Ryzen CPU slowdown observations and issue triage

Confirmed ≥1.2× follow-up

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.

Confirmed MWE and negative controls

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.

Timing and issue-match limitations

Complete operation/path inventory

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