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Storage excludes cached LU/Krylov workspace, working arrays, RHS, truth and allocator overhead; peak RSS includes the whole fresh worker.", "trial": 1, "worker_wall_seconds": 0.23342523199971765} {"status": "success", "solver": "dense", "n": 64, "rhs": 4, "dtype": "float32", "preparation_seconds": 0.004180450981948525, "first_solve_seconds": 0.0002727429964579642, "warm_seconds": [5.130597855895758e-05, 4.058796912431717e-05, 3.517000004649162e-05, 3.422697773203254e-05, 3.417301923036575e-05, 2.9215007089078426e-05, 2.9072980396449566e-05], "warm_median_seconds": 3.422697773203254e-05, "operator_storage_bytes": 32768, "max_error": 2.384185791015625e-07, "residual_norms": [2.6226043701171875e-06, 3.359080029393523e-06, 3.339988166361308e-06, 3.829569436123135e-06], "residual_limits": [0.0012068966132915881, 0.001309538191227269, 0.0014340294762142038, 0.0014496685032731674], "peak_rss_mib": 61.4609375, "python": "3.12.14", "numpy": "2.5.4", "scipy": "1.18.1", "platform": "Linux-6.17.0-1033-oem-x86_64-with-glibc2.39", "cpu": "Intel(R) Core(TM) Ultra 7 265U", "cpu_affinity": [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13], "threads": {"OMP_NUM_THREADS": "1", "OPENBLAS_NUM_THREADS": "1", "MKL_NUM_THREADS": "1"}, "source_sha256": {"scripts/benchmark_linear_operators.py": "f871cc802472437700c3d342843e137078108dff7351ddb7fbb054fc4f94fa01", "src/op_engine/__init__.py": "c05479f332906c8697564984da37e77eeb8fa39a39ae07a50230979ec725096d", "src/op_engine/scipy_operator.py": "70404544b56de140a4be20b83b0f744353eb03c0d5a81d8027d8b2620514db68", "src/op_engine/linear_operator.py": "5b8b0eeec170876b79fe41461ddcc1d1a617c4f3bc7c092ccdb0e75770dd58a7", "src/op_engine/matrix_ops.py": "1ae1c8e78558db5be13863888951fd45b5bd3575a94bff90595d29a9b771db81", "src/op_engine/core_solver.py": "923aea17b01f529bf7df5553e21341464393576a1a256d9c9f5bbcefcb0f9652"}, "notes": "CSR warm solves reuse the historical LU cache; new adapters are uncached and include original-residual checks. Storage excludes cached LU/Krylov workspace, working arrays, RHS, truth and allocator overhead; peak RSS includes the whole fresh worker.", "trial": 2, "worker_wall_seconds": 0.23419805499725044} {"status": "success", "solver": "csr", "n": 64, "rhs": 4, "dtype": "float32", "preparation_seconds": 0.004573704034555703, "first_solve_seconds": 0.00028085598023608327, "warm_seconds": [3.8278987631201744e-05, 2.853601472452283e-05, 3.251101588830352e-05, 2.3792032152414322e-05, 2.221501199528575e-05, 2.165097976103425e-05, 2.047803718596697e-05], "warm_median_seconds": 2.3792032152414322e-05, "operator_storage_bytes": 2552, "max_error": 4.76837158203125e-07, "residual_norms": [3.3927558590788143e-06, 3.957317512678583e-06, 5.619298815437639e-06, 5.276273721773799e-06], "residual_limits": [0.0012068966132915881, 0.001309538191227269, 0.0014340294762142038, 0.0014496685032731674], "peak_rss_mib": 61.8671875, "python": "3.12.14", "numpy": "2.5.4", "scipy": "1.18.1", "platform": "Linux-6.17.0-1033-oem-x86_64-with-glibc2.39", "cpu": "Intel(R) Core(TM) Ultra 7 265U", "cpu_affinity": [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13], "threads": {"OMP_NUM_THREADS": "1", "OPENBLAS_NUM_THREADS": "1", "MKL_NUM_THREADS": "1"}, "source_sha256": {"scripts/benchmark_linear_operators.py": "f871cc802472437700c3d342843e137078108dff7351ddb7fbb054fc4f94fa01", "src/op_engine/__init__.py": "c05479f332906c8697564984da37e77eeb8fa39a39ae07a50230979ec725096d", "src/op_engine/scipy_operator.py": "70404544b56de140a4be20b83b0f744353eb03c0d5a81d8027d8b2620514db68", "src/op_engine/linear_operator.py": "5b8b0eeec170876b79fe41461ddcc1d1a617c4f3bc7c092ccdb0e75770dd58a7", "src/op_engine/matrix_ops.py": "1ae1c8e78558db5be13863888951fd45b5bd3575a94bff90595d29a9b771db81", "src/op_engine/core_solver.py": "923aea17b01f529bf7df5553e21341464393576a1a256d9c9f5bbcefcb0f9652"}, "notes": "CSR warm solves reuse the historical LU cache; new adapters are uncached and include original-residual checks. Storage excludes cached LU/Krylov workspace, working arrays, RHS, truth and allocator overhead; peak RSS includes the whole fresh worker.", "trial": 0, "worker_wall_seconds": 0.2301607660483569} {"status": "success", "solver": "csr", "n": 64, "rhs": 4, "dtype": "float32", "preparation_seconds": 0.004444997990503907, "first_solve_seconds": 0.00030029501067474484, "warm_seconds": [3.818102413788438e-05, 2.7430010959506035e-05, 2.3111002519726753e-05, 2.4111999664455652e-05, 2.182403113692999e-05, 2.107099862769246e-05, 2.0188046619296074e-05], "warm_median_seconds": 2.3111002519726753e-05, "operator_storage_bytes": 2552, "max_error": 4.76837158203125e-07, "residual_norms": [3.3927558590788143e-06, 3.957317512678583e-06, 5.619298815437639e-06, 5.276273721773799e-06], "residual_limits": [0.0012068966132915881, 0.001309538191227269, 0.0014340294762142038, 0.0014496685032731674], "peak_rss_mib": 61.8828125, "python": "3.12.14", "numpy": "2.5.4", "scipy": "1.18.1", "platform": "Linux-6.17.0-1033-oem-x86_64-with-glibc2.39", "cpu": "Intel(R) Core(TM) Ultra 7 265U", "cpu_affinity": [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13], "threads": {"OMP_NUM_THREADS": "1", "OPENBLAS_NUM_THREADS": "1", "MKL_NUM_THREADS": "1"}, "source_sha256": {"scripts/benchmark_linear_operators.py": "f871cc802472437700c3d342843e137078108dff7351ddb7fbb054fc4f94fa01", "src/op_engine/__init__.py": "c05479f332906c8697564984da37e77eeb8fa39a39ae07a50230979ec725096d", "src/op_engine/scipy_operator.py": "70404544b56de140a4be20b83b0f744353eb03c0d5a81d8027d8b2620514db68", "src/op_engine/linear_operator.py": "5b8b0eeec170876b79fe41461ddcc1d1a617c4f3bc7c092ccdb0e75770dd58a7", "src/op_engine/matrix_ops.py": "1ae1c8e78558db5be13863888951fd45b5bd3575a94bff90595d29a9b771db81", "src/op_engine/core_solver.py": "923aea17b01f529bf7df5553e21341464393576a1a256d9c9f5bbcefcb0f9652"}, "notes": "CSR warm solves reuse the historical LU cache; new adapters are uncached and include original-residual checks. Storage excludes cached LU/Krylov workspace, working arrays, RHS, truth and allocator overhead; peak RSS includes the whole fresh worker.", "trial": 1, "worker_wall_seconds": 0.2460262490203604} {"status": "success", "solver": "csr", "n": 64, "rhs": 4, "dtype": "float32", "preparation_seconds": 0.004280137014575303, "first_solve_seconds": 0.0002707219682633877, "warm_seconds": [3.559503238648176e-05, 2.8875016141682863e-05, 2.3015018086880445e-05, 2.2066989913582802e-05, 2.736598253250122e-05, 2.5429995730519295e-05, 2.1099986042827368e-05], "warm_median_seconds": 2.5429995730519295e-05, "operator_storage_bytes": 2552, "max_error": 4.76837158203125e-07, "residual_norms": [3.3927558590788143e-06, 3.957317512678583e-06, 5.619298815437639e-06, 5.276273721773799e-06], "residual_limits": [0.0012068966132915881, 0.001309538191227269, 0.0014340294762142038, 0.0014496685032731674], "peak_rss_mib": 62.04296875, "python": "3.12.14", "numpy": "2.5.4", "scipy": "1.18.1", "platform": "Linux-6.17.0-1033-oem-x86_64-with-glibc2.39", "cpu": "Intel(R) Core(TM) Ultra 7 265U", "cpu_affinity": [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13], "threads": {"OMP_NUM_THREADS": "1", "OPENBLAS_NUM_THREADS": "1", "MKL_NUM_THREADS": "1"}, "source_sha256": {"scripts/benchmark_linear_operators.py": "f871cc802472437700c3d342843e137078108dff7351ddb7fbb054fc4f94fa01", "src/op_engine/__init__.py": "c05479f332906c8697564984da37e77eeb8fa39a39ae07a50230979ec725096d", "src/op_engine/scipy_operator.py": "70404544b56de140a4be20b83b0f744353eb03c0d5a81d8027d8b2620514db68", "src/op_engine/linear_operator.py": "5b8b0eeec170876b79fe41461ddcc1d1a617c4f3bc7c092ccdb0e75770dd58a7", "src/op_engine/matrix_ops.py": "1ae1c8e78558db5be13863888951fd45b5bd3575a94bff90595d29a9b771db81", "src/op_engine/core_solver.py": "923aea17b01f529bf7df5553e21341464393576a1a256d9c9f5bbcefcb0f9652"}, "notes": "CSR warm solves reuse the historical LU cache; new adapters are uncached and include original-residual checks. Storage excludes cached LU/Krylov workspace, working arrays, RHS, truth and allocator overhead; peak RSS includes the whole fresh worker.", "trial": 2, "worker_wall_seconds": 0.23351463302969933} {"status": "success", "solver": "banded", "n": 64, "rhs": 4, "dtype": "float32", "preparation_seconds": 0.00441978796152398, "first_solve_seconds": 0.00033257697941735387, "warm_seconds": [0.00011603196617215872, 8.712999988347292e-05, 7.864600047469139e-05, 7.597397780045867e-05, 7.2818947955966e-05, 6.851099897176027e-05, 7.140403613448143e-05], "warm_median_seconds": 7.597397780045867e-05, "operator_storage_bytes": 768, "max_error": 4.76837158203125e-07, "residual_norms": [3.3927558590788143e-06, 4.288221776152837e-06, 5.274926874598881e-06, 5.281657675951891e-06], "residual_limits": [0.0012068966132915881, 0.001309538191227269, 0.0014340294762142038, 0.0014496685032731674], "peak_rss_mib": 61.0390625, "python": "3.12.14", "numpy": "2.5.4", "scipy": "1.18.1", "platform": "Linux-6.17.0-1033-oem-x86_64-with-glibc2.39", "cpu": "Intel(R) Core(TM) Ultra 7 265U", "cpu_affinity": [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13], "threads": {"OMP_NUM_THREADS": "1", "OPENBLAS_NUM_THREADS": "1", "MKL_NUM_THREADS": "1"}, "source_sha256": {"scripts/benchmark_linear_operators.py": "f871cc802472437700c3d342843e137078108dff7351ddb7fbb054fc4f94fa01", "src/op_engine/__init__.py": "c05479f332906c8697564984da37e77eeb8fa39a39ae07a50230979ec725096d", "src/op_engine/scipy_operator.py": "70404544b56de140a4be20b83b0f744353eb03c0d5a81d8027d8b2620514db68", "src/op_engine/linear_operator.py": "5b8b0eeec170876b79fe41461ddcc1d1a617c4f3bc7c092ccdb0e75770dd58a7", "src/op_engine/matrix_ops.py": "1ae1c8e78558db5be13863888951fd45b5bd3575a94bff90595d29a9b771db81", "src/op_engine/core_solver.py": "923aea17b01f529bf7df5553e21341464393576a1a256d9c9f5bbcefcb0f9652"}, "notes": "CSR warm solves reuse the historical LU cache; new adapters are uncached and include original-residual checks. Storage excludes cached LU/Krylov workspace, working arrays, RHS, truth and allocator overhead; peak RSS includes the whole fresh worker.", "trial": 0, "worker_wall_seconds": 0.23865147796459496} {"status": "success", "solver": "banded", "n": 64, "rhs": 4, "dtype": "float32", "preparation_seconds": 0.004215102002490312, "first_solve_seconds": 0.00030385900754481554, "warm_seconds": [0.00010980298975482583, 8.475099457427859e-05, 7.626001024618745e-05, 7.65960430726409e-05, 7.277203258126974e-05, 6.648601265624166e-05, 6.727600703015924e-05], "warm_median_seconds": 7.626001024618745e-05, "operator_storage_bytes": 768, "max_error": 4.76837158203125e-07, "residual_norms": [3.3927558590788143e-06, 4.288221776152837e-06, 5.274926874598881e-06, 5.281657675951891e-06], "residual_limits": [0.0012068966132915881, 0.001309538191227269, 0.0014340294762142038, 0.0014496685032731674], "peak_rss_mib": 61.0859375, "python": "3.12.14", "numpy": "2.5.4", "scipy": "1.18.1", "platform": "Linux-6.17.0-1033-oem-x86_64-with-glibc2.39", "cpu": "Intel(R) Core(TM) Ultra 7 265U", "cpu_affinity": [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13], "threads": {"OMP_NUM_THREADS": "1", "OPENBLAS_NUM_THREADS": "1", "MKL_NUM_THREADS": "1"}, "source_sha256": {"scripts/benchmark_linear_operators.py": "f871cc802472437700c3d342843e137078108dff7351ddb7fbb054fc4f94fa01", "src/op_engine/__init__.py": "c05479f332906c8697564984da37e77eeb8fa39a39ae07a50230979ec725096d", "src/op_engine/scipy_operator.py": "70404544b56de140a4be20b83b0f744353eb03c0d5a81d8027d8b2620514db68", "src/op_engine/linear_operator.py": "5b8b0eeec170876b79fe41461ddcc1d1a617c4f3bc7c092ccdb0e75770dd58a7", "src/op_engine/matrix_ops.py": "1ae1c8e78558db5be13863888951fd45b5bd3575a94bff90595d29a9b771db81", "src/op_engine/core_solver.py": "923aea17b01f529bf7df5553e21341464393576a1a256d9c9f5bbcefcb0f9652"}, "notes": "CSR warm solves reuse the historical LU cache; new adapters are uncached and include original-residual checks. Storage excludes cached LU/Krylov workspace, working arrays, RHS, truth and allocator overhead; peak RSS includes the whole fresh worker.", "trial": 1, "worker_wall_seconds": 0.2318120429990813} {"status": "success", "solver": "banded", "n": 64, "rhs": 4, "dtype": "float32", "preparation_seconds": 0.004511988023295999, "first_solve_seconds": 0.0003417340340092778, "warm_seconds": [0.00010575703345239162, 8.549803169444203e-05, 7.462798384949565e-05, 7.612700574100018e-05, 7.114099571481347e-05, 6.807799218222499e-05, 7.111398736014962e-05], "warm_median_seconds": 7.462798384949565e-05, "operator_storage_bytes": 768, "max_error": 4.76837158203125e-07, "residual_norms": [3.3927558590788143e-06, 4.288221776152837e-06, 5.274926874598881e-06, 5.281657675951891e-06], "residual_limits": [0.0012068966132915881, 0.001309538191227269, 0.0014340294762142038, 0.0014496685032731674], "peak_rss_mib": 61.1484375, "python": "3.12.14", "numpy": "2.5.4", "scipy": "1.18.1", "platform": "Linux-6.17.0-1033-oem-x86_64-with-glibc2.39", "cpu": "Intel(R) Core(TM) Ultra 7 265U", "cpu_affinity": [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13], "threads": {"OMP_NUM_THREADS": "1", "OPENBLAS_NUM_THREADS": "1", "MKL_NUM_THREADS": "1"}, "source_sha256": {"scripts/benchmark_linear_operators.py": "f871cc802472437700c3d342843e137078108dff7351ddb7fbb054fc4f94fa01", "src/op_engine/__init__.py": "c05479f332906c8697564984da37e77eeb8fa39a39ae07a50230979ec725096d", "src/op_engine/scipy_operator.py": "70404544b56de140a4be20b83b0f744353eb03c0d5a81d8027d8b2620514db68", "src/op_engine/linear_operator.py": "5b8b0eeec170876b79fe41461ddcc1d1a617c4f3bc7c092ccdb0e75770dd58a7", "src/op_engine/matrix_ops.py": "1ae1c8e78558db5be13863888951fd45b5bd3575a94bff90595d29a9b771db81", "src/op_engine/core_solver.py": "923aea17b01f529bf7df5553e21341464393576a1a256d9c9f5bbcefcb0f9652"}, "notes": "CSR warm solves reuse the historical LU cache; new adapters are uncached and include original-residual checks. Storage excludes cached LU/Krylov workspace, working arrays, RHS, truth and allocator overhead; peak RSS includes the whole fresh worker.", "trial": 2, "worker_wall_seconds": 0.22737718402640894} {"solver": "gmres", "n": 64, "rhs": 4, "dtype": "float32", "trial": 0, "status": "error", "stderr": "Traceback (most recent call last):\n File \"\", line 198, in _run_module_as_main\n File \"\", line 88, in _run_code\n File \"/tmp/op-stack-delivery/engine-operator-adapters/scripts/benchmark_linear_operators.py\", line 303, in \n raise SystemExit(main())\n ^^^^^^\n File \"/tmp/op-stack-delivery/engine-operator-adapters/scripts/benchmark_linear_operators.py\", line 243, in main\n row = _worker(\n ^^^^^^^^\n File \"/tmp/op-stack-delivery/engine-operator-adapters/scripts/benchmark_linear_operators.py\", line 150, in _worker\n np.testing.assert_allclose(\n File \"/tmp/op-stack-delivery/venv/lib/python3.12/site-packages/numpy/testing/_private/utils.py\", line 1780, in assert_allclose\n assert_array_compare(compare, actual, desired, err_msg=str(err_msg),\n File \"/tmp/op-stack-delivery/venv/lib/python3.12/site-packages/numpy/testing/_private/utils.py\", line 988, in assert_array_compare\n raise AssertionError(msg)\nAssertionError: \nNot equal to tolerance rtol=0.0001, atol=1e-05\n\nMismatched elements: 11 / 256 (4.3%)\nFirst 5 mismatches are at indices:\n [0, 2]: 2.9089837074279785 (ACTUAL), 2.909297466278076 (DESIRED)\n [0, 3]: 2.1408584117889404 (ACTUAL), 2.141119956970215 (DESIRED)\n [4, 2]: 1.9418827295303345 (ACTUAL), 1.9416258335113525 (DESIRED)\n [4, 3]: 1.1286152601242065 (ACTUAL), 1.1284242868423462 (DESIRED)\n [5, 2]: 1.6494649648666382 (ACTUAL), 1.6492167711257935 (DESIRED)\nMax absolute difference among violations: 0.00031376\nMax relative difference among violations: 0.00024463\n ACTUAL: array([[1.999829, 2.841336, 2.908984, 2.140858],\n [2.295444, 2.963506, 2.74556 , 1.842105],\n [2.564678, 2.999619, 2.515558, 1.557472],...\n DESIRED: array([[2. , 2.841471, 2.909297, 2.14112 ],\n [2.29552 , 2.963558, 2.745705, 1.842254],\n [2.564642, 2.999574, 2.515501, 1.55748 ],...\n"} {"solver": "gmres", "n": 64, "rhs": 4, "dtype": "float32", "trial": 1, "status": "error", "stderr": "Traceback (most recent call last):\n File \"\", line 198, in _run_module_as_main\n File \"\", line 88, in _run_code\n File \"/tmp/op-stack-delivery/engine-operator-adapters/scripts/benchmark_linear_operators.py\", line 303, in \n raise SystemExit(main())\n ^^^^^^\n File \"/tmp/op-stack-delivery/engine-operator-adapters/scripts/benchmark_linear_operators.py\", line 243, in main\n row = _worker(\n ^^^^^^^^\n File \"/tmp/op-stack-delivery/engine-operator-adapters/scripts/benchmark_linear_operators.py\", line 150, in _worker\n np.testing.assert_allclose(\n File \"/tmp/op-stack-delivery/venv/lib/python3.12/site-packages/numpy/testing/_private/utils.py\", line 1780, in assert_allclose\n assert_array_compare(compare, actual, desired, err_msg=str(err_msg),\n File \"/tmp/op-stack-delivery/venv/lib/python3.12/site-packages/numpy/testing/_private/utils.py\", line 988, in assert_array_compare\n raise AssertionError(msg)\nAssertionError: \nNot equal to tolerance rtol=0.0001, atol=1e-05\n\nMismatched elements: 11 / 256 (4.3%)\nFirst 5 mismatches are at indices:\n [0, 2]: 2.9089837074279785 (ACTUAL), 2.909297466278076 (DESIRED)\n [0, 3]: 2.1408584117889404 (ACTUAL), 2.141119956970215 (DESIRED)\n [4, 2]: 1.9418827295303345 (ACTUAL), 1.9416258335113525 (DESIRED)\n [4, 3]: 1.1286152601242065 (ACTUAL), 1.1284242868423462 (DESIRED)\n [5, 2]: 1.6494649648666382 (ACTUAL), 1.6492167711257935 (DESIRED)\nMax absolute difference among violations: 0.00031376\nMax relative difference among violations: 0.00024463\n ACTUAL: array([[1.999829, 2.841336, 2.908984, 2.140858],\n [2.295444, 2.963506, 2.74556 , 1.842105],\n [2.564678, 2.999619, 2.515558, 1.557472],...\n DESIRED: array([[2. , 2.841471, 2.909297, 2.14112 ],\n [2.29552 , 2.963558, 2.745705, 1.842254],\n [2.564642, 2.999574, 2.515501, 1.55748 ],...\n"} {"solver": "gmres", "n": 64, "rhs": 4, "dtype": "float32", "trial": 2, "status": "error", "stderr": "Traceback (most recent call last):\n File \"\", line 198, in _run_module_as_main\n File \"\", line 88, in _run_code\n File \"/tmp/op-stack-delivery/engine-operator-adapters/scripts/benchmark_linear_operators.py\", line 303, in \n raise SystemExit(main())\n ^^^^^^\n File \"/tmp/op-stack-delivery/engine-operator-adapters/scripts/benchmark_linear_operators.py\", line 243, in main\n row = _worker(\n ^^^^^^^^\n File \"/tmp/op-stack-delivery/engine-operator-adapters/scripts/benchmark_linear_operators.py\", line 150, in _worker\n np.testing.assert_allclose(\n File \"/tmp/op-stack-delivery/venv/lib/python3.12/site-packages/numpy/testing/_private/utils.py\", line 1780, in assert_allclose\n assert_array_compare(compare, actual, desired, err_msg=str(err_msg),\n File \"/tmp/op-stack-delivery/venv/lib/python3.12/site-packages/numpy/testing/_private/utils.py\", line 988, in assert_array_compare\n raise AssertionError(msg)\nAssertionError: \nNot equal to tolerance rtol=0.0001, atol=1e-05\n\nMismatched elements: 11 / 256 (4.3%)\nFirst 5 mismatches are at indices:\n [0, 2]: 2.9089837074279785 (ACTUAL), 2.909297466278076 (DESIRED)\n [0, 3]: 2.1408584117889404 (ACTUAL), 2.141119956970215 (DESIRED)\n [4, 2]: 1.9418827295303345 (ACTUAL), 1.9416258335113525 (DESIRED)\n [4, 3]: 1.1286152601242065 (ACTUAL), 1.1284242868423462 (DESIRED)\n [5, 2]: 1.6494649648666382 (ACTUAL), 1.6492167711257935 (DESIRED)\nMax absolute difference among violations: 0.00031376\nMax relative difference among violations: 0.00024463\n ACTUAL: array([[1.999829, 2.841336, 2.908984, 2.140858],\n [2.295444, 2.963506, 2.74556 , 1.842105],\n [2.564678, 2.999619, 2.515558, 1.557472],...\n DESIRED: array([[2. , 2.841471, 2.909297, 2.14112 ],\n [2.29552 , 2.963558, 2.745705, 1.842254],\n [2.564642, 2.999574, 2.515501, 1.55748 ],...\n"} {"status": "success", "solver": "gmres-jacobi", "n": 64, "rhs": 4, "dtype": "float32", "preparation_seconds": 0.0040339630213566124, "first_solve_seconds": 0.0017523500137031078, "warm_seconds": [0.0014076699735596776, 0.0013333779643289745, 0.0013060159981250763, 0.0012825409648939967, 0.0012811520136892796, 0.00133716402342543, 0.0012969060335308313], "warm_median_seconds": 0.0013060159981250763, "operator_storage_bytes": 1020, "max_error": 6.67572021484375e-05, "residual_norms": [0.00047964704641057665, 0.00055628349178515, 0.0006026173555935241, 0.0005814661216318086], "residual_limits": [0.0012068966132915881, 0.001309538191227269, 0.0014340294762142038, 0.0014496685032731674], "peak_rss_mib": 60.8984375, "python": "3.12.14", "numpy": "2.5.4", "scipy": "1.18.1", "platform": "Linux-6.17.0-1033-oem-x86_64-with-glibc2.39", "cpu": "Intel(R) Core(TM) Ultra 7 265U", "cpu_affinity": [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13], "threads": {"OMP_NUM_THREADS": "1", "OPENBLAS_NUM_THREADS": "1", "MKL_NUM_THREADS": "1"}, "source_sha256": {"scripts/benchmark_linear_operators.py": "f871cc802472437700c3d342843e137078108dff7351ddb7fbb054fc4f94fa01", "src/op_engine/__init__.py": "c05479f332906c8697564984da37e77eeb8fa39a39ae07a50230979ec725096d", "src/op_engine/scipy_operator.py": "70404544b56de140a4be20b83b0f744353eb03c0d5a81d8027d8b2620514db68", "src/op_engine/linear_operator.py": "5b8b0eeec170876b79fe41461ddcc1d1a617c4f3bc7c092ccdb0e75770dd58a7", "src/op_engine/matrix_ops.py": "1ae1c8e78558db5be13863888951fd45b5bd3575a94bff90595d29a9b771db81", "src/op_engine/core_solver.py": "923aea17b01f529bf7df5553e21341464393576a1a256d9c9f5bbcefcb0f9652"}, "notes": "CSR warm solves reuse the historical LU cache; new adapters are uncached and include original-residual checks. Storage excludes cached LU/Krylov workspace, working arrays, RHS, truth and allocator overhead; peak RSS includes the whole fresh worker.", "trial": 0, "worker_wall_seconds": 0.25423772499198094} {"status": "success", "solver": "gmres-jacobi", "n": 64, "rhs": 4, "dtype": "float32", "preparation_seconds": 0.0045150130172260106, "first_solve_seconds": 0.0017280799802392721, "warm_seconds": [0.0013230069889687002, 0.001295082038268447, 0.0013222669949755073, 0.00129063701024279, 0.0012688359711319208, 0.0012680800282396376, 0.0012928200303576887], "warm_median_seconds": 0.0012928200303576887, "operator_storage_bytes": 1020, "max_error": 6.67572021484375e-05, "residual_norms": [0.00047964704641057665, 0.00055628349178515, 0.0006026173555935241, 0.0005814661216318086], "residual_limits": [0.0012068966132915881, 0.001309538191227269, 0.0014340294762142038, 0.0014496685032731674], "peak_rss_mib": 60.7734375, "python": "3.12.14", "numpy": "2.5.4", "scipy": "1.18.1", "platform": "Linux-6.17.0-1033-oem-x86_64-with-glibc2.39", "cpu": "Intel(R) Core(TM) Ultra 7 265U", "cpu_affinity": [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13], "threads": {"OMP_NUM_THREADS": "1", "OPENBLAS_NUM_THREADS": "1", "MKL_NUM_THREADS": "1"}, "source_sha256": {"scripts/benchmark_linear_operators.py": "f871cc802472437700c3d342843e137078108dff7351ddb7fbb054fc4f94fa01", "src/op_engine/__init__.py": "c05479f332906c8697564984da37e77eeb8fa39a39ae07a50230979ec725096d", "src/op_engine/scipy_operator.py": "70404544b56de140a4be20b83b0f744353eb03c0d5a81d8027d8b2620514db68", "src/op_engine/linear_operator.py": "5b8b0eeec170876b79fe41461ddcc1d1a617c4f3bc7c092ccdb0e75770dd58a7", "src/op_engine/matrix_ops.py": "1ae1c8e78558db5be13863888951fd45b5bd3575a94bff90595d29a9b771db81", "src/op_engine/core_solver.py": "923aea17b01f529bf7df5553e21341464393576a1a256d9c9f5bbcefcb0f9652"}, "notes": "CSR warm solves reuse the historical LU cache; new adapters are uncached and include original-residual checks. Storage excludes cached LU/Krylov workspace, working arrays, RHS, truth and allocator overhead; peak RSS includes the whole fresh worker.", "trial": 1, "worker_wall_seconds": 0.2585312220035121} {"status": "success", "solver": "gmres-jacobi", "n": 64, "rhs": 4, "dtype": "float32", "preparation_seconds": 0.0041193009819835424, "first_solve_seconds": 0.0017526120063848794, "warm_seconds": [0.0018598469905555248, 0.0015514849801547825, 0.0013141839881427586, 0.0012900049914605916, 0.0012815099908038974, 0.0012857060064561665, 0.0012694509932771325], "warm_median_seconds": 0.0012900049914605916, "operator_storage_bytes": 1020, "max_error": 6.67572021484375e-05, "residual_norms": [0.00047964704641057665, 0.00055628349178515, 0.0006026173555935241, 0.0005814661216318086], "residual_limits": [0.0012068966132915881, 0.001309538191227269, 0.0014340294762142038, 0.0014496685032731674], "peak_rss_mib": 60.80078125, "python": "3.12.14", "numpy": "2.5.4", "scipy": "1.18.1", "platform": "Linux-6.17.0-1033-oem-x86_64-with-glibc2.39", "cpu": "Intel(R) Core(TM) Ultra 7 265U", "cpu_affinity": [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13], "threads": {"OMP_NUM_THREADS": "1", "OPENBLAS_NUM_THREADS": "1", "MKL_NUM_THREADS": "1"}, "source_sha256": {"scripts/benchmark_linear_operators.py": "f871cc802472437700c3d342843e137078108dff7351ddb7fbb054fc4f94fa01", "src/op_engine/__init__.py": "c05479f332906c8697564984da37e77eeb8fa39a39ae07a50230979ec725096d", "src/op_engine/scipy_operator.py": "70404544b56de140a4be20b83b0f744353eb03c0d5a81d8027d8b2620514db68", "src/op_engine/linear_operator.py": "5b8b0eeec170876b79fe41461ddcc1d1a617c4f3bc7c092ccdb0e75770dd58a7", "src/op_engine/matrix_ops.py": "1ae1c8e78558db5be13863888951fd45b5bd3575a94bff90595d29a9b771db81", "src/op_engine/core_solver.py": "923aea17b01f529bf7df5553e21341464393576a1a256d9c9f5bbcefcb0f9652"}, "notes": "CSR warm solves reuse the historical LU cache; new adapters are uncached and include original-residual checks. Storage excludes cached LU/Krylov workspace, working arrays, RHS, truth and allocator overhead; peak RSS includes the whole fresh worker.", "trial": 2, "worker_wall_seconds": 0.240135767031461} {"status": "success", "solver": "dense", "n": 64, "rhs": 4, "dtype": "float64", "preparation_seconds": 0.00421170296613127, "first_solve_seconds": 0.0002680629841051996, "warm_seconds": [5.12239639647305e-05, 4.010496195405722e-05, 3.1193019822239876e-05, 3.0866998713463545e-05, 2.9170012567192316e-05, 2.829800359904766e-05, 2.801598748192191e-05], "warm_median_seconds": 3.0866998713463545e-05, "operator_storage_bytes": 65536, "max_error": 8.881784197001252e-16, "residual_norms": [6.2764433761864106e-15, 8.616932905850419e-15, 8.414289408119131e-15, 1.0293390128256926e-14], "residual_limits": [6.0344830502613425e-09, 6.5476908079835056e-09, 7.170147249792901e-09, 