048x1536 | julia-base | #1505; #1505:CLOSED; focused historical | unconfirmed observation |
| cpu/perf_issues | decode_proj_f32_eager-shared_in1024_out4096_len64 / eager-shared |
3.891x | f32, t4, {'in': 1024, 'out': 4096, 'len': 64, 'kind': 'decode_projection', 'arm': 'eager-shared', 'dtype': 'f32'} | faer-direct | #1992 #2003 #1995; #1992:OPEN #2003:OPEN #1995:OPEN; explicit workload issue IDs | diagnostic: preallocated reference vs allocating tenferro |
| cpu/elementwise_reduction | reduce_max_axis1 / tenferro-trace |
3.738x | f64, t1, 2048x2048 | julia-base | #1719 #1001; #1719:CLOSED #1001:CLOSED; historical cluster | unconfirmed observation |
| cpu/linalg_uncovered | triangular_solve / tenferro-trace |
3.717x | f64, t4, 4096x4096,rhs=64 | julia-base | #2028; #2028:OPEN; focused | unconfirmed observation |
| cpu/einsum | bin_omeinsum_high_d_12x12_contract_4_batch_4 / opt_flops / tenferro-rs trace mode (ms) |
3.658x | f64 (see instance), t4, see instance JSON | OMEinsum.jl OpenBLAS (ms) | #1865 #1899 #1904 #975; #1865:OPEN #1899:OPEN #1904:OPEN #975:CLOSED; related contraction/planning cluster | short isolated-clock diagnostic |
| cpu/einsum | bin_omeinsum_high_d_12x12_contract_4_batch_4 / opt_size / tenferro-rs trace mode (ms) |
3.658x | f64 (see instance), t4, see instance JSON | OMEinsum.jl OpenBLAS (ms) | #1865 #1899 #1904 #975; #1865:OPEN #1899:OPEN #1904:OPEN #975:CLOSED; related contraction/planning cluster | short isolated-clock diagnostic |
| cpu/elementwise_reduction | reduce_max_axis1 / tenferro-direct |
3.614x | f64, t1, 2048x2048 | julia-base | #1719 #1001; #1719:CLOSED #1001:CLOSED; historical cluster | excluded: timed session entry |
| batched | batched_svd / tenferro-trace |
3.600x | f64, t4, 8x8xbatch256 (native batch layout) | jax-cpu | #1878 #2000; #1878:CLOSED #2000:OPEN; batch-linalg cluster | unconfirmed observation |
| cpu/einsum | bin_omeinsum_batched_matmul_8x8_batch_4 / opt_flops / tenferro-rs trace mode (ms) |
3.583x | f64 (see instance), t4, see instance JSON | OMEinsum.jl OpenBLAS (ms) | #1878 #2000; #1878:CLOSED #2000:OPEN; batch-linalg cluster | short isolated-clock diagnostic |
| cpu/einsum | bin_omeinsum_batched_matmul_8x8_batch_4 / opt_size / tenferro-rs trace mode (ms) |
3.583x | f64 (see instance), t4, see instance JSON | OMEinsum.jl OpenBLAS (ms) | #1878 #2000; #1878:CLOSED #2000:OPEN; batch-linalg cluster | short isolated-clock diagnostic |
| batched | batched_svd / tenferro-eager |
3.572x | f64, t4, 8x8xbatch256 (native batch layout) | jax-cpu | #1878 #2000; #1878:CLOSED #2000:OPEN; batch-linalg cluster | unconfirmed observation |
| cpu/structural_shape | cast_f64_f32 / tenferro-trace |
3.499x | f64->f32, t4, 33554432 | pytorch-cpu | #1001 #674; #1001:CLOSED #674:CLOSED; historical cluster | unconfirmed observation |
| cpu/linalg_batched | batched_lu_factor / tenferro-direct |
3.444x | f64, t4, 1024x16x16,rhs=1 | pytorch-cpu | #1884 #1878 #2000; #1884:OPEN #1878:CLOSED #2000:OPEN; batch-linalg cluster | unconfirmed observation |
| cpu/structural_shape | reshape / tenferro-direct |
3.398x | f64, t4, 33554432 -> 8192x4096 | pytorch-cpu | #2029; #2029:OPEN; focused | excluded: timed session entry |
| cpu/einsum | bin_batched_outer_product_noncompact_j16_k16_o64_t64 / opt_flops / tenferro-rs trace mode (ms) |
3.386x | f64 (see instance), t4, see instance JSON | PyTorch Python (ms) | #1878 #2000; #1878:CLOSED #2000:OPEN; batch-linalg cluster | short isolated-clock diagnostic |
| cpu/einsum | bin_batched_outer_product_noncompact_j16_k16_o64_t64 / opt_size / tenferro-rs trace mode (ms) |
3.386x | f64 (see instance), t4, see instance JSON | PyTorch Python (ms) | #1878 #2000; #1878:CLOSED #2000:OPEN; batch-linalg cluster | short isolated-clock diagnostic |
| cpu/linalg_uncovered | lstsq / tenferro-eager |
3.224x | f64, t1, 768x384,rhs=16 | julia-base | #2027; #2027:OPEN; focused | excluded: timed session entry |
| cpu/linalg_uncovered | lstsq / tenferro-trace |
3.207x | f64, t1, 768x384,rhs=16 | julia-base | #2027; #2027:OPEN; focused | unconfirmed observation |
| batched | batched_matmul_ikb_kjb_ijb / tenferro-trace |
3.145x | f64, t1, 2x2xbatch1024 (native batch layout) | pytorch-cpu | #1878 #2000; #1878:CLOSED #2000:OPEN; batch-linalg cluster | unconfirmed observation |
| cpu/indexing_layout | slice / tenferro-trace |
3.129x | f64, t4, 4194304 -> 2096128 | pytorch-cpu | #1482 #1719 #1512; #1482:CLOSED #1719:CLOSED #1512:CLOSED; historical indexing cluster | unconfirmed observation |
| small | grad_sum_matmul_backward / tenferro-trace |
3.123x | f64, t1, 2x2 | jax-cpu | #1328 #1803; #1328:CLOSED #1803:OPEN; AD cluster; #1803 primarily eager | unconfirmed observation |
| cpu/linalg_batch_families | batched_svdvals / tenferro-direct |
3.075x | f64, t4, 1024x4x4 | jax-cpu | #1878 #2000; #1878:CLOSED #2000:OPEN; batch-linalg cluster | unconfirmed observation |
| cpu/indexing_layout | dynamic_slice / tenferro-direct |
3.039x | f64, t4, 4194304 -> 2097152 | pytorch-cpu | #1482 #1719 #1512; #1482:CLOSED #1719:CLOSED #1512:CLOSED; historical indexing cluster | excluded: timed session entry |
| cpu/einsum | bin_batched_outer_product_compact_j16_k16_o64_t64 / opt_flops / tenferro-rs trace mode (ms) |
3.018x | f64 (see instance), t4, see instance JSON | PyTorch Python (ms) | #1878 #2000; #1878:CLOSED #2000:OPEN; batch-linalg cluster | short isolated-clock diagnostic |
| cpu/einsum | bin_batched_outer_product_compact_j16_k16_o64_t64 / opt_size / tenferro-rs trace mode (ms) |
3.018x | f64 (see instance), t4, see instance JSON | PyTorch Python (ms) | #1878 #2000; #1878:CLOSED #2000:OPEN; batch-linalg cluster | short isolated-clock diagnostic |
| cpu/perf_issues | decode_proj_f32_eager-shared_in1024_out4096_len512 / eager-shared |
3.005x | f32, t4, {'in': 1024, 'out': 4096, 'len': 512, 'kind': 'decode_projection', 'arm': 'eager-shared', 'dtype': 'f32'} | faer-direct | #1992 #2003 #1995; #1992:OPEN #2003:OPEN #1995:OPEN; explicit workload issue IDs | diagnostic: preallocated reference vs allocating tenferro |
| small | grad_sum_solve_backward / tenferro-trace |
2.986x | f64, t1, 2x2,rhs=1 | jax-cpu | #1328 #1803; #1328:CLOSED #1803:OPEN; AD cluster; #1803 primarily eager | unconfirmed observation |
| cpu/einsum | bin_batched_matmul_b32_m64_n64_k64 / opt_flops / tenferro-rs eager mode (ms) |
2.984x | f64 (see instance), t4, see instance JSON | PyTorch Python (ms) | #1878 #2000; #1878:CLOSED #2000:OPEN; batch-linalg cluster | short isolated-clock diagnostic |
| cpu/einsum | bin_batched_matmul_b32_m64_n64_k64 / opt_size / tenferro-rs eager mode (ms) |
2.984x | f64 (see instance), t4, see instance JSON | PyTorch Python (ms) | #1878 #2000; #1878:CLOSED #2000:OPEN; batch-linalg cluster | short isolated-clock diagnostic |
| batched | batched_matmul_ikb_kjb_ijb / tenferro-eager |
2.974x | f64, t1, 2x2xbatch1024 (native batch layout) | pytorch-cpu | #1878 #2000; #1878:CLOSED #2000:OPEN; batch-linalg cluster | unconfirmed observation |
| cpu/perf_issues | rms_norm_f32_eager-composed_d1024_len64_b1 / eager-composed |
2.954x | f32, t4, {'norm': 'rms_norm', 'd': 1024, 'len': 64, 'batch': 1, 'kind': 'composed_norm', 'arm': 'eager-composed', 'dtype': 'f32'} | pytorch-cpu | #2006; #2006:OPEN; explicit workload issue IDs | screening only: original PyTorch retention-list growth timed |
| cpu/einsum | lm_batch_likelihood_brackets_4_4d / opt_flops / tenferro-rs eager mode (ms) |
2.939x | f64 (see instance), t1, see instance JSON | JAX Python (XLA CPU dot) (ms) | #1865 #1899 #1904 #975; #1865:OPEN #1899:OPEN #1904:OPEN #975:CLOSED; related contraction/planning cluster | unconfirmed observation |
| cpu/perf_issues | rms_norm_f32_eager-composed_d1024_len8_b8 / eager-composed |
2.881x | f32, t1, {'norm': 'rms_norm', 'd': 1024, 'len': 8, 'batch': 8, 'kind': 'composed_norm', 'arm': 'eager-composed', 'dtype': 'f32'} | pytorch-cpu | #2006; #2006:OPEN; explicit workload issue IDs | screening only: original PyTorch retention-list growth timed |
| cpu/perf_issues | small_solve_f64_triangular-solve-loop_k64_b64 / triangular-solve-loop |
2.865x | f64, t4, {'k': 64, 'batch': 64, 'kind': 'small_solves', 'arm': 'triangular-solve-loop', 'dtype': 'f64'} | pytorch-cpu | #2007; #2007:OPEN; explicit workload issue IDs | screening only: original PyTorch retention-list growth timed |
| cpu/indexing_layout | scatter / tenferro-direct |
2.864x | f64, t1, 262144 | jax-cpu | #1482 #1719 #1512; #1482:CLOSED #1719:CLOSED #1512:CLOSED; historical indexing cluster | excluded: timed session entry |
| cpu/perf_issues | reduce_mean_f32_eager-single-call_1024x64_axis0 / eager-single-call |
2.831x | f32, t4, {'rows': 1024, 'cols': 64, 'axis': 0, 'kind': 'reduce_mean', 'arm': 'eager-single-call', 'dtype': 'f32'} | pytorch-cpu | #1976; #1976:OPEN; API feature request; #2021 is related concrete-session materialization | screening only: original PyTorch retention-list growth timed |
| cpu/indexing_layout | gather / tenferro-direct |
2.827x | f64, t4, 262144 | jax-cpu | #1482 #1719 #1512; #1482:CLOSED #1719:CLOSED #1512:CLOSED; historical indexing cluster | excluded: timed session entry |
| cpu/einsum | bin_omeinsum_matmul_10x10 / opt_flops / tenferro-rs trace mode (ms) |