7.248342459312886e-09], "peak_rss_mib": 61.5, "python": "3.12.14", "numpy": "2.5.4", "scipy": "1.18.1", "platform": "Linux-6.17.0-1033-oem-x86_64-with-glibc2.39", "cpu": "Intel(R) Core(TM) Ultra 7 265U", "cpu_affinity": [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13], "threads": {"OMP_NUM_THREADS": "1", "OPENBLAS_NUM_THREADS": "1", "MKL_NUM_THREADS": "1"}, "source_sha256": {"scripts/benchmark_linear_operators.py": "f871cc802472437700c3d342843e137078108dff7351ddb7fbb054fc4f94fa01", "src/op_engine/__init__.py": "c05479f332906c8697564984da37e77eeb8fa39a39ae07a50230979ec725096d", "src/op_engine/scipy_operator.py": "70404544b56de140a4be20b83b0f744353eb03c0d5a81d8027d8b2620514db68", "src/op_engine/linear_operator.py": "5b8b0eeec170876b79fe41461ddcc1d1a617c4f3bc7c092ccdb0e75770dd58a7", "src/op_engine/matrix_ops.py": "1ae1c8e78558db5be13863888951fd45b5bd3575a94bff90595d29a9b771db81", "src/op_engine/core_solver.py": "923aea17b01f529bf7df5553e21341464393576a1a256d9c9f5bbcefcb0f9652"}, "notes": "CSR warm solves reuse the historical LU cache; new adapters are uncached and include original-residual checks. Storage excludes cached LU/Krylov workspace, working arrays, RHS, truth and allocator overhead; peak RSS includes the whole fresh worker.", "trial": 0, "worker_wall_seconds": 0.23200287099462003} {"status": "success", "solver": "dense", "n": 64, "rhs": 4, "dtype": "float64", "preparation_seconds": 0.004052362986840308, "first_solve_seconds": 0.0002458110102452338, "warm_seconds": [4.658295074477792e-05, 3.7759949918836355e-05, 3.3165968488901854e-05, 3.312196349725127e-05, 2.984103048220277e-05, 2.8519949410110712e-05, 2.821005182340741e-05], "warm_median_seconds": 3.312196349725127e-05, "operator_storage_bytes": 65536, "max_error": 8.881784197001252e-16, "residual_norms": [6.2764433761864106e-15, 8.616932905850419e-15, 8.414289408119131e-15, 1.0293390128256926e-14], "residual_limits": [6.0344830502613425e-09, 6.5476908079835056e-09, 7.170147249792901e-09, 7.248342459312886e-09], "peak_rss_mib": 61.1015625, "python": "3.12.14", "numpy": "2.5.4", "scipy": "1.18.1", "platform": "Linux-6.17.0-1033-oem-x86_64-with-glibc2.39", "cpu": "Intel(R) Core(TM) Ultra 7 265U", "cpu_affinity": [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13], "threads": {"OMP_NUM_THREADS": "1", "OPENBLAS_NUM_THREADS": "1", "MKL_NUM_THREADS": "1"}, "source_sha256": {"scripts/benchmark_linear_operators.py": "f871cc802472437700c3d342843e137078108dff7351ddb7fbb054fc4f94fa01", "src/op_engine/__init__.py": "c05479f332906c8697564984da37e77eeb8fa39a39ae07a50230979ec725096d", "src/op_engine/scipy_operator.py": "70404544b56de140a4be20b83b0f744353eb03c0d5a81d8027d8b2620514db68", "src/op_engine/linear_operator.py": "5b8b0eeec170876b79fe41461ddcc1d1a617c4f3bc7c092ccdb0e75770dd58a7", "src/op_engine/matrix_ops.py": "1ae1c8e78558db5be13863888951fd45b5bd3575a94bff90595d29a9b771db81", "src/op_engine/core_solver.py": "923aea17b01f529bf7df5553e21341464393576a1a256d9c9f5bbcefcb0f9652"}, "notes": "CSR warm solves reuse the historical LU cache; new adapters are uncached and include original-residual checks. Storage excludes cached LU/Krylov workspace, working arrays, RHS, truth and allocator overhead; peak RSS includes the whole fresh worker.", "trial": 1, "worker_wall_seconds": 0.23516122699948028} {"status": "success", "solver": "dense", "n": 64, "rhs": 4, "dtype": "float64", "preparation_seconds": 0.004020207037683576, "first_solve_seconds": 0.00024866004241630435, "warm_seconds": [4.9572030548006296e-05, 3.862602170556784e-05, 3.3168005757033825e-05, 3.315601497888565e-05, 2.9444985557347536e-05, 2.7664995286613703e-05, 2.7375994250178337e-05], "warm_median_seconds": 3.315601497888565e-05, "operator_storage_bytes": 65536, "max_error": 8.881784197001252e-16, "residual_norms": [6.2764433761864106e-15, 8.616932905850419e-15, 8.414289408119131e-15, 1.0293390128256926e-14], "residual_limits": [6.0344830502613425e-09, 6.5476908079835056e-09, 7.170147249792901e-09, 7.248342459312886e-09], "peak_rss_mib": 61.5546875, "python": "3.12.14", "numpy": "2.5.4", "scipy": "1.18.1", "platform": "Linux-6.17.0-1033-oem-x86_64-with-glibc2.39", "cpu": "Intel(R) Core(TM) Ultra 7 265U", "cpu_affinity": [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13], "threads": {"OMP_NUM_THREADS": "1", "OPENBLAS_NUM_THREADS": "1", "MKL_NUM_THREADS": "1"}, "source_sha256": {"scripts/benchmark_linear_operators.py": "f871cc802472437700c3d342843e137078108dff7351ddb7fbb054fc4f94fa01", "src/op_engine/__init__.py": "c05479f332906c8697564984da37e77eeb8fa39a39ae07a50230979ec725096d", "src/op_engine/scipy_operator.py": "70404544b56de140a4be20b83b0f744353eb03c0d5a81d8027d8b2620514db68", "src/op_engine/linear_operator.py": "5b8b0eeec170876b79fe41461ddcc1d1a617c4f3bc7c092ccdb0e75770dd58a7", "src/op_engine/matrix_ops.py": "1ae1c8e78558db5be13863888951fd45b5bd3575a94bff90595d29a9b771db81", "src/op_engine/core_solver.py": "923aea17b01f529bf7df5553e21341464393576a1a256d9c9f5bbcefcb0f9652"}, "notes": "CSR warm solves reuse the historical LU cache; new adapters are uncached and include original-residual checks. Storage excludes cached LU/Krylov workspace, working arrays, RHS, truth and allocator overhead; peak RSS includes the whole fresh worker.", "trial": 2, "worker_wall_seconds": 0.23464085900923237} {"status": "success", "solver": "csr", "n": 64, "rhs": 4, "dtype": "float64", "preparation_seconds": 0.004429482971318066, "first_solve_seconds": 0.0003041069721803069, "warm_seconds": [3.772304626181722e-05, 2.8893991839140654e-05, 2.3120956029742956e-05, 2.3692031390964985e-05, 2.237095031887293e-05, 3.0773982871323824e-05, 2.2984982933849096e-05], "warm_median_seconds": 2.3692031390964985e-05, "operator_storage_bytes": 3568, "max_error": 8.881784197001252e-16, "residual_norms": [6.335084731329091e-15, 9.052233234392087e-15, 9.650641979819567e-15, 1.159106867033638e-14], "residual_limits": [6.0344830502613425e-09, 6.5476908079835056e-09, 7.170147249792901e-09, 7.248342459312886e-09], "peak_rss_mib": 61.97265625, "python": "3.12.14", "numpy": "2.5.4", "scipy": "1.18.1", "platform": "Linux-6.17.0-1033-oem-x86_64-with-glibc2.39", "cpu": "Intel(R) Core(TM) Ultra 7 265U", "cpu_affinity": [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13], "threads": {"OMP_NUM_THREADS": "1", "OPENBLAS_NUM_THREADS": "1", "MKL_NUM_THREADS": "1"}, "source_sha256": {"scripts/benchmark_linear_operators.py": "f871cc802472437700c3d342843e137078108dff7351ddb7fbb054fc4f94fa01", "src/op_engine/__init__.py": "c05479f332906c8697564984da37e77eeb8fa39a39ae07a50230979ec725096d", "src/op_engine/scipy_operator.py": "70404544b56de140a4be20b83b0f744353eb03c0d5a81d8027d8b2620514db68", "src/op_engine/linear_operator.py": "5b8b0eeec170876b79fe41461ddcc1d1a617c4f3bc7c092ccdb0e75770dd58a7", "src/op_engine/matrix_ops.py": "1ae1c8e78558db5be13863888951fd45b5bd3575a94bff90595d29a9b771db81", "src/op_engine/core_solver.py": "923aea17b01f529bf7df5553e21341464393576a1a256d9c9f5bbcefcb0f9652"}, "notes": "CSR warm solves reuse the historical LU cache; new adapters are uncached and include original-residual checks. Storage excludes cached LU/Krylov workspace, working arrays, RHS, truth and allocator overhead; peak RSS includes the whole fresh worker.", "trial": 0, "worker_wall_seconds": 0.2552693620091304} {"status": "success", "solver": "csr", "n": 64, "rhs": 4, "dtype": "float64", "preparation_seconds": 0.004762483004014939, "first_solve_seconds": 0.0003067040233872831, "warm_seconds": [5.011394387111068e-05, 2.9237999115139246e-05, 2.37500062212348e-05, 2.232799306511879e-05, 2.2055988665670156e-05, 2.044701250270009e-05, 2.0316976588219404e-05], "warm_median_seconds": 2.232799306511879e-05, "operator_storage_bytes": 3568, "max_error": 8.881784197001252e-16, "residual_norms": [6.335084731329091e-15, 9.052233234392087e-15, 9.650641979819567e-15, 1.159106867033638e-14], "residual_limits": [6.0344830502613425e-09, 6.5476908079835056e-09, 7.170147249792901e-09, 7.248342459312886e-09], "peak_rss_mib": 61.93359375, "python": "3.12.14", "numpy": "2.5.4", "scipy": "1.18.1", "platform": "Linux-6.17.0-1033-oem-x86_64-with-glibc2.39", "cpu": "Intel(R) Core(TM) Ultra 7 265U", "cpu_affinity": [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13], "threads": {"OMP_NUM_THREADS": "1", "OPENBLAS_NUM_THREADS": "1", "MKL_NUM_THREADS": "1"}, "source_sha256": {"scripts/benchmark_linear_operators.py": "f871cc802472437700c3d342843e137078108dff7351ddb7fbb054fc4f94fa01", "src/op_engine/__init__.py": "c05479f332906c8697564984da37e77eeb8fa39a39ae07a50230979ec725096d", "src/op_engine/scipy_operator.py": "70404544b56de140a4be20b83b0f744353eb03c0d5a81d8027d8b2620514db68", "src/op_engine/linear_operator.py": "5b8b0eeec170876b79fe41461ddcc1d1a617c4f3bc7c092ccdb0e75770dd58a7", "src/op_engine/matrix_ops.py": "1ae1c8e78558db5be13863888951fd45b5bd3575a94bff90595d29a9b771db81", "src/op_engine/core_solver.py": "923aea17b01f529bf7df5553e21341464393576a1a256d9c9f5bbcefcb0f9652"}, "notes": "CSR warm solves reuse the historical LU cache; new adapters are uncached and include original-residual checks. Storage excludes cached LU/Krylov workspace, working arrays, RHS, truth and allocator overhead; peak RSS includes the whole fresh worker.", "trial": 1, "worker_wall_seconds": 0.2298840990406461} {"status": "success", "solver": "csr", "n": 64, "rhs": 4, "dtype": "float64", "preparation_seconds": 0.004975041025318205, "first_solve_seconds": 0.0003007659688591957, "warm_seconds": [3.636302426457405e-05, 2.811802551150322e-05, 2.2705004084855318e-05, 2.265401417389512e-05, 2.34440085478127e-05, 2.2782012820243835e-05, 2.1267973352223635e-05], "warm_median_seconds": 2.2782012820243835e-05, "operator_storage_bytes": 3568, "max_error": 8.881784197001252e-16, "residual_norms": [6.335084731329091e-15, 9.052233234392087e-15, 9.650641979819567e-15, 1.159106867033638e-14], "residual_limits": [6.0344830502613425e-09, 6.5476908079835056e-09, 7.170147249792901e-09, 7.248342459312886e-09], "peak_rss_mib": 61.875, "python": "3.12.14", "numpy": "2.5.4", "scipy": "1.18.1", "platform": "Linux-6.17.0-1033-oem-x86_64-with-glibc2.39", "cpu": "Intel(R) Core(TM) Ultra 7 265U", "cpu_affinity": [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13], "threads": {"OMP_NUM_THREADS": "1", "OPENBLAS_NUM_THREADS": "1", "MKL_NUM_THREADS": "1"}, "source_sha256": {"scripts/benchmark_linear_operators.py": "f871cc802472437700c3d342843e137078108dff7351ddb7fbb054fc4f94fa01", "src/op_engine/__init__.py": "c05479f332906c8697564984da37e77eeb8fa39a39ae07a50230979ec725096d", "src/op_engine/scipy_operator.py": "70404544b56de140a4be20b83b0f744353eb03c0d5a81d8027d8b2620514db68", "src/op_engine/linear_operator.py": "5b8b0eeec170876b79fe41461ddcc1d1a617c4f3bc7c092ccdb0e75770dd58a7", "src/op_engine/matrix_ops.py": "1ae1c8e78558db5be13863888951fd45b5bd3575a94bff90595d29a9b771db81", "src/op_engine/core_solver.py": "923aea17b01f529bf7df5553e21341464393576a1a256d9c9f5bbcefcb0f9652"}, "notes": "CSR warm solves reuse the historical LU cache; new adapters are uncached and include original-residual checks. Storage excludes cached LU/Krylov workspace, working arrays, RHS, truth and allocator overhead; peak RSS includes the whole fresh worker.", "trial": 2, "worker_wall_seconds": 0.2722460780059919} {"status": "success", "solver": "banded", "n": 64, "rhs": 4, "dtype": "float64", "preparation_seconds": 0.007706133997999132, "first_solve_seconds": 0.0005485420115292072, "warm_seconds": [0.00021546799689531326, 0.00016231503104791045, 0.00014135398669168353, 0.0001359590096399188, 0.00013032800052314997, 0.00013750098878517747, 0.0001302559976466], "warm_median_seconds": 0.00013750098878517747, "operator_storage_bytes": 1536, "max_error": 8.881784197001252e-16, "residual_norms": [6.015728885763879e-15, 8.361387308647542e-15, 8.287351963130584e-15, 1.2123310084460833e-14], "residual_limits": [6.0344830502613425e-09, 6.5476908079835056e-09, 7.170147249792901e-09, 7.248342459312886e-09], "peak_rss_mib": 60.9609375, "python": "3.12.14", "numpy": "2.5.4", "scipy": "1.18.1", "platform": "Linux-6.17.0-1033-oem-x86_64-with-glibc2.39", "cpu": "Intel(R) Core(TM) Ultra 7 265U", "cpu_affinity": [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13], "threads": {"OMP_NUM_THREADS": "1", "OPENBLAS_NUM_THREADS": "1", "MKL_NUM_THREADS": "1"}, "source_sha256": {"scripts/benchmark_linear_operators.py": "f871cc802472437700c3d342843e137078108dff7351ddb7fbb054fc4f94fa01", "src/op_engine/__init__.py": "c05479f332906c8697564984da37e77eeb8fa39a39ae07a50230979ec725096d", "src/op_engine/scipy_operator.py": "70404544b56de140a4be20b83b0f744353eb03c0d5a81d8027d8b2620514db68", "src/op_engine/linear_operator.py": "5b8b0eeec170876b79fe41461ddcc1d1a617c4f3bc7c092ccdb0e75770dd58a7", "src/op_engine/matrix_ops.py": "1ae1c8e78558db5be13863888951fd45b5bd3575a94bff90595d29a9b771db81", "src/op_engine/core_solver.py": "923aea17b01f529bf7df5553e21341464393576a1a256d9c9f5bbcefcb0f9652"}, "notes": "CSR warm solves reuse the historical LU cache; new adapters are uncached and include original-residual checks. Storage excludes cached LU/Krylov workspace, working arrays, RHS, truth and allocator overhead; peak RSS includes the whole fresh worker.", "trial": 0, "worker_wall_seconds": 0.325015538954176} {"status": "success", "solver": "banded", "n": 64, "rhs": 4, "dtype": "float64", "preparation_seconds": 0.004148566978983581, "first_solve_seconds": 0.0002920280094258487, "warm_seconds": [0.00010910496348515153, 8.621800225228071e-05, 7.567898137494922e-05, 7.488997653126717e-05, 7.151201134547591e-05, 6.585998926311731e-05, 6.76639610901475e-05], "warm_median_seconds": 7.488997653126717e-05, "operator_storage_bytes": 1536, "max_error": 8.881784197001252e-16, "residual_norms": [6.015728885763879e-15, 8.361387308647542e-15, 8.287351963130584e-15, 1.2123310084460833e-14], "residual_limits": [6.0344830502613425e-09, 6.5476908079835056e-09, 7.170147249792901e-09, 7.248342459312886e-09], "peak_rss_mib": 61.21484375, "python": "3.12.14", "numpy": "2.5.4", "scipy": "1.18.1", "platform": "Linux-6.17.0-1033-oem-x86_64-with-glibc2.39", "cpu": "Intel(R) Core(TM) Ultra 7 265U", "cpu_affinity": [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13], "threads": {"OMP_NUM_THREADS": "1", "OPENBLAS_NUM_THREADS": "1", "MKL_NUM_THREADS": "1"}, "source_sha256": {"scripts/benchmark_linear_operators.py": "f871cc802472437700c3d342843e137078108dff7351ddb7fbb054fc4f94fa01", "src/op_engine/__init__.py": "c05479f332906c8697564984da37e77eeb8fa39a39ae07a50230979ec725096d", "src/op_engine/scipy_operator.py": "70404544b56de140a4be20b83b0f744353eb03c0d5a81d8027d8b2620514db68", "src/op_engine/linear_operator.py": "5b8b0eeec170876b79fe41461ddcc1d1a617c4f3bc7c092ccdb0e75770dd58a7", "src/op_engine/matrix_ops.py": "1ae1c8e78558db5be13863888951fd45b5bd3575a94bff90595d29a9b771db81", "src/op_engine/core_solver.py": "923aea17b01f529bf7df5553e21341464393576a1a256d9c9f5bbcefcb0f9652"}, "notes": "CSR warm solves reuse the historical LU cache; new adapters are uncached and include original-residual checks. 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Storage excludes cached LU/Krylov workspace, working arrays, RHS, truth and allocator overhead; peak RSS includes the whole fresh worker.", "trial": 2, "worker_wall_seconds": 0.23346084303921089} {"status": "success", "solver": "gmres", "n": 64, "rhs": 4, "dtype": "float64", "preparation_seconds": 0.003905058023519814, "first_solve_seconds": 0.007251960050780326, "warm_seconds": [0.006902134977281094, 0.006705745996441692, 0.00690110499272123, 0.007014575996436179, 0.006692594033665955, 0.007079128990881145, 0.006862908019684255], "warm_median_seconds": 0.00690110499272123, "operator_storage_bytes": 1528, "max_error": 1.7569665722305672e-09, "residual_norms": [3.3165353356235277e-09, 6.006453046555729e-09, 6.574940395973302e-09, 3.680978861060416e-09], "residual_limits": [6.0344830502613425e-09, 6.5476908079835056e-09, 7.170147249792901e-09, 7.248342459312886e-09], "peak_rss_mib": 61.0859375, "python": "3.12.14", "numpy": "2.5.4", "scipy": "1.18.1", "platform": "Linux-6.17.0-1033-oem-x86_64-with-glibc2.39", "cpu": "Intel(R) Core(TM) Ultra 7 265U", "cpu_affinity": [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13], "threads": {"OMP_NUM_THREADS": "1", "OPENBLAS_NUM_THREADS": "1", "MKL_NUM_THREADS": "1"}, "source_sha256": {"scripts/benchmark_linear_operators.py": "f871cc802472437700c3d342843e137078108dff7351ddb7fbb054fc4f94fa01", "src/op_engine/__init__.py": "c05479f332906c8697564984da37e77eeb8fa39a39ae07a50230979ec725096d", "src/op_engine/scipy_operator.py": "70404544b56de140a4be20b83b0f744353eb03c0d5a81d8027d8b2620514db68", "src/op_engine/linear_operator.py": "5b8b0eeec170876b79fe41461ddcc1d1a617c4f3bc7c092ccdb0e75770dd58a7", "src/op_engine/matrix_ops.py": "1ae1c8e78558db5be13863888951fd45b5bd3575a94bff90595d29a9b771db81", "src/op_engine/core_solver.py": "923aea17b01f529bf7df5553e21341464393576a1a256d9c9f5bbcefcb0f9652"}, "notes": "CSR warm solves reuse the historical LU cache; new adapters are uncached and include original-residual checks. Storage excludes cached LU/Krylov workspace, working arrays, RHS, truth and allocator overhead; peak RSS includes the whole fresh worker.", "trial": 0, "worker_wall_seconds": 0.27345821901690215} {"status": "success", "solver": "gmres", "n": 64, "rhs": 4, "dtype": "float64", "preparation_seconds": 0.003836457966826856, "first_solve_seconds": 0.007223834982141852, "warm_seconds": [0.007260550046339631, 0.006784187979064882, 0.007166385010350496, 0.006880553963128477, 0.00684874301077798, 0.007336633978411555, 0.00691566796740517], "warm_median_seconds": 0.00691566796740517, "operator_storage_bytes": 1528, "max_error": 1.7569665722305672e-09, "residual_norms": [3.3165353356235277e-09, 6.006453046555729e-09, 6.574940395973302e-09, 3.680978861060416e-09], "residual_limits": [6.0344830502613425e-09, 6.5476908079835056e-09, 7.170147249792901e-09, 7.248342459312886e-09], "peak_rss_mib": 61.0859375, "python": "3.12.14", "numpy": "2.5.4", "scipy": "1.18.1", "platform": "Linux-6.17.0-1033-oem-x86_64-with-glibc2.39", "cpu": "Intel(R) Core(TM) Ultra 7 265U", "cpu_affinity": [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13], "threads": {"OMP_NUM_THREADS": "1", "OPENBLAS_NUM_THREADS": "1", "MKL_NUM_THREADS": "1"}, "source_sha256": {"scripts/benchmark_linear_operators.py": "f871cc802472437700c3d342843e137078108dff7351ddb7fbb054fc4f94fa01", "src/op_engine/__init__.py": "c05479f332906c8697564984da37e77eeb8fa39a39ae07a50230979ec725096d", "src/op_engine/scipy_operator.py": "70404544b56de140a4be20b83b0f744353eb03c0d5a81d8027d8b2620514db68", "src/op_engine/linear_operator.py": "5b8b0eeec170876b79fe41461ddcc1d1a617c4f3bc7c092ccdb0e75770dd58a7", "src/op_engine/matrix_ops.py": "1ae1c8e78558db5be13863888951fd45b5bd3575a94bff90595d29a9b771db81", "src/op_engine/core_solver.py": "923aea17b01f529bf7df5553e21341464393576a1a256d9c9f5bbcefcb0f9652"}, "notes": "CSR warm solves reuse the historical LU cache; new adapters are uncached and include original-residual checks. Storage excludes cached LU/Krylov workspace, working arrays, RHS, truth and allocator overhead; peak RSS includes the whole fresh worker.", "trial": 1, "worker_wall_seconds": 0.28316777403233573} {"status": "success", "solver": "gmres", "n": 64, "rhs": 4, "dtype": "float64", "preparation_seconds": 0.003929976955987513, "first_solve_seconds": 0.007722179987467825, "warm_seconds": [0.0072318430175073445, 0.007392394007183611, 0.006998192984610796, 0.0072819089982658625, 0.007042601006105542, 0.007119603978935629, 0.007139480963815004], "warm_median_seconds": 0.007139480963815004, "operator_storage_bytes": 1528, "max_error": 1.7569665722305672e-09, "residual_norms": [3.3165353356235277e-09, 6.006453046555729e-09, 6.574940395973302e-09, 3.680978861060416e-09], "residual_limits": [6.0344830502613425e-09, 6.5476908079835056e-09, 7.170147249792901e-09, 7.248342459312886e-09], "peak_rss_mib": 60.9921875, "python": "3.12.14", "numpy": "2.5.4", "scipy": "1.18.1", "platform": "Linux-6.17.0-1033-oem-x86_64-with-glibc2.39", "cpu": "Intel(R) Core(TM) Ultra 7 265U", "cpu_affinity": [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13], "threads": {"OMP_NUM_THREADS": "1", "OPENBLAS_NUM_THREADS": "1", "MKL_NUM_THREADS": "1"}, "source_sha256": {"scripts/benchmark_linear_operators.py": "f871cc802472437700c3d342843e137078108dff7351ddb7fbb054fc4f94fa01", "src/op_engine/__init__.py": "c05479f332906c8697564984da37e77eeb8fa39a39ae07a50230979ec725096d", "src/op_engine/scipy_operator.py": "70404544b56de140a4be20b83b0f744353eb03c0d5a81d8027d8b2620514db68", "src/op_engine/linear_operator.py": "5b8b0eeec170876b79fe41461ddcc1d1a617c4f3bc7c092ccdb0e75770dd58a7", "src/op_engine/matrix_ops.py": "1ae1c8e78558db5be13863888951fd45b5bd3575a94bff90595d29a9b771db81", "src/op_engine/core_solver.py": "923aea17b01f529bf7df5553e21341464393576a1a256d9c9f5bbcefcb0f9652"}, "notes": "CSR warm solves reuse the historical LU cache; new adapters are uncached and include original-residual checks. Storage excludes cached LU/Krylov workspace, working arrays, RHS, truth and allocator overhead; peak RSS includes the whole fresh worker.", "trial": 2, "worker_wall_seconds": 0.2804955309838988} {"status": "success", "solver": "gmres-jacobi", "n": 64, "rhs": 4, "dtype": "float64", "preparation_seconds": 0.00438430201029405, "first_solve_seconds": 0.0038543969858437777, "warm_seconds": [0.0034209819859825075, 0.003317627008073032, 0.0032466630218550563, 0.0032617980032227933, 0.0033700549975037575, 0.0033432539785280824, 0.003255235031247139], "warm_median_seconds": 0.003317627008073032, "operator_storage_bytes": 2040, "max_error": 2.0245560783394012e-10, "residual_norms": [1.3536474126386539e-09, 1.4800676879038467e-09, 1.6383182410164883e-09, 1.767178134612978e-09], "residual_limits": [6.0344830502613425e-09, 6.5476908079835056e-09, 7.170147249792901e-09, 7.248342459312886e-09], "peak_rss_mib": 60.8515625, "python": "3.12.14", "numpy": "2.5.4", "scipy": "1.18.1", "platform": "Linux-6.17.0-1033-oem-x86_64-with-glibc2.39", "cpu": "Intel(R) Core(TM) Ultra 7 265U", "cpu_affinity": [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13], "threads": {"OMP_NUM_THREADS": "1", "OPENBLAS_NUM_THREADS": "1", "MKL_NUM_THREADS": "1"}, "source_sha256": {"scripts/benchmark_linear_operators.py": "f871cc802472437700c3d342843e137078108dff7351ddb7fbb054fc4f94fa01", "src/op_engine/__init__.py": "c05479f332906c8697564984da37e77eeb8fa39a39ae07a50230979ec725096d", "src/op_engine/scipy_operator.py": "70404544b56de140a4be20b83b0f744353eb03c0d5a81d8027d8b2620514db68", "src/op_engine/linear_operator.py": "5b8b0eeec170876b79fe41461ddcc1d1a617c4f3bc7c092ccdb0e75770dd58a7", "src/op_engine/matrix_ops.py": "1ae1c8e78558db5be13863888951fd45b5bd3575a94bff90595d29a9b771db81", "src/op_engine/core_solver.py": "923aea17b01f529bf7df5553e21341464393576a1a256d9c9f5bbcefcb0f9652"}, "notes": "CSR warm solves reuse the historical LU cache; new adapters are uncached and include original-residual checks. Storage excludes cached LU/Krylov workspace, working arrays, RHS, truth and allocator overhead; peak RSS includes the whole fresh worker.", "trial": 0, "worker_wall_seconds": 0.2870400169631466} {"status": "success", "solver": "gmres-jacobi", "n": 64, "rhs": 4, "dtype": "float64", "preparation_seconds": 0.004224218020681292, "first_solve_seconds": 0.0035548399901017547, "warm_seconds": [0.003612004977185279, 0.00336694298312068, 0.003168608993291855, 0.003364162053912878, 0.003207929024938494, 0.00331830297363922, 0.0031525790109299123], "warm_median_seconds": 0.00331830297363922, "operator_storage_bytes": 2040, "max_error": 2.0245560783394012e-10, "residual_norms": [1.3536474126386539e-09, 1.4800676879038467e-09, 1.6383182410164883e-09, 1.767178134612978e-09], "residual_limits": [6.0344830502613425e-09, 6.5476908079835056e-09, 7.170147249792901e-09, 7.248342459312886e-09], "peak_rss_mib": 61.11328125, "python": "3.12.14", "numpy": "2.5.4", "scipy": "1.18.1", "platform": "Linux-6.17.0-1033-oem-x86_64-with-glibc2.39", "cpu": "Intel(R) Core(TM) Ultra 7 265U", "cpu_affinity": [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13], "threads": {"OMP_NUM_THREADS": "1", "OPENBLAS_NUM_THREADS": "1", "MKL_NUM_THREADS": "1"}, "source_sha256": {"scripts/benchmark_linear_operators.py": "f871cc802472437700c3d342843e137078108dff7351ddb7fbb054fc4f94fa01", "src/op_engine/__init__.py": "c05479f332906c8697564984da37e77eeb8fa39a39ae07a50230979ec725096d", "src/op_engine/scipy_operator.py": "70404544b56de140a4be20b83b0f744353eb03c0d5a81d8027d8b2620514db68", "src/op_engine/linear_operator.py": "5b8b0eeec170876b79fe41461ddcc1d1a617c4f3bc7c092ccdb0e75770dd58a7", "src/op_engine/matrix_ops.py": "1ae1c8e78558db5be13863888951fd45b5bd3575a94bff90595d29a9b771db81", "src/op_engine/core_solver.py": "923aea17b01f529bf7df5553e21341464393576a1a256d9c9f5bbcefcb0f9652"}, "notes": "CSR warm solves reuse the historical LU cache; new adapters are uncached and include original-residual checks. 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Storage excludes cached LU/Krylov workspace, working arrays, RHS, truth and allocator overhead; peak RSS includes the whole fresh worker.", "trial": 2, "worker_wall_seconds": 0.25360959302634} {"status": "success", "solver": "dense", "n": 512, "rhs": 1, "dtype": "float32", "preparation_seconds": 0.005857248033862561, "first_solve_seconds": 0.00456189300166443, "warm_seconds": [0.0035965550341643393, 0.0037177279591560364, 0.0037299730465747416, 0.003568908025044948, 0.003449638024903834, 0.0034238480147905648, 0.0035537140211090446], "warm_median_seconds": 0.003568908025044948, "operator_storage_bytes": 2097152, "max_error": 2.384185791015625e-07, "residual_norms": [9.363811915710201e-06], "residual_limits": [0.0037865354945775314], "peak_rss_mib": 69.15625, "python": "3.12.14", "numpy": "2.5.4", "scipy": "1.18.1", "platform": "Linux-6.17.0-1033-oem-x86_64-with-glibc2.39", "cpu": "Intel(R) Core(TM) Ultra 7 265U", "cpu_affinity": [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13], "threads": {"OMP_NUM_THREADS": "1", "OPENBLAS_NUM_THREADS": "1", "MKL_NUM_THREADS": "1"}, "source_sha256": {"scripts/benchmark_linear_operators.py": "f871cc802472437700c3d342843e137078108dff7351ddb7fbb054fc4f94fa01", "src/op_engine/__init__.py": "c05479f332906c8697564984da37e77eeb8fa39a39ae07a50230979ec725096d", "src/op_engine/scipy_operator.py": "70404544b56de140a4be20b83b0f744353eb03c0d5a81d8027d8b2620514db68", "src/op_engine/linear_operator.py": "5b8b0eeec170876b79fe41461ddcc1d1a617c4f3bc7c092ccdb0e75770dd58a7", "src/op_engine/matrix_ops.py": "1ae1c8e78558db5be13863888951fd45b5bd3575a94bff90595d29a9b771db81", "src/op_engine/core_solver.py": "923aea17b01f529bf7df5553e21341464393576a1a256d9c9f5bbcefcb0f9652"}, "notes": "CSR warm solves reuse the historical LU cache; new adapters are uncached and include original-residual checks. Storage excludes cached LU/Krylov workspace, working arrays, RHS, truth and allocator overhead; peak RSS includes the whole fresh worker.", "trial": 0, "worker_wall_seconds": 0.2546868549543433} {"status": "success", "solver": "dense", "n": 512, "rhs": 1, "dtype": "float32", "preparation_seconds": 0.004962026956491172, "first_solve_seconds": 0.0044768539955839515, "warm_seconds": [0.0037583449739031494, 0.003521357022691518, 0.003396080050151795, 0.0034975800081156194, 0.003410850011277944, 0.003569384978618473, 0.0036959569551981986], "warm_median_seconds": 0.003521357022691518, "operator_storage_bytes": 2097152, "max_error": 2.384185791015625e-07, "residual_norms": [9.363811915710201e-06], "residual_limits": [0.0037865354945775314], "peak_rss_mib": 69.26171875, "python": "3.12.14", "numpy": "2.5.4", "scipy": "1.18.1", "platform": "Linux-6.17.0-1033-oem-x86_64-with-glibc2.39", "cpu": "Intel(R) Core(TM) Ultra 7 265U", "cpu_affinity": [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13], "threads": {"OMP_NUM_THREADS": "1", "OPENBLAS_NUM_THREADS": "1", "MKL_NUM_THREADS": "1"}, "source_sha256": {"scripts/benchmark_linear_operators.py": "f871cc802472437700c3d342843e137078108dff7351ddb7fbb054fc4f94fa01", "src/op_engine/__init__.py": "c05479f332906c8697564984da37e77eeb8fa39a39ae07a50230979ec725096d", "src/op_engine/scipy_operator.py": "70404544b56de140a4be20b83b0f744353eb03c0d5a81d8027d8b2620514db68", "src/op_engine/linear_operator.py": "5b8b0eeec170876b79fe41461ddcc1d1a617c4f3bc7c092ccdb0e75770dd58a7", "src/op_engine/matrix_ops.py": "1ae1c8e78558db5be13863888951fd45b5bd3575a94bff90595d29a9b771db81", "src/op_engine/core_solver.py": "923aea17b01f529bf7df5553e21341464393576a1a256d9c9f5bbcefcb0f9652"}, "notes": "CSR warm solves reuse the historical LU cache; new adapters are uncached and include original-residual checks. Storage excludes cached LU/Krylov workspace, working arrays, RHS, truth and allocator overhead; peak RSS includes the whole fresh worker.", "trial": 1, "worker_wall_seconds": 0.2600452550104819} {"status": "success", "solver": "dense", "n": 512, "rhs": 1, "dtype": "float32", "preparation_seconds": 0.005036087008193135, "first_solve_seconds": 0.004838939988985658, "warm_seconds": [0.0036810519522987306, 0.003480989020317793, 0.0034974539885297418, 0.003738739003892988, 0.003572249028366059, 0.003483616979792714, 0.003366619988810271], "warm_median_seconds": 0.0034974539885297418, "operator_storage_bytes": 2097152, "max_error": 2.384185791015625e-07, "residual_norms": [9.363811915710201e-06], "residual_limits": [0.0037865354945775314], "peak_rss_mib": 69.296875, "python": "3.12.14", "numpy": "2.5.4", "scipy": "1.18.1", "platform": "Linux-6.17.0-1033-oem-x86_64-with-glibc2.39", "cpu": "Intel(R) Core(TM) Ultra 7 265U", "cpu_affinity": [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13], "threads": {"OMP_NUM_THREADS": "1", "OPENBLAS_NUM_THREADS": "1", "MKL_NUM_THREADS": "1"}, "source_sha256": {"scripts/benchmark_linear_operators.py": "f871cc802472437700c3d342843e137078108dff7351ddb7fbb054fc4f94fa01", "src/op_engine/__init__.py": "c05479f332906c8697564984da37e77eeb8fa39a39ae07a50230979ec725096d", "src/op_engine/scipy_operator.py": "70404544b56de140a4be20b83b0f744353eb03c0d5a81d8027d8b2620514db68", "src/op_engine/linear_operator.py": "5b8b0eeec170876b79fe41461ddcc1d1a617c4f3bc7c092ccdb0e75770dd58a7", "src/op_engine/matrix_ops.py": "1ae1c8e78558db5be13863888951fd45b5bd3575a94bff90595d29a9b771db81", "src/op_engine/core_solver.py": "923aea17b01f529bf7df5553e21341464393576a1a256d9c9f5bbcefcb0f9652"}, "notes": "CSR warm solves reuse the historical LU cache; new adapters are uncached and include original-residual checks. Storage excludes cached LU/Krylov workspace, working arrays, RHS, truth and allocator overhead; peak RSS includes the whole fresh worker.", "trial": 2, "worker_wall_seconds": 0.25301032001152635} {"status": "success", "solver": "csr", "n": 512, "rhs": 1, "dtype": "float32", "preparation_seconds": 0.004629792005289346, "first_solve_seconds": 0.0003796310047619045, "warm_seconds": [3.392196958884597e-05, 2.4814973585307598e-05, 1.908303238451481e-05, 1.8713995814323425e-05, 1.770298695191741e-05, 1.751899253576994e-05, 1.700397115200758e-05], "warm_median_seconds": 1.8713995814323425e-05, "operator_storage_bytes": 20472, "max_error": 4.76837158203125e-07, "residual_norms": [1.2505048791831359e-05], "residual_limits": [0.0037865354945775314], "peak_rss_mib": 62.24609375, "python": "3.12.14", "numpy": "2.5.4", "scipy": "1.18.1", "platform": "Linux-6.17.0-1033-oem-x86_64-with-glibc2.39", "cpu": "Intel(R) Core(TM) Ultra 7 265U", "cpu_affinity": [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13], "threads": {"OMP_NUM_THREADS": "1", "OPENBLAS_NUM_THREADS": "1", "MKL_NUM_THREADS": "1"}, "source_sha256": {"scripts/benchmark_linear_operators.py": "f871cc802472437700c3d342843e137078108dff7351ddb7fbb054fc4f94fa01", "src/op_engine/__init__.py": "c05479f332906c8697564984da37e77eeb8fa39a39ae07a50230979ec725096d", "src/op_engine/scipy_operator.py": "70404544b56de140a4be20b83b0f744353eb03c0d5a81d8027d8b2620514db68", "src/op_engine/linear_operator.py": "5b8b0eeec170876b79fe41461ddcc1d1a617c4f3bc7c092ccdb0e75770dd58a7", "src/op_engine/matrix_ops.py": "1ae1c8e78558db5be13863888951fd45b5bd3575a94bff90595d29a9b771db81", "src/op_engine/core_solver.py": "923aea17b01f529bf7df5553e21341464393576a1a256d9c9f5bbcefcb0f9652"}, "notes": "CSR warm solves reuse the historical LU cache; new adapters are uncached and include original-residual checks. Storage excludes cached LU/Krylov workspace, working arrays, RHS, truth and allocator overhead; peak RSS includes the whole fresh worker.", "trial": 0, "worker_wall_seconds": 0.22132862702710554} {"status": "success", "solver": "csr", "n": 512, "rhs": 1, "dtype": "float32", "preparation_seconds": 0.004308726987801492, "first_solve_seconds": 0.0003531399997882545, "warm_seconds": [3.354501677677035e-05, 2.5308982003480196e-05, 2.0175997633486986e-05, 2.0025006961077452e-05, 1.876795431599021e-05, 1.6965961549431086e-05, 1.6901991330087185e-05], "warm_median_seconds": 2.0025006961077452e-05, "operator_storage_bytes": 20472, "max_error": 4.76837158203125e-07, "residual_norms": [1.2505048791831359e-05], "residual_limits": [0.0037865354945775314], "peak_rss_mib": 62.3359375, "python": "3.12.14", "numpy": "2.5.4", "scipy": "1.18.1", "platform": "Linux-6.17.0-1033-oem-x86_64-with-glibc2.39", "cpu": "Intel(R) Core(TM) Ultra 7 265U", "cpu_affinity": [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13], "threads": {"OMP_NUM_THREADS": "1", "OPENBLAS_NUM_THREADS": "1", "MKL_NUM_THREADS": "1"}, "source_sha256": {"scripts/benchmark_linear_operators.py": "f871cc802472437700c3d342843e137078108dff7351ddb7fbb054fc4f94fa01", "src/op_engine/__init__.py": "c05479f332906c8697564984da37e77eeb8fa39a39ae07a50230979ec725096d", "src/op_engine/scipy_operator.py": "70404544b56de140a4be20b83b0f744353eb03c0d5a81d8027d8b2620514db68", "src/op_engine/linear_operator.py": "5b8b0eeec170876b79fe41461ddcc1d1a617c4f3bc7c092ccdb0e75770dd58a7", "src/op_engine/matrix_ops.py": "1ae1c8e78558db5be13863888951fd45b5bd3575a94bff90595d29a9b771db81", "src/op_engine/core_solver.py": "923aea17b01f529bf7df5553e21341464393576a1a256d9c9f5bbcefcb0f9652"}, "notes": "CSR warm solves reuse the historical LU cache; new adapters are uncached and include original-residual checks. Storage excludes cached LU/Krylov workspace, working arrays, RHS, truth and allocator overhead; peak RSS includes the whole fresh worker.", "trial": 1, "worker_wall_seconds": 0.21521283400943503} {"status": "success", "solver": "csr", "n": 512, "rhs": 1, "dtype": "float32", "preparation_seconds": 0.004402208956889808, "first_solve_seconds": 0.00036003702552989125, "warm_seconds": [3.401900175958872e-05, 2.572301309555769e-05, 1.9953004084527493e-05, 1.9391009118407965e-05, 1.8244958482682705e-05, 1.746596535667777e-05, 1.6741978470236063e-05], "warm_median_seconds": 1.9391009118407965e-05, "operator_storage_bytes": 20472, "max_error": 4.76837158203125e-07, "residual_norms": [1.2505048791831359e-05], "residual_limits": [0.0037865354945775314], "peak_rss_mib": 62.1875, "python": "3.12.14", "numpy": "2.5.4", "scipy": "1.18.1", "platform": "Linux-6.17.0-1033-oem-x86_64-with-glibc2.39", "cpu": "Intel(R) Core(TM) Ultra 7 265U", "cpu_affinity": [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13], "threads": {"OMP_NUM_THREADS": "1", "OPENBLAS_NUM_THREADS": "1", "MKL_NUM_THREADS": "1"}, "source_sha256": {"scripts/benchmark_linear_operators.py": "f871cc802472437700c3d342843e137078108dff7351ddb7fbb054fc4f94fa01", "src/op_engine/__init__.py": "c05479f332906c8697564984da37e77eeb8fa39a39ae07a50230979ec725096d", "src/op_engine/scipy_operator.py": "70404544b56de140a4be20b83b0f744353eb03c0d5a81d8027d8b2620514db68", "src/op_engine/linear_operator.py": "5b8b0eeec170876b79fe41461ddcc1d1a617c4f3bc7c092ccdb0e75770dd58a7", "src/op_engine/matrix_ops.py": "1ae1c8e78558db5be13863888951fd45b5bd3575a94bff90595d29a9b771db81", "src/op_engine/core_solver.py": "923aea17b01f529bf7df5553e21341464393576a1a256d9c9f5bbcefcb0f9652"}, "notes": "CSR warm solves reuse the historical LU cache; new adapters are uncached and include original-residual checks. Storage excludes cached LU/Krylov workspace, working arrays, RHS, truth and allocator overhead; peak RSS includes the whole fresh worker.", "trial": 2, "worker_wall_seconds": 0.2224412810173817} {"status": "success", "solver": "banded", "n": 512, "rhs": 1, "dtype": "float32", "preparation_seconds": 0.0039104369934648275, "first_solve_seconds": 0.0002947759930975735, "warm_seconds": [0.00011319899931550026, 9.033799869939685e-05, 7.766502676531672e-05, 7.635797373950481e-05, 7.629598258063197e-05, 6.938999285921454e-05, 6.964098429307342e-05], "warm_median_seconds": 7.635797373950481e-05, "operator_storage_bytes": 6144, "max_error": 4.76837158203125e-07, "residual_norms": [1.2637871503704854e-05], "residual_limits": [0.0037865354945775314], "peak_rss_mib": 61.2109375, "python": "3.12.14", "numpy": "2.5.4", "scipy": "1.18.1", "platform": "Linux-6.17.0-1033-oem-x86_64-with-glibc2.39", "cpu": "Intel(R) Core(TM) Ultra 7 265U", "cpu_affinity": [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13], "threads": {"OMP_NUM_THREADS": "1", "OPENBLAS_NUM_THREADS": "1", "MKL_NUM_THREADS": "1"}, "source_sha256": {"scripts/benchmark_linear_operators.py": "f871cc802472437700c3d342843e137078108dff7351ddb7fbb054fc4f94fa01", "src/op_engine/__init__.py": "c05479f332906c8697564984da37e77eeb8fa39a39ae07a50230979ec725096d", "src/op_engine/scipy_operator.py": "70404544b56de140a4be20b83b0f744353eb03c0d5a81d8027d8b2620514db68", "src/op_engine/linear_operator.py": "5b8b0eeec170876b79fe41461ddcc1d1a617c4f3bc7c092ccdb0e75770dd58a7", "src/op_engine/matrix_ops.py": "1ae1c8e78558db5be13863888951fd45b5bd3575a94bff90595d29a9b771db81", "src/op_engine/core_solver.py": "923aea17b01f529bf7df5553e21341464393576a1a256d9c9f5bbcefcb0f9652"}, "notes": "CSR warm solves reuse the historical LU cache; new adapters are uncached and include original-residual checks. Storage excludes cached LU/Krylov workspace, working arrays, RHS, truth and allocator overhead; peak RSS includes the whole fresh worker.", "trial": 0, "worker_wall_seconds": 0.2114752159686759} {"status": "success", "solver": "banded", "n": 512, "rhs": 1, "dtype": "float32", "preparation_seconds": 0.004162355966400355, "first_solve_seconds": 0.0003183690132573247, "warm_seconds": [0.00011002901010215282, 8.881796384230256e-05, 7.986999116837978e-05, 8.090899791568518e-05, 8.267699740827084e-05, 7.506401743739843e-05, 7.270299829542637e-05], "warm_median_seconds": 8.090899791568518e-05, "operator_storage_bytes": 6144, "max_error": 4.76837158203125e-07, "residual_norms": [1.2637871503704854e-05], "residual_limits": [0.0037865354945775314], "peak_rss_mib": 60.9375, "python": "3.12.14", "numpy": "2.5.4", "scipy": "1.18.1", "platform": "Linux-6.17.0-1033-oem-x86_64-with-glibc2.39", "cpu": "Intel(R) Core(TM) Ultra 7 265U", "cpu_affinity": [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13], "threads": {"OMP_NUM_THREADS": "1", "OPENBLAS_NUM_THREADS": "1", "MKL_NUM_THREADS": "1"}, "source_sha256": {"scripts/benchmark_linear_operators.py": "f871cc802472437700c3d342843e137078108dff7351ddb7fbb054fc4f94fa01", "src/op_engine/__init__.py": "c05479f332906c8697564984da37e77eeb8fa39a39ae07a50230979ec725096d", "src/op_engine/scipy_operator.py": "70404544b56de140a4be20b83b0f744353eb03c0d5a81d8027d8b2620514db68", "src/op_engine/linear_operator.py": "5b8b0eeec170876b79fe41461ddcc1d1a617c4f3bc7c092ccdb0e75770dd58a7", "src/op_engine/matrix_ops.py": "1ae1c8e78558db5be13863888951fd45b5bd3575a94bff90595d29a9b771db81", "src/op_engine/core_solver.py": "923aea17b01f529bf7df5553e21341464393576a1a256d9c9f5bbcefcb0f9652"}, "notes": "CSR warm solves reuse the historical LU cache; new adapters are uncached and include original-residual checks. Storage excludes cached LU/Krylov workspace, working arrays, RHS, truth and allocator overhead; peak RSS includes the whole fresh worker.", "trial": 1, "worker_wall_seconds": 0.26853347901487723} {"status": "success", "solver": "banded", "n": 512, "rhs": 1, "dtype": "float32", "preparation_seconds": 0.004153251007664949, "first_solve_seconds": 0.00031586800469085574, "warm_seconds": [0.00011537800310179591, 9.048200445249677e-05, 8.284795330837369e-05, 8.00300040282309e-05, 7.71320192143321e-05, 7.137301145121455e-05, 7.134897168725729e-05], "warm_median_seconds": 8.00300040282309e-05, "operator_storage_bytes": 6144, "max_error": 4.76837158203125e-07, "residual_norms": [1.2637871503704854e-05], "residual_limits": [0.0037865354945775314], "peak_rss_mib": 61.09375, "python": "3.12.14", "numpy": "2.5.4", "scipy": "1.18.1", "platform": "Linux-6.17.0-1033-oem-x86_64-with-glibc2.39", "cpu": "Intel(R) Core(TM) Ultra 7 265U", "cpu_affinity": [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13], "threads": {"OMP_NUM_THREADS": "1", "OPENBLAS_NUM_THREADS": "1", "MKL_NUM_THREADS": "1"}, "source_sha256": {"scripts/benchmark_linear_operators.py": "f871cc802472437700c3d342843e137078108dff7351ddb7fbb054fc4f94fa01", "src/op_engine/__init__.py": "c05479f332906c8697564984da37e77eeb8fa39a39ae07a50230979ec725096d", "src/op_engine/scipy_operator.py": "70404544b56de140a4be20b83b0f744353eb03c0d5a81d8027d8b2620514db68", "src/op_engine/linear_operator.py": "5b8b0eeec170876b79fe41461ddcc1d1a617c4f3bc7c092ccdb0e75770dd58a7", "src/op_engine/matrix_ops.py": "1ae1c8e78558db5be13863888951fd45b5bd3575a94bff90595d29a9b771db81", "src/op_engine/core_solver.py": "923aea17b01f529bf7df5553e21341464393576a1a256d9c9f5bbcefcb0f9652"}, "notes": "CSR warm solves reuse the historical LU cache; new adapters are uncached and include original-residual checks. Storage excludes cached LU/Krylov workspace, working arrays, RHS, truth and allocator overhead; peak RSS includes the whole fresh worker.", "trial": 2, "worker_wall_seconds": 0.2314838920137845} {"solver": "gmres", "n": 512, "rhs": 1, "dtype": "float32", "trial": 0, "status": "error", "stderr": "Traceback (most recent call last):\n File \"\", line 198, in _run_module_as_main\n File \"\", line 88, in _run_code\n File \"/tmp/op-stack-delivery/engine-operator-adapters/scripts/benchmark_linear_operators.py\", line 303, in \n raise SystemExit(main())\n ^^^^^^\n File \"/tmp/op-stack-delivery/engine-operator-adapters/scripts/benchmark_linear_operators.py\", line 243, in main\n row = _worker(\n ^^^^^^^^\n File \"/tmp/op-stack-delivery/engine-operator-adapters/scripts/benchmark_linear_operators.py\", line 150, in _worker\n np.testing.assert_allclose(\n File \"/tmp/op-stack-delivery/venv/lib/python3.12/site-packages/numpy/testing/_private/utils.py\", line 1780, in assert_allclose\n assert_array_compare(compare, actual, desired, err_msg=str(err_msg),\n File \"/tmp/op-stack-delivery/venv/lib/python3.12/site-packages/numpy/testing/_private/utils.py\", line 988, in assert_array_compare\n raise AssertionError(msg)\nAssertionError: \nNot equal to tolerance rtol=0.0001, atol=1e-05\n\nMismatched elements: 3 / 512 (0.586%)\nMismatch at indices:\n [0, 0]: 1.9995867013931274 (ACTUAL), 2.0 (DESIRED)\n [1, 0]: 2.295135974884033 (ACTUAL), 2.295520305633545 (DESIRED)\n [2, 0]: 2.564305543899536 (ACTUAL), 2.5646424293518066 (DESIRED)\nMax absolute difference among violations: 0.0004133\nMax relative difference among violations: 0.00020665\n ACTUAL: array([[1.999587],\n [2.295136],\n [2.564306],...\n DESIRED: array([[2. ],\n [2.29552 ],\n [2.564642],...\n"} {"solver": "gmres", "n": 512, "rhs": 1, "dtype": "float32", "trial": 1, "status": "error", "stderr": "Traceback (most recent call last):\n File \"\", line 198, in _run_module_as_main\n File \"\", line 88, in _run_code\n File \"/tmp/op-stack-delivery/engine-operator-adapters/scripts/benchmark_linear_operators.py\", line 303, in \n raise SystemExit(main())\n ^^^^^^\n File \"/tmp/op-stack-delivery/engine-operator-adapters/scripts/benchmark_linear_operators.py\", line 243, in main\n row = _worker(\n ^^^^^^^^\n File \"/tmp/op-stack-delivery/engine-operator-adapters/scripts/benchmark_linear_operators.py\", line 150, in _worker\n np.testing.assert_allclose(\n File \"/tmp/op-stack-delivery/venv/lib/python3.12/site-packages/numpy/testing/_private/utils.py\", line 1780, in assert_allclose\n assert_array_compare(compare, actual, desired, err_msg=str(err_msg),\n File \"/tmp/op-stack-delivery/venv/lib/python3.12/site-packages/numpy/testing/_private/utils.py\", line 988, in assert_array_compare\n raise AssertionError(msg)\nAssertionError: \nNot equal to tolerance rtol=0.0001, atol=1e-05\n\nMismatched elements: 3 / 512 (0.586%)\nMismatch at indices:\n [0, 0]: 1.9995867013931274 (ACTUAL), 2.0 (DESIRED)\n [1, 0]: 2.295135974884033 (ACTUAL), 2.295520305633545 (DESIRED)\n [2, 0]: 2.564305543899536 (ACTUAL), 2.5646424293518066 (DESIRED)\nMax absolute difference among violations: 0.0004133\nMax relative difference among violations: 0.00020665\n ACTUAL: array([[1.999587],\n [2.295136],\n [2.564306],...\n DESIRED: array([[2. ],\n [2.29552 ],\n [2.564642],...\n"} {"solver": "gmres", "n": 512, "rhs": 1, "dtype": "float32", "trial": 2, "status": "error", "stderr": "Traceback (most recent call last):\n File \"\", line 198, in _run_module_as_main\n File \"\", line 88, in _run_code\n File \"/tmp/op-stack-delivery/engine-operator-adapters/scripts/benchmark_linear_operators.py\", line 303, in \n raise SystemExit(main())\n ^^^^^^\n File \"/tmp/op-stack-delivery/engine-operator-adapters/scripts/benchmark_linear_operators.py\", line 243, in main\n row = _worker(\n ^^^^^^^^\n File \"/tmp/op-stack-delivery/engine-operator-adapters/scripts/benchmark_linear_operators.py\", line 150, in _worker\n np.testing.assert_allclose(\n File \"/tmp/op-stack-delivery/venv/lib/python3.12/site-packages/numpy/testing/_private/utils.py\", line 1780, in assert_allclose\n assert_array_compare(compare, actual, desired, err_msg=str(err_msg),\n File \"/tmp/op-stack-delivery/venv/lib/python3.12/site-packages/numpy/testing/_private/utils.py\", line 988, in assert_array_compare\n raise AssertionError(msg)\nAssertionError: \nNot equal to tolerance rtol=0.0001, atol=1e-05\n\nMismatched elements: 3 / 512 (0.586%)\nMismatch at indices:\n [0, 0]: 1.9995867013931274 (ACTUAL), 2.0 (DESIRED)\n [1, 0]: 2.295135974884033 (ACTUAL), 2.295520305633545 (DESIRED)\n [2, 0]: 2.564305543899536 (ACTUAL), 2.5646424293518066 (DESIRED)\nMax absolute difference among violations: 0.0004133\nMax relative difference among violations: 0.00020665\n ACTUAL: array([[1.999587],\n [2.295136],\n [2.564306],...\n DESIRED: array([[2. ],\n [2.29552 ],\n [2.564642],...\n"} {"status": "success", "solver": "gmres-jacobi", "n": 512, "rhs": 1, "dtype": "float32", "preparation_seconds": 0.00461703899782151, "first_solve_seconds": 0.0007510559516958892, "warm_seconds": [0.00044497603084892035, 0.0004042779910378158, 0.0004091460141353309, 0.0003984500071965158, 0.00038671400398015976, 0.0003971309633925557, 0.00039114197716116905], "warm_median_seconds": 0.0003984500071965158, "operator_storage_bytes": 8188, "max_error": 0.00012135505676269531, "residual_norms": [0.000870078201366419], "residual_limits": [0.0037865354945775314], "peak_rss_mib": 60.90625, "python": "3.12.14", "numpy": "2.5.4", "scipy": "1.18.1", "platform": "Linux-6.17.0-1033-oem-x86_64-with-glibc2.39", "cpu": "Intel(R) Core(TM) Ultra 7 265U", "cpu_affinity": [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13], "threads": {"OMP_NUM_THREADS": "1", "OPENBLAS_NUM_THREADS": "1", "MKL_NUM_THREADS": "1"}, "source_sha256": {"scripts/benchmark_linear_operators.py": "f871cc802472437700c3d342843e137078108dff7351ddb7fbb054fc4f94fa01", "src/op_engine/__init__.py": "c05479f332906c8697564984da37e77eeb8fa39a39ae07a50230979ec725096d", "src/op_engine/scipy_operator.py": "70404544b56de140a4be20b83b0f744353eb03c0d5a81d8027d8b2620514db68", "src/op_engine/linear_operator.py": "5b8b0eeec170876b79fe41461ddcc1d1a617c4f3bc7c092ccdb0e75770dd58a7", "src/op_engine/matrix_ops.py": "1ae1c8e78558db5be13863888951fd45b5bd3575a94bff90595d29a9b771db81", "src/op_engine/core_solver.py": "923aea17b01f529bf7df5553e21341464393576a1a256d9c9f5bbcefcb0f9652"}, "notes": "CSR warm solves reuse the historical LU cache; new adapters are uncached and include original-residual checks. Storage excludes cached LU/Krylov workspace, working arrays, RHS, truth and allocator overhead; peak RSS includes the whole fresh worker.", "trial": 0, "worker_wall_seconds": 0.23279254202498123} {"status": "success", "solver": "gmres-jacobi", "n": 512, "rhs": 1, "dtype": "float32", "preparation_seconds": 0.00413398101227358, "first_solve_seconds": 0.0007680900162085891, "warm_seconds": [0.0004468559636734426, 0.0004235079977661371, 0.00041110499296337366, 0.00041225296445190907, 0.0004169690073467791, 0.00042552402010187507, 0.0004349369555711746], "warm_median_seconds": 0.0004235079977661371, "operator_storage_bytes": 8188, "max_error": 0.00012135505676269531, "residual_norms": [0.000870078201366419], "residual_limits": [0.0037865354945775314], "peak_rss_mib": 61.0703125, "python": "3.12.14", "numpy": "2.5.4", "scipy": "1.18.1", "platform": "Linux-6.17.0-1033-oem-x86_64-with-glibc2.39", "cpu": "Intel(R) Core(TM) Ultra 7 265U", "cpu_affinity": [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13], "threads": {"OMP_NUM_THREADS": "1", "OPENBLAS_NUM_THREADS": "1", "MKL_NUM_THREADS": "1"}, "source_sha256": {"scripts/benchmark_linear_operators.py": "f871cc802472437700c3d342843e137078108dff7351ddb7fbb054fc4f94fa01", "src/op_engine/__init__.py": "c05479f332906c8697564984da37e77eeb8fa39a39ae07a50230979ec725096d", "src/op_engine/scipy_operator.py": "70404544b56de140a4be20b83b0f744353eb03c0d5a81d8027d8b2620514db68", "src/op_engine/linear_operator.py": "5b8b0eeec170876b79fe41461ddcc1d1a617c4f3bc7c092ccdb0e75770dd58a7", "src/op_engine/matrix_ops.py": "1ae1c8e78558db5be13863888951fd45b5bd3575a94bff90595d29a9b771db81", "src/op_engine/core_solver.py": "923aea17b01f529bf7df5553e21341464393576a1a256d9c9f5bbcefcb0f9652"}, "notes": "CSR warm solves reuse the historical LU cache; new adapters are uncached and include original-residual checks. Storage excludes cached LU/Krylov workspace, working arrays, RHS, truth and allocator overhead; peak RSS includes the whole fresh worker.", "trial": 1, "worker_wall_seconds": 0.21869993495056406} {"status": "success", "solver": "gmres-jacobi", "n": 512, "rhs": 1, "dtype": "float32", "preparation_seconds": 0.004259781970176846, "first_solve_seconds": 0.0008080110419541597, "warm_seconds": [0.0004653169889934361, 0.00043680903036147356, 0.00042716600000858307, 0.00042716501047834754, 0.0005325370002537966, 0.0004643599968403578, 0.00041995698120445013], "warm_median_seconds": 0.00043680903036147356, "operator_storage_bytes": 8188, "max_error": 0.00012135505676269531, "residual_norms": [0.000870078201366419], "residual_limits": [0.0037865354945775314], "peak_rss_mib": 61.16796875, "python": "3.12.14", "numpy": "2.5.4", "scipy": "1.18.1", "platform": "Linux-6.17.0-1033-oem-x86_64-with-glibc2.39", "cpu": "Intel(R) Core(TM) Ultra 7 265U", "cpu_affinity": [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13], "threads": {"OMP_NUM_THREADS": "1", "OPENBLAS_NUM_THREADS": "1", "MKL_NUM_THREADS": "1"}, "source_sha256": {"scripts/benchmark_linear_operators.py": "f871cc802472437700c3d342843e137078108dff7351ddb7fbb054fc4f94fa01", "src/op_engine/__init__.py": "c05479f332906c8697564984da37e77eeb8fa39a39ae07a50230979ec725096d", "src/op_engine/scipy_operator.py": "70404544b56de140a4be20b83b0f744353eb03c0d5a81d8027d8b2620514db68", "src/op_engine/linear_operator.py": "5b8b0eeec170876b79fe41461ddcc1d1a617c4f3bc7c092ccdb0e75770dd58a7", "src/op_engine/matrix_ops.py": "1ae1c8e78558db5be13863888951fd45b5bd3575a94bff90595d29a9b771db81", "src/op_engine/core_solver.py": "923aea17b01f529bf7df5553e21341464393576a1a256d9c9f5bbcefcb0f9652"}, "notes": "CSR warm solves reuse the historical LU cache; new adapters are uncached and include original-residual checks. Storage excludes cached LU/Krylov workspace, working arrays, RHS, truth and allocator overhead; peak RSS includes the whole fresh worker.", "trial": 2, "worker_wall_seconds": 0.22237149497959763} {"status": "success", "solver": "dense", "n": 512, "rhs": 1, "dtype": "float64", "preparation_seconds": 0.006726977007929236, "first_solve_seconds": 0.003915270033758134, "warm_seconds": [0.0030645179795101285, 0.0025946570094674826, 0.0026450789882801473, 0.003118935041129589, 0.0028569339774549007, 0.002596778969746083, 0.002598549996037036], "warm_median_seconds": 0.0026450789882801473, "operator_storage_bytes": 4194304, "max_error": 8.881784197001252e-16, "residual_norms": [2.7459117137511146e-14], "residual_limits": [1.8932677433944857e-08], "peak_rss_mib": 69.484375, "python": "3.12.14", "numpy": "2.5.4", "scipy": "1.18.1", "platform": "Linux-6.17.0-1033-oem-x86_64-with-glibc2.39", "cpu": "Intel(R) Core(TM) Ultra 7 