2.800x | f64 (see instance), t4, see instance JSON | OMEinsum.jl OpenBLAS (ms) | #1865 #1899 #1904 #975; #1865:OPEN #1899:OPEN #1904:OPEN #975:CLOSED; related contraction/planning cluster | short isolated-clock diagnostic |
| cpu/einsum | bin_omeinsum_matmul_10x10 / opt_size / tenferro-rs trace mode (ms) |
2.800x | f64 (see instance), t4, see instance JSON | OMEinsum.jl OpenBLAS (ms) | #1865 #1899 #1904 #975; #1865:OPEN #1899:OPEN #1904:OPEN #975:CLOSED; related contraction/planning cluster | short isolated-clock diagnostic |
| cpu/perf_issues | decode_proj_f32_eager-shared_in1024_out1024_len512 / eager-shared |
2.786x | f32, t4, {'in': 1024, 'out': 1024, 'len': 512, 'kind': 'decode_projection', 'arm': 'eager-shared', 'dtype': 'f32'} | faer-direct | #1992 #2003 #1995; #1992:OPEN #2003:OPEN #1995:OPEN; explicit workload issue IDs | diagnostic: preallocated reference vs allocating tenferro |
| cpu/fft | ifft / tenferro-fft-trace |
2.683x | c32, t4, 1d_n1048576 | pytorch-cpu | #1765 #1484; #1765:CLOSED #1484:CLOSED; related historical; no focused large single-lane issue | unconfirmed observation |
| small | grad_sum_solve_jvp / tenferro-trace |
2.670x | f64, t1, 2x2,rhs=1 | jax-cpu | #1328 #1803; #1328:CLOSED #1803:OPEN; AD cluster; #1803 primarily eager | unconfirmed observation |
| cpu/linalg_batch_families | batched_solve / tenferro-direct |
2.639x | f64, t4, 8x128x128,rhs=1 | pytorch-cpu | #1884 #1878 #2000; #1884:OPEN #1878:CLOSED #2000:OPEN; batch-linalg cluster | short isolated-clock diagnostic |
| cpu/elementwise_reduction | log1p / tenferro-trace |
2.638x | f64, t1, 4194304 | pytorch-cpu | #1719 #1001; #1719:CLOSED #1001:CLOSED; historical cluster | unconfirmed observation |
| cpu/indexing_layout | concatenate / tenferro-direct |
2.621x | f64, t4, 1048576+1048576 | pytorch-cpu | #1482 #1719 #1512; #1482:CLOSED #1719:CLOSED #1512:CLOSED; historical indexing cluster | excluded: timed session entry |
| cpu/perf_issues | rms_norm_f32_eager-composed_d1024_len8_b1 / eager-composed |
2.611x | f32, t4, {'norm': 'rms_norm', 'd': 1024, 'len': 8, 'batch': 1, 'kind': 'composed_norm', 'arm': 'eager-composed', 'dtype': 'f32'} | pytorch-cpu | #2006; #2006:OPEN; explicit workload issue IDs | screening only: original PyTorch retention-list growth timed |
| cpu/einsum | lm_batch_likelihood_sentence_4_4d / opt_flops / tenferro-rs eager mode (ms) |
2.590x | f64 (see instance), t4, see instance JSON | PyTorch Python (ms) | #1865 #1899 #1904 #975; #1865:OPEN #1899:OPEN #1904:OPEN #975:CLOSED; related contraction/planning cluster | unconfirmed observation |
| cpu/elementwise_reduction | log1p / tenferro-direct |
2.583x | f64, t1, 4194304 | pytorch-cpu | #1719 #1001; #1719:CLOSED #1001:CLOSED; historical cluster | excluded: timed session entry |
| cpu/perf_issues | conj_dot_c64_dot-general-rank1_len10000 / dot-general-rank1 |
2.564x | c64, t4, {'len': 10000, 'kind': 'rank1_dot', 'arm': 'dot-general-rank1', 'dtype': 'c64'} | pytorch-cpu | #1615; #1615:OPEN; explicit workload issue IDs | screening only: original PyTorch retention-list growth timed |
| cpu/permutation | reverse_15d_3 / tenferro-rs |
2.555x | f64, t1, [3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3] | strided-rs | #1393; #1393:CLOSED; focused historical | unconfirmed observation |
| cpu/fft | ifft / tenferro-fft-eager |
2.534x | c32, t4, 1d_n1048576 | pytorch-cpu | #1765 #1484; #1765:CLOSED #1484:CLOSED; related historical; no focused large single-lane issue | excluded: timed eager session entry |
| small | grad_sum_svd_s_backward / tenferro-trace |
2.517x | f64, t4, 2x2 | jax-cpu | #1328 #1803; #1328:CLOSED #1803:OPEN; AD cluster; #1803 primarily eager | unconfirmed observation |
| cpu/complex | tensordot / tenferro-trace |
2.516x | c64, t4, 640x640 | julia-base | #1900 #1660; #1900:OPEN #1660:OPEN; related provider issues; #1900 is Apple-specific | unconfirmed observation |
| cpu/linalg_batch_families | batched_eigh / tenferro-direct |
2.505x | f64, t4, 8x32x32 | jax-cpu | #1878 #2000; #1878:CLOSED #2000:OPEN; batch-linalg cluster | short isolated-clock diagnostic |
| cpu/einsum | lm_batch_likelihood_sentence_3_12d / opt_flops / tenferro-rs eager mode (ms) |
2.503x | f64 (see instance), t4, see instance JSON | PyTorch Python (ms) | #1865 #1899 #1904 #975; #1865:OPEN #1899:OPEN #1904:OPEN #975:CLOSED; related contraction/planning cluster | unconfirmed observation |
| cpu/elementwise_reduction | cos / tenferro-trace |
2.496x | f64, t1, 8388608 | pytorch-cpu | #1719 #1001; #1719:CLOSED #1001:CLOSED; historical cluster | unconfirmed observation |
| cpu/einsum | lm_batch_likelihood_sentence_4_4d / opt_size / tenferro-rs eager mode (ms) |
2.496x | f64 (see instance), t1, see instance JSON | JAX Python (XLA CPU dot) (ms) | #1865 #1899 #1904 #975; #1865:OPEN #1899:OPEN #1904:OPEN #975:CLOSED; related contraction/planning cluster | unconfirmed observation |
| cpu/elementwise_reduction | cos / tenferro-direct |
2.485x | f64, t1, 8388608 | pytorch-cpu | #1719 #1001; #1719:CLOSED #1001:CLOSED; historical cluster | excluded: timed session entry |
| small | grad_sum_svd_s_jvp / tenferro-trace |
2.483x | f64, t1, 2x2 | jax-cpu | #1328 #1803; #1328:CLOSED #1803:OPEN; AD cluster; #1803 primarily eager | unconfirmed observation |
| cpu/linalg_batch_families | batched_lu / tenferro-direct |
2.469x | f64, t4, 8x128x128 | pytorch-cpu | #1884 #1878 #2000; #1884:OPEN #1878:CLOSED #2000:OPEN; batch-linalg cluster | short isolated-clock diagnostic |
| cpu/structural_shape | triu / tenferro-trace |
2.466x | f64, t4, 4096x4096 | pytorch-cpu | #1001 #1512 #1480; #1001:CLOSED #1512:CLOSED #1480:CLOSED; related structural cluster | unconfirmed observation |
| cpu/fft | ifft / tenferro-fft-executor-cached |
2.459x | c32, t4, 1d_n1048576 | pytorch-cpu | #1765 #1484; #1765:CLOSED #1484:CLOSED; related historical; no focused large single-lane issue | unconfirmed observation |
| cpu/einsum | bin_batched_outer_product_compact_j16_k16_o64_t64 / opt_flops / tenferro-rs eager mode (ms) |
2.439x | f64 (see instance), t4, see instance JSON | PyTorch Python (ms) | #1878 #2000; #1878:CLOSED #2000:OPEN; batch-linalg cluster | short isolated-clock diagnostic |
| cpu/einsum | bin_batched_outer_product_compact_j16_k16_o64_t64 / opt_size / tenferro-rs eager mode (ms) |
2.439x | f64 (see instance), t4, see instance JSON | PyTorch Python (ms) | #1878 #2000; #1878:CLOSED #2000:OPEN; batch-linalg cluster | short isolated-clock diagnostic |
| small | grad_sum_solve_vjp / tenferro-trace |
2.397x | f64, t1, 2x2,rhs=1 | jax-cpu | #1328 #1803; #1328:CLOSED #1803:OPEN; AD cluster; #1803 primarily eager | unconfirmed observation |
| cpu/complex | dot_general / tenferro-trace |
2.395x | c64, t4, 640x640 | julia-base | #1900 #1660; #1900:OPEN #1660:OPEN; related provider issues; #1900 is Apple-specific | unconfirmed observation |
| cpu/einsum | lm_batch_likelihood_brackets_4_4d / opt_size / tenferro-rs eager mode (ms) |
2.390x | f64 (see instance), t4, see instance JSON | PyTorch Python (ms) | #1865 #1899 #1904 #975; #1865:OPEN #1899:OPEN #1904:OPEN #975:CLOSED; related contraction/planning cluster | unconfirmed observation |
| cpu/perf_issues | decode_proj_f32_eager-shared_in1024_out1024_len64 / eager-shared |
2.386x | f32, t1, {'in': 1024, 'out': 1024, 'len': 64, 'kind': 'decode_projection', 'arm': 'eager-shared', 'dtype': 'f32'} | faer-direct | #1992 #2003 #1995; #1992:OPEN #2003:OPEN #1995:OPEN; explicit workload issue IDs | diagnostic: preallocated reference vs allocating tenferro |
| cpu/elementwise_reduction | sin / tenferro-trace |
2.379x | f64, t1, 8388608 | pytorch-cpu | #1719 #1001; #1719:CLOSED #1001:CLOSED; historical cluster | unconfirmed observation |
| cpu/elementwise_reduction | sin / tenferro-direct |
2.374x | f64, t1, 8388608 | pytorch-cpu | #1719 #1001; #1719:CLOSED #1001:CLOSED; historical cluster | excluded: timed session entry |
| cpu/complex | tensordot / tenferro-direct |
2.370x | c64, t4, 640x640 | julia-base | #1900 #1660; #1900:OPEN #1660:OPEN; related provider issues; #1900 is Apple-specific | excluded: timed session entry |
| small | grad_sum_svd_s_vjp / tenferro-trace |
2.352x | f64, t1, 2x2 | jax-cpu | #1328 #1803; #1328:CLOSED #1803:OPEN; AD cluster; #1803 primarily eager | unconfirmed observation |
| cpu/elementwise_reduction | exp / tenferro-direct |
2.347x | f64, t1, 8388608 | jax-cpu | #1719 #1001; #1719:CLOSED #1001:CLOSED; historical cluster | excluded: timed session entry |
| cpu/perf_issues | take_along_axis_rows_f64_eager-single-call_n64_b256 / eager-single-call |
2.342x | f64, t4, {'n': 64, 'batch': 256, 'axis': 0, 'kind': 'take_along_axis', 'arm': 'eager-single-call', 'dtype': 'f64'} | pytorch-cpu | #2008; #2008:OPEN; explicit workload issue IDs | screening only: original PyTorch retention-list growth timed |
| cpu/complex | dot_general_with_conj / tenferro-direct |
2.327x | c64, t4, 640x640 | julia-base | #1900 #1660; #1900:OPEN #1660:OPEN; related provider issues; #1900 is Apple-specific | excluded: timed session entry |
| cpu/elementwise_reduction | exp / tenferro-trace |
2.320x | f64, t1, 8388608 | jax-cpu | #1719 #1001; #1719:CLOSED #1001:CLOSED; historical cluster | unconfirmed observation |