265U", "cpu_affinity": [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13], "threads": {"OMP_NUM_THREADS": "1", "OPENBLAS_NUM_THREADS": "1", "MKL_NUM_THREADS": "1"}, "source_sha256": {"scripts/benchmark_linear_operators.py": "f871cc802472437700c3d342843e137078108dff7351ddb7fbb054fc4f94fa01", "src/op_engine/__init__.py": "c05479f332906c8697564984da37e77eeb8fa39a39ae07a50230979ec725096d", "src/op_engine/scipy_operator.py": "70404544b56de140a4be20b83b0f744353eb03c0d5a81d8027d8b2620514db68", "src/op_engine/linear_operator.py": "5b8b0eeec170876b79fe41461ddcc1d1a617c4f3bc7c092ccdb0e75770dd58a7", "src/op_engine/matrix_ops.py": "1ae1c8e78558db5be13863888951fd45b5bd3575a94bff90595d29a9b771db81", "src/op_engine/core_solver.py": "923aea17b01f529bf7df5553e21341464393576a1a256d9c9f5bbcefcb0f9652"}, "notes": "CSR warm solves reuse the historical LU cache; new adapters are uncached and include original-residual checks. Storage excludes cached LU/Krylov workspace, working arrays, RHS, truth and allocator overhead; peak RSS includes the whole fresh worker.", "trial": 0, "worker_wall_seconds": 0.2591603079927154} {"status": "success", "solver": "dense", "n": 512, "rhs": 1, "dtype": "float64", "preparation_seconds": 0.006192917993757874, "first_solve_seconds": 0.003968026023358107, "warm_seconds": [0.003826628962997347, 0.0031084310030564666, 0.0028923979843966663, 0.0028138060006313026, 0.0029134980286471546, 0.003072755003813654, 0.0029733600094914436], "warm_median_seconds": 0.0029733600094914436, "operator_storage_bytes": 4194304, "max_error": 8.881784197001252e-16, "residual_norms": [2.7459117137511146e-14], "residual_limits": [1.8932677433944857e-08], "peak_rss_mib": 69.40625, "python": "3.12.14", "numpy": "2.5.4", "scipy": "1.18.1", "platform": "Linux-6.17.0-1033-oem-x86_64-with-glibc2.39", "cpu": "Intel(R) Core(TM) Ultra 7 265U", "cpu_affinity": [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13], "threads": {"OMP_NUM_THREADS": "1", "OPENBLAS_NUM_THREADS": "1", "MKL_NUM_THREADS": "1"}, "source_sha256": {"scripts/benchmark_linear_operators.py": "f871cc802472437700c3d342843e137078108dff7351ddb7fbb054fc4f94fa01", "src/op_engine/__init__.py": "c05479f332906c8697564984da37e77eeb8fa39a39ae07a50230979ec725096d", "src/op_engine/scipy_operator.py": "70404544b56de140a4be20b83b0f744353eb03c0d5a81d8027d8b2620514db68", "src/op_engine/linear_operator.py": "5b8b0eeec170876b79fe41461ddcc1d1a617c4f3bc7c092ccdb0e75770dd58a7", "src/op_engine/matrix_ops.py": "1ae1c8e78558db5be13863888951fd45b5bd3575a94bff90595d29a9b771db81", "src/op_engine/core_solver.py": "923aea17b01f529bf7df5553e21341464393576a1a256d9c9f5bbcefcb0f9652"}, "notes": "CSR warm solves reuse the historical LU cache; new adapters are uncached and include original-residual checks. Storage excludes cached LU/Krylov workspace, working arrays, RHS, truth and allocator overhead; peak RSS includes the whole fresh worker.", "trial": 1, "worker_wall_seconds": 0.2506457529962063} {"status": "success", "solver": "dense", "n": 512, "rhs": 1, "dtype": "float64", "preparation_seconds": 0.006012371042743325, "first_solve_seconds": 0.003899214032571763, "warm_seconds": [0.0031555280438624322, 0.003016926988493651, 0.0029405400273390114, 0.002868392039090395, 0.0026554630021564662, 0.0026498300139792264, 0.003002482990268618], "warm_median_seconds": 0.0029405400273390114, "operator_storage_bytes": 4194304, "max_error": 8.881784197001252e-16, "residual_norms": [2.7459117137511146e-14], "residual_limits": [1.8932677433944857e-08], "peak_rss_mib": 69.50390625, "python": "3.12.14", "numpy": "2.5.4", "scipy": "1.18.1", "platform": "Linux-6.17.0-1033-oem-x86_64-with-glibc2.39", "cpu": "Intel(R) Core(TM) Ultra 7 265U", "cpu_affinity": [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13], "threads": {"OMP_NUM_THREADS": "1", "OPENBLAS_NUM_THREADS": "1", "MKL_NUM_THREADS": "1"}, "source_sha256": {"scripts/benchmark_linear_operators.py": "f871cc802472437700c3d342843e137078108dff7351ddb7fbb054fc4f94fa01", "src/op_engine/__init__.py": "c05479f332906c8697564984da37e77eeb8fa39a39ae07a50230979ec725096d", "src/op_engine/scipy_operator.py": "70404544b56de140a4be20b83b0f744353eb03c0d5a81d8027d8b2620514db68", "src/op_engine/linear_operator.py": "5b8b0eeec170876b79fe41461ddcc1d1a617c4f3bc7c092ccdb0e75770dd58a7", "src/op_engine/matrix_ops.py": "1ae1c8e78558db5be13863888951fd45b5bd3575a94bff90595d29a9b771db81", "src/op_engine/core_solver.py": "923aea17b01f529bf7df5553e21341464393576a1a256d9c9f5bbcefcb0f9652"}, "notes": "CSR warm solves reuse the historical LU cache; new adapters are uncached and include original-residual checks. Storage excludes cached LU/Krylov workspace, working arrays, RHS, truth and allocator overhead; peak RSS includes the whole fresh worker.", "trial": 2, "worker_wall_seconds": 0.24574710399610922} {"status": "success", "solver": "csr", "n": 512, "rhs": 1, "dtype": "float64", "preparation_seconds": 0.004304098023567349, "first_solve_seconds": 0.00039780099177733064, "warm_seconds": [3.66420135833323e-05, 2.6408990379422903e-05, 2.063601277768612e-05, 2.0453997422009706e-05, 1.9620987586677074e-05, 1.784402411431074e-05, 1.92869920283556e-05], "warm_median_seconds": 2.0453997422009706e-05, "operator_storage_bytes": 28656, "max_error": 1.3322676295501878e-15, "residual_norms": [2.8266897413330158e-14], "residual_limits": [1.8932677433944857e-08], "peak_rss_mib": 62.40625, "python": "3.12.14", "numpy": "2.5.4", "scipy": "1.18.1", "platform": "Linux-6.17.0-1033-oem-x86_64-with-glibc2.39", "cpu": "Intel(R) Core(TM) Ultra 7 265U", "cpu_affinity": [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13], "threads": {"OMP_NUM_THREADS": "1", "OPENBLAS_NUM_THREADS": "1", "MKL_NUM_THREADS": "1"}, "source_sha256": {"scripts/benchmark_linear_operators.py": "f871cc802472437700c3d342843e137078108dff7351ddb7fbb054fc4f94fa01", "src/op_engine/__init__.py": "c05479f332906c8697564984da37e77eeb8fa39a39ae07a50230979ec725096d", "src/op_engine/scipy_operator.py": "70404544b56de140a4be20b83b0f744353eb03c0d5a81d8027d8b2620514db68", "src/op_engine/linear_operator.py": "5b8b0eeec170876b79fe41461ddcc1d1a617c4f3bc7c092ccdb0e75770dd58a7", "src/op_engine/matrix_ops.py": "1ae1c8e78558db5be13863888951fd45b5bd3575a94bff90595d29a9b771db81", "src/op_engine/core_solver.py": "923aea17b01f529bf7df5553e21341464393576a1a256d9c9f5bbcefcb0f9652"}, "notes": "CSR warm solves reuse the historical LU cache; new adapters are uncached and include original-residual checks. 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Storage excludes cached LU/Krylov workspace, working arrays, RHS, truth and allocator overhead; peak RSS includes the whole fresh worker.", "trial": 1, "worker_wall_seconds": 0.24768958997447044} {"status": "success", "solver": "dense", "n": 512, "rhs": 4, "dtype": "float32", "preparation_seconds": 0.005278033029753715, "first_solve_seconds": 0.004691592010203749, "warm_seconds": [0.004151115019340068, 0.0040273480117321014, 0.0038198649999685585, 0.0037936129956506193, 0.0036958630080334842, 0.004090650996658951, 0.0038435060414485633], "warm_median_seconds": 0.0038435060414485633, "operator_storage_bytes": 2097152, "max_error": 4.76837158203125e-07, "residual_norms": [9.363811915710201e-06, 1.0075829796369285e-05, 8.952609708556455e-06, 8.148196931188139e-06], "residual_limits": [0.0037865354945775314, 0.003779831517388523, 0.003743510966110652, 0.003706592736145682], "peak_rss_mib": 69.2265625, "python": "3.12.14", "numpy": "2.5.4", "scipy": "1.18.1", "platform": "Linux-6.17.0-1033-oem-x86_64-with-glibc2.39", "cpu": "Intel(R) Core(TM) Ultra 7 265U", "cpu_affinity": [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13], "threads": {"OMP_NUM_THREADS": "1", "OPENBLAS_NUM_THREADS": "1", "MKL_NUM_THREADS": "1"}, "source_sha256": {"scripts/benchmark_linear_operators.py": "f871cc802472437700c3d342843e137078108dff7351ddb7fbb054fc4f94fa01", "src/op_engine/__init__.py": "c05479f332906c8697564984da37e77eeb8fa39a39ae07a50230979ec725096d", "src/op_engine/scipy_operator.py": "70404544b56de140a4be20b83b0f744353eb03c0d5a81d8027d8b2620514db68", "src/op_engine/linear_operator.py": "5b8b0eeec170876b79fe41461ddcc1d1a617c4f3bc7c092ccdb0e75770dd58a7", "src/op_engine/matrix_ops.py": "1ae1c8e78558db5be13863888951fd45b5bd3575a94bff90595d29a9b771db81", "src/op_engine/core_solver.py": "923aea17b01f529bf7df5553e21341464393576a1a256d9c9f5bbcefcb0f9652"}, "notes": "CSR warm solves reuse the historical LU cache; new adapters are uncached and include original-residual checks. Storage excludes cached LU/Krylov workspace, working arrays, RHS, truth and allocator overhead; peak RSS includes the whole fresh worker.", "trial": 2, "worker_wall_seconds": 0.2531842720345594} {"status": "success", "solver": "csr", "n": 512, "rhs": 4, "dtype": "float32", "preparation_seconds": 0.004469756968319416, "first_solve_seconds": 0.0004158660303801298, "warm_seconds": [5.660200258716941e-05, 4.884501686319709e-05, 4.3221982195973396e-05, 4.3101957999169827e-05, 4.2154977563768625e-05, 4.110799636691809e-05, 4.0718994569033384e-05], "warm_median_seconds": 4.3101957999169827e-05, "operator_storage_bytes": 20472, "max_error": 4.76837158203125e-07, "residual_norms": [1.2505048791831359e-05, 1.3853945423002007e-05, 1.315251817897067e-05, 1.1680077279964344e-05], "residual_limits": [0.0037865354945775314, 0.003779831517388523, 0.003743510966110652, 0.003706592736145682], "peak_rss_mib": 62.46875, "python": "3.12.14", "numpy": "2.5.4", "scipy": "1.18.1", "platform": "Linux-6.17.0-1033-oem-x86_64-with-glibc2.39", "cpu": "Intel(R) Core(TM) Ultra 7 265U", "cpu_affinity": [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13], "threads": {"OMP_NUM_THREADS": "1", "OPENBLAS_NUM_THREADS": "1", "MKL_NUM_THREADS": "1"}, "source_sha256": {"scripts/benchmark_linear_operators.py": "f871cc802472437700c3d342843e137078108dff7351ddb7fbb054fc4f94fa01", "src/op_engine/__init__.py": "c05479f332906c8697564984da37e77eeb8fa39a39ae07a50230979ec725096d", "src/op_engine/scipy_operator.py": "70404544b56de140a4be20b83b0f744353eb03c0d5a81d8027d8b2620514db68", "src/op_engine/linear_operator.py": "5b8b0eeec170876b79fe41461ddcc1d1a617c4f3bc7c092ccdb0e75770dd58a7", "src/op_engine/matrix_ops.py": "1ae1c8e78558db5be13863888951fd45b5bd3575a94bff90595d29a9b771db81", "src/op_engine/core_solver.py": "923aea17b01f529bf7df5553e21341464393576a1a256d9c9f5bbcefcb0f9652"}, "notes": "CSR warm solves reuse the historical LU cache; new adapters are uncached and include original-residual checks. Storage excludes cached LU/Krylov workspace, working arrays, RHS, truth and allocator overhead; peak RSS includes the whole fresh worker.", "trial": 0, "worker_wall_seconds": 0.22082188300555572} {"status": "success", "solver": "csr", "n": 512, "rhs": 4, "dtype": "float32", "preparation_seconds": 0.00470218004193157, "first_solve_seconds": 0.0004144409904256463, "warm_seconds": [5.9843005146831274e-05, 4.949700087308884e-05, 4.3876993004232645e-05, 4.453799920156598e-05, 4.361994797363877e-05, 4.1315972339361906e-05, 4.0203973185271025e-05], "warm_median_seconds": 4.3876993004232645e-05, "operator_storage_bytes": 20472, "max_error": 4.76837158203125e-07, "residual_norms": [1.2505048791831359e-05, 1.3853945423002007e-05, 1.315251817897067e-05, 1.1680077279964344e-05], "residual_limits": [0.0037865354945775314, 0.003779831517388523, 0.003743510966110652, 0.003706592736145682], "peak_rss_mib": 62.5, "python": "3.12.14", "numpy": "2.5.4", "scipy": "1.18.1", "platform": "Linux-6.17.0-1033-oem-x86_64-with-glibc2.39", "cpu": "Intel(R) Core(TM) Ultra 7 265U", "cpu_affinity": [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13], "threads": {"OMP_NUM_THREADS": "1", "OPENBLAS_NUM_THREADS": "1", "MKL_NUM_THREADS": "1"}, "source_sha256": {"scripts/benchmark_linear_operators.py": "f871cc802472437700c3d342843e137078108dff7351ddb7fbb054fc4f94fa01", "src/op_engine/__init__.py": "c05479f332906c8697564984da37e77eeb8fa39a39ae07a50230979ec725096d", "src/op_engine/scipy_operator.py": "70404544b56de140a4be20b83b0f744353eb03c0d5a81d8027d8b2620514db68", "src/op_engine/linear_operator.py": "5b8b0eeec170876b79fe41461ddcc1d1a617c4f3bc7c092ccdb0e75770dd58a7", "src/op_engine/matrix_ops.py": "1ae1c8e78558db5be13863888951fd45b5bd3575a94bff90595d29a9b771db81", "src/op_engine/core_solver.py": "923aea17b01f529bf7df5553e21341464393576a1a256d9c9f5bbcefcb0f9652"}, "notes": "CSR warm solves reuse the historical LU cache; new adapters are uncached and include original-residual checks. Storage excludes cached LU/Krylov workspace, working arrays, RHS, truth and allocator overhead; peak RSS includes the whole fresh worker.", "trial": 1, "worker_wall_seconds": 0.2239486559992656} {"status": "success", "solver": "csr", "n": 512, "rhs": 4, "dtype": "float32", "preparation_seconds": 0.004432437010109425, "first_solve_seconds": 0.00041163305286318064, "warm_seconds": [5.601299926638603e-05, 4.653597716242075e-05, 4.0970975533127785e-05, 4.112295573577285e-05, 4.10540378652513e-05, 3.881496377289295e-05, 3.9647973608225584e-05], "warm_median_seconds": 4.10540378652513e-05, "operator_storage_bytes": 20472, "max_error": 4.76837158203125e-07, "residual_norms": [1.2505048791831359e-05, 1.3853945423002007e-05, 1.315251817897067e-05, 1.1680077279964344e-05], "residual_limits": [0.0037865354945775314, 0.003779831517388523, 0.003743510966110652, 0.003706592736145682], "peak_rss_mib": 62.23046875, "python": "3.12.14", "numpy": "2.5.4", "scipy": "1.18.1", "platform": "Linux-6.17.0-1033-oem-x86_64-with-glibc2.39", "cpu": "Intel(R) Core(TM) Ultra 7 265U", "cpu_affinity": [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13], "threads": {"OMP_NUM_THREADS": "1", "OPENBLAS_NUM_THREADS": "1", "MKL_NUM_THREADS": "1"}, "source_sha256": {"scripts/benchmark_linear_operators.py": "f871cc802472437700c3d342843e137078108dff7351ddb7fbb054fc4f94fa01", "src/op_engine/__init__.py": "c05479f332906c8697564984da37e77eeb8fa39a39ae07a50230979ec725096d", "src/op_engine/scipy_operator.py": "70404544b56de140a4be20b83b0f744353eb03c0d5a81d8027d8b2620514db68", "src/op_engine/linear_operator.py": "5b8b0eeec170876b79fe41461ddcc1d1a617c4f3bc7c092ccdb0e75770dd58a7", "src/op_engine/matrix_ops.py": "1ae1c8e78558db5be13863888951fd45b5bd3575a94bff90595d29a9b771db81", "src/op_engine/core_solver.py": "923aea17b01f529bf7df5553e21341464393576a1a256d9c9f5bbcefcb0f9652"}, "notes": "CSR warm solves reuse the historical LU cache; new adapters are uncached and include original-residual checks. Storage excludes cached LU/Krylov workspace, working arrays, RHS, truth and allocator overhead; peak RSS includes the whole fresh worker.", "trial": 2, "worker_wall_seconds": 0.2260386889684014} {"status": "success", "solver": "banded", "n": 512, "rhs": 4, "dtype": "float32", "preparation_seconds": 0.004233674961142242, "first_solve_seconds": 0.00040234497282654047, "warm_seconds": [0.00016458204481750727, 0.00014059001114219427, 0.00013164395932108164, 0.00013118400238454342, 0.00013311102520674467, 0.0001236309763044119, 0.00012429500930011272], "warm_median_seconds": 0.00013164395932108164, "operator_storage_bytes": 6144, "max_error": 4.76837158203125e-07, "residual_norms": [1.2637871503704854e-05, 1.3863686739937074e-05, 1.3189741598056529e-05, 1.1726825703446342e-05], "residual_limits": [0.0037865354945775314, 0.003779831517388523, 0.003743510966110652, 0.003706592736145682], "peak_rss_mib": 61.15625, "python": "3.12.14", "numpy": "2.5.4", "scipy": "1.18.1", "platform": "Linux-6.17.0-1033-oem-x86_64-with-glibc2.39", "cpu": "Intel(R) Core(TM) Ultra 7 265U", "cpu_affinity": [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13], "threads": {"OMP_NUM_THREADS": "1", "OPENBLAS_NUM_THREADS": "1", "MKL_NUM_THREADS": "1"}, "source_sha256": {"scripts/benchmark_linear_operators.py": "f871cc802472437700c3d342843e137078108dff7351ddb7fbb054fc4f94fa01", "src/op_engine/__init__.py": "c05479f332906c8697564984da37e77eeb8fa39a39ae07a50230979ec725096d", "src/op_engine/scipy_operator.py": "70404544b56de140a4be20b83b0f744353eb03c0d5a81d8027d8b2620514db68", "src/op_engine/linear_operator.py": "5b8b0eeec170876b79fe41461ddcc1d1a617c4f3bc7c092ccdb0e75770dd58a7", "src/op_engine/matrix_ops.py": "1ae1c8e78558db5be13863888951fd45b5bd3575a94bff90595d29a9b771db81", "src/op_engine/core_solver.py": "923aea17b01f529bf7df5553e21341464393576a1a256d9c9f5bbcefcb0f9652"}, "notes": "CSR warm solves reuse the historical LU cache; new adapters are uncached and include original-residual checks. Storage excludes cached LU/Krylov workspace, working arrays, RHS, truth and allocator overhead; peak RSS includes the whole fresh worker.", "trial": 0, "worker_wall_seconds": 0.22059946996159852} {"status": "success", "solver": "banded", "n": 512, "rhs": 4, "dtype": "float32", "preparation_seconds": 0.004781557014212012, "first_solve_seconds": 0.00037556199822574854, "warm_seconds": [0.00018754496704787016, 0.0001553730107843876, 0.0001367749646306038, 0.0001429819967597723, 0.00016086798859760165, 0.0001609619939699769, 0.00015091296518221498], "warm_median_seconds": 0.0001553730107843876, "operator_storage_bytes": 6144, "max_error": 4.76837158203125e-07, "residual_norms": [1.2637871503704854e-05, 1.3863686739937074e-05, 1.3189741598056529e-05, 1.1726825703446342e-05], "residual_limits": [0.0037865354945775314, 0.003779831517388523, 0.003743510966110652, 0.003706592736145682], "peak_rss_mib": 61.015625, "python": "3.12.14", "numpy": "2.5.4", "scipy": "1.18.1", "platform": "Linux-6.17.0-1033-oem-x86_64-with-glibc2.39", "cpu": "Intel(R) Core(TM) Ultra 7 265U", "cpu_affinity": [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13], "threads": {"OMP_NUM_THREADS": "1", "OPENBLAS_NUM_THREADS": "1", "MKL_NUM_THREADS": "1"}, "source_sha256": {"scripts/benchmark_linear_operators.py": "f871cc802472437700c3d342843e137078108dff7351ddb7fbb054fc4f94fa01", "src/op_engine/__init__.py": "c05479f332906c8697564984da37e77eeb8fa39a39ae07a50230979ec725096d", "src/op_engine/scipy_operator.py": "70404544b56de140a4be20b83b0f744353eb03c0d5a81d8027d8b2620514db68", "src/op_engine/linear_operator.py": "5b8b0eeec170876b79fe41461ddcc1d1a617c4f3bc7c092ccdb0e75770dd58a7", "src/op_engine/matrix_ops.py": "1ae1c8e78558db5be13863888951fd45b5bd3575a94bff90595d29a9b771db81", "src/op_engine/core_solver.py": "923aea17b01f529bf7df5553e21341464393576a1a256d9c9f5bbcefcb0f9652"}, "notes": "CSR warm solves reuse the historical LU cache; new adapters are uncached and include original-residual checks. Storage excludes cached LU/Krylov workspace, working arrays, RHS, truth and allocator overhead; peak RSS includes the whole fresh worker.", "trial": 1, "worker_wall_seconds": 0.22928541799774393} {"status": "success", "solver": "banded", "n": 512, "rhs": 4, "dtype": "float32", "preparation_seconds": 0.004167314036749303, "first_solve_seconds": 0.0003838050179183483, "warm_seconds": [0.00017645402112975717, 0.0001397969899699092, 0.0001284320023842156, 0.00012874399544671178, 0.00012348400196060538, 0.0001240459969267249, 0.00012155203148722649], "warm_median_seconds": 0.0001284320023842156, "operator_storage_bytes": 6144, "max_error": 4.76837158203125e-07, "residual_norms": [1.2637871503704854e-05, 1.3863686739937074e-05, 1.3189741598056529e-05, 1.1726825703446342e-05], "residual_limits": [0.0037865354945775314, 0.003779831517388523, 0.003743510966110652, 0.003706592736145682], "peak_rss_mib": 61.08203125, "python": "3.12.14", "numpy": "2.5.4", "scipy": "1.18.1", "platform": "Linux-6.17.0-1033-oem-x86_64-with-glibc2.39", "cpu": "Intel(R) Core(TM) Ultra 7 265U", "cpu_affinity": [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13], "threads": {"OMP_NUM_THREADS": "1", "OPENBLAS_NUM_THREADS": "1", "MKL_NUM_THREADS": "1"}, "source_sha256": {"scripts/benchmark_linear_operators.py": "f871cc802472437700c3d342843e137078108dff7351ddb7fbb054fc4f94fa01", "src/op_engine/__init__.py": "c05479f332906c8697564984da37e77eeb8fa39a39ae07a50230979ec725096d", "src/op_engine/scipy_operator.py": "70404544b56de140a4be20b83b0f744353eb03c0d5a81d8027d8b2620514db68", "src/op_engine/linear_operator.py": "5b8b0eeec170876b79fe41461ddcc1d1a617c4f3bc7c092ccdb0e75770dd58a7", "src/op_engine/matrix_ops.py": "1ae1c8e78558db5be13863888951fd45b5bd3575a94bff90595d29a9b771db81", "src/op_engine/core_solver.py": "923aea17b01f529bf7df5553e21341464393576a1a256d9c9f5bbcefcb0f9652"}, "notes": "CSR warm solves reuse the historical LU cache; new adapters are uncached and include original-residual checks. Storage excludes cached LU/Krylov workspace, working arrays, RHS, truth and allocator overhead; peak RSS includes the whole fresh worker.", "trial": 2, "worker_wall_seconds": 0.22686696704477072} {"solver": "gmres", "n": 512, "rhs": 4, "dtype": "float32", "trial": 0, "status": "error", "stderr": "Traceback (most recent call last):\n File \"\", line 198, in _run_module_as_main\n File \"\", line 88, in _run_code\n File \"/tmp/op-stack-delivery/engine-operator-adapters/scripts/benchmark_linear_operators.py\", line 303, in \n raise SystemExit(main())\n ^^^^^^\n File \"/tmp/op-stack-delivery/engine-operator-adapters/scripts/benchmark_linear_operators.py\", line 243, in main\n row = _worker(\n ^^^^^^^^\n File \"/tmp/op-stack-delivery/engine-operator-adapters/scripts/benchmark_linear_operators.py\", line 150, in _worker\n np.testing.assert_allclose(\n File \"/tmp/op-stack-delivery/venv/lib/python3.12/site-packages/numpy/testing/_private/utils.py\", line 1780, in assert_allclose\n assert_array_compare(compare, actual, desired, err_msg=str(err_msg),\n File \"/tmp/op-stack-delivery/venv/lib/python3.12/site-packages/numpy/testing/_private/utils.py\", line 988, in assert_array_compare\n raise AssertionError(msg)\nAssertionError: \nNot equal to tolerance rtol=0.0001, atol=1e-05\n\nMismatched elements: 25 / 2048 (1.22%)\nFirst 5 mismatches are at indices:\n [0, 0]: 1.9995867013931274 (ACTUAL), 2.0 (DESIRED)\n [0, 1]: 2.841045618057251 (ACTUAL), 2.841470956802368 (DESIRED)\n [0, 2]: 2.9089176654815674 (ACTUAL), 2.909297466278076 (DESIRED)\n [0, 3]: 2.140742778778076 (ACTUAL), 2.141119956970215 (DESIRED)\n [1, 0]: 2.295135974884033 (ACTUAL), 2.295520305633545 (DESIRED)\nMax absolute difference among violations: 0.00042534\nMax relative difference among violations: 0.00026411\n ACTUAL: array([[1.999587, 2.841046, 2.908918, 2.140743],\n [2.295136, 2.963163, 2.745345, 1.841889],\n [2.564306, 2.999229, 2.515175, 1.557134],...\n DESIRED: array([[2. , 2.841471, 2.909297, 2.14112 ],\n [2.29552 , 2.963558, 2.745705, 1.842254],\n [2.564642, 2.999574, 2.515501, 1.55748 ],...\n"} {"solver": "gmres", "n": 512, "rhs": 4, "dtype": "float32", "trial": 1, "status": "error", "stderr": "Traceback (most recent call last):\n File \"\", line 198, in _run_module_as_main\n File \"\", line 88, in _run_code\n File \"/tmp/op-stack-delivery/engine-operator-adapters/scripts/benchmark_linear_operators.py\", line 303, in \n raise SystemExit(main())\n ^^^^^^\n File \"/tmp/op-stack-delivery/engine-operator-adapters/scripts/benchmark_linear_operators.py\", line 243, in main\n row = _worker(\n ^^^^^^^^\n File \"/tmp/op-stack-delivery/engine-operator-adapters/scripts/benchmark_linear_operators.py\", line 150, in _worker\n np.testing.assert_allclose(\n File \"/tmp/op-stack-delivery/venv/lib/python3.12/site-packages/numpy/testing/_private/utils.py\", line 1780, in assert_allclose\n assert_array_compare(compare, actual, desired, err_msg=str(err_msg),\n File \"/tmp/op-stack-delivery/venv/lib/python3.12/site-packages/numpy/testing/_private/utils.py\", line 988, in assert_array_compare\n raise AssertionError(msg)\nAssertionError: \nNot equal to tolerance rtol=0.0001, atol=1e-05\n\nMismatched elements: 25 / 2048 (1.22%)\nFirst 5 mismatches are at indices:\n [0, 0]: 1.9995867013931274 (ACTUAL), 2.0 (DESIRED)\n [0, 1]: 2.841045618057251 (ACTUAL), 2.841470956802368 (DESIRED)\n [0, 2]: 2.9089176654815674 (ACTUAL), 2.909297466278076 (DESIRED)\n [0, 3]: 2.140742778778076 (ACTUAL), 2.141119956970215 (DESIRED)\n [1, 0]: 2.295135974884033 (ACTUAL), 2.295520305633545 (DESIRED)\nMax absolute difference among violations: 0.00042534\nMax relative difference among violations: 0.00026411\n ACTUAL: array([[1.999587, 2.841046, 2.908918, 2.140743],\n [2.295136, 2.963163, 2.745345, 1.841889],\n [2.564306, 2.999229, 2.515175, 1.557134],...\n DESIRED: array([[2. , 2.841471, 2.909297, 2.14112 ],\n [2.29552 , 2.963558, 2.745705, 1.842254],\n [2.564642, 2.999574, 2.515501, 1.55748 ],...\n"} {"solver": "gmres", "n": 512, "rhs": 4, "dtype": "float32", "trial": 2, "status": "error", "stderr": "Traceback (most recent call last):\n File \"\", line 198, in _run_module_as_main\n File \"\", line 88, in _run_code\n File \"/tmp/op-stack-delivery/engine-operator-adapters/scripts/benchmark_linear_operators.py\", line 303, in \n raise SystemExit(main())\n ^^^^^^\n File \"/tmp/op-stack-delivery/engine-operator-adapters/scripts/benchmark_linear_operators.py\", line 243, in main\n row = _worker(\n ^^^^^^^^\n File \"/tmp/op-stack-delivery/engine-operator-adapters/scripts/benchmark_linear_operators.py\", line 150, in _worker\n np.testing.assert_allclose(\n File \"/tmp/op-stack-delivery/venv/lib/python3.12/site-packages/numpy/testing/_private/utils.py\", line 1780, in assert_allclose\n assert_array_compare(compare, actual, desired, err_msg=str(err_msg),\n File \"/tmp/op-stack-delivery/venv/lib/python3.12/site-packages/numpy/testing/_private/utils.py\", line 988, in assert_array_compare\n raise AssertionError(msg)\nAssertionError: \nNot equal to tolerance rtol=0.0001, atol=1e-05\n\nMismatched elements: 25 / 2048 (1.22%)\nFirst 5 mismatches are at indices:\n [0, 0]: 1.9995867013931274 (ACTUAL), 2.0 (DESIRED)\n [0, 1]: 2.841045618057251 (ACTUAL), 2.841470956802368 (DESIRED)\n [0, 2]: 2.9089176654815674 (ACTUAL), 2.909297466278076 (DESIRED)\n [0, 3]: 2.140742778778076 (ACTUAL), 2.141119956970215 (DESIRED)\n [1, 0]: 2.295135974884033 (ACTUAL), 2.295520305633545 (DESIRED)\nMax absolute difference among violations: 0.00042534\nMax relative difference among violations: 0.00026411\n ACTUAL: array([[1.999587, 2.841046, 2.908918, 2.140743],\n [2.295136, 2.963163, 2.745345, 1.841889],\n [2.564306, 2.999229, 2.515175, 1.557134],...\n DESIRED: array([[2. , 2.841471, 2.909297, 2.14112 ],\n [2.29552 , 2.963558, 2.745705, 1.842254],\n [2.564642, 2.999574, 2.515501, 1.55748 ],...\n"} {"solver": "gmres-jacobi", "n": 512, "rhs": 4, "dtype": "float32", "trial": 0, "status": "error", "stderr": "Traceback (most recent call last):\n File \"\", line 198, in _run_module_as_main\n File \"\", line 88, in _run_code\n File \"/tmp/op-stack-delivery/engine-operator-adapters/scripts/benchmark_linear_operators.py\", line 303, in \n raise SystemExit(main())\n ^^^^^^\n File \"/tmp/op-stack-delivery/engine-operator-adapters/scripts/benchmark_linear_operators.py\", line 243, in main\n row = _worker(\n ^^^^^^^^\n File \"/tmp/op-stack-delivery/engine-operator-adapters/scripts/benchmark_linear_operators.py\", line 150, in _worker\n np.testing.assert_allclose(\n File \"/tmp/op-stack-delivery/venv/lib/python3.12/site-packages/numpy/testing/_private/utils.py\", line 1780, in assert_allclose\n assert_array_compare(compare, actual, desired, err_msg=str(err_msg),\n File \"/tmp/op-stack-delivery/venv/lib/python3.12/site-packages/numpy/testing/_private/utils.py\", line 988, in assert_array_compare\n raise AssertionError(msg)\nAssertionError: \nNot equal to tolerance rtol=0.0001, atol=1e-05\n\nMismatched elements: 1 / 2048 (0.0488%)\nMismatch at index:\n [4, 3]: 1.1282836198806763 (ACTUAL), 1.1284242868423462 (DESIRED)\nMax absolute difference among violations: 0.00014067\nMax relative difference among violations: 0.00012466\n ACTUAL: array([[2.000082, 2.841559, 2.909375, 2.1412 ],\n [2.295469, 2.963512, 2.745665, 1.842201],\n [2.564594, 2.999545, 2.515484, 1.557442],...\n DESIRED: array([[2. , 2.841471, 2.909297, 2.14112 ],\n [2.29552 , 2.963558, 2.745705, 1.842254],\n [2.564642, 2.999574, 2.515501, 1.55748 ],...\n"} {"solver": "gmres-jacobi", "n": 512, "rhs": 4, "dtype": "float32", "trial": 1, "status": "error", "stderr": "Traceback (most recent call last):\n File \"\", line 198, in _run_module_as_main\n File \"\", line 88, in _run_code\n File \"/tmp/op-stack-delivery/engine-operator-adapters/scripts/benchmark_linear_operators.py\", line 303, in \n raise SystemExit(main())\n ^^^^^^\n File \"/tmp/op-stack-delivery/engine-operator-adapters/scripts/benchmark_linear_operators.py\", line 243, in main\n row = _worker(\n ^^^^^^^^\n File \"/tmp/op-stack-delivery/engine-operator-adapters/scripts/benchmark_linear_operators.py\", line 150, in _worker\n np.testing.assert_allclose(\n File \"/tmp/op-stack-delivery/venv/lib/python3.12/site-packages/numpy/testing/_private/utils.py\", line 1780, in assert_allclose\n assert_array_compare(compare, actual, desired, err_msg=str(err_msg),\n File \"/tmp/op-stack-delivery/venv/lib/python3.12/site-packages/numpy/testing/_private/utils.py\", line 988, in assert_array_compare\n raise AssertionError(msg)\nAssertionError: \nNot equal to tolerance rtol=0.0001, atol=1e-05\n\nMismatched elements: 1 / 2048 (0.0488%)\nMismatch at index:\n [4, 3]: 1.1282836198806763 (ACTUAL), 1.1284242868423462 (DESIRED)\nMax absolute difference among violations: 0.00014067\nMax relative difference among violations: 0.00012466\n ACTUAL: array([[2.000082, 2.841559, 2.909375, 2.1412 ],\n [2.295469, 2.963512, 2.745665, 1.842201],\n [2.564594, 2.999545, 2.515484, 1.557442],...\n DESIRED: array([[2. , 2.841471, 2.909297, 2.14112 ],\n [2.29552 , 2.963558, 2.745705, 1.842254],\n [2.564642, 2.999574, 2.515501, 1.55748 ],...\n"} {"solver": "gmres-jacobi", "n": 512, "rhs": 4, "dtype": "float32", "trial": 2, "status": "error", "stderr": "Traceback (most recent call last):\n File \"\", line 198, in _run_module_as_main\n File \"\", line 88, in _run_code\n File \"/tmp/op-stack-delivery/engine-operator-adapters/scripts/benchmark_linear_operators.py\", line 303, in \n raise SystemExit(main())\n ^^^^^^\n File \"/tmp/op-stack-delivery/engine-operator-adapters/scripts/benchmark_linear_operators.py\", line 243, in main\n row = _worker(\n ^^^^^^^^\n File \"/tmp/op-stack-delivery/engine-operator-adapters/scripts/benchmark_linear_operators.py\", line 150, in _worker\n np.testing.assert_allclose(\n File \"/tmp/op-stack-delivery/venv/lib/python3.12/site-packages/numpy/testing/_private/utils.py\", line 1780, in assert_allclose\n assert_array_compare(compare, actual, desired, err_msg=str(err_msg),\n File \"/tmp/op-stack-delivery/venv/lib/python3.12/site-packages/numpy/testing/_private/utils.py\", line 988, in assert_array_compare\n raise AssertionError(msg)\nAssertionError: \nNot equal to tolerance rtol=0.0001, atol=1e-05\n\nMismatched elements: 1 / 2048 (0.0488%)\nMismatch at index:\n [4, 3]: 1.1282836198806763 (ACTUAL), 1.1284242868423462 (DESIRED)\nMax absolute difference among violations: 0.00014067\nMax relative difference among violations: 0.00012466\n ACTUAL: array([[2.000082, 2.841559, 2.909375, 2.1412 ],\n [2.295469, 2.963512, 2.745665, 1.842201],\n [2.564594, 2.999545, 2.515484, 1.557442],...\n DESIRED: array([[2. , 2.841471, 2.909297, 2.14112 ],\n [2.29552 , 2.963558, 2.745705, 1.842254],\n [2.564642, 2.999574, 2.515501, 1.55748 ],...\n"} {"status": "success", "solver": "dense", "n": 512, "rhs": 4, "dtype": "float64", "preparation_seconds": 0.006131492031272501, "first_solve_seconds": 0.004161780001595616, "warm_seconds": [0.0035908499849028885, 0.0031954890000633895, 0.002999474003445357, 0.00289520196383819, 0.0030327410204336047, 0.0031953679863363504, 0.0028962589567527175], "warm_median_seconds": 0.0030327410204336047, "operator_storage_bytes": 4194304, "max_error": 8.881784197001252e-16, "residual_norms": [2.726631803827255e-14, 2.5635335727383775e-14, 2.796440015639356e-14, 2.442591581455988e-14], "residual_limits": [1.8932677433944857e-08, 1.88991575400399e-08, 1.8717554886836355e-08, 1.8532963671875685e-08], "peak_rss_mib": 69.73828125, "python": "3.12.14", "numpy": "2.5.4", "scipy": "1.18.1", "platform": "Linux-6.17.0-1033-oem-x86_64-with-glibc2.39", "cpu": "Intel(R) Core(TM) Ultra 7 265U", "cpu_affinity": [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13], "threads": {"OMP_NUM_THREADS": "1", "OPENBLAS_NUM_THREADS": "1", "MKL_NUM_THREADS": "1"}, "source_sha256": {"scripts/benchmark_linear_operators.py": "f871cc802472437700c3d342843e137078108dff7351ddb7fbb054fc4f94fa01", "src/op_engine/__init__.py": "c05479f332906c8697564984da37e77eeb8fa39a39ae07a50230979ec725096d", "src/op_engine/scipy_operator.py": "70404544b56de140a4be20b83b0f744353eb03c0d5a81d8027d8b2620514db68", "src/op_engine/linear_operator.py": "5b8b0eeec170876b79fe41461ddcc1d1a617c4f3bc7c092ccdb0e75770dd58a7", "src/op_engine/matrix_ops.py": "1ae1c8e78558db5be13863888951fd45b5bd3575a94bff90595d29a9b771db81", "src/op_engine/core_solver.py": "923aea17b01f529bf7df5553e21341464393576a1a256d9c9f5bbcefcb0f9652"}, "notes": "CSR warm solves reuse the historical LU cache; new adapters are uncached and include original-residual checks. Storage excludes cached LU/Krylov workspace, working arrays, RHS, truth and allocator overhead; peak RSS includes the whole fresh worker.", "trial": 0, "worker_wall_seconds": 0.255978083005175} {"status": "success", "solver": "dense", "n": 512, "rhs": 4, "dtype": "float64", "preparation_seconds": 0.006043441011570394, "first_solve_seconds": 0.00432480702875182, "warm_seconds": [0.0037551060086116195, 0.0029751030378974974, 0.0028581669903360307, 0.002961115969810635, 0.0030656129820272326, 0.0035780700272880495, 0.0030066589824855328], "warm_median_seconds": 0.0030066589824855328, "operator_storage_bytes": 4194304, "max_error": 8.881784197001252e-16, "residual_norms": [2.726631803827255e-14, 2.5635335727383775e-14, 2.796440015639356e-14, 2.442591581455988e-14], "residual_limits": [1.8932677433944857e-08, 1.88991575400399e-08, 1.8717554886836355e-08, 1.8532963671875685e-08], "peak_rss_mib": 69.66796875, "python": "3.12.14", "numpy": "2.5.4", "scipy": "1.18.1", "platform": "Linux-6.17.0-1033-oem-x86_64-with-glibc2.39", "cpu": "Intel(R) Core(TM) Ultra 7 265U", "cpu_affinity": [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13], "threads": {"OMP_NUM_THREADS": "1", "OPENBLAS_NUM_THREADS": "1", "MKL_NUM_THREADS": "1"}, "source_sha256": {"scripts/benchmark_linear_operators.py": "f871cc802472437700c3d342843e137078108dff7351ddb7fbb054fc4f94fa01", "src/op_engine/__init__.py": "c05479f332906c8697564984da37e77eeb8fa39a39ae07a50230979ec725096d", "src/op_engine/scipy_operator.py": "70404544b56de140a4be20b83b0f744353eb03c0d5a81d8027d8b2620514db68", "src/op_engine/linear_operator.py": "5b8b0eeec170876b79fe41461ddcc1d1a617c4f3bc7c092ccdb0e75770dd58a7", "src/op_engine/matrix_ops.py": "1ae1c8e78558db5be13863888951fd45b5bd3575a94bff90595d29a9b771db81", "src/op_engine/core_solver.py": "923aea17b01f529bf7df5553e21341464393576a1a256d9c9f5bbcefcb0f9652"}, "notes": "CSR warm solves reuse the historical LU cache; new adapters are uncached and include original-residual checks. Storage excludes cached LU/Krylov workspace, working arrays, RHS, truth and allocator overhead; peak RSS includes the whole fresh worker.", "trial": 1, "worker_wall_seconds": 0.2665421020356007} {"status": "success", "solver": "dense", "n": 512, "rhs": 4, "dtype": "float64", "preparation_seconds": 0.006545519980136305, "first_solve_seconds": 0.004176490008831024, "warm_seconds": [0.0035725340130738914, 0.003440042957663536, 0.0033425400033593178, 0.0032061170204542577, 0.0031158129568211734, 0.003005379985552281, 0.0034037139848805964], "warm_median_seconds": 0.0033425400033593178, "operator_storage_bytes": 4194304, "max_error": 8.881784197001252e-16, "residual_norms": [2.726631803827255e-14, 2.5635335727383775e-14, 2.796440015639356e-14, 2.442591581455988e-14], "residual_limits": [1.8932677433944857e-08, 1.88991575400399e-08, 1.8717554886836355e-08, 1.8532963671875685e-08], "peak_rss_mib": 69.7578125, "python": "3.12.14", "numpy": "2.5.4", "scipy": "1.18.1", "platform": "Linux-6.17.0-1033-oem-x86_64-with-glibc2.39", "cpu": "Intel(R) Core(TM) Ultra 7 265U", "cpu_affinity": [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13], "threads": {"OMP_NUM_THREADS": "1", "OPENBLAS_NUM_THREADS": "1", "MKL_NUM_THREADS": "1"}, "source_sha256": {"scripts/benchmark_linear_operators.py": "f871cc802472437700c3d342843e137078108dff7351ddb7fbb054fc4f94fa01", "src/op_engine/__init__.py": "c05479f332906c8697564984da37e77eeb8fa39a39ae07a50230979ec725096d", "src/op_engine/scipy_operator.py": "70404544b56de140a4be20b83b0f744353eb03c0d5a81d8027d8b2620514db68", "src/op_engine/linear_operator.py": "5b8b0eeec170876b79fe41461ddcc1d1a617c4f3bc7c092ccdb0e75770dd58a7", "src/op_engine/matrix_ops.py": "1ae1c8e78558db5be13863888951fd45b5bd3575a94bff90595d29a9b771db81", "src/op_engine/core_solver.py": "923aea17b01f529bf7df5553e21341464393576a1a256d9c9f5bbcefcb0f9652"}, "notes": "CSR warm solves reuse the historical LU cache; new adapters are uncached and include original-residual checks. Storage excludes cached LU/Krylov workspace, working arrays, RHS, truth and allocator overhead; peak RSS includes the whole fresh worker.", "trial": 2, "worker_wall_seconds": 0.25598490703850985} {"status": "success", "solver": "csr", "n": 512, "rhs": 4, "dtype": "float64", "preparation_seconds": 0.004598955041728914, "first_solve_seconds": 0.0004484649980440736, "warm_seconds": [6.387598114088178e-05, 5.157198756933212e-05, 4.684203304350376e-05, 4.55170520581305e-05, 4.528101999312639e-05, 4.4549000449478626e-05, 5.6397984735667706e-05], "warm_median_seconds": 4.684203304350376e-05, "operator_storage_bytes": 28656, "max_error": 1.3322676295501878e-15, "residual_norms": [2.8266897413330158e-14, 2.5381164999387017e-14, 2.6258593545156617e-14, 2.264310677860001e-14], "residual_limits": [1.8932677433944857e-08, 1.88991575400399e-08, 1.8717554886836355e-08, 1.8532963671875685e-08], "peak_rss_mib": 62.203125, "python": "3.12.14", "numpy": "2.5.4", "scipy": "1.18.1", "platform": "Linux-6.17.0-1033-oem-x86_64-with-glibc2.39", "cpu": "Intel(R) Core(TM) Ultra 7 265U", "cpu_affinity": [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13], "threads": {"OMP_NUM_THREADS": "1", "OPENBLAS_NUM_THREADS": "1", "MKL_NUM_THREADS": "1"}, "source_sha256": {"scripts/benchmark_linear_operators.py": "f871cc802472437700c3d342843e137078108dff7351ddb7fbb054fc4f94fa01", "src/op_engine/__init__.py": "c05479f332906c8697564984da37e77eeb8fa39a39ae07a50230979ec725096d", "src/op_engine/scipy_operator.py": "70404544b56de140a4be20b83b0f744353eb03c0d5a81d8027d8b2620514db68", "src/op_engine/linear_operator.py": "5b8b0eeec170876b79fe41461ddcc1d1a617c4f3bc7c092ccdb0e75770dd58a7", "src/op_engine/matrix_ops.py": "1ae1c8e78558db5be13863888951fd45b5bd3575a94bff90595d29a9b771db81", "src/op_engine/core_solver.py": "923aea17b01f529bf7df5553e21341464393576a1a256d9c9f5bbcefcb0f9652"}, "notes": "CSR warm solves reuse the historical LU cache; new adapters are uncached and include original-residual checks. Storage excludes cached LU/Krylov workspace, working arrays, RHS, truth and allocator overhead; peak RSS includes the whole fresh worker.", "trial": 0, "worker_wall_seconds": 0.23091983800986782} {"status": "success", "solver": "csr", "n": 512, "rhs": 4, "dtype": "float64", "preparation_seconds": 0.004494849010370672, "first_solve_seconds": 0.00044151698239147663, "warm_seconds": [5.9813959524035454e-05, 5.1106035243719816e-05, 4.588998854160309e-05, 4.506896948441863e-05, 4.5644002966582775e-05, 4.716700641438365e-05, 4.4155982322990894e-05], "warm_median_seconds": 4.588998854160309e-05, "operator_storage_bytes": 28656, "max_error": 1.3322676295501878e-15, "residual_norms": [2.8266897413330158e-14, 2.5381164999387017e-14, 2.6258593545156617e-14, 2.264310677860001e-14], "residual_limits": [1.8932677433944857e-08, 1.88991575400399e-08, 1.8717554886836355e-08, 1.8532963671875685e-08], "peak_rss_mib": 62.375, "python": "3.12.14", "numpy": "2.5.4", "scipy": "1.18.1", "platform": "Linux-6.17.0-1033-oem-x86_64-with-glibc2.39", "cpu": "Intel(R) Core(TM) Ultra 7 265U", "cpu_affinity": [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13], "threads": {"OMP_NUM_THREADS": "1", "OPENBLAS_NUM_THREADS": "1", "MKL_NUM_THREADS": "1"}, "source_sha256": {"scripts/benchmark_linear_operators.py": "f871cc802472437700c3d342843e137078108dff7351ddb7fbb054fc4f94fa01", "src/op_engine/__init__.py": "c05479f332906c8697564984da37e77eeb8fa39a39ae07a50230979ec725096d", "src/op_engine/scipy_operator.py": "70404544b56de140a4be20b83b0f744353eb03c0d5a81d8027d8b2620514db68", "src/op_engine/linear_operator.py": "5b8b0eeec170876b79fe41461ddcc1d1a617c4f3bc7c092ccdb0e75770dd58a7", "src/op_engine/matrix_ops.py": "1ae1c8e78558db5be13863888951fd45b5bd3575a94bff90595d29a9b771db81", "src/op_engine/core_solver.py": "923aea17b01f529bf7df5553e21341464393576a1a256d9c9f5bbcefcb0f9652"}, "notes": "CSR warm solves reuse the historical LU cache; new adapters are uncached and include original-residual checks. Storage excludes cached LU/Krylov workspace, working arrays, RHS, truth and allocator overhead; peak RSS includes the whole fresh worker.", "trial": 1, "worker_wall_seconds": 0.22394676500698552} {"status": "success", "solver": "csr", "n": 512, "rhs": 4, "dtype": "float64", "preparation_seconds": 0.00469649099977687, "first_solve_seconds": 0.0004577680374495685, "warm_seconds": [6.335304351523519e-05, 5.360203795135021e-05, 4.7963985707610846e-05, 4.657101817429066e-05, 4.5915949158370495e-05, 4.6127999667078257e-05, 4.416500451043248e-05], "warm_median_seconds": 4.657101817429066e-05, "operator_storage_bytes": 28656, "max_error": 1.3322676295501878e-15, "residual_norms": [2.8266897413330158e-14, 2.5381164999387017e-14, 2.6258593545156617e-14, 2.264310677860001e-14], "residual_limits": [1.8932677433944857e-08, 1.88991575400399e-08, 1.8717554886836355e-08, 1.8532963671875685e-08], "peak_rss_mib": 62.44921875, "python": "3.12.14", "numpy": "2.5.4", "scipy": "1.18.1", "platform": "Linux-6.17.0-1033-oem-x86_64-with-glibc2.39", "cpu": "Intel(R) Core(TM) Ultra 7 265U", "cpu_affinity": [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13], "threads": {"OMP_NUM_THREADS": "1", "OPENBLAS_NUM_THREADS": "1", "MKL_NUM_THREADS": "1"}, "source_sha256": {"scripts/benchmark_linear_operators.py": "f871cc802472437700c3d342843e137078108dff7351ddb7fbb054fc4f94fa01", "src/op_engine/__init__.py": "c05479f332906c8697564984da37e77eeb8fa39a39ae07a50230979ec725096d", "src/op_engine/scipy_operator.py": "70404544b56de140a4be20b83b0f744353eb03c0d5a81d8027d8b2620514db68", "src/op_engine/linear_operator.py": "5b8b0eeec170876b79fe41461ddcc1d1a617c4f3bc7c092ccdb0e75770dd58a7", "src/op_engine/matrix_ops.py": "1ae1c8e78558db5be13863888951fd45b5bd3575a94bff90595d29a9b771db81", "src/op_engine/core_solver.py": "923aea17b01f529bf7df5553e21341464393576a1a256d9c9f5bbcefcb0f9652"}, "notes": "CSR warm solves reuse the historical LU cache; new adapters are uncached and include original-residual checks. Storage excludes cached LU/Krylov workspace, working arrays, RHS, truth and allocator overhead; peak RSS includes the whole fresh worker.", "trial": 2, "worker_wall_seconds": 0.2288389719906263} {"status": "success", "solver": "banded", "n": 512, "rhs": 4, "dtype": "float64", "preparation_seconds": 0.004502826021052897, "first_solve_seconds": 0.00043265102431178093, "warm_seconds": [0.00018128100782632828, 0.0001493319869041443, 0.00013824703637510538, 0.0001365200150758028, 0.00013087905244901776, 0.00012958497973158956, 0.00013279903214424849], "warm_median_seconds": 0.0001365200150758028, "operator_storage_bytes": 12288, "max_error": 8.881784197001252e-16, "residual_norms": [2.763808740283634e-14, 2.5688171348256313e-14, 2.603798464226606e-14, 2.2392403017119562e-14], "residual_limits": [1.8932677433944857e-08, 1.88991575400399e-08, 1.8717554886836355e-08, 1.8532963671875685e-08], "peak_rss_mib": 61.2890625, "python": "3.12.14", "numpy": "2.5.4", "scipy": "1.18.1", "platform": "Linux-6.17.0-1033-oem-x86_64-with-glibc2.39", "cpu": "Intel(R) Core(TM) Ultra 7 265U", "cpu_affinity": [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13], "threads": {"OMP_NUM_THREADS": "1", "OPENBLAS_NUM_THREADS": "1", "MKL_NUM_THREADS": "1"}, "source_sha256": {"scripts/benchmark_linear_operators.py": "f871cc802472437700c3d342843e137078108dff7351ddb7fbb054fc4f94fa01", "src/op_engine/__init__.py": "c05479f332906c8697564984da37e77eeb8fa39a39ae07a50230979ec725096d", "src/op_engine/scipy_operator.py": "70404544b56de140a4be20b83b0f744353eb03c0d5a81d8027d8b2620514db68", "src/op_engine/linear_operator.py": "5b8b0eeec170876b79fe41461ddcc1d1a617c4f3bc7c092ccdb0e75770dd58a7", "src/op_engine/matrix_ops.py": "1ae1c8e78558db5be13863888951fd45b5bd3575a94bff90595d29a9b771db81", "src/op_engine/core_solver.py": "923aea17b01f529bf7df5553e21341464393576a1a256d9c9f5bbcefcb0f9652"}, "notes": "CSR warm solves reuse the historical LU cache; new adapters are uncached and include original-residual checks. Storage excludes cached LU/Krylov workspace, working arrays, RHS, truth and allocator overhead; peak RSS includes the whole fresh worker.", "trial": 0, "worker_wall_seconds": 0.23481876199366525} {"status": "success", "solver": "banded", "n": 512, "rhs": 4, "dtype": "float64", "preparation_seconds": 0.004089579044375569, "first_solve_seconds": 0.00038072001188993454, "warm_seconds": [0.00017265998758375645, 0.00015235395403578877, 0.00015071401139721274, 0.00015222502406686544, 0.0001358920126222074, 0.00012895098188892007, 0.0001307910424657166], "warm_median_seconds": 0.00015071401139721274, "operator_storage_bytes": 12288, "max_error": 8.881784197001252e-16, "residual_norms": [2.763808740283634e-14, 2.5688171348256313e-14, 2.603798464226606e-14, 2.2392403017119562e-14], "residual_limits": [1.8932677433944857e-08, 1.88991575400399e-08, 1.8717554886836355e-08, 1.8532963671875685e-08], "peak_rss_mib": 61.23046875, "python": "3.12.14", "numpy": "2.5.4", "scipy": "1.18.1", "platform": "Linux-6.17.0-1033-oem-x86_64-with-glibc2.39", "cpu": "Intel(R) Core(TM) Ultra 7 265U", "cpu_affinity": [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13], "threads": {"OMP_NUM_THREADS": "1", "OPENBLAS_NUM_THREADS": "1", "MKL_NUM_THREADS": "1"}, "source_sha256": {"scripts/benchmark_linear_operators.py": "f871cc802472437700c3d342843e137078108dff7351ddb7fbb054fc4f94fa01", "src/op_engine/__init__.py": "c05479f332906c8697564984da37e77eeb8fa39a39ae07a50230979ec725096d", "src/op_engine/scipy_operator.py": "70404544b56de140a4be20b83b0f744353eb03c0d5a81d8027d8b2620514db68", "src/op_engine/linear_operator.py": "5b8b0eeec170876b79fe41461ddcc1d1a617c4f3bc7c092ccdb0e75770dd58a7", "src/op_engine/matrix_ops.py": "1ae1c8e78558db5be13863888951fd45b5bd3575a94bff90595d29a9b771db81", "src/op_engine/core_solver.py": "923aea17b01f529bf7df5553e21341464393576a1a256d9c9f5bbcefcb0f9652"}, "notes": "CSR warm solves reuse the historical LU cache; new adapters are uncached and include original-residual checks. 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Storage excludes cached LU/Krylov workspace, working arrays, RHS, truth and allocator overhead; peak RSS includes the whole fresh worker.", "trial": 2, "worker_wall_seconds": 0.2795879449695349} {"status": "success", "solver": "gmres", "n": 512, "rhs": 4, "dtype": "float64", "preparation_seconds": 0.004251453967299312, "first_solve_seconds": 0.00871844298671931, "warm_seconds": [0.00880042597418651, 0.008122225990518928, 0.008412508992478251, 0.008159428020007908, 0.008903776004444808, 0.008673744043335319, 0.009012540976982564], "warm_median_seconds": 0.008673744043335319, "operator_storage_bytes": 12280, "max_error": 3.313628038625893e-09, "residual_norms": [1.5020067986713994e-08, 1.4938147372550215e-08, 1.4201191715190352e-08, 1.5970792990907503e-08], "residual_limits": [1.8932677433944857e-08, 1.88991575400399e-08, 1.8717554886836355e-08, 1.8532963671875685e-08], "peak_rss_mib": 60.94921875, "python": "3.12.14", "numpy": "2.5.4", "scipy": "1.18.1", "platform": "Linux-6.17.0-1033-oem-x86_64-with-glibc2.39", "cpu": "Intel(R) Core(TM) Ultra 7 265U", "cpu_affinity": [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13], "threads": {"OMP_NUM_THREADS": "1", "OPENBLAS_NUM_THREADS": "1", "MKL_NUM_THREADS": "1"}, "source_sha256": {"scripts/benchmark_linear_operators.py": "f871cc802472437700c3d342843e137078108dff7351ddb7fbb054fc4f94fa01", "src/op_engine/__init__.py": "c05479f332906c8697564984da37e77eeb8fa39a39ae07a50230979ec725096d", "src/op_engine/scipy_operator.py": "70404544b56de140a4be20b83b0f744353eb03c0d5a81d8027d8b2620514db68", "src/op_engine/linear_operator.py": "5b8b0eeec170876b79fe41461ddcc1d1a617c4f3bc7c092ccdb0e75770dd58a7", "src/op_engine/matrix_ops.py": "1ae1c8e78558db5be13863888951fd45b5bd3575a94bff90595d29a9b771db81", "src/op_engine/core_solver.py": "923aea17b01f529bf7df5553e21341464393576a1a256d9c9f5bbcefcb0f9652"}, "notes": "CSR warm solves reuse the historical LU cache; new adapters are uncached and include original-residual checks. 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Storage excludes cached LU/Krylov workspace, working arrays, RHS, truth and allocator overhead; peak RSS includes the whole fresh worker.", "trial": 1, "worker_wall_seconds": 1.8498020800179802} {"status": "success", "solver": "dense", "n": 2048, "rhs": 1, "dtype": "float32", "preparation_seconds": 0.012486599967814982, "first_solve_seconds": 0.19270378502551466, "warm_seconds": [0.20768951100762933, 0.19410398497711867, 0.19065482704900205, 0.1928975079790689, 0.2188583659590222, 0.25455830397550017, 0.2548370040021837], "warm_median_seconds": 0.20768951100762933, "operator_storage_bytes": 33554432, "max_error": 2.384185791015625e-07, "residual_norms": [1.9611015115775896e-05], "residual_limits": [0.007477712016941039], "peak_rss_mib": 162.58203125, "python": "3.12.14", "numpy": "2.5.4", "scipy": "1.18.1", "platform": "Linux-6.17.0-1033-oem-x86_64-with-glibc2.39", "cpu": "Intel(R) Core(TM) Ultra 7 265U", "cpu_affinity": [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13], "threads": {"OMP_NUM_THREADS": "1", "OPENBLAS_NUM_THREADS": "1", "MKL_NUM_THREADS": "1"}, "source_sha256": {"scripts/benchmark_linear_operators.py": "f871cc802472437700c3d342843e137078108dff7351ddb7fbb054fc4f94fa01", "src/op_engine/__init__.py": "c05479f332906c8697564984da37e77eeb8fa39a39ae07a50230979ec725096d", "src/op_engine/scipy_operator.py": "70404544b56de140a4be20b83b0f744353eb03c0d5a81d8027d8b2620514db68", "src/op_engine/linear_operator.py": "5b8b0eeec170876b79fe41461ddcc1d1a617c4f3bc7c092ccdb0e75770dd58a7", "src/op_engine/matrix_ops.py": "1ae1c8e78558db5be13863888951fd45b5bd3575a94bff90595d29a9b771db81", "src/op_engine/core_solver.py": "923aea17b01f529bf7df5553e21341464393576a1a256d9c9f5bbcefcb0f9652"}, "notes": "CSR warm solves reuse the historical LU cache; new adapters are uncached and include original-residual checks. Storage excludes cached LU/Krylov workspace, working arrays, RHS, truth and allocator overhead; peak RSS includes the whole fresh worker.", "trial": 2, "worker_wall_seconds": 1.953476649010554} {"status": "success", "solver": "csr", "n": 2048, "rhs": 1, "dtype": "float32", "preparation_seconds": 0.008076140016783029, "first_solve_seconds": 0.0011884149862453341, "warm_seconds": [9.451195364817977e-05, 6.820401176810265e-05, 6.17379555478692e-05, 6.010499782860279e-05, 5.885603604838252e-05, 5.764700472354889e-05, 5.6774006225168705e-05], "warm_median_seconds": 6.010499782860279e-05, "operator_storage_bytes": 81912, "max_error": 4.76837158203125e-07, "residual_norms": [2.5505565059639057e-05], "residual_limits": [0.007477712016941039], "peak_rss_mib": 62.26953125, "python": "3.12.14", "numpy": "2.5.4", "scipy": "1.18.1", "platform": "Linux-6.17.0-1033-oem-x86_64-with-glibc2.39", "cpu": "Intel(R) Core(TM) Ultra 7 265U", "cpu_affinity": [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13], "threads": {"OMP_NUM_THREADS": "1", "OPENBLAS_NUM_THREADS": "1", "MKL_NUM_THREADS": "1"}, "source_sha256": {"scripts/benchmark_linear_operators.py": "f871cc802472437700c3d342843e137078108dff7351ddb7fbb054fc4f94fa01", "src/op_engine/__init__.py": "c05479f332906c8697564984da37e77eeb8fa39a39ae07a50230979ec725096d", "src/op_engine/scipy_operator.py": "70404544b56de140a4be20b83b0f744353eb03c0d5a81d8027d8b2620514db68", "src/op_engine/linear_operator.py": "5b8b0eeec170876b79fe41461ddcc1d1a617c4f3bc7c092ccdb0e75770dd58a7", "src/op_engine/matrix_ops.py": "1ae1c8e78558db5be13863888951fd45b5bd3575a94bff90595d29a9b771db81", "src/op_engine/core_solver.py": "923aea17b01f529bf7df5553e21341464393576a1a256d9c9f5bbcefcb0f9652"}, "notes": "CSR warm solves reuse the historical LU cache; new adapters are uncached and include original-residual checks. Storage excludes cached LU/Krylov workspace, working arrays, RHS, truth and allocator overhead; peak RSS includes the whole fresh worker.", "trial": 0, "worker_wall_seconds": 0.33215154201025143} {"status": "success", "solver": "csr", "n": 2048, "rhs": 1, "dtype": "float32", "preparation_seconds": 0.007775931968353689, "first_solve_seconds": 0.0012632550206035376, "warm_seconds": [0.00012273399624973536, 7.570197340101004e-05, 6.515200948342681e-05, 6.199401104822755e-05, 6.0605001635849476e-05, 