| cpu/structural_shape | extract_diagonal / tenferro-direct |
2.309x | f64, t4, 8388608x2x2 -> 8388608x2 | jax-cpu | #1001 #674; #1001:CLOSED #674:CLOSED; historical cluster | excluded: timed session entry |
| cpu/complex | dot_general / tenferro-direct |
2.281x | c64, t4, 640x640 | julia-base | #1900 #1660; #1900:OPEN #1660:OPEN; related provider issues; #1900 is Apple-specific | excluded: timed session entry |
| cpu/structural_shape | tril / tenferro-trace |
2.277x | f64, t4, 4096x4096 | pytorch-cpu | #1001 #1512 #1480; #1001:CLOSED #1512:CLOSED #1480:CLOSED; related structural cluster | unconfirmed observation |
| cpu/perf_issues | masked_softmax_f32_eager-single-call_len512_b8 / eager-single-call |
2.241x | f32, t1, {'op': 'masked_softmax', 'len': 512, 'batch': 8, 'axis': 0, 'kind': 'softmax', 'arm': 'eager-single-call', 'dtype': 'f32'} | pytorch-cpu | #1976; #1976:OPEN; API feature request; #2021 is related concrete-session materialization | screening only: original PyTorch retention-list growth timed |
| cpu/elementwise_reduction | expm1 / tenferro-trace |
2.235x | f64, t1, 4194304 | jax-cpu | #1719 #1001; #1719:CLOSED #1001:CLOSED; historical cluster | unconfirmed observation |
| cpu/elementwise_reduction | expm1 / tenferro-direct |
2.232x | f64, t1, 4194304 | jax-cpu | #1719 #1001; #1719:CLOSED #1001:CLOSED; historical cluster | excluded: timed session entry |
| cpu/einsum | bin_elementwise_mul_512x512 / opt_flops / tenferro-rs trace mode (ms) |
2.190x | f64 (see instance), t4, see instance JSON | PyTorch Python (ms) | #1865 #1899 #1904 #975; #1865:OPEN #1899:OPEN #1904:OPEN #975:CLOSED; related contraction/planning cluster | short isolated-clock diagnostic |
| cpu/einsum | bin_elementwise_mul_512x512 / opt_size / tenferro-rs trace mode (ms) |
2.190x | f64 (see instance), t4, see instance JSON | PyTorch Python (ms) | #1865 #1899 #1904 #975; #1865:OPEN #1899:OPEN #1904:OPEN #975:CLOSED; related contraction/planning cluster | short isolated-clock diagnostic |
| cpu/einsum | lm_batch_likelihood_sentence_3_12d / opt_size / tenferro-rs eager mode (ms) |
2.186x | f64 (see instance), t4, see instance JSON | PyTorch Python (ms) | #1865 #1899 #1904 #975; #1865:OPEN #1899:OPEN #1904:OPEN #975:CLOSED; related contraction/planning cluster | unconfirmed observation |
| cpu/elementwise_reduction | chain_log1p_exp_mul / tenferro-direct |
2.143x | f64, t4, 4194304 | jax-cpu | #1990; #1990:OPEN; related fused-kernel issue (different chain) | excluded: timed session entry |
| cpu/einsum | lm_batch_likelihood_brackets_4_4d / opt_flops / tenferro-rs trace mode (ms) |
2.107x | f64 (see instance), t1, see instance JSON | JAX Python (XLA CPU dot) (ms) | #1865 #1899 #1904 #975; #1865:OPEN #1899:OPEN #1904:OPEN #975:CLOSED; related contraction/planning cluster | unconfirmed observation |
| cpu/perf_issues | small_solve_f64_solve-loop_k16_b64 / solve-loop |
2.107x | f64, t4, {'k': 16, 'batch': 64, 'kind': 'small_solves', 'arm': 'solve-loop', 'dtype': 'f64'} | pytorch-cpu | #2007; #2007:OPEN; explicit workload issue IDs | screening only: original PyTorch retention-list growth timed |
| cpu/linalg_batch_families | batched_qr / tenferro-direct |
2.101x | f64, t4, 8x128x128 | pytorch-cpu | #1878 #2000; #1878:CLOSED #2000:OPEN; batch-linalg cluster | unconfirmed observation |
| batched | grad_sum_batched_solve_backward / tenferro-trace |
2.100x | f64, t4, 2x2xbatch16 (native batch layout),rhs=1 | jax-cpu | #1328 #1803; #1328:CLOSED #1803:OPEN; AD cluster; #1803 primarily eager | unconfirmed observation |
| cpu/einsum | lm_batch_likelihood_sentence_4_4d / opt_size / tenferro-rs trace mode (ms) |
2.085x | f64 (see instance), t1, see instance JSON | JAX Python (XLA CPU dot) (ms) | #1865 #1899 #1904 #975; #1865:OPEN #1899:OPEN #1904:OPEN #975:CLOSED; related contraction/planning cluster | unconfirmed observation |
| cpu/einsum | bin_omeinsum_batched_matmul_8x8_batch_4 / opt_flops / tenferro-rs eager mode (ms) |
2.083x | f64 (see instance), t1, see instance JSON | OMEinsum.jl OpenBLAS (ms) | #1878 #2000; #1878:CLOSED #2000:OPEN; batch-linalg cluster | short isolated-clock diagnostic |
| cpu/einsum | bin_omeinsum_batched_matmul_8x8_batch_4 / opt_size / tenferro-rs eager mode (ms) |
2.083x | f64 (see instance), t1, see instance JSON | OMEinsum.jl OpenBLAS (ms) | #1878 #2000; #1878:CLOSED #2000:OPEN; batch-linalg cluster | short isolated-clock diagnostic |
| cpu/elementwise_reduction | pow / tenferro-trace |
2.070x | f64, t1, 4194304 | pytorch-cpu | #1719 #1001; #1719:CLOSED #1001:CLOSED; historical cluster | unconfirmed observation |
| cpu/elementwise_reduction | pow / tenferro-direct |
2.055x | f64, t1, 4194304 | pytorch-cpu | #1719 #1001; #1719:CLOSED #1001:CLOSED; historical cluster | excluded: timed session entry |
| batched | batched_solve / tenferro-trace |
2.023x | f64, t4, 16x16xbatch1024 (native batch layout),rhs=1 | pytorch-cpu | #1884 #1878 #2000; #1884:OPEN #1878:CLOSED #2000:OPEN; batch-linalg cluster | unconfirmed observation |
| cpu/perf_issues | small_solve_f64_solve-loop_k64_b64 / solve-loop |
1.981x | f64, t4, {'k': 64, 'batch': 64, 'kind': 'small_solves', 'arm': 'solve-loop', 'dtype': 'f64'} | pytorch-cpu | #2007; #2007:OPEN; explicit workload issue IDs | screening only: original PyTorch retention-list growth timed |
| batched | batched_solve / tenferro-eager |
1.944x | f64, t4, 16x16xbatch1024 (native batch layout),rhs=1 | pytorch-cpu | #1884 #1878 #2000; #1884:OPEN #1878:CLOSED #2000:OPEN; batch-linalg cluster | unconfirmed observation |
| cpu/perf_issues | conj_dot_f64_dot-general-rank1_len10000 / dot-general-rank1 |
1.928x | f64, t4, {'len': 10000, 'kind': 'rank1_dot', 'arm': 'dot-general-rank1', 'dtype': 'f64'} | pytorch-cpu | #1615; #1615:OPEN; explicit workload issue IDs | screening only: original PyTorch retention-list growth timed |
| cpu/perf_issues | small_solve_f64_triangular-solve-loop_k16_b64 / triangular-solve-loop |
1.913x | f64, t4, {'k': 16, 'batch': 64, 'kind': 'small_solves', 'arm': 'triangular-solve-loop', 'dtype': 'f64'} | pytorch-cpu | #2007; #2007:OPEN; explicit workload issue IDs | screening only: original PyTorch retention-list growth timed |
| cpu/linalg_uncovered | inv / tenferro-trace |
1.913x | f64, t1, 768x768 | julia-base | #1956 #1660; #1956:OPEN #1660:OPEN; related provider/extraction issues; no focused gap issue verified | unconfirmed observation |
| batched | batched_eigh / tenferro-trace |
1.906x | f64, t4, 16x16xbatch64 (native batch layout) | jax-cpu | #1878 #2000; #1878:CLOSED #2000:OPEN; batch-linalg cluster | unconfirmed observation |
| batched | batched_eigh / tenferro-eager |
1.903x | f64, t4, 16x16xbatch64 (native batch layout) | jax-cpu | #1878 #2000; #1878:CLOSED #2000:OPEN; batch-linalg cluster | unconfirmed observation |
| cpu/linalg_uncovered | inv / tenferro-direct |
1.894x | f64, t1, 768x768 | julia-base | #1956 #1660; #1956:OPEN #1660:OPEN; related provider/extraction issues; no focused gap issue verified | unconfirmed observation |
| cpu/einsum | lm_batch_likelihood_sentence_4_4d / opt_flops / tenferro-rs trace mode (ms) |
1.879x | f64 (see instance), t1, see instance JSON | JAX Python (XLA CPU dot) (ms) | #1865 #1899 #1904 #975; #1865:OPEN #1899:OPEN #1904:OPEN #975:CLOSED; related contraction/planning cluster | unconfirmed observation |
| cpu/elementwise_reduction | reduce_sum_axis1 / tenferro-trace |
1.871x | f64, t1, 2048x2048 | pytorch-cpu | #1719 #1001; #1719:CLOSED #1001:CLOSED; historical cluster | unconfirmed observation |
| cpu/elementwise_reduction | reduce_prod_axis1 / tenferro-trace |
1.839x | f64, t4, 2048x2048 | pytorch-cpu | #1719 #1001; #1719:CLOSED #1001:CLOSED; historical cluster | short isolated-clock diagnostic |
| cpu/elementwise_reduction | reduce_max_axis0 / tenferro-trace |
1.829x | f64, t1, 2048x2048 | julia-base | #1719 #1001; #1719:CLOSED #1001:CLOSED; historical cluster | unconfirmed observation |
| cpu/linalg_batched | batched_triangular_solve / tenferro-trace |
1.827x | f64, t4, 1024x16x16,rhs=1 | pytorch-cpu | #1884 #1878 #2000; #1884:OPEN #1878:CLOSED #2000:OPEN; batch-linalg cluster | short isolated-clock diagnostic |
| cpu/elementwise_reduction | reduce_max_axis0 / tenferro-direct |
1.820x | f64, t1, 2048x2048 | julia-base | #1719 #1001; #1719:CLOSED #1001:CLOSED; historical cluster | excluded: timed session entry |
| cpu/einsum | bin_batched_matmul_b32_m128_n128_k128 / opt_flops / tenferro-rs eager mode (ms) |
1.815x | f64 (see instance), t4, see instance JSON | PyTorch Python (ms) | #1878 #2000; #1878:CLOSED #2000:OPEN; batch-linalg cluster | unconfirmed observation |
| cpu/einsum | bin_batched_matmul_b32_m128_n128_k128 / opt_size / tenferro-rs eager mode (ms) |
1.815x | f64 (see instance), t4, see instance JSON | PyTorch Python (ms) | #1878 #2000; #1878:CLOSED #2000:OPEN; batch-linalg cluster | unconfirmed observation |
| cpu/elementwise_reduction | reduce_min_axis1 / tenferro-direct |
1.811x | f64, t1, 4096x4096 | julia-base | #1719 #1001; #1719:CLOSED #1001:CLOSED; historical cluster | excluded: timed session entry |
| cpu/elementwise_reduction | reduce_min_axis1 / tenferro-trace |
1.804x | f64, t1, 4096x4096 | julia-base | #1719 #1001; #1719:CLOSED #1001:CLOSED; historical cluster | unconfirmed observation |