6.021599983796477e-05, 5.7680997997522354e-05], "warm_median_seconds": 6.199401104822755e-05, "operator_storage_bytes": 81912, "max_error": 4.76837158203125e-07, "residual_norms": [2.5505565059639057e-05], "residual_limits": [0.007477712016941039], "peak_rss_mib": 62.5703125, "python": "3.12.14", "numpy": "2.5.4", "scipy": "1.18.1", "platform": "Linux-6.17.0-1033-oem-x86_64-with-glibc2.39", "cpu": "Intel(R) Core(TM) Ultra 7 265U", "cpu_affinity": [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13], "threads": {"OMP_NUM_THREADS": "1", "OPENBLAS_NUM_THREADS": "1", "MKL_NUM_THREADS": "1"}, "source_sha256": {"scripts/benchmark_linear_operators.py": "f871cc802472437700c3d342843e137078108dff7351ddb7fbb054fc4f94fa01", "src/op_engine/__init__.py": "c05479f332906c8697564984da37e77eeb8fa39a39ae07a50230979ec725096d", "src/op_engine/scipy_operator.py": "70404544b56de140a4be20b83b0f744353eb03c0d5a81d8027d8b2620514db68", "src/op_engine/linear_operator.py": "5b8b0eeec170876b79fe41461ddcc1d1a617c4f3bc7c092ccdb0e75770dd58a7", "src/op_engine/matrix_ops.py": "1ae1c8e78558db5be13863888951fd45b5bd3575a94bff90595d29a9b771db81", "src/op_engine/core_solver.py": "923aea17b01f529bf7df5553e21341464393576a1a256d9c9f5bbcefcb0f9652"}, "notes": "CSR warm solves reuse the historical LU cache; new adapters are uncached and include original-residual checks. Storage excludes cached LU/Krylov workspace, working arrays, RHS, truth and allocator overhead; peak RSS includes the whole fresh worker.", "trial": 1, "worker_wall_seconds": 0.3225038350210525} {"status": "success", "solver": "csr", "n": 2048, "rhs": 1, "dtype": "float32", "preparation_seconds": 0.007722979004029185, "first_solve_seconds": 0.0012397529790177941, "warm_seconds": [0.0001110740122385323, 8.699099998921156e-05, 7.073901360854506e-05, 6.402703002095222e-05, 6.26110122539103e-05, 6.10299757681787e-05, 5.8952951803803444e-05], "warm_median_seconds": 6.402703002095222e-05, "operator_storage_bytes": 81912, "max_error": 4.76837158203125e-07, "residual_norms": [2.5505565059639057e-05], "residual_limits": [0.007477712016941039], "peak_rss_mib": 62.92578125, "python": "3.12.14", "numpy": "2.5.4", "scipy": "1.18.1", "platform": "Linux-6.17.0-1033-oem-x86_64-with-glibc2.39", "cpu": "Intel(R) Core(TM) Ultra 7 265U", "cpu_affinity": [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13], "threads": {"OMP_NUM_THREADS": "1", "OPENBLAS_NUM_THREADS": "1", "MKL_NUM_THREADS": "1"}, "source_sha256": {"scripts/benchmark_linear_operators.py": "f871cc802472437700c3d342843e137078108dff7351ddb7fbb054fc4f94fa01", "src/op_engine/__init__.py": "c05479f332906c8697564984da37e77eeb8fa39a39ae07a50230979ec725096d", "src/op_engine/scipy_operator.py": "70404544b56de140a4be20b83b0f744353eb03c0d5a81d8027d8b2620514db68", "src/op_engine/linear_operator.py": "5b8b0eeec170876b79fe41461ddcc1d1a617c4f3bc7c092ccdb0e75770dd58a7", "src/op_engine/matrix_ops.py": "1ae1c8e78558db5be13863888951fd45b5bd3575a94bff90595d29a9b771db81", "src/op_engine/core_solver.py": "923aea17b01f529bf7df5553e21341464393576a1a256d9c9f5bbcefcb0f9652"}, "notes": "CSR warm solves reuse the historical LU cache; new adapters are uncached and include original-residual checks. Storage excludes cached LU/Krylov workspace, working arrays, RHS, truth and allocator overhead; peak RSS includes the whole fresh worker.", "trial": 2, "worker_wall_seconds": 0.38592957600485533} {"status": "success", "solver": "banded", "n": 2048, "rhs": 1, "dtype": "float32", "preparation_seconds": 0.006447669991757721, "first_solve_seconds": 0.00068583496613428, "warm_seconds": [0.0003444970352575183, 0.0002601550077088177, 0.00024332397151738405, 0.00024823599960654974, 0.0002484139986336231, 0.00023470900487154722, 0.0002392960013821721], "warm_median_seconds": 0.00024823599960654974, "operator_storage_bytes": 24576, "max_error": 4.76837158203125e-07, "residual_norms": [2.5328046830881528e-05], "residual_limits": [0.007477712016941039], "peak_rss_mib": 61.296875, "python": "3.12.14", "numpy": "2.5.4", "scipy": "1.18.1", "platform": "Linux-6.17.0-1033-oem-x86_64-with-glibc2.39", "cpu": "Intel(R) Core(TM) Ultra 7 265U", "cpu_affinity": [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13], "threads": {"OMP_NUM_THREADS": "1", "OPENBLAS_NUM_THREADS": "1", "MKL_NUM_THREADS": "1"}, "source_sha256": {"scripts/benchmark_linear_operators.py": "f871cc802472437700c3d342843e137078108dff7351ddb7fbb054fc4f94fa01", "src/op_engine/__init__.py": "c05479f332906c8697564984da37e77eeb8fa39a39ae07a50230979ec725096d", "src/op_engine/scipy_operator.py": "70404544b56de140a4be20b83b0f744353eb03c0d5a81d8027d8b2620514db68", "src/op_engine/linear_operator.py": "5b8b0eeec170876b79fe41461ddcc1d1a617c4f3bc7c092ccdb0e75770dd58a7", "src/op_engine/matrix_ops.py": "1ae1c8e78558db5be13863888951fd45b5bd3575a94bff90595d29a9b771db81", "src/op_engine/core_solver.py": "923aea17b01f529bf7df5553e21341464393576a1a256d9c9f5bbcefcb0f9652"}, "notes": "CSR warm solves reuse the historical LU cache; new adapters are uncached and include original-residual checks. Storage excludes cached LU/Krylov workspace, working arrays, RHS, truth and allocator overhead; peak RSS includes the whole fresh worker.", "trial": 0, "worker_wall_seconds": 0.3735364769818261} {"status": "success", "solver": "banded", "n": 2048, "rhs": 1, "dtype": "float32", "preparation_seconds": 0.008080744999460876, "first_solve_seconds": 0.0007083950331434608, "warm_seconds": [0.0003808779874816537, 0.00027619098545983434, 0.00024971499806270003, 0.0002469430328346789, 0.00023660098668187857, 0.00022615003399550915, 0.00023134297225624323], "warm_median_seconds": 0.0002469430328346789, "operator_storage_bytes": 24576, "max_error": 4.76837158203125e-07, "residual_norms": [2.5328046830881528e-05], "residual_limits": [0.007477712016941039], "peak_rss_mib": 61.3671875, "python": "3.12.14", "numpy": "2.5.4", "scipy": "1.18.1", "platform": "Linux-6.17.0-1033-oem-x86_64-with-glibc2.39", "cpu": "Intel(R) Core(TM) Ultra 7 265U", "cpu_affinity": [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13], "threads": {"OMP_NUM_THREADS": "1", "OPENBLAS_NUM_THREADS": "1", "MKL_NUM_THREADS": "1"}, "source_sha256": {"scripts/benchmark_linear_operators.py": "f871cc802472437700c3d342843e137078108dff7351ddb7fbb054fc4f94fa01", "src/op_engine/__init__.py": "c05479f332906c8697564984da37e77eeb8fa39a39ae07a50230979ec725096d", "src/op_engine/scipy_operator.py": "70404544b56de140a4be20b83b0f744353eb03c0d5a81d8027d8b2620514db68", "src/op_engine/linear_operator.py": "5b8b0eeec170876b79fe41461ddcc1d1a617c4f3bc7c092ccdb0e75770dd58a7", "src/op_engine/matrix_ops.py": "1ae1c8e78558db5be13863888951fd45b5bd3575a94bff90595d29a9b771db81", "src/op_engine/core_solver.py": "923aea17b01f529bf7df5553e21341464393576a1a256d9c9f5bbcefcb0f9652"}, "notes": "CSR warm solves reuse the historical LU cache; new adapters are uncached and include original-residual checks. Storage excludes cached LU/Krylov workspace, working arrays, RHS, truth and allocator overhead; peak RSS includes the whole fresh worker.", "trial": 1, "worker_wall_seconds": 0.40631290298188105} {"status": "success", "solver": "banded", "n": 2048, "rhs": 1, "dtype": "float32", "preparation_seconds": 0.007943486969452351, "first_solve_seconds": 0.0006645420216955245, "warm_seconds": [0.00036505196476355195, 0.0002935220254585147, 0.0002731580170802772, 0.0002883010311052203, 0.00026644597528502345, 0.00025296001695096493, 0.000266638002358377], "warm_median_seconds": 0.0002731580170802772, "operator_storage_bytes": 24576, "max_error": 4.76837158203125e-07, "residual_norms": [2.5328046830881528e-05], "residual_limits": [0.007477712016941039], "peak_rss_mib": 61.2421875, "python": "3.12.14", "numpy": "2.5.4", "scipy": "1.18.1", "platform": "Linux-6.17.0-1033-oem-x86_64-with-glibc2.39", "cpu": "Intel(R) Core(TM) Ultra 7 265U", "cpu_affinity": [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13], "threads": {"OMP_NUM_THREADS": "1", "OPENBLAS_NUM_THREADS": "1", "MKL_NUM_THREADS": "1"}, "source_sha256": {"scripts/benchmark_linear_operators.py": "f871cc802472437700c3d342843e137078108dff7351ddb7fbb054fc4f94fa01", "src/op_engine/__init__.py": "c05479f332906c8697564984da37e77eeb8fa39a39ae07a50230979ec725096d", "src/op_engine/scipy_operator.py": "70404544b56de140a4be20b83b0f744353eb03c0d5a81d8027d8b2620514db68", "src/op_engine/linear_operator.py": "5b8b0eeec170876b79fe41461ddcc1d1a617c4f3bc7c092ccdb0e75770dd58a7", "src/op_engine/matrix_ops.py": "1ae1c8e78558db5be13863888951fd45b5bd3575a94bff90595d29a9b771db81", "src/op_engine/core_solver.py": "923aea17b01f529bf7df5553e21341464393576a1a256d9c9f5bbcefcb0f9652"}, "notes": "CSR warm solves reuse the historical LU cache; new adapters are uncached and include original-residual checks. Storage excludes cached LU/Krylov workspace, working arrays, RHS, truth and allocator overhead; peak RSS includes the whole fresh worker.", "trial": 2, "worker_wall_seconds": 0.4401740289758891} {"solver": "gmres", "n": 2048, "rhs": 1, "dtype": "float32", "trial": 0, "status": "error", "stderr": "Traceback (most recent call last):\n File \"\", line 198, in _run_module_as_main\n File \"\", line 88, in _run_code\n File \"/tmp/op-stack-delivery/engine-operator-adapters/scripts/benchmark_linear_operators.py\", line 303, in \n raise SystemExit(main())\n ^^^^^^\n File \"/tmp/op-stack-delivery/engine-operator-adapters/scripts/benchmark_linear_operators.py\", line 243, in main\n row = _worker(\n ^^^^^^^^\n File \"/tmp/op-stack-delivery/engine-operator-adapters/scripts/benchmark_linear_operators.py\", line 150, in _worker\n np.testing.assert_allclose(\n File \"/tmp/op-stack-delivery/venv/lib/python3.12/site-packages/numpy/testing/_private/utils.py\", line 1780, in assert_allclose\n assert_array_compare(compare, actual, desired, err_msg=str(err_msg),\n File \"/tmp/op-stack-delivery/venv/lib/python3.12/site-packages/numpy/testing/_private/utils.py\", line 988, in assert_array_compare\n raise AssertionError(msg)\nAssertionError: \nNot equal to tolerance rtol=0.0001, atol=1e-05\n\nMismatched elements: 20 / 2048 (0.977%)\nFirst 5 mismatches are at indices:\n [0, 0]: 1.9995238780975342 (ACTUAL), 2.0 (DESIRED)\n [1, 0]: 2.2950546741485596 (ACTUAL), 2.295520305633545 (DESIRED)\n [2, 0]: 2.5641956329345703 (ACTUAL), 2.5646424293518066 (DESIRED)\n [3, 0]: 2.782904624938965 (ACTUAL), 2.7833268642425537 (DESIRED)\n [4, 0]: 2.9316399097442627 (ACTUAL), 2.9320390224456787 (DESIRED)\nMax absolute difference among violations: 0.00047612\nMax relative difference among violations: 0.00023806\n ACTUAL: array([[1.999524],\n [2.295055],\n [2.564196],...\n DESIRED: array([[2. ],\n [2.29552 ],\n [2.564642],...\n"} {"solver": "gmres", "n": 2048, "rhs": 1, "dtype": "float32", "trial": 1, "status": "error", "stderr": "Traceback (most recent call last):\n File \"\", line 198, in _run_module_as_main\n File \"\", line 88, in _run_code\n File \"/tmp/op-stack-delivery/engine-operator-adapters/scripts/benchmark_linear_operators.py\", line 303, in \n raise SystemExit(main())\n ^^^^^^\n File \"/tmp/op-stack-delivery/engine-operator-adapters/scripts/benchmark_linear_operators.py\", line 243, in main\n row = _worker(\n ^^^^^^^^\n File \"/tmp/op-stack-delivery/engine-operator-adapters/scripts/benchmark_linear_operators.py\", line 150, in _worker\n np.testing.assert_allclose(\n File \"/tmp/op-stack-delivery/venv/lib/python3.12/site-packages/numpy/testing/_private/utils.py\", line 1780, in assert_allclose\n assert_array_compare(compare, actual, desired, err_msg=str(err_msg),\n File \"/tmp/op-stack-delivery/venv/lib/python3.12/site-packages/numpy/testing/_private/utils.py\", line 988, in assert_array_compare\n raise AssertionError(msg)\nAssertionError: \nNot equal to tolerance rtol=0.0001, atol=1e-05\n\nMismatched elements: 20 / 2048 (0.977%)\nFirst 5 mismatches are at indices:\n [0, 0]: 1.9995238780975342 (ACTUAL), 2.0 (DESIRED)\n [1, 0]: 2.2950546741485596 (ACTUAL), 2.295520305633545 (DESIRED)\n [2, 0]: 2.5641956329345703 (ACTUAL), 2.5646424293518066 (DESIRED)\n [3, 0]: 2.782904624938965 (ACTUAL), 2.7833268642425537 (DESIRED)\n [4, 0]: 2.9316399097442627 (ACTUAL), 2.9320390224456787 (DESIRED)\nMax absolute difference among violations: 0.00047612\nMax relative difference among violations: 0.00023806\n ACTUAL: array([[1.999524],\n [2.295055],\n [2.564196],...\n DESIRED: array([[2. ],\n [2.29552 ],\n [2.564642],...\n"} {"solver": "gmres", "n": 2048, "rhs": 1, "dtype": "float32", "trial": 2, "status": "error", "stderr": "Traceback (most recent call last):\n File \"\", line 198, in _run_module_as_main\n File \"\", line 88, in _run_code\n File \"/tmp/op-stack-delivery/engine-operator-adapters/scripts/benchmark_linear_operators.py\", line 303, in \n raise SystemExit(main())\n ^^^^^^\n File \"/tmp/op-stack-delivery/engine-operator-adapters/scripts/benchmark_linear_operators.py\", line 243, in main\n row = _worker(\n ^^^^^^^^\n File \"/tmp/op-stack-delivery/engine-operator-adapters/scripts/benchmark_linear_operators.py\", line 150, in _worker\n np.testing.assert_allclose(\n File \"/tmp/op-stack-delivery/venv/lib/python3.12/site-packages/numpy/testing/_private/utils.py\", line 1780, in assert_allclose\n assert_array_compare(compare, actual, desired, err_msg=str(err_msg),\n File \"/tmp/op-stack-delivery/venv/lib/python3.12/site-packages/numpy/testing/_private/utils.py\", line 988, in assert_array_compare\n raise AssertionError(msg)\nAssertionError: \nNot equal to tolerance rtol=0.0001, atol=1e-05\n\nMismatched elements: 20 / 2048 (0.977%)\nFirst 5 mismatches are at indices:\n [0, 0]: 1.9995238780975342 (ACTUAL), 2.0 (DESIRED)\n [1, 0]: 2.2950546741485596 (ACTUAL), 2.295520305633545 (DESIRED)\n [2, 0]: 2.5641956329345703 (ACTUAL), 2.5646424293518066 (DESIRED)\n [3, 0]: 2.782904624938965 (ACTUAL), 2.7833268642425537 (DESIRED)\n [4, 0]: 2.9316399097442627 (ACTUAL), 2.9320390224456787 (DESIRED)\nMax absolute difference among violations: 0.00047612\nMax relative difference among violations: 0.00023806\n ACTUAL: array([[1.999524],\n [2.295055],\n [2.564196],...\n DESIRED: array([[2. ],\n [2.29552 ],\n [2.564642],...\n"} {"status": "success", "solver": "gmres-jacobi", "n": 2048, "rhs": 1, "dtype": "float32", "preparation_seconds": 0.006667962996289134, "first_solve_seconds": 0.0016043370123952627, "warm_seconds": [0.001103067013900727, 0.0010314740356989205, 0.0009729470475576818, 0.0010338890133425593, 0.000987227016594261, 0.0009996159933507442, 0.0009800500120036304], "warm_median_seconds": 0.0009996159933507442, "operator_storage_bytes": 32764, "max_error": 0.00017714500427246094, "residual_norms": [0.0012864370288899701], "residual_limits": [0.007477712016941039], "peak_rss_mib": 61.1171875, "python": "3.12.14", "numpy": "2.5.4", "scipy": "1.18.1", "platform": "Linux-6.17.0-1033-oem-x86_64-with-glibc2.39", "cpu": "Intel(R) Core(TM) Ultra 7 265U", "cpu_affinity": [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13], "threads": {"OMP_NUM_THREADS": "1", "OPENBLAS_NUM_THREADS": "1", "MKL_NUM_THREADS": "1"}, "source_sha256": {"scripts/benchmark_linear_operators.py": "f871cc802472437700c3d342843e137078108dff7351ddb7fbb054fc4f94fa01", "src/op_engine/__init__.py": "c05479f332906c8697564984da37e77eeb8fa39a39ae07a50230979ec725096d", "src/op_engine/scipy_operator.py": "70404544b56de140a4be20b83b0f744353eb03c0d5a81d8027d8b2620514db68", "src/op_engine/linear_operator.py": "5b8b0eeec170876b79fe41461ddcc1d1a617c4f3bc7c092ccdb0e75770dd58a7", "src/op_engine/matrix_ops.py": "1ae1c8e78558db5be13863888951fd45b5bd3575a94bff90595d29a9b771db81", "src/op_engine/core_solver.py": "923aea17b01f529bf7df5553e21341464393576a1a256d9c9f5bbcefcb0f9652"}, "notes": "CSR warm solves reuse the historical LU cache; new adapters are uncached and include original-residual checks. Storage excludes cached LU/Krylov workspace, working arrays, RHS, truth and allocator overhead; peak RSS includes the whole fresh worker.", "trial": 0, "worker_wall_seconds": 0.3616613080375828} {"status": "success", "solver": "gmres-jacobi", "n": 2048, "rhs": 1, "dtype": "float32", "preparation_seconds": 0.004595218051690608, "first_solve_seconds": 0.0010091839940287173, "warm_seconds": [0.0005974990199320018, 0.0005521929706446826, 0.0005547990440391004, 0.0005317420000210404, 0.000526517047546804, 0.0005174090038053691, 0.0005374210304580629], "warm_median_seconds": 0.0005374210304580629, "operator_storage_bytes": 32764, "max_error": 0.00017714500427246094, "residual_norms": [0.0012864370288899701], "residual_limits": [0.007477712016941039], "peak_rss_mib": 60.92578125, "python": "3.12.14", "numpy": "2.5.4", "scipy": "1.18.1", "platform": "Linux-6.17.0-1033-oem-x86_64-with-glibc2.39", "cpu": "Intel(R) Core(TM) Ultra 7 265U", "cpu_affinity": [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13], "threads": {"OMP_NUM_THREADS": "1", "OPENBLAS_NUM_THREADS": "1", "MKL_NUM_THREADS": "1"}, "source_sha256": {"scripts/benchmark_linear_operators.py": "f871cc802472437700c3d342843e137078108dff7351ddb7fbb054fc4f94fa01", "src/op_engine/__init__.py": "c05479f332906c8697564984da37e77eeb8fa39a39ae07a50230979ec725096d", "src/op_engine/scipy_operator.py": "70404544b56de140a4be20b83b0f744353eb03c0d5a81d8027d8b2620514db68", "src/op_engine/linear_operator.py": "5b8b0eeec170876b79fe41461ddcc1d1a617c4f3bc7c092ccdb0e75770dd58a7", "src/op_engine/matrix_ops.py": "1ae1c8e78558db5be13863888951fd45b5bd3575a94bff90595d29a9b771db81", "src/op_engine/core_solver.py": "923aea17b01f529bf7df5553e21341464393576a1a256d9c9f5bbcefcb0f9652"}, "notes": "CSR warm solves reuse the historical LU cache; new adapters are uncached and include original-residual checks. Storage excludes cached LU/Krylov workspace, working arrays, RHS, truth and allocator overhead; peak RSS includes the whole fresh worker.", "trial": 1, "worker_wall_seconds": 0.3179144710302353} {"status": "success", "solver": "gmres-jacobi", "n": 2048, "rhs": 1, "dtype": "float32", "preparation_seconds": 0.004173921013716608, "first_solve_seconds": 0.0008931340416893363, "warm_seconds": [0.0005465340218506753, 0.0006555140134878457, 0.0005473449709825218, 0.0005243780324235559, 0.0005228579975664616, 0.0005083279684185982, 0.000491425977088511], "warm_median_seconds": 0.0005243780324235559, "operator_storage_bytes": 32764, "max_error": 0.00017714500427246094, "residual_norms": [0.0012864370288899701], "residual_limits": [0.007477712016941039], "peak_rss_mib": 60.9609375, "python": "3.12.14", "numpy": "2.5.4", "scipy": "1.18.1", "platform": "Linux-6.17.0-1033-oem-x86_64-with-glibc2.39", "cpu": "Intel(R) Core(TM) Ultra 7 265U", "cpu_affinity": [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13], "threads": {"OMP_NUM_THREADS": "1", "OPENBLAS_NUM_THREADS": "1", "MKL_NUM_THREADS": "1"}, "source_sha256": {"scripts/benchmark_linear_operators.py": "f871cc802472437700c3d342843e137078108dff7351ddb7fbb054fc4f94fa01", "src/op_engine/__init__.py": "c05479f332906c8697564984da37e77eeb8fa39a39ae07a50230979ec725096d", "src/op_engine/scipy_operator.py": "70404544b56de140a4be20b83b0f744353eb03c0d5a81d8027d8b2620514db68", "src/op_engine/linear_operator.py": "5b8b0eeec170876b79fe41461ddcc1d1a617c4f3bc7c092ccdb0e75770dd58a7", "src/op_engine/matrix_ops.py": "1ae1c8e78558db5be13863888951fd45b5bd3575a94bff90595d29a9b771db81", "src/op_engine/core_solver.py": "923aea17b01f529bf7df5553e21341464393576a1a256d9c9f5bbcefcb0f9652"}, "notes": "CSR warm solves reuse the historical LU cache; new adapters are uncached and include original-residual checks. Storage excludes cached LU/Krylov workspace, working arrays, RHS, truth and allocator overhead; peak RSS includes the whole fresh worker.", "trial": 2, "worker_wall_seconds": 0.24743910098914057} {"status": "success", "solver": "dense", "n": 2048, "rhs": 1, "dtype": "float64", "preparation_seconds": 0.021144717000424862, "first_solve_seconds": 0.1943606180138886, "warm_seconds": [0.19421266799326986, 0.18674304598243907, 0.18943509203381836, 0.18788519501686096, 0.1875253530452028, 0.19230476598022506, 0.1976483900216408], "warm_median_seconds": 0.18943509203381836, "operator_storage_bytes": 67108864, "max_error": 8.881784197001252e-16, "residual_norms": [4.9090064982459624e-14], "residual_limits": [3.738856007220536e-08], "peak_rss_mib": 161.390625, "python": "3.12.14", "numpy": "2.5.4", "scipy": "1.18.1", "platform": "Linux-6.17.0-1033-oem-x86_64-with-glibc2.39", "cpu": "Intel(R) Core(TM) Ultra 7 265U", "cpu_affinity": [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13], "threads": {"OMP_NUM_THREADS": "1", "OPENBLAS_NUM_THREADS": "1", "MKL_NUM_THREADS": "1"}, "source_sha256": {"scripts/benchmark_linear_operators.py": "f871cc802472437700c3d342843e137078108dff7351ddb7fbb054fc4f94fa01", "src/op_engine/__init__.py": "c05479f332906c8697564984da37e77eeb8fa39a39ae07a50230979ec725096d", "src/op_engine/scipy_operator.py": "70404544b56de140a4be20b83b0f744353eb03c0d5a81d8027d8b2620514db68", "src/op_engine/linear_operator.py": "5b8b0eeec170876b79fe41461ddcc1d1a617c4f3bc7c092ccdb0e75770dd58a7", "src/op_engine/matrix_ops.py": "1ae1c8e78558db5be13863888951fd45b5bd3575a94bff90595d29a9b771db81", "src/op_engine/core_solver.py": "923aea17b01f529bf7df5553e21341464393576a1a256d9c9f5bbcefcb0f9652"}, "notes": "CSR warm solves reuse the historical LU cache; new adapters are uncached and include original-residual checks. Storage excludes cached LU/Krylov workspace, working arrays, RHS, truth and allocator overhead; peak RSS includes the whole fresh worker.", "trial": 0, "worker_wall_seconds": 1.7841043160296977} {"status": "success", "solver": "dense", "n": 2048, "rhs": 1, "dtype": "float64", "preparation_seconds": 0.04274423699826002, "first_solve_seconds": 0.20188498799689114, "warm_seconds": [0.19729535200167447, 0.2000211370177567, 0.19190012197941542, 0.19657977600581944, 0.19713700201828033, 0.19919484300771728, 0.20563077402766794], "warm_median_seconds": 0.19729535200167447, "operator_storage_bytes": 67108864, "max_error": 8.881784197001252e-16, "residual_norms": [4.9090064982459624e-14], "residual_limits": [3.738856007220536e-08], "peak_rss_mib": 161.15625, "python": "3.12.14", "numpy": "2.5.4", "scipy": "1.18.1", "platform": "Linux-6.17.0-1033-oem-x86_64-with-glibc2.39", "cpu": "Intel(R) Core(TM) Ultra 7 265U", "cpu_affinity": [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13], "threads": {"OMP_NUM_THREADS": "1", "OPENBLAS_NUM_THREADS": "1", "MKL_NUM_THREADS": "1"}, "source_sha256": {"scripts/benchmark_linear_operators.py": "f871cc802472437700c3d342843e137078108dff7351ddb7fbb054fc4f94fa01", "src/op_engine/__init__.py": "c05479f332906c8697564984da37e77eeb8fa39a39ae07a50230979ec725096d", "src/op_engine/scipy_operator.py": "70404544b56de140a4be20b83b0f744353eb03c0d5a81d8027d8b2620514db68", "src/op_engine/linear_operator.py": "5b8b0eeec170876b79fe41461ddcc1d1a617c4f3bc7c092ccdb0e75770dd58a7", "src/op_engine/matrix_ops.py": "1ae1c8e78558db5be13863888951fd45b5bd3575a94bff90595d29a9b771db81", "src/op_engine/core_solver.py": "923aea17b01f529bf7df5553e21341464393576a1a256d9c9f5bbcefcb0f9652"}, "notes": "CSR warm solves reuse the historical LU cache; new adapters are uncached and include original-residual checks. Storage excludes cached LU/Krylov workspace, working arrays, RHS, truth and allocator overhead; peak RSS includes the whole fresh worker.", "trial": 1, "worker_wall_seconds": 1.8846764680347405} {"status": "success", "solver": "dense", "n": 2048, "rhs": 1, "dtype": "float64", "preparation_seconds": 0.03338181402068585, "first_solve_seconds": 0.2075104009709321, "warm_seconds": [0.22889958001906052, 0.21008869598153979, 0.1950413350132294, 0.2218209360144101, 0.18776376795722172, 0.1897606540005654, 0.20533261896343902], "warm_median_seconds": 0.20533261896343902, "operator_storage_bytes": 67108864, "max_error": 8.881784197001252e-16, "residual_norms": [4.9090064982459624e-14], "residual_limits": [3.738856007220536e-08], "peak_rss_mib": 161.0390625, "python": "3.12.14", "numpy": "2.5.4", "scipy": "1.18.1", "platform": "Linux-6.17.0-1033-oem-x86_64-with-glibc2.39", "cpu": "Intel(R) Core(TM) Ultra 7 265U", "cpu_affinity": [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13], "threads": {"OMP_NUM_THREADS": "1", "OPENBLAS_NUM_THREADS": "1", "MKL_NUM_THREADS": "1"}, "source_sha256": {"scripts/benchmark_linear_operators.py": "f871cc802472437700c3d342843e137078108dff7351ddb7fbb054fc4f94fa01", "src/op_engine/__init__.py": "c05479f332906c8697564984da37e77eeb8fa39a39ae07a50230979ec725096d", "src/op_engine/scipy_operator.py": "70404544b56de140a4be20b83b0f744353eb03c0d5a81d8027d8b2620514db68", "src/op_engine/linear_operator.py": "5b8b0eeec170876b79fe41461ddcc1d1a617c4f3bc7c092ccdb0e75770dd58a7", "src/op_engine/matrix_ops.py": "1ae1c8e78558db5be13863888951fd45b5bd3575a94bff90595d29a9b771db81", "src/op_engine/core_solver.py": "923aea17b01f529bf7df5553e21341464393576a1a256d9c9f5bbcefcb0f9652"}, "notes": "CSR warm solves reuse the historical LU cache; new adapters are uncached and include original-residual checks. Storage excludes cached LU/Krylov workspace, working arrays, RHS, truth and allocator overhead; peak RSS includes the whole fresh worker.", "trial": 2, "worker_wall_seconds": 1.9398525090073235} {"status": "success", "solver": "csr", "n": 2048, "rhs": 1, "dtype": "float64", "preparation_seconds": 0.004326624039094895, "first_solve_seconds": 0.0008681910112500191, "warm_seconds": [5.7608995120972395e-05, 4.2490020859986544e-05, 3.648601705208421e-05, 3.706500865519047e-05, 3.689998993650079e-05, 3.516301512718201e-05, 3.462197491899133e-05], "warm_median_seconds": 3.689998993650079e-05, "operator_storage_bytes": 114672, "max_error": 8.881784197001252e-16, "residual_norms": [4.898537498338244e-14], "residual_limits": [3.738856007220536e-08], "peak_rss_mib": 62.71484375, "python": "3.12.14", "numpy": "2.5.4", "scipy": "1.18.1", "platform": "Linux-6.17.0-1033-oem-x86_64-with-glibc2.39", "cpu": "Intel(R) Core(TM) Ultra 7 265U", "cpu_affinity": [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13], "threads": {"OMP_NUM_THREADS": "1", "OPENBLAS_NUM_THREADS": "1", "MKL_NUM_THREADS": "1"}, "source_sha256": {"scripts/benchmark_linear_operators.py": "f871cc802472437700c3d342843e137078108dff7351ddb7fbb054fc4f94fa01", "src/op_engine/__init__.py": "c05479f332906c8697564984da37e77eeb8fa39a39ae07a50230979ec725096d", "src/op_engine/scipy_operator.py": "70404544b56de140a4be20b83b0f744353eb03c0d5a81d8027d8b2620514db68", "src/op_engine/linear_operator.py": "5b8b0eeec170876b79fe41461ddcc1d1a617c4f3bc7c092ccdb0e75770dd58a7", "src/op_engine/matrix_ops.py": "1ae1c8e78558db5be13863888951fd45b5bd3575a94bff90595d29a9b771db81", "src/op_engine/core_solver.py": "923aea17b01f529bf7df5553e21341464393576a1a256d9c9f5bbcefcb0f9652"}, "notes": "CSR warm solves reuse the historical LU cache; new adapters are uncached and include original-residual checks. 