| cpu/einsum | lm_batch_likelihood_sentence_3_12d / opt_size / tenferro-rs trace mode (ms) |
1.794x | f64 (see instance), t4, see instance JSON | PyTorch Python (ms) | #1865 #1899 #1904 #975; #1865:OPEN #1899:OPEN #1904:OPEN #975:CLOSED; related contraction/planning cluster | unconfirmed observation |
| cpu/structural_shape | transpose / tenferro-direct |
1.790x | f64, t1, 4096x4096 | pytorch-cpu | #1001 #1512 #1480; #1001:CLOSED #1512:CLOSED #1480:CLOSED; related structural cluster | excluded: timed session entry |
| cpu/structural_shape | transpose / tenferro-trace |
1.778x | f64, t1, 4096x4096 | pytorch-cpu | #1001 #1512 #1480; #1001:CLOSED #1512:CLOSED #1480:CLOSED; related structural cluster | unconfirmed observation |
| small | matmul / tenferro-eager |
1.778x | f64, t4, 2x2 | pytorch-cpu | #1904 #1762; #1904:OPEN #1762:CLOSED; small-call cluster | unconfirmed observation |
| cpu/complex | solve / tenferro-trace |
1.764x | c64, t4, 384x384,rhs=8 | julia-base | #1900 #1660; #1900:OPEN #1660:OPEN; related provider issues; #1900 is Apple-specific | unconfirmed observation |
| cpu/output_reuse | dot_general_read_into / tenferro-direct |
1.764x | f64, t4, 1024x1024 | julia-base | #1899 #1904; #1899:OPEN #1904:OPEN; related public contraction path | excluded: timed session entry |
| cpu/einsum | lm_batch_likelihood_brackets_4_4d / opt_size / tenferro-rs trace mode (ms) |
1.761x | f64 (see instance), t1, see instance JSON | JAX Python (XLA CPU dot) (ms) | #1865 #1899 #1904 #975; #1865:OPEN #1899:OPEN #1904:OPEN #975:CLOSED; related contraction/planning cluster | unconfirmed observation |
| cpu/output_reuse | dot_general_read_into_accum / tenferro-direct |
1.753x | f64, t4, 1024x1024 | julia-base | #1899 #1904; #1899:OPEN #1904:OPEN; related public contraction path | excluded: timed session entry |
| cpu/elementwise_reduction | reduce_prod_axis1 / tenferro-direct |
1.753x | f64, t4, 2048x2048 | pytorch-cpu | #1719 #1001; #1719:CLOSED #1001:CLOSED; historical cluster | excluded: timed session entry |
| cpu/permutation | reverse_23d_2 / tenferro-rs |
1.748x | f64, t1, [2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2] | strided-rs | #1393; #1393:CLOSED; focused historical | unconfirmed observation |
| cpu/elementwise_reduction | reduce_sum_axis1 / tenferro-direct |
1.748x | f64, t1, 2048x2048 | pytorch-cpu | #1719 #1001; #1719:CLOSED #1001:CLOSED; historical cluster | excluded: timed session entry |
| small | qr / tenferro-trace |
1.745x | f64, t1, 2x2 | pytorch-cpu | #1904 #1762; #1904:OPEN #1762:CLOSED; small-call cluster | unconfirmed observation |
| cpu/einsum | bin_matmul_1024 / opt_flops / tenferro-rs trace mode (ms) |
1.729x | f64 (see instance), t4, see instance JSON | JAX Python (XLA CPU dot) (ms) | #1865 #1899 #1904 #975; #1865:OPEN #1899:OPEN #1904:OPEN #975:CLOSED; related contraction/planning cluster | unconfirmed observation |
| cpu/einsum | bin_matmul_1024 / opt_size / tenferro-rs trace mode (ms) |
1.729x | f64 (see instance), t4, see instance JSON | JAX Python (XLA CPU dot) (ms) | #1865 #1899 #1904 #975; #1865:OPEN #1899:OPEN #1904:OPEN #975:CLOSED; related contraction/planning cluster | unconfirmed observation |
| cpu/elementwise_reduction | reduce_min_axis0 / tenferro-trace |
1.708x | f64, t1, 2048x2048 | julia-base | #1719 #1001; #1719:CLOSED #1001:CLOSED; historical cluster | unconfirmed observation |
| cpu/einsum | str_nw_mera_open_26 / opt_flops / tenferro-rs trace mode (ms) |
1.686x | f64 (see instance), t4, see instance JSON | PyTorch Python (ms) | #1865 #1899 #1904 #975; #1865:OPEN #1899:OPEN #1904:OPEN #975:CLOSED; related contraction/planning cluster | unconfirmed observation |
| cpu/elementwise_reduction | reduce_min_axis0 / tenferro-direct |
1.669x | f64, t1, 2048x2048 | julia-base | #1719 #1001; #1719:CLOSED #1001:CLOSED; historical cluster | excluded: timed session entry |
| cpu/linalg_batch_families | batched_cholesky / tenferro-direct |
1.662x | f64, t4, 1024x4x4 | pytorch-cpu | #1878 #2000; #1878:CLOSED #2000:OPEN; batch-linalg cluster | short isolated-clock diagnostic |
| cpu/einsum | bin_omeinsum_high_d_12x12_contract_4_batch_4 / opt_flops / tenferro-rs eager mode (ms) |
1.658x | f64 (see instance), t4, see instance JSON | OMEinsum.jl OpenBLAS (ms) | #1865 #1899 #1904 #975; #1865:OPEN #1899:OPEN #1904:OPEN #975:CLOSED; related contraction/planning cluster | short isolated-clock diagnostic |
| cpu/einsum | bin_omeinsum_high_d_12x12_contract_4_batch_4 / opt_size / tenferro-rs eager mode (ms) |
1.658x | f64 (see instance), t4, see instance JSON | OMEinsum.jl OpenBLAS (ms) | #1865 #1899 #1904 #975; #1865:OPEN #1899:OPEN #1904:OPEN #975:CLOSED; related contraction/planning cluster | short isolated-clock diagnostic |
| cpu/fft | irfft / tenferro-fft-trace |
1.649x | c32, t4, 1d_n1048576 | pytorch-cpu | #1765 #1484; #1765:CLOSED #1484:CLOSED; related historical; no focused large single-lane issue | unconfirmed observation |
| cpu/einsum | str_nw_mera_open_26 / opt_size / tenferro-rs trace mode (ms) |
1.644x | f64 (see instance), t4, see instance JSON | PyTorch Python (ms) | #1865 #1899 #1904 #975; #1865:OPEN #1899:OPEN #1904:OPEN #975:CLOSED; related contraction/planning cluster | unconfirmed observation |
| cpu/complex | solve / tenferro-direct |
1.643x | c64, t1, 384x384,rhs=8 | julia-base | #1900 #1660; #1900:OPEN #1660:OPEN; related provider issues; #1900 is Apple-specific | unconfirmed observation |
| cpu/einsum | lm_batch_likelihood_sentence_3_12d / opt_flops / tenferro-rs trace mode (ms) |
1.640x | f64 (see instance), t4, see instance JSON | PyTorch Python (ms) | #1865 #1899 #1904 #975; #1865:OPEN #1899:OPEN #1904:OPEN #975:CLOSED; related contraction/planning cluster | unconfirmed observation |
| cpu/linalg_uncovered | triangular_solve / tenferro-direct |
1.626x | f64, t1, 4096x4096,rhs=64 | julia-base | #2028; #2028:OPEN; focused | unconfirmed observation |
| cpu/complex | exp / tenferro-trace |
1.615x | c64, t1, 4194304 | julia-base | #1719 #1001; #1719:CLOSED #1001:CLOSED; historical cluster | unconfirmed observation |
| cpu/elementwise_reduction | compare_lt / tenferro-direct |
1.614x | f64, t1, 33554432 | julia-base | #1927; #1927:OPEN; umbrella only; no focused gap issue verified | excluded: timed session entry |
| cpu/complex | exp / tenferro-direct |
1.608x | c64, t1, 4194304 | julia-base | #1719 #1001; #1719:CLOSED #1001:CLOSED; historical cluster | excluded: timed session entry |
| cpu/linalg_uncovered | det / tenferro-trace |
1.589x | f64, t1, 1024x1024 | julia-base | #1956 #1660; #1956:OPEN #1660:OPEN; related provider/extraction issues; no focused gap issue verified | unconfirmed observation |
| cpu/linalg_uncovered | det / tenferro-direct |
1.587x | f64, t1, 1024x1024 | julia-base | #1956 #1660; #1956:OPEN #1660:OPEN; related provider/extraction issues; no focused gap issue verified | unconfirmed observation |
| cpu/complex | cholesky / tenferro-trace |
1.585x | c64, t1, 448x448 | julia-base | #1900 #1660; #1900:OPEN #1660:OPEN; related provider issues; #1900 is Apple-specific | unconfirmed observation |
| cpu/linalg_uncovered | slogdet / tenferro-direct |
1.583x | f64, t1, 1024x1024 | julia-base | #1719 #1001; #1719:CLOSED #1001:CLOSED; historical cluster | unconfirmed observation |
| cpu/linalg_uncovered | slogdet / tenferro-trace |
1.578x | f64, t1, 1024x1024 | julia-base | #1719 #1001; #1719:CLOSED #1001:CLOSED; historical cluster | unconfirmed observation |
| cpu/linalg_uncovered | eigvalsh / tenferro-trace |
1.572x | f64, t1, 512x512 | julia-base | #1956 #1660; #1956:OPEN #1660:OPEN; related provider/extraction issues; no focused gap issue verified | unconfirmed observation |
| cpu/linalg_uncovered | eigvalsh / tenferro-direct |
1.568x | f64, t1, 512x512 | julia-base | #1956 #1660; #1956:OPEN #1660:OPEN; related provider/extraction issues; no focused gap issue verified | unconfirmed observation |
| cpu/linalg_batch_families | batched_eigvalsh / tenferro-direct |
1.563x | f64, t4, 8x128x128 | jax-cpu | #1878 #2000; #1878:CLOSED #2000:OPEN; batch-linalg cluster | unconfirmed observation |
| cpu/elementwise_reduction | compare_lt / tenferro-trace |
1.559x | f64, t1, 33554432 | julia-base | #1927; #1927:OPEN; umbrella only; no focused gap issue verified | unconfirmed observation |
| large | grad_sum_matmul_backward / tenferro-trace |
1.546x | f64, t1, 64x64 | jax-cpu | #1328 #1803; #1328:CLOSED #1803:OPEN; AD cluster; #1803 primarily eager | unconfirmed observation |
| cpu/einsum | bin_batched_outer_product_noncompact_j16_k16_o64_t64 / opt_flops / tenferro-rs eager mode (ms) |
1.544x | f64 (see instance), t4, see instance JSON | PyTorch Python (ms) | #1878 #2000; #1878:CLOSED #2000:OPEN; batch-linalg cluster | short isolated-clock diagnostic |
| cpu/einsum | bin_batched_outer_product_noncompact_j16_k16_o64_t64 / opt_size / tenferro-rs eager mode (ms) |
1.544x | f64 (see instance), t4, see instance JSON | PyTorch Python (ms) | #1878 #2000; #1878:CLOSED #2000:OPEN; batch-linalg cluster | short isolated-clock diagnostic |
| cpu/complex | cholesky / tenferro-direct |