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Storage excludes cached LU/Krylov workspace, working arrays, RHS, truth and allocator overhead; peak RSS includes the whole fresh worker.", "trial": 1, "worker_wall_seconds": 0.23074084997642785} {"status": "success", "solver": "csr", "n": 2048, "rhs": 1, "dtype": "float64", "preparation_seconds": 0.0044404860236682, "first_solve_seconds": 0.0010317019768990576, "warm_seconds": [5.80810010433197e-05, 4.3508014641702175e-05, 3.849499626085162e-05, 3.7416000850498676e-05, 3.697705687955022e-05, 3.509898670017719e-05, 3.51310009136796e-05], "warm_median_seconds": 3.7416000850498676e-05, "operator_storage_bytes": 114672, "max_error": 8.881784197001252e-16, "residual_norms": [4.898537498338244e-14], "residual_limits": [3.738856007220536e-08], "peak_rss_mib": 62.6484375, "python": "3.12.14", "numpy": "2.5.4", "scipy": "1.18.1", "platform": "Linux-6.17.0-1033-oem-x86_64-with-glibc2.39", "cpu": "Intel(R) Core(TM) Ultra 7 265U", "cpu_affinity": [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13], "threads": {"OMP_NUM_THREADS": "1", "OPENBLAS_NUM_THREADS": "1", "MKL_NUM_THREADS": "1"}, "source_sha256": {"scripts/benchmark_linear_operators.py": "f871cc802472437700c3d342843e137078108dff7351ddb7fbb054fc4f94fa01", "src/op_engine/__init__.py": "c05479f332906c8697564984da37e77eeb8fa39a39ae07a50230979ec725096d", "src/op_engine/scipy_operator.py": "70404544b56de140a4be20b83b0f744353eb03c0d5a81d8027d8b2620514db68", "src/op_engine/linear_operator.py": "5b8b0eeec170876b79fe41461ddcc1d1a617c4f3bc7c092ccdb0e75770dd58a7", "src/op_engine/matrix_ops.py": "1ae1c8e78558db5be13863888951fd45b5bd3575a94bff90595d29a9b771db81", "src/op_engine/core_solver.py": "923aea17b01f529bf7df5553e21341464393576a1a256d9c9f5bbcefcb0f9652"}, "notes": "CSR warm solves reuse the historical LU cache; new adapters are uncached and include original-residual checks. 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Storage excludes cached LU/Krylov workspace, working arrays, RHS, truth and allocator overhead; peak RSS includes the whole fresh worker.", "trial": 2, "worker_wall_seconds": 0.2419566239695996} {"status": "success", "solver": "dense", "n": 2048, "rhs": 4, "dtype": "float32", "preparation_seconds": 0.013278904021717608, "first_solve_seconds": 0.22711435600649565, "warm_seconds": [0.19623511604731902, 0.19727742997929454, 0.19855033204657957, 0.2073661460308358, 0.19478443096159026, 0.20646907499758527, 0.19883366604335606], "warm_median_seconds": 0.19855033204657957, "operator_storage_bytes": 33554432, "max_error": 4.76837158203125e-07, "residual_norms": [1.9611015115775896e-05, 1.867376517243657e-05, 1.8540398180891947e-05, 1.9109680435062864e-05], "residual_limits": [0.007477712016941039, 0.007460163147298682, 0.00745745770226874, 0.00747681032162603], "peak_rss_mib": 163.0078125, "python": "3.12.14", "numpy": "2.5.4", "scipy": "1.18.1", "platform": "Linux-6.17.0-1033-oem-x86_64-with-glibc2.39", "cpu": "Intel(R) Core(TM) Ultra 7 265U", "cpu_affinity": [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13], "threads": {"OMP_NUM_THREADS": "1", "OPENBLAS_NUM_THREADS": "1", "MKL_NUM_THREADS": "1"}, "source_sha256": {"scripts/benchmark_linear_operators.py": "f871cc802472437700c3d342843e137078108dff7351ddb7fbb054fc4f94fa01", "src/op_engine/__init__.py": "c05479f332906c8697564984da37e77eeb8fa39a39ae07a50230979ec725096d", "src/op_engine/scipy_operator.py": "70404544b56de140a4be20b83b0f744353eb03c0d5a81d8027d8b2620514db68", "src/op_engine/linear_operator.py": "5b8b0eeec170876b79fe41461ddcc1d1a617c4f3bc7c092ccdb0e75770dd58a7", "src/op_engine/matrix_ops.py": "1ae1c8e78558db5be13863888951fd45b5bd3575a94bff90595d29a9b771db81", "src/op_engine/core_solver.py": "923aea17b01f529bf7df5553e21341464393576a1a256d9c9f5bbcefcb0f9652"}, "notes": "CSR warm solves reuse the historical LU cache; new adapters are uncached and include original-residual checks. 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Storage excludes cached LU/Krylov workspace, working arrays, RHS, truth and allocator overhead; peak RSS includes the whole fresh worker.", "trial": 0, "worker_wall_seconds": 0.24419280898291618} {"status": "success", "solver": "csr", "n": 2048, "rhs": 4, "dtype": "float32", "preparation_seconds": 0.004883919027633965, "first_solve_seconds": 0.000836240011267364, "warm_seconds": [0.0001314579858444631, 0.00011909502791240811, 0.00012246001278981566, 0.00011368200648576021, 0.00011199002619832754, 0.00011104700388386846, 0.00011084601283073425], "warm_median_seconds": 0.00011368200648576021, "operator_storage_bytes": 81912, "max_error": 7.152557373046875e-07, "residual_norms": [2.5505565059639057e-05, 2.7261160250183846e-05, 2.5327415617157206e-05, 2.5848425445346125e-05], "residual_limits": [0.007477712016941039, 0.007460163147298682, 0.00745745770226874, 0.00747681032162603], "peak_rss_mib": 62.890625, "python": "3.12.14", "numpy": "2.5.4", "scipy": "1.18.1", "platform": "Linux-6.17.0-1033-oem-x86_64-with-glibc2.39", "cpu": "Intel(R) Core(TM) Ultra 7 265U", "cpu_affinity": [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13], "threads": {"OMP_NUM_THREADS": "1", "OPENBLAS_NUM_THREADS": "1", "MKL_NUM_THREADS": "1"}, "source_sha256": {"scripts/benchmark_linear_operators.py": "f871cc802472437700c3d342843e137078108dff7351ddb7fbb054fc4f94fa01", "src/op_engine/__init__.py": "c05479f332906c8697564984da37e77eeb8fa39a39ae07a50230979ec725096d", "src/op_engine/scipy_operator.py": "70404544b56de140a4be20b83b0f744353eb03c0d5a81d8027d8b2620514db68", "src/op_engine/linear_operator.py": "5b8b0eeec170876b79fe41461ddcc1d1a617c4f3bc7c092ccdb0e75770dd58a7", "src/op_engine/matrix_ops.py": "1ae1c8e78558db5be13863888951fd45b5bd3575a94bff90595d29a9b771db81", "src/op_engine/core_solver.py": "923aea17b01f529bf7df5553e21341464393576a1a256d9c9f5bbcefcb0f9652"}, "notes": "CSR warm solves reuse the historical LU cache; new adapters are uncached and include original-residual checks. Storage excludes cached LU/Krylov workspace, working arrays, RHS, truth and allocator overhead; peak RSS includes the whole fresh worker.", "trial": 1, "worker_wall_seconds": 0.23543815704761073} {"status": "success", "solver": "csr", "n": 2048, "rhs": 4, "dtype": "float32", "preparation_seconds": 0.004803661024197936, "first_solve_seconds": 0.0008438020013272762, "warm_seconds": [0.00013154000043869019, 0.00011473702033981681, 0.00011211202945560217, 0.00011044996790587902, 0.00010966794798150659, 0.00010875199222937226, 0.00011066201841458678], "warm_median_seconds": 0.00011066201841458678, "operator_storage_bytes": 81912, "max_error": 7.152557373046875e-07, "residual_norms": [2.5505565059639057e-05, 2.7261160250183846e-05, 2.5327415617157206e-05, 2.5848425445346125e-05], "residual_limits": [0.007477712016941039, 0.007460163147298682, 0.00745745770226874, 0.00747681032162603], "peak_rss_mib": 62.83203125, "python": "3.12.14", "numpy": "2.5.4", "scipy": "1.18.1", "platform": "Linux-6.17.0-1033-oem-x86_64-with-glibc2.39", "cpu": "Intel(R) Core(TM) Ultra 7 265U", "cpu_affinity": [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13], "threads": {"OMP_NUM_THREADS": "1", "OPENBLAS_NUM_THREADS": "1", "MKL_NUM_THREADS": "1"}, "source_sha256": {"scripts/benchmark_linear_operators.py": "f871cc802472437700c3d342843e137078108dff7351ddb7fbb054fc4f94fa01", "src/op_engine/__init__.py": "c05479f332906c8697564984da37e77eeb8fa39a39ae07a50230979ec725096d", "src/op_engine/scipy_operator.py": "70404544b56de140a4be20b83b0f744353eb03c0d5a81d8027d8b2620514db68", "src/op_engine/linear_operator.py": "5b8b0eeec170876b79fe41461ddcc1d1a617c4f3bc7c092ccdb0e75770dd58a7", "src/op_engine/matrix_ops.py": "1ae1c8e78558db5be13863888951fd45b5bd3575a94bff90595d29a9b771db81", "src/op_engine/core_solver.py": "923aea17b01f529bf7df5553e21341464393576a1a256d9c9f5bbcefcb0f9652"}, "notes": "CSR warm solves reuse the historical LU cache; new adapters are uncached and include original-residual checks. Storage excludes cached LU/Krylov workspace, working arrays, RHS, truth and allocator overhead; peak RSS includes the whole fresh worker.", "trial": 2, "worker_wall_seconds": 0.2316198039916344} {"status": "success", "solver": "banded", "n": 2048, "rhs": 4, "dtype": "float32", "preparation_seconds": 0.004490678024012595, "first_solve_seconds": 0.0006252459716051817, "warm_seconds": [0.00035117799416184425, 0.0003250660374760628, 0.0003060509916394949, 0.0003045200137421489, 0.0002973639639094472, 0.0003036180278286338, 0.00029761699261143804], "warm_median_seconds": 0.0003045200137421489, "operator_storage_bytes": 24576, "max_error": 7.152557373046875e-07, "residual_norms": [2.5328046830881528e-05, 2.7163570296196258e-05, 2.5263089599541e-05, 2.5940075625920865e-05], "residual_limits": [0.007477712016941039, 0.007460163147298682, 0.00745745770226874, 0.00747681032162603], "peak_rss_mib": 61.9453125, "python": "3.12.14", "numpy": "2.5.4", "scipy": "1.18.1", "platform": "Linux-6.17.0-1033-oem-x86_64-with-glibc2.39", "cpu": "Intel(R) Core(TM) Ultra 7 265U", "cpu_affinity": [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13], "threads": {"OMP_NUM_THREADS": "1", "OPENBLAS_NUM_THREADS": "1", "MKL_NUM_THREADS": "1"}, "source_sha256": {"scripts/benchmark_linear_operators.py": "f871cc802472437700c3d342843e137078108dff7351ddb7fbb054fc4f94fa01", "src/op_engine/__init__.py": "c05479f332906c8697564984da37e77eeb8fa39a39ae07a50230979ec725096d", "src/op_engine/scipy_operator.py": "70404544b56de140a4be20b83b0f744353eb03c0d5a81d8027d8b2620514db68", "src/op_engine/linear_operator.py": "5b8b0eeec170876b79fe41461ddcc1d1a617c4f3bc7c092ccdb0e75770dd58a7", "src/op_engine/matrix_ops.py": "1ae1c8e78558db5be13863888951fd45b5bd3575a94bff90595d29a9b771db81", "src/op_engine/core_solver.py": "923aea17b01f529bf7df5553e21341464393576a1a256d9c9f5bbcefcb0f9652"}, "notes": "CSR warm solves reuse the historical LU cache; new adapters are uncached and include original-residual checks. Storage excludes cached LU/Krylov workspace, working arrays, RHS, truth and allocator overhead; peak RSS includes the whole fresh worker.", "trial": 0, "worker_wall_seconds": 0.23570272896904498} {"status": "success", "solver": "banded", "n": 2048, "rhs": 4, "dtype": "float32", "preparation_seconds": 0.004016212013084441, "first_solve_seconds": 0.0006264919647946954, "warm_seconds": [0.0003572109853848815, 0.00031312997452914715, 0.00031816097907721996, 0.0002932000206783414, 0.0002913070493377745, 0.0002928570029325783, 0.0002901629777625203], "warm_median_seconds": 0.0002932000206783414, "operator_storage_bytes": 24576, "max_error": 7.152557373046875e-07, "residual_norms": [2.5328046830881528e-05, 2.7163570296196258e-05, 2.5263089599541e-05, 2.5940075625920865e-05], "residual_limits": [0.007477712016941039, 0.007460163147298682, 0.00745745770226874, 0.00747681032162603], "peak_rss_mib": 61.9609375, "python": "3.12.14", "numpy": "2.5.4", "scipy": "1.18.1", "platform": "Linux-6.17.0-1033-oem-x86_64-with-glibc2.39", "cpu": "Intel(R) Core(TM) Ultra 7 265U", "cpu_affinity": [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13], "threads": {"OMP_NUM_THREADS": "1", "OPENBLAS_NUM_THREADS": "1", "MKL_NUM_THREADS": "1"}, "source_sha256": {"scripts/benchmark_linear_operators.py": "f871cc802472437700c3d342843e137078108dff7351ddb7fbb054fc4f94fa01", "src/op_engine/__init__.py": "c05479f332906c8697564984da37e77eeb8fa39a39ae07a50230979ec725096d", "src/op_engine/scipy_operator.py": "70404544b56de140a4be20b83b0f744353eb03c0d5a81d8027d8b2620514db68", "src/op_engine/linear_operator.py": "5b8b0eeec170876b79fe41461ddcc1d1a617c4f3bc7c092ccdb0e75770dd58a7", "src/op_engine/matrix_ops.py": "1ae1c8e78558db5be13863888951fd45b5bd3575a94bff90595d29a9b771db81", "src/op_engine/core_solver.py": "923aea17b01f529bf7df5553e21341464393576a1a256d9c9f5bbcefcb0f9652"}, "notes": "CSR warm solves reuse the historical LU cache; new adapters are uncached and include original-residual checks. Storage excludes cached LU/Krylov workspace, working arrays, RHS, truth and allocator overhead; peak RSS includes the whole fresh worker.", "trial": 1, "worker_wall_seconds": 0.22491256200009957} {"status": "success", "solver": "banded", "n": 2048, "rhs": 4, "dtype": "float32", "preparation_seconds": 0.003903940028976649, "first_solve_seconds": 0.0005655289860442281, "warm_seconds": [0.000327959016431123, 0.0003085380303673446, 0.00029175402596592903, 0.0002896619844250381, 0.0002943070139735937, 0.00029599101981148124, 0.000297093007247895], "warm_median_seconds": 0.00029599101981148124, "operator_storage_bytes": 24576, "max_error": 7.152557373046875e-07, "residual_norms": [2.5328046830881528e-05, 2.7163570296196258e-05, 2.5263089599541e-05, 2.5940075625920865e-05], "residual_limits": [0.007477712016941039, 0.007460163147298682, 0.00745745770226874, 0.00747681032162603], "peak_rss_mib": 61.97265625, "python": "3.12.14", "numpy": "2.5.4", "scipy": "1.18.1", "platform": "Linux-6.17.0-1033-oem-x86_64-with-glibc2.39", "cpu": "Intel(R) Core(TM) Ultra 7 265U", "cpu_affinity": [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13], "threads": {"OMP_NUM_THREADS": "1", "OPENBLAS_NUM_THREADS": "1", "MKL_NUM_THREADS": "1"}, "source_sha256": {"scripts/benchmark_linear_operators.py": "f871cc802472437700c3d342843e137078108dff7351ddb7fbb054fc4f94fa01", "src/op_engine/__init__.py": "c05479f332906c8697564984da37e77eeb8fa39a39ae07a50230979ec725096d", "src/op_engine/scipy_operator.py": "70404544b56de140a4be20b83b0f744353eb03c0d5a81d8027d8b2620514db68", "src/op_engine/linear_operator.py": "5b8b0eeec170876b79fe41461ddcc1d1a617c4f3bc7c092ccdb0e75770dd58a7", "src/op_engine/matrix_ops.py": "1ae1c8e78558db5be13863888951fd45b5bd3575a94bff90595d29a9b771db81", "src/op_engine/core_solver.py": "923aea17b01f529bf7df5553e21341464393576a1a256d9c9f5bbcefcb0f9652"}, "notes": "CSR warm solves reuse the historical LU cache; new adapters are uncached and include original-residual checks. Storage excludes cached LU/Krylov workspace, working arrays, RHS, truth and allocator overhead; peak RSS includes the whole fresh worker.", "trial": 2, "worker_wall_seconds": 0.23755876498762518} {"solver": "gmres", "n": 2048, "rhs": 4, "dtype": "float32", "trial": 0, "status": "error", "stderr": "Traceback (most recent call last):\n File \"\", line 198, in _run_module_as_main\n File \"\", line 88, in _run_code\n File \"/tmp/op-stack-delivery/engine-operator-adapters/scripts/benchmark_linear_operators.py\", line 303, in \n raise SystemExit(main())\n ^^^^^^\n File \"/tmp/op-stack-delivery/engine-operator-adapters/scripts/benchmark_linear_operators.py\", line 243, in main\n row = _worker(\n ^^^^^^^^\n File \"/tmp/op-stack-delivery/engine-operator-adapters/scripts/benchmark_linear_operators.py\", line 150, in _worker\n np.testing.assert_allclose(\n File \"/tmp/op-stack-delivery/venv/lib/python3.12/site-packages/numpy/testing/_private/utils.py\", line 1780, in assert_allclose\n assert_array_compare(compare, actual, desired, err_msg=str(err_msg),\n File \"/tmp/op-stack-delivery/venv/lib/python3.12/site-packages/numpy/testing/_private/utils.py\", line 988, in assert_array_compare\n raise AssertionError(msg)\nAssertionError: \nNot equal to tolerance rtol=0.0001, atol=1e-05\n\nMismatched elements: 96 / 8192 (1.17%)\nFirst 5 mismatches are at indices:\n [0, 0]: 1.9995238780975342 (ACTUAL), 2.0 (DESIRED)\n [0, 1]: 2.8408899307250977 (ACTUAL), 2.841470956802368 (DESIRED)\n [0, 2]: 2.908796787261963 (ACTUAL), 2.909297466278076 (DESIRED)\n [0, 3]: 2.1408162117004395 (ACTUAL), 2.141119956970215 (DESIRED)\n [1, 0]: 2.2950546741485596 (ACTUAL), 2.295520305633545 (DESIRED)\nMax absolute difference among violations: 0.00058103\nMax relative difference among violations: 0.00028821\n ACTUAL: array([[1.999524, 2.84089 , 2.908797, 2.140816],\n [2.295055, 2.962994, 2.745217, 1.841951],\n [2.564196, 2.999039, 2.515035, 1.557176],...\n DESIRED: array([[2. , 2.841471, 2.909297, 2.14112 ],\n [2.29552 , 2.963558, 2.745705, 1.842254],\n [2.564642, 2.999574, 2.515501, 1.55748 ],...\n"} {"solver": "gmres", "n": 2048, "rhs": 4, "dtype": "float32", "trial": 1, "status": "error", "stderr": "Traceback (most recent call last):\n File \"\", line 198, in _run_module_as_main\n File \"\", line 88, in _run_code\n File \"/tmp/op-stack-delivery/engine-operator-adapters/scripts/benchmark_linear_operators.py\", line 303, in \n raise SystemExit(main())\n ^^^^^^\n File \"/tmp/op-stack-delivery/engine-operator-adapters/scripts/benchmark_linear_operators.py\", line 243, in main\n row = _worker(\n ^^^^^^^^\n File \"/tmp/op-stack-delivery/engine-operator-adapters/scripts/benchmark_linear_operators.py\", line 150, in _worker\n np.testing.assert_allclose(\n File \"/tmp/op-stack-delivery/venv/lib/python3.12/site-packages/numpy/testing/_private/utils.py\", line 1780, in assert_allclose\n assert_array_compare(compare, actual, desired, err_msg=str(err_msg),\n File \"/tmp/op-stack-delivery/venv/lib/python3.12/site-packages/numpy/testing/_private/utils.py\", line 988, in assert_array_compare\n raise AssertionError(msg)\nAssertionError: \nNot equal to tolerance rtol=0.0001, atol=1e-05\n\nMismatched elements: 96 / 8192 (1.17%)\nFirst 5 mismatches are at indices:\n [0, 0]: 1.9995238780975342 (ACTUAL), 2.0 (DESIRED)\n [0, 1]: 2.8408899307250977 (ACTUAL), 2.841470956802368 (DESIRED)\n [0, 2]: 2.908796787261963 (ACTUAL), 2.909297466278076 (DESIRED)\n [0, 3]: 2.1408162117004395 (ACTUAL), 2.141119956970215 (DESIRED)\n [1, 0]: 2.2950546741485596 (ACTUAL), 2.295520305633545 (DESIRED)\nMax absolute difference among violations: 0.00058103\nMax relative difference among violations: 0.00028821\n ACTUAL: array([[1.999524, 2.84089 , 2.908797, 2.140816],\n [2.295055, 2.962994, 2.745217, 1.841951],\n [2.564196, 2.999039, 2.515035, 1.557176],...\n DESIRED: array([[2. , 2.841471, 2.909297, 2.14112 ],\n [2.29552 , 2.963558, 2.745705, 1.842254],\n [2.564642, 2.999574, 2.515501, 1.55748 ],...\n"} {"solver": "gmres", "n": 2048, "rhs": 4, "dtype": "float32", "trial": 2, "status": "error", "stderr": "Traceback (most recent call last):\n File \"\", line 198, in _run_module_as_main\n File \"\", line 88, in _run_code\n File \"/tmp/op-stack-delivery/engine-operator-adapters/scripts/benchmark_linear_operators.py\", line 303, in \n raise SystemExit(main())\n ^^^^^^\n File \"/tmp/op-stack-delivery/engine-operator-adapters/scripts/benchmark_linear_operators.py\", line 243, in main\n row = _worker(\n ^^^^^^^^\n File \"/tmp/op-stack-delivery/engine-operator-adapters/scripts/benchmark_linear_operators.py\", line 150, in _worker\n np.testing.assert_allclose(\n File \"/tmp/op-stack-delivery/venv/lib/python3.12/site-packages/numpy/testing/_private/utils.py\", line 1780, in assert_allclose\n assert_array_compare(compare, actual, desired, err_msg=str(err_msg),\n File \"/tmp/op-stack-delivery/venv/lib/python3.12/site-packages/numpy/testing/_private/utils.py\", line 988, in assert_array_compare\n raise AssertionError(msg)\nAssertionError: \nNot equal to tolerance rtol=0.0001, atol=1e-05\n\nMismatched elements: 96 / 8192 (1.17%)\nFirst 5 mismatches are at indices:\n [0, 0]: 1.9995238780975342 (ACTUAL), 2.0 (DESIRED)\n [0, 1]: 2.8408899307250977 (ACTUAL), 2.841470956802368 (DESIRED)\n [0, 2]: 2.908796787261963 (ACTUAL), 2.909297466278076 (DESIRED)\n [0, 3]: 2.1408162117004395 (ACTUAL), 2.141119956970215 (DESIRED)\n [1, 0]: 2.2950546741485596 (ACTUAL), 2.295520305633545 (DESIRED)\nMax absolute difference among violations: 0.00058103\nMax relative difference among violations: 0.00028821\n ACTUAL: array([[1.999524, 2.84089 , 2.908797, 2.140816],\n [2.295055, 2.962994, 2.745217, 1.841951],\n [2.564196, 2.999039, 2.515035, 1.557176],...\n DESIRED: array([[2. , 2.841471, 2.909297, 2.14112 ],\n [2.29552 , 2.963558, 2.745705, 1.842254],\n [2.564642, 2.999574, 2.515501, 1.55748 ],...\n"} {"solver": "gmres-jacobi", "n": 2048, "rhs": 4, "dtype": "float32", "trial": 0, "status": "error", "stderr": "Traceback (most recent call last):\n File \"\", line 198, in _run_module_as_main\n File \"\", line 88, in _run_code\n File \"/tmp/op-stack-delivery/engine-operator-adapters/scripts/benchmark_linear_operators.py\", line 303, in \n raise SystemExit(main())\n ^^^^^^\n File \"/tmp/op-stack-delivery/engine-operator-adapters/scripts/benchmark_linear_operators.py\", line 243, in main\n row = _worker(\n ^^^^^^^^\n File \"/tmp/op-stack-delivery/engine-operator-adapters/scripts/benchmark_linear_operators.py\", line 150, in _worker\n np.testing.assert_allclose(\n File \"/tmp/op-stack-delivery/venv/lib/python3.12/site-packages/numpy/testing/_private/utils.py\", line 1780, in assert_allclose\n assert_array_compare(compare, actual, desired, err_msg=str(err_msg),\n File \"/tmp/op-stack-delivery/venv/lib/python3.12/site-packages/numpy/testing/_private/utils.py\", line 988, in assert_array_compare\n raise AssertionError(msg)\nAssertionError: \nNot equal to tolerance rtol=0.0001, atol=1e-05\n\nMismatched elements: 4 / 8192 (0.0488%)\nMismatch at indices:\n [3, 2]: 2.2395143508911133 (ACTUAL), 2.2392492294311523 (DESIRED)\n [3, 3]: 1.31247079372406 (ACTUAL), 1.312233805656433 (DESIRED)\n [4, 2]: 1.941400170326233 (ACTUAL), 1.9416258335113525 (DESIRED)\n [4, 3]: 1.1282079219818115 (ACTUAL), 1.1284242868423462 (DESIRED)\nMax absolute difference among violations: 0.00026512\nMax relative difference among violations: 0.00019174\n ACTUAL: array([[2.000115, 2.841637, 2.909473, 2.14128 ],\n [2.295456, 2.963469, 2.745608, 1.842157],\n [2.56457 , 2.99949 , 2.515414, 1.557385],...\n DESIRED: array([[2. , 2.841471, 2.909297, 2.14112 ],\n [2.29552 , 2.963558, 2.745705, 1.842254],\n [2.564642, 2.999574, 2.515501, 1.55748 ],...\n"} {"solver": "gmres-jacobi", "n": 2048, "rhs": 4, "dtype": "float32", "trial": 1, "status": "error", "stderr": "Traceback (most recent call last):\n File \"\", line 198, in _run_module_as_main\n File \"\", line 88, in _run_code\n File \"/tmp/op-stack-delivery/engine-operator-adapters/scripts/benchmark_linear_operators.py\", line 303, in \n raise SystemExit(main())\n ^^^^^^\n File \"/tmp/op-stack-delivery/engine-operator-adapters/scripts/benchmark_linear_operators.py\", line 243, in main\n row = _worker(\n ^^^^^^^^\n File \"/tmp/op-stack-delivery/engine-operator-adapters/scripts/benchmark_linear_operators.py\", line 150, in _worker\n np.testing.assert_allclose(\n File \"/tmp/op-stack-delivery/venv/lib/python3.12/site-packages/numpy/testing/_private/utils.py\", line 1780, in assert_allclose\n assert_array_compare(compare, actual, desired, err_msg=str(err_msg),\n File \"/tmp/op-stack-delivery/venv/lib/python3.12/site-packages/numpy/testing/_private/utils.py\", line 988, in assert_array_compare\n raise AssertionError(msg)\nAssertionError: \nNot equal to tolerance rtol=0.0001, atol=1e-05\n\nMismatched elements: 4 / 8192 (0.0488%)\nMismatch at indices:\n [3, 2]: 2.2395143508911133 (ACTUAL), 2.2392492294311523 (DESIRED)\n [3, 3]: 1.31247079372406 (ACTUAL), 1.312233805656433 (DESIRED)\n [4, 2]: 1.941400170326233 (ACTUAL), 1.9416258335113525 (DESIRED)\n [4, 3]: 1.1282079219818115 (ACTUAL), 1.1284242868423462 (DESIRED)\nMax absolute difference among violations: 0.00026512\nMax relative difference among violations: 0.00019174\n ACTUAL: array([[2.000115, 2.841637, 2.909473, 2.14128 ],\n [2.295456, 2.963469, 2.745608, 1.842157],\n [2.56457 , 2.99949 , 2.515414, 1.557385],...\n DESIRED: array([[2. , 2.841471, 2.909297, 2.14112 ],\n [2.29552 , 2.963558, 2.745705, 1.842254],\n [2.564642, 2.999574, 2.515501, 1.55748 ],...\n"} {"solver": "gmres-jacobi", "n": 2048, "rhs": 4, "dtype": "float32", "trial": 2, "status": "error", "stderr": "Traceback (most recent call last):\n File \"\", line 198, in _run_module_as_main\n File \"\", line 88, in _run_code\n File \"/tmp/op-stack-delivery/engine-operator-adapters/scripts/benchmark_linear_operators.py\", line 303, in \n raise SystemExit(main())\n ^^^^^^\n File \"/tmp/op-stack-delivery/engine-operator-adapters/scripts/benchmark_linear_operators.py\", line 243, in main\n row = _worker(\n ^^^^^^^^\n File \"/tmp/op-stack-delivery/engine-operator-adapters/scripts/benchmark_linear_operators.py\", line 150, in _worker\n np.testing.assert_allclose(\n File \"/tmp/op-stack-delivery/venv/lib/python3.12/site-packages/numpy/testing/_private/utils.py\", line 1780, in assert_allclose\n assert_array_compare(compare, actual, desired, err_msg=str(err_msg),\n File \"/tmp/op-stack-delivery/venv/lib/python3.12/site-packages/numpy/testing/_private/utils.py\", line 988, in assert_array_compare\n raise AssertionError(msg)\nAssertionError: \nNot equal to tolerance rtol=0.0001, atol=1e-05\n\nMismatched elements: 4 / 8192 (0.0488%)\nMismatch at indices:\n [3, 2]: 2.2395143508911133 (ACTUAL), 2.2392492294311523 (DESIRED)\n [3, 3]: 1.31247079372406 (ACTUAL), 1.312233805656433 (DESIRED)\n [4, 2]: 1.941400170326233 (ACTUAL), 1.9416258335113525 (DESIRED)\n [4, 3]: 1.1282079219818115 (ACTUAL), 1.1284242868423462 (DESIRED)\nMax absolute difference among violations: 0.00026512\nMax relative difference among violations: 0.00019174\n ACTUAL: array([[2.000115, 2.841637, 2.909473, 2.14128 ],\n [2.295456, 2.963469, 2.745608, 1.842157],\n [2.56457 , 2.99949 , 2.515414, 1.557385],...\n DESIRED: array([[2. , 2.841471, 2.909297, 2.14112 ],\n [2.29552 , 2.963558, 2.745705, 1.842254],\n [2.564642, 2.999574, 2.515501, 1.55748 ],...\n"} {"status": "success", "solver": "dense", "n": 2048, "rhs": 4, "dtype": "float64", "preparation_seconds": 0.030266723013482988, "first_solve_seconds": 0.17660813097609207, "warm_seconds": [0.17736811598297209, 0.17835879605263472, 0.17708216700702906, 0.17850678402464837, 0.17805099295219406, 0.17760343197733164, 0.17719547101296484], "warm_median_seconds": 0.17760343197733164, "operator_storage_bytes": 67108864, "max_error": 1.3322676295501878e-15, "residual_norms": [5.1007952094145366e-14, 5.3586406847362513e-14, 5.18225659747931e-14, 5.190717119803743e-14], "residual_limits": [3.738856007220536e-08, 3.730081570564971e-08, 3.728728860453894e-08, 3.738405155795879e-08], "peak_rss_mib": 161.39453125, "python": "3.12.14", "numpy": "2.5.4", "scipy": "1.18.1", "platform": "Linux-6.17.0-1033-oem-x86_64-with-glibc2.39", "cpu": "Intel(R) Core(TM) Ultra 7 265U", "cpu_affinity": [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13], "threads": {"OMP_NUM_THREADS": "1", "OPENBLAS_NUM_THREADS": "1", "MKL_NUM_THREADS": "1"}, "source_sha256": {"scripts/benchmark_linear_operators.py": "f871cc802472437700c3d342843e137078108dff7351ddb7fbb054fc4f94fa01", "src/op_engine/__init__.py": "c05479f332906c8697564984da37e77eeb8fa39a39ae07a50230979ec725096d", "src/op_engine/scipy_operator.py": "70404544b56de140a4be20b83b0f744353eb03c0d5a81d8027d8b2620514db68", "src/op_engine/linear_operator.py": "5b8b0eeec170876b79fe41461ddcc1d1a617c4f3bc7c092ccdb0e75770dd58a7", "src/op_engine/matrix_ops.py": "1ae1c8e78558db5be13863888951fd45b5bd3575a94bff90595d29a9b771db81", "src/op_engine/core_solver.py": "923aea17b01f529bf7df5553e21341464393576a1a256d9c9f5bbcefcb0f9652"}, "notes": "CSR warm solves reuse the historical LU cache; new adapters are uncached and include original-residual checks. Storage excludes cached LU/Krylov workspace, working arrays, RHS, truth and allocator overhead; peak RSS includes the whole fresh worker.", "trial": 0, "worker_wall_seconds": 1.6475059789954685} {"status": "success", "solver": "dense", "n": 2048, "rhs": 4, "dtype": "float64", "preparation_seconds": 0.01990673301042989, "first_solve_seconds": 0.17518598202150315, "warm_seconds": [0.1778589389869012, 0.1793393329717219, 0.17857288900995627, 0.17852179502369836, 0.177663600014057, 0.17863779002800584, 0.1783934140112251], "warm_median_seconds": 0.17852179502369836, "operator_storage_bytes": 67108864, "max_error": 1.3322676295501878e-15, "residual_norms": [5.1007952094145366e-14, 5.3586406847362513e-14, 5.18225659747931e-14, 5.190717119803743e-14], "residual_limits": [3.738856007220536e-08, 3.730081570564971e-08, 3.728728860453894e-08, 3.738405155795879e-08], "peak_rss_mib": 162.03125, "python": "3.12.14", "numpy": "2.5.4", "scipy": "1.18.1", "platform": "Linux-6.17.0-1033-oem-x86_64-with-glibc2.39", "cpu": "Intel(R) Core(TM) Ultra 7 265U", "cpu_affinity": [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13], "threads": {"OMP_NUM_THREADS": "1", "OPENBLAS_NUM_THREADS": "1", "MKL_NUM_THREADS": "1"}, "source_sha256": {"scripts/benchmark_linear_operators.py": "f871cc802472437700c3d342843e137078108dff7351ddb7fbb054fc4f94fa01", "src/op_engine/__init__.py": "c05479f332906c8697564984da37e77eeb8fa39a39ae07a50230979ec725096d", "src/op_engine/scipy_operator.py": "70404544b56de140a4be20b83b0f744353eb03c0d5a81d8027d8b2620514db68", "src/op_engine/linear_operator.py": "5b8b0eeec170876b79fe41461ddcc1d1a617c4f3bc7c092ccdb0e75770dd58a7", "src/op_engine/matrix_ops.py": "1ae1c8e78558db5be13863888951fd45b5bd3575a94bff90595d29a9b771db81", "src/op_engine/core_solver.py": "923aea17b01f529bf7df5553e21341464393576a1a256d9c9f5bbcefcb0f9652"}, "notes": "CSR warm solves reuse the historical LU cache; new adapters are uncached and include original-residual checks. Storage excludes cached LU/Krylov workspace, working arrays, RHS, truth and allocator overhead; peak RSS includes the whole fresh worker.", "trial": 1, "worker_wall_seconds": 1.6385898010339588} {"status": "success", "solver": "dense", "n": 2048, "rhs": 4, "dtype": "float64", "preparation_seconds": 0.02014252496883273, "first_solve_seconds": 0.17399448802461848, "warm_seconds": [0.17725976300425828, 0.17834682698594406, 0.17590905202087015, 0.17799921397818252, 0.1760629920172505, 0.17896125599509105, 0.17689038900425658], "warm_median_seconds": 0.17725976300425828, "operator_storage_bytes": 67108864, "max_error": 1.3322676295501878e-15, "residual_norms": [5.1007952094145366e-14, 5.3586406847362513e-14, 5.18225659747931e-14, 5.190717119803743e-14], "residual_limits": [3.738856007220536e-08, 3.730081570564971e-08, 3.728728860453894e-08, 3.738405155795879e-08], "peak_rss_mib": 161.84765625, "python": "3.12.14", "numpy": "2.5.4", "scipy": "1.18.1", "platform": "Linux-6.17.0-1033-oem-x86_64-with-glibc2.39", "cpu": "Intel(R) Core(TM) Ultra 7 265U", "cpu_affinity": [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13], "threads": {"OMP_NUM_THREADS": "1", "OPENBLAS_NUM_THREADS": "1", "MKL_NUM_THREADS": "1"}, "source_sha256": {"scripts/benchmark_linear_operators.py": "f871cc802472437700c3d342843e137078108dff7351ddb7fbb054fc4f94fa01", "src/op_engine/__init__.py": "c05479f332906c8697564984da37e77eeb8fa39a39ae07a50230979ec725096d", "src/op_engine/scipy_operator.py": "70404544b56de140a4be20b83b0f744353eb03c0d5a81d8027d8b2620514db68", "src/op_engine/linear_operator.py": "5b8b0eeec170876b79fe41461ddcc1d1a617c4f3bc7c092ccdb0e75770dd58a7", "src/op_engine/matrix_ops.py": "1ae1c8e78558db5be13863888951fd45b5bd3575a94bff90595d29a9b771db81", "src/op_engine/core_solver.py": "923aea17b01f529bf7df5553e21341464393576a1a256d9c9f5bbcefcb0f9652"}, "notes": "CSR warm solves reuse the historical LU cache; new adapters are uncached and include original-residual checks. Storage excludes cached LU/Krylov workspace, working arrays, RHS, truth and allocator overhead; peak RSS includes the whole fresh worker.", "trial": 2, "worker_wall_seconds": 1.6405125209712423} {"status": "success", "solver": "csr", "n": 2048, "rhs": 4, "dtype": "float64", "preparation_seconds": 0.0039053689688444138, "first_solve_seconds": 0.0008870299789123237, "warm_seconds": [0.0001279480056837201, 0.0001115810009650886, 0.00010584999108687043, 0.00010307302000001073, 0.00010228302562609315, 0.00014953699428588152, 0.00010459002805873752], "warm_median_seconds": 0.00010584999108687043, "operator_storage_bytes": 114672, "max_error": 1.3322676295501878e-15, "residual_norms": [4.898537498338244e-14, 4.8312436360933445e-14, 4.787276017777136e-14, 4.596108781090957e-14], "residual_limits": [3.738856007220536e-08, 3.730081570564971e-08, 3.728728860453894e-08, 3.738405155795879e-08], "peak_rss_mib": 62.765625, "python": "3.12.14", "numpy": "2.5.4", "scipy": "1.18.1", "platform": "Linux-6.17.0-1033-oem-x86_64-with-glibc2.39", "cpu": "Intel(R) Core(TM) Ultra 7 265U", "cpu_affinity": [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13], "threads": {"OMP_NUM_THREADS": "1", "OPENBLAS_NUM_THREADS": "1", "MKL_NUM_THREADS": "1"}, "source_sha256": {"scripts/benchmark_linear_operators.py": "f871cc802472437700c3d342843e137078108dff7351ddb7fbb054fc4f94fa01", "src/op_engine/__init__.py": "c05479f332906c8697564984da37e77eeb8fa39a39ae07a50230979ec725096d", "src/op_engine/scipy_operator.py": "70404544b56de140a4be20b83b0f744353eb03c0d5a81d8027d8b2620514db68", "src/op_engine/linear_operator.py": "5b8b0eeec170876b79fe41461ddcc1d1a617c4f3bc7c092ccdb0e75770dd58a7", "src/op_engine/matrix_ops.py": "1ae1c8e78558db5be13863888951fd45b5bd3575a94bff90595d29a9b771db81", "src/op_engine/core_solver.py": "923aea17b01f529bf7df5553e21341464393576a1a256d9c9f5bbcefcb0f9652"}, "notes": "CSR warm solves reuse the historical LU cache; new adapters are uncached and include original-residual checks. Storage excludes cached LU/Krylov workspace, working arrays, RHS, truth and allocator overhead; peak RSS includes the whole fresh worker.", "trial": 0, "worker_wall_seconds": 0.20005754800513387} {"status": "success", "solver": "csr", "n": 2048, "rhs": 4, "dtype": "float64", "preparation_seconds": 0.004429985012393445, "first_solve_seconds": 0.0008939569815993309, "warm_seconds": [0.0001273480011150241, 0.00010864395881071687, 0.00010448897955939174, 0.00010356499115005136, 0.00010364101035520434, 0.0001033719745464623, 0.0001095089828595519], "warm_median_seconds": 0.00010448897955939174, "operator_storage_bytes": 114672, "max_error": 1.3322676295501878e-15, "residual_norms": [4.898537498338244e-14, 4.8312436360933445e-14, 4.787276017777136e-14, 4.596108781090957e-14], "residual_limits": [3.738856007220536e-08, 3.730081570564971e-08, 3.728728860453894e-08, 3.738405155795879e-08], "peak_rss_mib": 63.1328125, "python": "3.12.14", "numpy": "2.5.4", "scipy": "1.18.1", "platform": "Linux-6.17.0-1033-oem-x86_64-with-glibc2.39", "cpu": "Intel(R) Core(TM) Ultra 7 265U", "cpu_affinity": [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13], "threads": {"OMP_NUM_THREADS": "1", "OPENBLAS_NUM_THREADS": "1", "MKL_NUM_THREADS": "1"}, "source_sha256": {"scripts/benchmark_linear_operators.py": "f871cc802472437700c3d342843e137078108dff7351ddb7fbb054fc4f94fa01", "src/op_engine/__init__.py": "c05479f332906c8697564984da37e77eeb8fa39a39ae07a50230979ec725096d", "src/op_engine/scipy_operator.py": "70404544b56de140a4be20b83b0f744353eb03c0d5a81d8027d8b2620514db68", "src/op_engine/linear_operator.py": "5b8b0eeec170876b79fe41461ddcc1d1a617c4f3bc7c092ccdb0e75770dd58a7", "src/op_engine/matrix_ops.py": "1ae1c8e78558db5be13863888951fd45b5bd3575a94bff90595d29a9b771db81", "src/op_engine/core_solver.py": "923aea17b01f529bf7df5553e21341464393576a1a256d9c9f5bbcefcb0f9652"}, "notes": "CSR warm solves reuse the historical LU cache; new adapters are uncached and include original-residual checks. Storage excludes cached LU/Krylov workspace, working arrays, RHS, truth and allocator overhead; peak RSS includes the whole fresh worker.", "trial": 1, "worker_wall_seconds": 0.23010363394860178} {"status": "success", "solver": "csr", "n": 2048, "rhs": 4, "dtype": "float64", "preparation_seconds": 0.004567256022710353, "first_solve_seconds": 0.0010330600198358297, "warm_seconds": [0.0001529310247860849, 0.0001227709581144154, 0.00011834799079224467, 0.00011205900227651, 0.00011043105041608214, 0.0001085170079022646, 0.00010609696619212627], "warm_median_seconds": 0.00011205900227651, "operator_storage_bytes": 114672, "max_error": 1.3322676295501878e-15, "residual_norms": [4.898537498338244e-14, 4.8312436360933445e-14, 4.787276017777136e-14, 4.596108781090957e-14], "residual_limits": [3.738856007220536e-08, 3.730081570564971e-08, 3.728728860453894e-08, 3.738405155795879e-08], "peak_rss_mib": 62.80078125, "python": "3.12.14", "numpy": "2.5.4", "scipy": "1.18.1", "platform": "Linux-6.17.0-1033-oem-x86_64-with-glibc2.39", "cpu": "Intel(R) Core(TM) Ultra 7 265U", "cpu_affinity": [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13], "threads": {"OMP_NUM_THREADS": "1", "OPENBLAS_NUM_THREADS": "1", "MKL_NUM_THREADS": "1"}, "source_sha256": {"scripts/benchmark_linear_operators.py": "f871cc802472437700c3d342843e137078108dff7351ddb7fbb054fc4f94fa01", "src/op_engine/__init__.py": "c05479f332906c8697564984da37e77eeb8fa39a39ae07a50230979ec725096d", "src/op_engine/scipy_operator.py": "70404544b56de140a4be20b83b0f744353eb03c0d5a81d8027d8b2620514db68", "src/op_engine/linear_operator.py": "5b8b0eeec170876b79fe41461ddcc1d1a617c4f3bc7c092ccdb0e75770dd58a7", "src/op_engine/matrix_ops.py": "1ae1c8e78558db5be13863888951fd45b5bd3575a94bff90595d29a9b771db81", "src/op_engine/core_solver.py": "923aea17b01f529bf7df5553e21341464393576a1a256d9c9f5bbcefcb0f9652"}, "notes": "CSR warm solves reuse the historical LU cache; new adapters are uncached and include original-residual checks. Storage excludes cached LU/Krylov workspace, working arrays, RHS, truth and allocator overhead; peak RSS includes the whole fresh worker.", "trial": 2, "worker_wall_seconds": 0.2834331199992448} {"status": "success", "solver": "banded", "n": 2048, "rhs": 4, "dtype": "float64", "preparation_seconds": 0.0038327359943650663, "first_solve_seconds": 0.0006537229637615383, "warm_seconds": [0.0003575930022634566, 0.00032912701135501266, 0.00032986700534820557, 0.0003161150380037725, 0.00031253998167812824, 0.0003184619708918035, 0.00032272195676341653], "warm_median_seconds": 0.00032272195676341653, "operator_storage_bytes": 49152, "max_error": 1.3322676295501878e-15, "residual_norms": [4.891738901837246e-14, 4.830988499361555e-14, 4.777017594200096e-14, 4.597127760990652e-14], "residual_limits": [3.738856007220536e-08, 3.730081570564971e-08, 3.728728860453894e-08, 3.738405155795879e-08], "peak_rss_mib": 62.09375, "python": "3.12.14", "numpy": "2.5.4", "scipy": "1.18.1", "platform": "Linux-6.17.0-1033-oem-x86_64-with-glibc2.39", "cpu": "Intel(R) Core(TM) Ultra 7 265U", "cpu_affinity": [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13], "threads": {"OMP_NUM_THREADS": "1", "OPENBLAS_NUM_THREADS": "1", "MKL_NUM_THREADS": "1"}, "source_sha256": {"scripts/benchmark_linear_operators.py": "f871cc802472437700c3d342843e137078108dff7351ddb7fbb054fc4f94fa01", "src/op_engine/__init__.py": "c05479f332906c8697564984da37e77eeb8fa39a39ae07a50230979ec725096d", "src/op_engine/scipy_operator.py": "70404544b56de140a4be20b83b0f744353eb03c0d5a81d8027d8b2620514db68", "src/op_engine/linear_operator.py": "5b8b0eeec170876b79fe41461ddcc1d1a617c4f3bc7c092ccdb0e75770dd58a7", "src/op_engine/matrix_ops.py": "1ae1c8e78558db5be13863888951fd45b5bd3575a94bff90595d29a9b771db81", "src/op_engine/core_solver.py": "923aea17b01f529bf7df5553e21341464393576a1a256d9c9f5bbcefcb0f9652"}, "notes": "CSR warm solves reuse the historical LU cache; new adapters are uncached and include original-residual checks. Storage excludes cached LU/Krylov workspace, working arrays, RHS, truth and allocator overhead; peak RSS includes the whole fresh worker.", "trial": 0, "worker_wall_seconds": 0.2069583929842338} {"status": "success", "solver": "banded", "n": 2048, "rhs": 4, "dtype": "float64", "preparation_seconds": 0.003852551046293229, "first_solve_seconds": 0.0006559800240211189, "warm_seconds": [0.0003552670241333544, 0.0003148140385746956, 0.0002963349688798189, 0.0002942620194517076, 0.0002995320246554911, 0.0002905380097217858, 0.0002911380142904818], "warm_median_seconds": 0.0002963349688798189, "operator_storage_bytes": 49152, "max_error": 1.3322676295501878e-15, "residual_norms": [4.891738901837246e-14, 4.830988499361555e-14, 4.777017594200096e-14, 4.597127760990652e-14], "residual_limits": [3.738856007220536e-08, 3.730081570564971e-08, 3.728728860453894e-08, 3.738405155795879e-08], "peak_rss_mib": 62.09375, "python": "3.12.14", "numpy": "2.5.4", "scipy": "1.18.1", "platform": "Linux-6.17.0-1033-oem-x86_64-with-glibc2.39", "cpu": "Intel(R) Core(TM) Ultra 7 265U", "cpu_affinity": [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13], "threads": {"OMP_NUM_THREADS": "1", "OPENBLAS_NUM_THREADS": "1", "MKL_NUM_THREADS": "1"}, "source_sha256": {"scripts/benchmark_linear_operators.py": "f871cc802472437700c3d342843e137078108dff7351ddb7fbb054fc4f94fa01", "src/op_engine/__init__.py": "c05479f332906c8697564984da37e77eeb8fa39a39ae07a50230979ec725096d", "src/op_engine/scipy_operator.py": "70404544b56de140a4be20b83b0f744353eb03c0d5a81d8027d8b2620514db68", "src/op_engine/linear_operator.py": "5b8b0eeec170876b79fe41461ddcc1d1a617c4f3bc7c092ccdb0e75770dd58a7", "src/op_engine/matrix_ops.py": "1ae1c8e78558db5be13863888951fd45b5bd3575a94bff90595d29a9b771db81", "src/op_engine/core_solver.py": "923aea17b01f529bf7df5553e21341464393576a1a256d9c9f5bbcefcb0f9652"}, "notes": "CSR warm solves reuse the historical LU cache; new adapters are uncached and include original-residual checks. Storage excludes cached LU/Krylov workspace, working arrays, RHS, truth and allocator overhead; peak RSS includes the whole fresh worker.", "trial": 1, "worker_wall_seconds": 0.2052725109970197} {"status": "success", "solver": "banded", "n": 2048, "rhs": 4, "dtype": "float64", "preparation_seconds": 0.0037679350352846086, "first_solve_seconds": 0.0006781730335205793, "warm_seconds": [0.00034865998895838857, 0.0003077159635722637, 0.00029641197761520743, 0.00030357600189745426, 0.0002944560255855322, 0.0002890650066547096, 0.0002909249742515385], "warm_median_seconds": 0.00029641197761520743, "operator_storage_bytes": 49152, "max_error": 1.3322676295501878e-15, "residual_norms": [4.891738901837246e-14, 4.830988499361555e-14, 4.777017594200096e-14, 4.597127760990652e-14], "residual_limits": [3.738856007220536e-08, 3.730081570564971e-08, 3.728728860453894e-08, 3.738405155795879e-08], "peak_rss_mib": 62.09375, "python": "3.12.14", "numpy": "2.5.4", "scipy": "1.18.1", "platform": "Linux-6.17.0-1033-oem-x86_64-with-glibc2.39", "cpu": "Intel(R) Core(TM) Ultra 7 265U", "cpu_affinity": [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13], "threads": {"OMP_NUM_THREADS": "1", "OPENBLAS_NUM_THREADS": "1", "MKL_NUM_THREADS": "1"}, "source_sha256": {"scripts/benchmark_linear_operators.py": "f871cc802472437700c3d342843e137078108dff7351ddb7fbb054fc4f94fa01", "src/op_engine/__init__.py": "c05479f332906c8697564984da37e77eeb8fa39a39ae07a50230979ec725096d", "src/op_engine/scipy_operator.py": "70404544b56de140a4be20b83b0f744353eb03c0d5a81d8027d8b2620514db68", "src/op_engine/linear_operator.py": "5b8b0eeec170876b79fe41461ddcc1d1a617c4f3bc7c092ccdb0e75770dd58a7", "src/op_engine/matrix_ops.py": "1ae1c8e78558db5be13863888951fd45b5bd3575a94bff90595d29a9b771db81", "src/op_engine/core_solver.py": "923aea17b01f529bf7df5553e21341464393576a1a256d9c9f5bbcefcb0f9652"}, "notes": "CSR warm solves reuse the historical LU cache; new adapters are uncached and include original-residual checks. Storage excludes cached LU/Krylov workspace, working arrays, RHS, truth and allocator overhead; peak RSS includes the whole fresh worker.", "trial": 2, "worker_wall_seconds": 0.20235323900124058} {"solver": "gmres", "n": 2048, "rhs": 4, "dtype": "float64", "trial": 0, "status": "error", "stderr": "Traceback (most recent call last):\n File \"\", line 198, in _run_module_as_main\n File \"\", line 88, in _run_code\n File \"/tmp/op-stack-delivery/engine-operator-adapters/scripts/benchmark_linear_operators.py\", line 303, in \n raise SystemExit(main())\n ^^^^^^\n File \"/tmp/op-stack-delivery/engine-operator-adapters/scripts/benchmark_linear_operators.py\", line 243, in main\n row = _worker(\n ^^^^^^^^\n File \"/tmp/op-stack-delivery/engine-operator-adapters/scripts/benchmark_linear_operators.py\", line 150, in _worker\n np.testing.assert_allclose(\n File \"/tmp/op-stack-delivery/venv/lib/python3.12/site-packages/numpy/testing/_private/utils.py\", line 1780, in assert_allclose\n assert_array_compare(compare, actual, desired, err_msg=str(err_msg),\n File \"/tmp/op-stack-delivery/venv/lib/python3.12/site-packages/numpy/testing/_private/utils.py\", line 988, in assert_array_compare\n raise AssertionError(msg)\nAssertionError: \nNot equal to tolerance rtol=2e-09, atol=2e-10\n\nMismatched elements: 10 / 8192 (0.122%)\nFirst 5 mismatches are at indices:\n [2, 3]: 1.5574795530059355 (ACTUAL), 1.5574795567051476 (DESIRED)\n [3, 3]: 1.31223383735634 (ACTUAL), 1.3122338408160261 (DESIRED)\n [4, 3]: 1.1284242243804707 (ACTUAL), 1.1284242275864118 (DESIRED)\n [5, 3]: 1.0224698793639118 (ACTUAL), 1.022469882334903 (DESIRED)\n [6, 2]: 1.3881421058377197 (ACTUAL), 1.3881421090572812 (DESIRED)\nMax absolute difference among violations: 3.69921205e-09\nMax relative difference among violations: 2.90570048e-09\n ACTUAL: array([[2. , 2.841471, 2.909297, 2.14112 ],\n [2.29552 , 2.963558, 2.745705, 1.842254],\n [2.564642, 2.999574, 2.515501, 1.55748 ],...\n DESIRED: array([[2. , 2.841471, 2.909297, 2.14112 ],\n [2.29552 , 2.963558, 2.745705, 1.842254],\n [2.564642, 2.999574, 2.515501, 1.55748 ],...\n"} {"solver": "gmres", "n": 2048, "rhs": 4, "dtype": "float64", "trial": 1, "status": "error", "stderr": "Traceback (most recent call last):\n File \"\", line 198, in _run_module_as_main\n File \"\", line 88, in _run_code\n File \"/tmp/op-stack-delivery/engine-operator-adapters/scripts/benchmark_linear_operators.py\", line 303, in \n raise SystemExit(main())\n ^^^^^^\n File \"/tmp/op-stack-delivery/engine-operator-adapters/scripts/benchmark_linear_operators.py\", line 243, in main\n row = _worker(\n ^^^^^^^^\n File \"/tmp/op-stack-delivery/engine-operator-adapters/scripts/benchmark_linear_operators.py\", line 150, in _worker\n np.testing.assert_allclose(\n File \"/tmp/op-stack-delivery/venv/lib/python3.12/site-packages/numpy/testing/_private/utils.py\", line 1780, in assert_allclose\n assert_array_compare(compare, actual, desired, err_msg=str(err_msg),\n File \"/tmp/op-stack-delivery/venv/lib/python3.12/site-packages/numpy/testing/_private/utils.py\", line 988, in assert_array_compare\n raise AssertionError(msg)\nAssertionError: \nNot equal to tolerance rtol=2e-09, atol=2e-10\n\nMismatched elements: 10 / 8192 (0.122%)\nFirst 5 mismatches are at indices:\n [2, 3]: 1.5574795530059355 (ACTUAL), 1.5574795567051476 (DESIRED)\n [3, 3]: 1.31223383735634 (ACTUAL), 1.3122338408160261 (DESIRED)\n [4, 3]: 1.1284242243804707 (ACTUAL), 1.1284242275864118 (DESIRED)\n [5, 3]: 1.0224698793639118 (ACTUAL), 1.022469882334903 (DESIRED)\n [6, 2]: 1.3881421058377197 (ACTUAL), 1.3881421090572812 (DESIRED)\nMax absolute difference among violations: 3.69921205e-09\nMax relative difference among violations: 2.90570048e-09\n ACTUAL: array([[2. , 2.841471, 2.909297, 2.14112 ],\n [2.29552 , 2.963558, 2.745705, 1.842254],\n [2.564642, 2.999574, 2.515501, 1.55748 ],...\n DESIRED: array([[2. , 2.841471, 2.909297, 2.14112 ],\n [2.29552 , 2.963558, 2.745705, 1.842254],\n [2.564642, 2.999574, 2.515501, 1.55748 ],...\n"} {"solver": "gmres", "n": 2048, "rhs": 4, "dtype": "float64", "trial": 2, "status": "error", "stderr": "Traceback (most recent call last):\n File \"\", line 198, in _run_module_as_main\n File \"\", line 88, in _run_code\n File \"/tmp/op-stack-delivery/engine-operator-adapters/scripts/benchmark_linear_operators.py\", line 303, in \n raise SystemExit(main())\n ^^^^^^\n File \"/tmp/op-stack-delivery/engine-operator-adapters/scripts/benchmark_linear_operators.py\", line 243, in main\n row = _worker(\n ^^^^^^^^\n File \"/tmp/op-stack-delivery/engine-operator-adapters/scripts/benchmark_linear_operators.py\", line 150, in _worker\n np.testing.assert_allclose(\n File \"/tmp/op-stack-delivery/venv/lib/python3.12/site-packages/numpy/testing/_private/utils.py\", line 1780, in assert_allclose\n assert_array_compare(compare, actual, desired, err_msg=str(err_msg),\n File \"/tmp/op-stack-delivery/venv/lib/python3.12/site-packages/numpy/testing/_private/utils.py\", line 988, in assert_array_compare\n raise AssertionError(msg)\nAssertionError: \nNot equal to tolerance rtol=2e-09, atol=2e-10\n\nMismatched elements: 10 / 8192 (0.122%)\nFirst 5 mismatches are at indices:\n [2, 3]: 1.5574795530059355 (ACTUAL), 1.5574795567051476 (DESIRED)\n [3, 3]: 1.31223383735634 (ACTUAL), 1.3122338408160261 (DESIRED)\n [4, 3]: 1.1284242243804707 (ACTUAL), 1.1284242275864118 (DESIRED)\n [5, 3]: 1.0224698793639118 (ACTUAL), 1.022469882334903 (DESIRED)\n [6, 2]: 1.3881421058377197 (ACTUAL), 1.3881421090572812 (DESIRED)\nMax absolute difference among violations: 3.69921205e-09\nMax relative difference among violations: 2.90570048e-09\n ACTUAL: array([[2. , 2.841471, 2.909297, 2.14112 ],\n [2.29552 , 2.963558, 2.745705, 1.842254],\n [2.564642, 2.999574, 2.515501, 1.55748 ],...\n DESIRED: array([[2. , 2.841471, 2.909297, 2.14112 ],\n [2.29552 , 2.963558, 2.745705, 1.842254],\n [2.564642, 2.999574, 2.515501, 1.55748 ],...\n"} {"status": "success", "solver": "gmres-jacobi", "n": 2048, "rhs": 4, "dtype": "float64", "preparation_seconds": 0.0039383190451189876, "first_solve_seconds": 0.0041464699897915125, "warm_seconds": [0.003726129012648016, 0.0036792730097658932, 0.0037898339796811342, 0.0037762700230814517, 0.003731352975592017, 0.003764136985410005, 0.003720086009707302], "warm_median_seconds": 0.003731352975592017, "operator_storage_bytes": 65528, "max_error": 1.1195260274377006e-09, "residual_norms": [8.990506649628212e-09, 1.2482475613669854e-08, 1.371465044706084e-08, 1.2520029455723762e-08], "residual_limits": [3.738856007220536e-08, 3.730081570564971e-08, 3.728728860453894e-08, 3.738405155795879e-08], "peak_rss_mib": 62.09375, "python": "3.12.14", "numpy": "2.5.4", "scipy": "1.18.1", "platform": "Linux-6.17.0-1033-oem-x86_64-with-glibc2.39", "cpu": "Intel(R) Core(TM) Ultra 7 265U", "cpu_affinity": [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13], "threads": {"OMP_NUM_THREADS": "1", "OPENBLAS_NUM_THREADS": "1", "MKL_NUM_THREADS": "1"}, "source_sha256": {"scripts/benchmark_linear_operators.py": "f871cc802472437700c3d342843e137078108dff7351ddb7fbb054fc4f94fa01", "src/op_engine/__init__.py": "c05479f332906c8697564984da37e77eeb8fa39a39ae07a50230979ec725096d", "src/op_engine/scipy_operator.py": "70404544b56de140a4be20b83b0f744353eb03c0d5a81d8027d8b2620514db68", "src/op_engine/linear_operator.py": "5b8b0eeec170876b79fe41461ddcc1d1a617c4f3bc7c092ccdb0e75770dd58a7", "src/op_engine/matrix_ops.py": "1ae1c8e78558db5be13863888951fd45b5bd3575a94bff90595d29a9b771db81", "src/op_engine/core_solver.py": "923aea17b01f529bf7df5553e21341464393576a1a256d9c9f5bbcefcb0f9652"}, "notes": "CSR warm solves reuse the historical LU cache; new adapters are uncached and include original-residual checks. Storage excludes cached LU/Krylov workspace, working arrays, RHS, truth and allocator overhead; peak RSS includes the whole fresh worker.", "trial": 0, "worker_wall_seconds": 0.24564450699836016} {"status": "success", "solver": "gmres-jacobi", "n": 2048, "rhs": 4, "dtype": "float64", "preparation_seconds": 0.0036434759967960417, "first_solve_seconds": 0.004328943032305688, "warm_seconds": [0.0037590989959426224, 0.0036508190096355975, 0.0036283049848861992, 0.0036916989483870566, 0.0037266809958964586, 0.0037392560043372214, 0.0037363439914770424], "warm_median_seconds": 0.0037266809958964586, "operator_storage_bytes": 65528, "max_error": 1.1195260274377006e-09, "residual_norms": [8.990506649628212e-09, 1.2482475613669854e-08, 1.371465044706084e-08, 1.2520029455723762e-08], "residual_limits": [3.738856007220536e-08, 3.730081570564971e-08, 3.728728860453894e-08, 3.738405155795879e-08], "peak_rss_mib": 62.10546875, "python": "3.12.14", "numpy": "2.5.4", "scipy": "1.18.1", "platform": "Linux-6.17.0-1033-oem-x86_64-with-glibc2.39", "cpu": "Intel(R) Core(TM) Ultra 7 265U", "cpu_affinity": [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13], "threads": {"OMP_NUM_THREADS": "1", "OPENBLAS_NUM_THREADS": "1", "MKL_NUM_THREADS": "1"}, "source_sha256": {"scripts/benchmark_linear_operators.py": "f871cc802472437700c3d342843e137078108dff7351ddb7fbb054fc4f94fa01", "src/op_engine/__init__.py": "c05479f332906c8697564984da37e77eeb8fa39a39ae07a50230979ec725096d", "src/op_engine/scipy_operator.py": "70404544b56de140a4be20b83b0f744353eb03c0d5a81d8027d8b2620514db68", "src/op_engine/linear_operator.py": "5b8b0eeec170876b79fe41461ddcc1d1a617c4f3bc7c092ccdb0e75770dd58a7", "src/op_engine/matrix_ops.py": "1ae1c8e78558db5be13863888951fd45b5bd3575a94bff90595d29a9b771db81", "src/op_engine/core_solver.py": "923aea17b01f529bf7df5553e21341464393576a1a256d9c9f5bbcefcb0f9652"}, "notes": "CSR warm solves reuse the historical LU cache; new adapters are uncached and include original-residual checks. 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