1.542x | c64, t1, 448x448 | julia-base | #1900 #1660; #1900:OPEN #1660:OPEN; related provider issues; #1900 is Apple-specific | unconfirmed observation |
| cpu/indexing_layout | slice / tenferro-direct |
1.535x | f64, t4, 4194304 -> 2096128 | pytorch-cpu | #1482 #1719 #1512; #1482:CLOSED #1719:CLOSED #1512:CLOSED; historical indexing cluster | excluded: timed session entry |
| cpu/permutation | transpose_3d_256_201 / tenferro-rs |
1.521x | f64, t1, [256, 256, 256] | strided-rs | #1393; #1393:CLOSED; focused historical | unconfirmed observation |
| cpu/einsum | bin_matmul_256 / opt_flops / tenferro-rs trace mode (ms) |
1.511x | f64 (see instance), t1, see instance JSON | OMEinsum.jl OpenBLAS (ms) | #1865 #1899 #1904 #975; #1865:OPEN #1899:OPEN #1904:OPEN #975:CLOSED; related contraction/planning cluster | unconfirmed observation |
| cpu/einsum | bin_matmul_256 / opt_size / tenferro-rs trace mode (ms) |
1.511x | f64 (see instance), t1, see instance JSON | OMEinsum.jl OpenBLAS (ms) | #1865 #1899 #1904 #975; #1865:OPEN #1899:OPEN #1904:OPEN #975:CLOSED; related contraction/planning cluster | unconfirmed observation |
| cpu/elementwise_reduction | reduce_max_all / tenferro-trace |
1.507x | f64, t1, 8192x4096 | julia-base | #1719 #1001; #1719:CLOSED #1001:CLOSED; historical cluster | unconfirmed observation |
| cpu/elementwise_reduction | reduce_max_all / tenferro-direct |
1.506x | f64, t1, 8192x4096 | julia-base | #1719 #1001; #1719:CLOSED #1001:CLOSED; historical cluster | excluded: timed session entry |
| cpu/indexing_layout | dynamic_update_slice / tenferro-direct |
1.463x | f64, t4, 2097152 | pytorch-cpu | #1482 #1719 #1512; #1482:CLOSED #1719:CLOSED #1512:CLOSED; historical indexing cluster | excluded: timed session entry |
| cpu/linalg_uncovered | eig / tenferro-trace |
1.459x | f64, t4, 160x160 | julia-base | #1956 #1660; #1956:OPEN #1660:OPEN; related provider/extraction issues; no focused gap issue verified | unconfirmed observation |
| batched | batched_qr / tenferro-trace |
1.451x | f64, t1, 2x2xbatch16 (native batch layout) | pytorch-cpu | #1878 #2000; #1878:CLOSED #2000:OPEN; batch-linalg cluster | unconfirmed observation |
| cpu/fft | rfft / tenferro-fft-trace |
1.431x | f32, t4, 1d_n1048576 | pytorch-cpu | #1765 #1484; #1765:CLOSED #1484:CLOSED; related historical; no focused large single-lane issue | unconfirmed observation |
| cpu/complex | svd / tenferro-trace |
1.425x | c64, t1, 160x160 | julia-base | #1900 #1660; #1900:OPEN #1660:OPEN; related provider issues; #1900 is Apple-specific | unconfirmed observation |
| large | eigh / tenferro-eager |
1.425x | f64, t1, 1024x1024 | jax-cpu | #1927; #1927:OPEN; umbrella only; no focused gap issue verified | unconfirmed observation |
| large | eigh / tenferro-trace |
1.422x | f64, t1, 1024x1024 | jax-cpu | #1927; #1927:OPEN; umbrella only; no focused gap issue verified | unconfirmed observation |
| large | grad_sum_matmul / tenferro-eager |
1.417x | f64, t1, 64x64 | pytorch-cpu | #1328 #1803; #1328:CLOSED #1803:OPEN; AD cluster; #1803 primarily eager | unconfirmed observation |
| cpu/complex | svd / tenferro-direct |
1.409x | c64, t1, 160x160 | julia-base | #1900 #1660; #1900:OPEN #1660:OPEN; related provider issues; #1900 is Apple-specific | unconfirmed observation |
| small | solve / tenferro-trace |
1.406x | f64, t1, 32x32,rhs=1 | jax-cpu | #1904 #1762; #1904:OPEN #1762:CLOSED; small-call cluster | unconfirmed observation |
| cpu/permutation | cyclic_15d_3 / tenferro-rs |
1.405x | f64, t1, [3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3] | strided-rs | #1393; #1393:CLOSED; focused historical | unconfirmed observation |
| cpu/einsum | nary_matmul_chain_64 / opt_flops / tenferro-rs trace mode (ms) |
1.404x | f64 (see instance), t4, see instance JSON | PyTorch Python (ms) | #1865 #1899 #1904 #975; #1865:OPEN #1899:OPEN #1904:OPEN #975:CLOSED; related contraction/planning cluster | short isolated-clock diagnostic |
| cpu/einsum | nary_matmul_chain_64 / opt_size / tenferro-rs trace mode (ms) |
1.404x | f64 (see instance), t4, see instance JSON | PyTorch Python (ms) | #1865 #1899 #1904 #975; #1865:OPEN #1899:OPEN #1904:OPEN #975:CLOSED; related contraction/planning cluster | short isolated-clock diagnostic |
| cpu/complex | qr / tenferro-trace |
1.392x | c64, t1, 256x256 | jax-cpu | #1900 #1660; #1900:OPEN #1660:OPEN; related provider issues; #1900 is Apple-specific | unconfirmed observation |
| large | grad_sum_solve_backward / tenferro-trace |
1.389x | f64, t1, 64x64,rhs=1 | jax-cpu | #1328 #1803; #1328:CLOSED #1803:OPEN; AD cluster; #1803 primarily eager | unconfirmed observation |
| small | svd / tenferro-trace |
1.387x | f64, t4, 2x2 | pytorch-cpu | #1904 #1762; #1904:OPEN #1762:CLOSED; small-call cluster | unconfirmed observation |
| cpu/einsum | str_nw_mera_closed_120 / opt_flops / tenferro-rs trace mode (ms) |
1.386x | f64 (see instance), t1, see instance JSON | OMEinsum.jl OpenBLAS (ms) | #1865 #1899 #1904 #975; #1865:OPEN #1899:OPEN #1904:OPEN #975:CLOSED; related contraction/planning cluster | unconfirmed observation |
| small | eigh / tenferro-trace |
1.384x | f64, t1, 2x2 | pytorch-cpu | #1904 #1762; #1904:OPEN #1762:CLOSED; small-call cluster | unconfirmed observation |
| cpu/complex | qr / tenferro-direct |
1.379x | c64, t1, 256x256 | jax-cpu | #1900 #1660; #1900:OPEN #1660:OPEN; related provider issues; #1900 is Apple-specific | unconfirmed observation |
| cpu/einsum | gm_queen5_5_3.wcsp / opt_flops / tenferro-rs eager mode (ms) |
1.376x | f64 (see instance), t1, see instance JSON | JAX Python (XLA CPU dot) (ms) | #1865 #1899 #1904 #975; #1865:OPEN #1899:OPEN #1904:OPEN #975:CLOSED; related contraction/planning cluster | unconfirmed observation |
| cpu/linalg_batched | batched_lu_solve / tenferro-direct |
1.365x | f64, t1, 1024x4x4,rhs=1 | pytorch-cpu | #1884 #1878 #2000; #1884:OPEN #1878:CLOSED #2000:OPEN; batch-linalg cluster | short isolated-clock diagnostic |
| cpu/einsum | str_nw_mera_closed_120 / opt_flops / tenferro-rs eager mode (ms) |
1.360x | f64 (see instance), t1, see instance JSON | OMEinsum.jl OpenBLAS (ms) | #1865 #1899 #1904 #975; #1865:OPEN #1899:OPEN #1904:OPEN #975:CLOSED; related contraction/planning cluster | unconfirmed observation |
| cpu/fft | irfft / tenferro-fft-eager |
1.358x | c32, t4, 1d_n1048576 | pytorch-cpu | #1765 #1484; #1765:CLOSED #1484:CLOSED; related historical; no focused large single-lane issue | excluded: timed eager session entry |
| cpu/elementwise_reduction | reduce_min_all / tenferro-trace |
1.354x | f64, t1, 8192x4096 | julia-base | #1719 #1001; #1719:CLOSED #1001:CLOSED; historical cluster | unconfirmed observation |
| cpu/elementwise_reduction | reduce_min_all / tenferro-direct |
1.349x | f64, t1, 8192x4096 | julia-base | #1719 #1001; #1719:CLOSED #1001:CLOSED; historical cluster | excluded: timed session entry |
| cpu/einsum | str_nw_mera_closed_120 / opt_size / tenferro-rs eager mode (ms) |
1.347x | f64 (see instance), t1, see instance JSON | OMEinsum.jl OpenBLAS (ms) | #1865 #1899 #1904 #975; #1865:OPEN #1899:OPEN #1904:OPEN #975:CLOSED; related contraction/planning cluster | unconfirmed observation |
| cpu/einsum | str_nw_mera_closed_120 / opt_size / tenferro-rs trace mode (ms) |
1.339x | f64 (see instance), t1, see instance JSON | OMEinsum.jl OpenBLAS (ms) | #1865 #1899 #1904 #975; #1865:OPEN #1899:OPEN #1904:OPEN #975:CLOSED; related contraction/planning cluster | unconfirmed observation |
| cpu/permutation | tn_light_415_24d_scattered_to_colmajor / tenferro-rs |
1.336x | f64, t1, [2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2] | strided-rs | #1393; #1393:CLOSED; focused historical | unconfirmed observation |
| large | qr / tenferro-trace |
1.334x | f64, t1, 1024x1024 | jax-cpu | #1927; #1927:OPEN; umbrella only; no focused gap issue verified | unconfirmed observation |
| large | grad_sum_qr_jvp / tenferro-trace |
1.333x | f64, t1, 512x512 | jax-cpu | #1328 #1803; #1328:CLOSED #1803:OPEN; AD cluster; #1803 primarily eager | unconfirmed observation |
| large | qr / tenferro-eager |
1.330x | f64, t1, 1024x1024 | jax-cpu | #1927; #1927:OPEN; umbrella only; no focused gap issue verified | unconfirmed observation |
| cpu/structural_shape | broadcast_in_dim / tenferro-direct |
1.312x | f64, t4, 8192x1 -> 8192x4096 | pytorch-cpu | #1001 #1512 #1480; #1001:CLOSED #1512:CLOSED #1480:CLOSED; related structural cluster | excluded: timed session entry |
| cpu/einsum | bin_outer_product_4096 / opt_flops / tenferro-rs trace mode (ms) |
1.308x | f64 (see instance), t4, see instance JSON | PyTorch Python (ms) | #1865 #1899 #1904 #975; #1865:OPEN #1899:OPEN #1904:OPEN #975:CLOSED; related contraction/planning cluster | unconfirmed observation |
| cpu/einsum | bin_outer_product_4096 / opt_size / tenferro-rs trace mode (ms) |
1.308x | f64 (see instance), t4, see instance JSON | PyTorch Python (ms) | #1865 #1899 #1904 #975; #1865:OPEN #1899:OPEN #1904:OPEN #975:CLOSED; related contraction/planning cluster | unconfirmed observation |
| cpu/fft | irfft / tenferro-fft-executor-cached |
1.306x | c32, t4, 1d_n1048576 | pytorch-cpu | #1765 #1484; #1765:CLOSED #1484:CLOSED; related historical; no focused large single-lane issue | unconfirmed observation |
| cpu/elementwise_reduction | rem / tenferro-direct |
1.306x | f64, t1, 8388608 | pytorch-cpu | #1927; #1927:OPEN; umbrella only; no focused gap issue verified | excluded: timed session entry |
| cpu/structural_shape | broadcast_in_dim / tenferro-trace |
1.305x | f64, t4, 8192x1 -> 8192x4096 | pytorch-cpu | #1001 #1512 #1480; #1001:CLOSED #1512:CLOSED #1480:CLOSED; related structural cluster | unconfirmed observation |
| cpu/elementwise_reduction | rem / tenferro-trace |
1.304x | f64, t4, 8388608 | pytorch-cpu | #1927; #1927:OPEN; umbrella only; no focused gap issue verified | unconfirmed observation |
| cpu/linalg_uncovered | pinv_with_rtol / tenferro-trace |
1.296x | f64, t1, 512x256 | julia-base | #1956 #1660; #1956:OPEN #1660:OPEN; related provider/extraction issues; no focused gap issue verified | unconfirmed observation |
| batched | batched_qr / tenferro-eager |
1.295x | f64, t4, 8x8xbatch1024 (native batch layout) | jax-cpu | #1878 #2000; #1878:CLOSED #2000:OPEN; batch-linalg cluster | unconfirmed observation |
| cpu/linalg_uncovered | pinv / tenferro-trace |
1.294x | f64, t1, 512x256 | julia-base | #1956 #1660; #1956:OPEN #1660:OPEN; related provider/extraction issues; no focused gap issue verified | unconfirmed observation |
| cpu/permutation | transpose_3d_256_102 / tenferro-rs |
1.293x | f64, t1, [256, 256, 256] | strided-rs | #1393; #1393:CLOSED; focused historical | unconfirmed observation |
| small | qr / tenferro-eager |
1.291x | f64, t1, 8x8 | pytorch-cpu | #1904 #1762; #1904:OPEN #1762:CLOSED; small-call cluster | unconfirmed observation |
| cpu/linalg_uncovered | pinv_with_rtol / tenferro-direct |
1.283x | f64, t1, 512x256 | julia-base | #1956 #1660; #1956:OPEN #1660:OPEN; related provider/extraction issues; no focused gap issue verified | unconfirmed observation |
| cpu/linalg_uncovered | pinv / tenferro-direct |
1.282x | f64, t1, 512x256 | julia-base | #1956 #1660; #1956:OPEN #1660:OPEN; related provider/extraction issues; no focused gap issue verified | unconfirmed observation |
| cpu/indexing_layout | reverse / tenferro-direct |
1.278x | f64, t4, 2097152 | pytorch-cpu | #1482 #1719 #1512; #1482:CLOSED #1719:CLOSED #1512:CLOSED; historical indexing cluster | excluded: timed session entry |
| cpu/einsum | gm_queen5_5_3.wcsp / opt_size / tenferro-rs eager mode (ms) |
1.278x | f64 (see instance), t4, see instance JSON | JAX Python (XLA CPU dot) (ms) | #1865 #1899 #1904 #975; #1865:OPEN #1899:OPEN #1904:OPEN #975:CLOSED; related contraction/planning cluster | unconfirmed observation |
| cpu/einsum | str_nw_mera_open_26 / opt_flops / tenferro-rs eager mode (ms) |
1.277x | f64 (see instance), t4, see instance JSON | PyTorch Python (ms) | #1865 #1899 #1904 #975; #1865:OPEN #1899:OPEN #1904:OPEN #975:CLOSED; related contraction/planning cluster | unconfirmed observation |
| cpu/fft | fft / tenferro-fft-eager |
1.263x | c64, t4, 1d_n1048576 | pytorch-cpu | #1765 #1484; #1765:CLOSED #1484:CLOSED; related historical; no focused large single-lane issue | excluded: timed eager session entry |
| cpu/fft | fft / tenferro-fft-trace |
1.261x | c32, t4, 1d_n1048576 | pytorch-cpu | #1765 #1484; #1765:CLOSED #1484:CLOSED; related historical; no focused large single-lane issue | unconfirmed observation |
| cpu/einsum | gm_queen5_5_3.wcsp / opt_flops / tenferro-rs trace mode (ms) |
1.260x | f64 (see instance), t4, see instance JSON | JAX Python (XLA CPU dot) (ms) | #1865 #1899 #1904 #975; #1865:OPEN #1899:OPEN #1904:OPEN #975:CLOSED; related contraction/planning cluster | unconfirmed observation |
| cpu/fft | rfft / tenferro-fft-eager |
1.260x | f32, t4, 1d_n1048576 | pytorch-cpu | #1765 #1484; #1765:CLOSED #1484:CLOSED; related historical; no focused large single-lane issue | excluded: timed eager session entry |
| cpu/einsum | str_nw_mera_open_26 / opt_size / tenferro-rs eager mode (ms) |
1.258x | f64 (see instance), t4, see instance JSON | PyTorch Python (ms) | #1865 #1899 #1904 #975; #1865:OPEN #1899:OPEN #1904:OPEN #975:CLOSED; related contraction/planning cluster | unconfirmed observation |
| cpu/elementwise_reduction | log / tenferro-direct |
1.257x | f64, t4, 8388608 | pytorch-cpu | #1719 #1001; #1719:CLOSED #1001:CLOSED; historical cluster | excluded: timed session entry |
| large | grad_sum_matmul / tenferro-trace |
1.256x | f64, t4, 64x64 | pytorch-cpu | #1328 #1803; #1328:CLOSED #1803:OPEN; AD cluster; #1803 primarily eager | unconfirmed observation |
| cpu/permutation | tn_light_415_24d_contiguous_same_perm / tenferro-rs |
1.245x | f64, t1, [2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2] | strided-rs | #1393; #1393:CLOSED; focused historical | unconfirmed observation |
| cpu/permutation | rotation_6d_32_32_32_32_16_16 / tenferro-rs |
1.242x | f64, t1, [32, 32, 32, 32, 16, 16] | strided-rs | #1393; #1393:CLOSED; focused historical | unconfirmed observation |
| cpu/complex | div / tenferro-trace |
1.240x | c64, t1, 8388608 | jax-cpu | #1900 #1660; #1900:OPEN #1660:OPEN; related provider issues; #1900 is Apple-specific | unconfirmed observation |
| cpu/elementwise_reduction | log / tenferro-trace |
1.240x | f64, t1, 8388608 | pytorch-cpu | #1719 #1001; #1719:CLOSED #1001:CLOSED; historical cluster | unconfirmed observation |
| large | grad_sum_lu_vjp / tenferro-trace |
1.236x | f64, t4, 256x256 | jax-cpu | #1328 #1803; #1328:CLOSED #1803:OPEN; AD cluster; #1803 primarily eager | unconfirmed observation |
| cpu/linalg_uncovered | svd_full / tenferro-trace |
1.226x | f64, t1, 768x384 | julia-base | #1956 #1660; #1956:OPEN #1660:OPEN; related provider/extraction issues; no focused gap issue verified | unconfirmed observation |
| large | grad_sum_solve_jvp / tenferro-trace |
1.223x | f64, t1, 1024x1024,rhs=1 | jax-cpu | #1328 #1803; #1328:CLOSED #1803:OPEN; AD cluster; #1803 primarily eager | unconfirmed observation |
| cpu/fft | rfft / tenferro-fft-executor-cached |
1.223x | f32, t4, 1d_n1048576 | pytorch-cpu | #1765 #1484; #1765:CLOSED #1484:CLOSED; related historical; no focused large single-lane issue | unconfirmed observation |
| large | svd / tenferro-eager |
1.218x | f64, t1, 1024x1024 | jax-cpu | #1927; #1927:OPEN; umbrella only; no focused gap issue verified | unconfirmed observation |
| large | grad_sum_solve_vjp / tenferro-trace |
1.217x | f64, t1, 1024x1024,rhs=1 | jax-cpu | #1328 #1803; #1328:CLOSED #1803:OPEN; AD cluster; #1803 primarily eager | unconfirmed observation |
| cpu/linalg_uncovered | svd_full / tenferro-eager |
1.216x | f64, t1, 768x384 | julia-base | #1956 #1660; #1956:OPEN #1660:OPEN; related provider/extraction issues; no focused gap issue verified | excluded: timed session entry |
| large | svd / tenferro-trace |
1.212x | f64, t1, 1024x1024 | jax-cpu | #1927; #1927:OPEN; umbrella only; no focused gap issue verified | unconfirmed observation |
| cpu/complex | eig / tenferro-trace |
1.208x | c64, t4, 112x112 | pytorch-cpu | #1900 #1660; #1900:OPEN #1660:OPEN; related provider issues; #1900 is Apple-specific | unconfirmed observation |
| cpu/output_reuse | copy_read_into / tenferro-direct |
1.207x | f64, t4, 33554432 | julia-base | #1899 #1904; #1899:OPEN #1904:OPEN; related public contraction path | excluded: timed session entry |
| cpu/linalg_uncovered | eigvals / tenferro-trace |
1.206x | f64, t4, 192x192 | pytorch-cpu | #1956 #1660; #1956:OPEN #1660:OPEN; related provider/extraction issues; no focused gap issue verified | unconfirmed observation |
| large | grad_sum_lu_jvp / tenferro-trace |
1.205x | f64, t1, 1024x1024 | jax-cpu | #1328 #1803; #1328:CLOSED #1803:OPEN; AD cluster; #1803 primarily eager | unconfirmed observation |
| cpu/einsum | bin_outer_product_4096 / opt_flops / tenferro-rs eager mode (ms) |
1.200x | f64 (see instance), t4, see instance JSON | PyTorch Python (ms) | #1865 #1899 #1904 #975; #1865:OPEN #1899:OPEN #1904:OPEN #975:CLOSED; related contraction/planning cluster | unconfirmed observation |
| cpu/einsum | bin_outer_product_4096 / opt_size / tenferro-rs eager mode (ms) |
1.200x | f64 (see instance), t4, see instance JSON | PyTorch Python (ms) | #1865 #1899 #1904 #975; #1865:OPEN #1899:OPEN #1904:OPEN #975:CLOSED; related contraction/planning cluster | unconfirmed observation |
| cpu/linalg_uncovered | cholesky / tenferro-trace |
1.199x | f64, t1, 1536x1536 | julia-base | #1956 #1660; #1956:OPEN #1660:OPEN; related provider/extraction issues; no focused gap issue verified | unconfirmed observation |
| cpu/einsum | bin_permuted_r4_abcd_dbef_acef_d32 / opt_flops / tenferro-rs trace mode (ms) |
1.188x | f64 (see instance), t1, see instance JSON | OMEinsum.jl OpenBLAS (ms) | #1865 #1899 #1904 #975; #1865:OPEN #1899:OPEN #1904:OPEN #975:CLOSED; related contraction/planning cluster | unconfirmed observation |
| cpu/einsum | bin_permuted_r4_abcd_dbef_acef_d32 / opt_size / tenferro-rs trace mode (ms) |
1.188x | f64 (see instance), t1, see instance JSON | OMEinsum.jl OpenBLAS (ms) | #1865 #1899 #1904 #975; #1865:OPEN #1899:OPEN #1904:OPEN #975:CLOSED; related contraction/planning cluster | unconfirmed observation |
| cpu/session_matrix | matmul_n32_count1024 / tenferro-blas |
1.186x | f64; c64 named in case ID, t4, loop-of-1024-independent-ops | pytorch | #1904 #1899 #1946; #1904:OPEN #1899:OPEN #1946:CLOSED; related public-route/session cluster | unconfirmed observation |
| cpu/linalg_uncovered | cholesky / tenferro-direct |
1.186x | f64, t1, 1536x1536 | julia-base | #1956 #1660; #1956:OPEN #1660:OPEN; related provider/extraction issues; no focused gap issue verified | unconfirmed observation |
| large | grad_sum_qr_vjp / tenferro-trace |
1.185x | f64, t1, 256x256 | jax-cpu | #1328 #1803; #1328:CLOSED #1803:OPEN; AD cluster; #1803 primarily eager | unconfirmed observation |
| cpu/linalg_batched | batched_triangular_solve / tenferro-direct |
1.184x | f64, t4, 1024x2x2,rhs=1 | julia-base | #1884 #1878 #2000; #1884:OPEN #1878:CLOSED #2000:OPEN; batch-linalg cluster | short isolated-clock diagnostic |
| large | solve / tenferro-trace |
1.180x | f64, t1, 1024x1024,rhs=64 | jax-cpu | #1927; #1927:OPEN; umbrella only; no focused gap issue verified | unconfirmed observation |
| large | solve / tenferro-eager |
1.179x | f64, t1, 1024x1024,rhs=64 | jax-cpu | #1927; #1927:OPEN; umbrella only; no focused gap issue verified | unconfirmed observation |
| cpu/elementwise_reduction | reduce_sum_axis0 / tenferro-direct |
1.170x | f64, t1, 2048x2048 | julia-base | #1719 #1001; #1719:CLOSED #1001:CLOSED; historical cluster | excluded: timed session entry |
| cpu/einsum | str_mps_varying_inner_product_200 / opt_size / tenferro-rs eager mode (ms) |
1.164x | f64 (see instance), t4, see instance JSON | PyTorch Python (ms) | #1865 #1899 #1904 #975; #1865:OPEN #1899:OPEN #1904:OPEN #975:CLOSED; related contraction/planning cluster | unconfirmed observation |
| cpu/elementwise_reduction | sqrt / tenferro-direct |
1.149x | f64, t1, 33554432 | jax-cpu | #1927; #1927:OPEN; umbrella only; no focused gap issue verified | excluded: timed session entry |
| cpu/einsum | str_mps_varying_inner_product_200 / opt_size / tenferro-rs trace mode (ms) |
1.148x | f64 (see instance), t4, see instance JSON | PyTorch Python (ms) | #1865 #1899 #1904 #975; #1865:OPEN #1899:OPEN #1904:OPEN #975:CLOSED; related contraction/planning cluster | unconfirmed observation |
| cpu/einsum | str_mps_varying_inner_product_200 / opt_flops / tenferro-rs trace mode (ms) |
1.141x | f64 (see instance), t4, see instance JSON | PyTorch Python (ms) | #1865 #1899 #1904 #975; #1865:OPEN #1899:OPEN #1904:OPEN #975:CLOSED; related contraction/planning cluster | unconfirmed observation |
| cpu/linalg_uncovered | lu / tenferro-trace |
1.135x | f64, t1, 1024x1024 | julia-base | #1956 #1660; #1956:OPEN #1660:OPEN; related provider/extraction issues; no focused gap issue verified | unconfirmed observation |
| cpu/elementwise_reduction | clamp / tenferro-direct |
1.134x | f64, t1, 8388608 | pytorch-cpu | #1927; #1927:OPEN; umbrella only; no focused gap issue verified | excluded: timed session entry |
| cpu/complex | mul / tenferro-trace |
1.132x | c64, t1, 8388608 | pytorch-cpu | #1900 #1660; #1900:OPEN #1660:OPEN; related provider issues; #1900 is Apple-specific | unconfirmed observation |
| small | solve / tenferro-eager |
1.131x | f64, t1, 32x32,rhs=1 | jax-cpu | #1904 #1762; #1904:OPEN #1762:CLOSED; small-call cluster | unconfirmed observation |
| cpu/elementwise_reduction | sqrt / tenferro-trace |
1.131x | f64, t1, 33554432 | jax-cpu | #1927; #1927:OPEN; umbrella only; no focused gap issue verified | unconfirmed observation |
| cpu/einsum | bin_permuted_r4_abcd_dbef_acef_d32 / opt_flops / tenferro-rs eager mode (ms) |
1.130x | f64 (see instance), t1, see instance JSON | OMEinsum.jl OpenBLAS (ms) | #1865 #1899 #1904 #975; #1865:OPEN #1899:OPEN #1904:OPEN #975:CLOSED; related contraction/planning cluster | unconfirmed observation |
| cpu/einsum | bin_permuted_r4_abcd_dbef_acef_d32 / opt_size / tenferro-rs eager mode (ms) |
1.130x | f64 (see instance), t1, see instance JSON | OMEinsum.jl OpenBLAS (ms) | #1865 #1899 #1904 #975; #1865:OPEN #1899:OPEN #1904:OPEN #975:CLOSED; related contraction/planning cluster | unconfirmed observation |
| cpu/elementwise_reduction | reduce_prod_axis0 / tenferro-direct |
1.118x | f64, t1, 2048x2048 | julia-base | #1719 #1001; #1719:CLOSED #1001:CLOSED; historical cluster | excluded: timed session entry |
| cpu/elementwise_reduction | clamp / tenferro-trace |
1.117x | f64, t1, 8388608 | pytorch-cpu | #1927; #1927:OPEN; umbrella only; no focused gap issue verified | unconfirmed observation |
| large | grad_sum_svd_s_backward / tenferro-trace |
1.116x | f64, t1, 1024x1024 | jax-cpu | #1328 #1803; #1328:CLOSED #1803:OPEN; AD cluster; #1803 primarily eager | unconfirmed observation |
| cpu/complex | div / tenferro-direct |
1.116x | c64, t4, 8388608 | pytorch-cpu | #1900 #1660; #1900:OPEN #1660:OPEN; related provider issues; #1900 is Apple-specific | excluded: timed session entry |
| cpu/complex | mul / tenferro-direct |
1.115x | c64, t4, 8388608 | pytorch-cpu | #1900 #1660; #1900:OPEN #1660:OPEN; related provider issues; #1900 is Apple-specific | excluded: timed session entry |
| large | grad_sum_svd_s_jvp / tenferro-trace |
1.113x | f64, t1, 1024x1024 | jax-cpu | #1328 #1803; #1328:CLOSED #1803:OPEN; AD cluster; #1803 primarily eager | unconfirmed observation |
| large | matmul / tenferro-eager |
1.111x | f64, t1, 128x128 | jax-cpu | #1927; #1927:OPEN; umbrella only; no focused gap issue verified | unconfirmed observation |
| cpu/einsum | str_mps_varying_inner_product_200 / opt_flops / tenferro-rs eager mode (ms) |
1.111x | f64 (see instance), t4, see instance JSON | PyTorch Python (ms) | #1865 #1899 #1904 #975; #1865:OPEN #1899:OPEN #1904:OPEN #975:CLOSED; related contraction/planning cluster | unconfirmed observation |
| cpu/indexing_layout | pad / tenferro-direct |
1.106x | f64, t4, 2097152 | pytorch-cpu | #1482 #1719 #1512; #1482:CLOSED #1719:CLOSED #1512:CLOSED; historical indexing cluster | excluded: timed session entry |
| large | grad_sum_svd_s_vjp / tenferro-trace |
1.105x | f64, t1, 256x256 | jax-cpu | #1328 #1803; #1328:CLOSED #1803:OPEN; AD cluster; #1803 primarily eager | unconfirmed observation |
| cpu/einsum | tensornetwork_permutation_focus_step409_316 / opt_flops / tenferro-rs eager mode (ms) |
1.099x | f64 (see instance), t1, see instance JSON | OMEinsum.jl OpenBLAS (ms) | #1865 #1899 #1904 #975; #1865:OPEN #1899:OPEN #1904:OPEN #975:CLOSED; related contraction/planning cluster | unconfirmed observation |
| cpu/einsum | tensornetwork_permutation_focus_step409_316 / opt_size / tenferro-rs eager mode (ms) |
1.099x | f64 (see instance), t1, see instance JSON | OMEinsum.jl OpenBLAS (ms) | #1865 #1899 #1904 #975; #1865:OPEN #1899:OPEN #1904:OPEN #975:CLOSED; related contraction/planning cluster | unconfirmed observation |
| cpu/einsum | bin_matmul_256 / opt_flops / tenferro-rs eager mode (ms) |
1.099x | f64 (see instance), t1, see instance JSON | OMEinsum.jl OpenBLAS (ms) | #1865 #1899 #1904 #975; #1865:OPEN #1899:OPEN #1904:OPEN #975:CLOSED; related contraction/planning cluster | unconfirmed observation |
| cpu/einsum | bin_matmul_256 / opt_size / tenferro-rs eager mode (ms) |
1.099x | f64 (see instance), t1, see instance JSON | OMEinsum.jl OpenBLAS (ms) | #1865 #1899 #1904 #975; #1865:OPEN #1899:OPEN #1904:OPEN #975:CLOSED; related contraction/planning cluster | unconfirmed observation |
| cpu/einsum | bin_elementwise_mul_512x512 / opt_flops / tenferro-rs eager mode (ms) |
1.095x | f64 (see instance), t4, see instance JSON | PyTorch Python (ms) | #1865 #1899 #1904 #975; #1865:OPEN #1899:OPEN #1904:OPEN #975:CLOSED; related contraction/planning cluster | short isolated-clock diagnostic |
| cpu/einsum | bin_elementwise_mul_512x512 / opt_size / tenferro-rs eager mode (ms) |
1.095x | f64 (see instance), t4, see instance JSON | PyTorch Python (ms) | #1865 #1899 #1904 #975; #1865:OPEN #1899:OPEN #1904:OPEN #975:CLOSED; related contraction/planning cluster | short isolated-clock diagnostic |
| cpu/einsum | gm_queen5_5_3.wcsp / opt_size / tenferro-rs trace mode (ms) |
1.093x | f64 (see instance), t4, see instance JSON | JAX Python (XLA CPU dot) (ms) | #1865 #1899 #1904 #975; #1865:OPEN #1899:OPEN #1904:OPEN #975:CLOSED; related contraction/planning cluster | unconfirmed observation |
| large | grad_sum_eigh_vjp / tenferro-trace |
1.092x | f64, t1, 1024x1024 | jax-cpu | #1328 #1803; #1328:CLOSED #1803:OPEN; AD cluster; #1803 primarily eager | unconfirmed observation |
| cpu/fft | fft / tenferro-fft-executor-cached |
1.089x | c32, t4, 1d_n1048576 | pytorch-cpu | #1765 #1484; #1765:CLOSED #1484:CLOSED; related historical; no focused large single-lane issue | unconfirmed observation |
| cpu/linalg_uncovered | lu / tenferro-direct |
1.089x | f64, t1, 1024x1024 | julia-base | #1956 #1660; #1956:OPEN #1660:OPEN; related provider/extraction issues; no focused gap issue verified | unconfirmed observation |
| cpu/structural_shape | cast_f64_f32 / tenferro-direct |
1.085x | f64->f32, t1, 33554432 | pytorch-cpu | #1001 #674; #1001:CLOSED #674:CLOSED; historical cluster | excluded: timed session entry |
| cpu/complex | log / tenferro-direct |
1.080x | c64, t1, 4194304 | julia-base | #1719 #1001; #1719:CLOSED #1001:CLOSED; historical cluster | excluded: timed session entry |
| large | grad_sum_eigh_jvp / tenferro-trace |
1.079x | f64, t1, 1024x1024 | jax-cpu | #1328 #1803; #1328:CLOSED #1803:OPEN; AD cluster; #1803 primarily eager | unconfirmed observation |
| cpu/einsum | bin_matmul_1024 / opt_flops / tenferro-rs eager mode (ms) |
1.079x | f64 (see instance), t4, see instance JSON | JAX Python (XLA CPU dot) (ms) | #1865 #1899 #1904 #975; #1865:OPEN #1899:OPEN #1904:OPEN #975:CLOSED; related contraction/planning cluster | unconfirmed observation |
| cpu/einsum | bin_matmul_1024 / opt_size / tenferro-rs eager mode (ms) |
1.079x | f64 (see instance), t4, see instance JSON | JAX Python (XLA CPU dot) (ms) | #1865 #1899 #1904 #975; #1865:OPEN #1899:OPEN #1904:OPEN #975:CLOSED; related contraction/planning cluster | unconfirmed observation |
| cpu/einsum | str_matrix_chain_multiplication_100 / opt_size / tenferro-rs eager mode (ms) |
1.069x | f64 (see instance), t1, see instance JSON | JAX Python (XLA CPU dot) (ms) | #1865 #1899 #1904 #975; #1865:OPEN #1899:OPEN #1904:OPEN #975:CLOSED; related contraction/planning cluster | unconfirmed observation |
| cpu/complex | log / tenferro-trace |
1.061x | c64, t1, 4194304 | julia-base | #1719 #1001; #1719:CLOSED #1001:CLOSED; historical cluster | unconfirmed observation |
| cpu/linalg_uncovered | eig / tenferro-direct |
1.059x | f64, t1, 160x160 | jax-cpu | #1956 #1660; #1956:OPEN #1660:OPEN; related provider/extraction issues; no focused gap issue verified | unconfirmed observation |
| cpu/complex | conj / tenferro-direct |
1.058x | c64, t1, 16777216 | pytorch-cpu | #1900 #1660; #1900:OPEN #1660:OPEN; related provider issues; #1900 is Apple-specific | excluded: timed session entry |
| cpu/einsum | str_matrix_chain_multiplication_100 / opt_size / tenferro-rs trace mode (ms) |
1.057x | f64 (see instance), t1, see instance JSON | JAX Python (XLA CPU dot) (ms) | #1865 #1899 #1904 #975; #1865:OPEN #1899:OPEN #1904:OPEN #975:CLOSED; related contraction/planning cluster | unconfirmed observation |
| large | matmul / tenferro-trace |
1.056x | f64, t1, 128x128 | jax-cpu | #1927; #1927:OPEN; umbrella only; no focused gap issue verified | unconfirmed observation |
| cpu/elementwise_reduction | reduce_prod_all / tenferro-direct |
1.051x | f64, t1, 8192x4096 | pytorch-cpu | #1719 #1001; #1719:CLOSED #1001:CLOSED; historical cluster | excluded: timed session entry |
| cpu/elementwise_reduction | sign / tenferro-direct |
1.039x | f64, t4, 33554432 | pytorch-cpu | #1927; #1927:OPEN; umbrella only; no focused gap issue verified | excluded: timed session entry |
| cpu/complex | eig / tenferro-direct |
1.037x | c64, t4, 112x112 | pytorch-cpu | #1900 #1660; #1900:OPEN #1660:OPEN; related provider issues; #1900 is Apple-specific | unconfirmed observation |
| cpu/elementwise_reduction | neg / tenferro-direct |
1.036x | f64, t4, 33554432 | pytorch-cpu | #1927; #1927:OPEN; umbrella only; no focused gap issue verified | excluded: timed session entry |
| cpu/einsum | str_matrix_chain_multiplication_100 / opt_flops / tenferro-rs eager mode (ms) |
1.034x | f64 (see instance), t1, see instance JSON | OMEinsum.jl OpenBLAS (ms) | #1865 #1899 #1904 #975; #1865:OPEN #1899:OPEN #1904:OPEN #975:CLOSED; related contraction/planning cluster | unconfirmed observation |
| cpu/elementwise_reduction | mul / tenferro-direct |
1.033x | f64, t1, 33554432 | pytorch-cpu | #1927; #1927:OPEN; umbrella only; no focused gap issue verified | excluded: timed session entry |
| cpu/structural_shape | reshape / tenferro-trace |
1.031x | f64, t4, 33554432 -> 8192x4096 | pytorch-cpu | #2029; #2029:OPEN; focused | unconfirmed observation |
| cpu/structural_shape | embed_diagonal / tenferro-trace |
1.029x | f64, t4, 8192 -> 8192x8192 | pytorch-cpu | #1001 #1512 #1480; #1001:CLOSED #1512:CLOSED #1480:CLOSED; related structural cluster | unconfirmed observation |
| cpu/einsum | bin_elementwise_mul_2048x2048 / opt_flops / tenferro-rs trace mode (ms) |
1.029x | f64 (see instance), t4, see instance JSON | PyTorch Python (ms) | #1865 #1899 #1904 #975; #1865:OPEN #1899:OPEN #1904:OPEN #975:CLOSED; related contraction/planning cluster | unconfirmed observation |
| cpu/einsum | bin_elementwise_mul_2048x2048 / opt_size / tenferro-rs trace mode (ms) |
1.029x | f64 (see instance), t4, see instance JSON | PyTorch Python (ms) | #1865 #1899 #1904 #975; #1865:OPEN #1899:OPEN #1904:OPEN #975:CLOSED; related contraction/planning cluster | unconfirmed observation |
| cpu/elementwise_reduction | reduce_sum_all / tenferro-direct |
1.026x | f64, t1, 8192x4096 | pytorch-cpu | #1719 #1001; #1719:CLOSED #1001:CLOSED; historical cluster | excluded: timed session entry |
| cpu/elementwise_reduction | maximum / tenferro-direct |
1.023x | f64, t4, 33554432 | pytorch-cpu | #1927; #1927:OPEN; umbrella only; no focused gap issue verified | excluded: timed session entry |
| cpu/elementwise_reduction | sub / tenferro-direct |
1.020x | f64, t4, 33554432 | pytorch-cpu | #1927; #1927:OPEN; umbrella only; no focused gap issue verified | excluded: timed session entry |
| cpu/elementwise_reduction | abs / tenferro-direct |
1.019x | f64, t4, 33554432 | pytorch-cpu | #1927; #1927:OPEN; umbrella only; no focused gap issue verified | excluded: timed session entry |
| cpu/output_reuse | add_into / tenferro-direct |
1.017x | f64, t1, 33554432 | julia-base | #1899 #1904; #1899:OPEN #1904:OPEN; related public contraction path | excluded: timed session entry |
| cpu/structural_shape | triu / tenferro-direct |
1.017x | f64, t4, 4096x4096 | pytorch-cpu | #1001 #1512 #1480; #1001:CLOSED #1512:CLOSED #1480:CLOSED; related structural cluster | excluded: timed session entry |
| cpu/output_reuse | sub_into / tenferro-direct |
1.016x | f64, t1, 33554432 | julia-base | #1899 #1904; #1899:OPEN #1904:OPEN; related public contraction path | excluded: timed session entry |
| cpu/output_reuse | mul_into / tenferro-direct |
1.016x | f64, t1, 33554432 | julia-base | #1899 #1904; #1899:OPEN #1904:OPEN; related public contraction path | excluded: timed session entry |
| cpu/structural_shape | embed_diagonal / tenferro-direct |
1.014x | f64, t1, 8192 -> 8192x8192 | pytorch-cpu | #1001 #1512 #1480; #1001:CLOSED #1512:CLOSED #1480:CLOSED; related structural cluster | excluded: timed session entry |
| cpu/elementwise_reduction | reduce_prod_all / tenferro-trace |
1.013x | f64, t1, 8192x4096 | pytorch-cpu | #1719 #1001; #1719:CLOSED #1001:CLOSED; historical cluster | unconfirmed observation |
| cpu/output_reuse | neg_into / tenferro-direct |
1.013x | f64, t1, 33554432 | julia-base | #1899 #1904; #1899:OPEN #1904:OPEN; related public contraction path | excluded: timed session entry |
| cpu/elementwise_reduction | neg / tenferro-trace |
1.013x | f64, t4, 33554432 | pytorch-cpu | #1927; #1927:OPEN; umbrella only; no focused gap issue verified | unconfirmed observation |
| cpu/output_reuse | div_into / tenferro-direct |
1.012x | f64, t1, 33554432 | julia-base | #1899 #1904; #1899:OPEN #1904:OPEN; related public contraction path | excluded: timed session entry |
| cpu/elementwise_reduction | add / tenferro-direct |
1.011x | f64, t4, 33554432 | pytorch-cpu | #1927; #1927:OPEN; umbrella only; no focused gap issue verified | excluded: timed session entry |
| cpu/elementwise_reduction | minimum / tenferro-direct |
1.011x | f64, t4, 33554432 | pytorch-cpu | #1927; #1927:OPEN; umbrella only; no focused gap issue verified | excluded: timed session entry |
| cpu/elementwise_reduction | sign / tenferro-trace |
1.007x | f64, t4, 33554432 | pytorch-cpu | #1927; #1927:OPEN; umbrella only; no focused gap issue verified | unconfirmed observation |
| small | eigh / tenferro-eager |
1.006x | f64, t4, 4x4 | pytorch-cpu | #1904 #1762; #1904:OPEN #1762:CLOSED; small-call cluster | unconfirmed observation |
| cpu/elementwise_reduction | abs / tenferro-trace |
1.005x | f64, t4, 33554432 | pytorch-cpu | #1927; #1927:OPEN; umbrella only; no focused gap issue verified | unconfirmed observation |
| cpu/output_reuse | conj_into / tenferro-direct |
1.005x | c64, t4, 16777216 | pytorch-cpu | #1899 #1904; #1899:OPEN #1904:OPEN; related public contraction path | excluded: timed session entry |
| cpu/elementwise_reduction | mul / tenferro-trace |
1.005x | f64, t1, 33554432 | pytorch-cpu | #1927; #1927:OPEN; umbrella only; no focused gap issue verified | unconfirmed observation |
| cpu/complex | conj / tenferro-trace |
1.005x | c64, t1, 16777216 | pytorch-cpu | #1900 #1660; #1900:OPEN #1660:OPEN; related provider issues; #1900 is Apple-specific | unconfirmed observation |
| cpu/elementwise_reduction | reduce_sum_all / tenferro-trace |
1.004x | f64, t1, 8192x4096 | pytorch-cpu | #1719 #1001; #1719:CLOSED #1001:CLOSED; historical cluster | unconfirmed observation |
| cpu/elementwise_reduction | div / tenferro-direct |
1.003x | f64, t4, 33554432 | pytorch-cpu | #1927; #1927:OPEN; umbrella only; no focused gap issue verified | excluded: timed session entry |
| cpu/elementwise_reduction | maximum / tenferro-trace |
1.003x | f64, t1, 33554432 | pytorch-cpu | #1927; #1927:OPEN; umbrella only; no focused gap issue verified | unconfirmed observation |
| cpu/linalg_uncovered | eigvals / tenferro-direct |
1.003x | f64, t4, 192x192 | pytorch-cpu | #1956 #1660; #1956:OPEN #1660:OPEN; related provider/extraction issues; no focused gap issue verified | unconfirmed observation |