new-nov , "JPEG XL libjxl 0.6.1 - Input: PNG - Encode Speed: 5", Higher Results Are Better "A", "AA",69.05,68.85,68.58 "B", "C", "JPEG XL libjxl 0.6.1 - Input: PNG - Encode Speed: 7", Higher Results Are Better "A", "AA",9.4,9.33,9.31 "B", "C", "JPEG XL libjxl 0.6.1 - Input: PNG - Encode Speed: 8", Higher Results Are Better "A", "AA",0.97,0.97,0.96 "B", "C", "JPEG XL libjxl 0.6.1 - Input: JPEG - Encode Speed: 5", Higher Results Are Better "A", "AA",70.65,71.1,71.1 "B", "C", "JPEG XL libjxl 0.6.1 - Input: JPEG - Encode Speed: 7", Higher Results Are Better "A", "AA",71.44,70.66,71.1 "B", "C", "JPEG XL libjxl 0.6.1 - Input: JPEG - Encode Speed: 8", Higher Results Are Better "A", "AA",27.77,28.01,27.9 "B", "C", "JPEG XL Decoding libjxl 0.6.1 - CPU Threads: 1", Higher Results Are Better "A", "AA",57.79,57.42,57.65 "B", "C", "JPEG XL Decoding libjxl 0.6.1 - CPU Threads: All", Higher Results Are Better "A", "AA",248.74,260.86,244.48,246.26,249.1,247.27 "B", "C", "rav1e 0.5 - Speed: 1", Higher Results Are Better "A", "AA",0.502,0.503,0.501 "B", "C", "rav1e 0.5 - Speed: 5", Higher Results Are Better "A", "AA",2.361,2.271,2.19,2.284,2.306,2.136,2.26,2.313,2.338,2.306,2.289,2.301,2.35,2.298,2.155 "B", "C", "rav1e 0.5 - Speed: 6", Higher Results Are Better "A", "AA",2.858,2.833,3.052,2.957,2.968,2.868,2.842,3.012,2.809,2.869,2.893,2.871,3.001,3.044,2.938 "B", "C", "rav1e 0.5 - Speed: 10", Higher Results Are Better "A", "AA",6.241,6.528,6.516,6.599 "B", "C", "Stargate Digital Audio Workstation 21.10.9 - Sample Rate: 44100 - Buffer Size: 512", Higher Results Are Better "A", "B", "C", "Stargate Digital Audio Workstation 21.10.9 - Sample Rate: 96000 - Buffer Size: 512", Higher Results Are Better "A", "B", "C", "Redis Memtier / Redis Benchmark - Test: LPUSH and LPOP: lpop", Higher Results Are Better "AA",1238083.5,1205254.88,1226391.88,1195886.12,1247038.25,1182592.25 "B",1165908.88,1173158.12 "C",1227295.12,1198035.25 "Redis Memtier / Redis Benchmark - Test: LPUSH and LPOP: lpush", Higher Results Are Better "AA",1166180.75,1183291.88,1197318 "B", "C", "Redis Memtier / Redis Benchmark - Test: GET", Higher Results Are Better "AA",740636.81,760800.91,793675.99,747758.58,754998.06,781708.1,749524.59,541837.89,767363.82 "B", "C", "Redis Memtier / Redis Benchmark - Test: MIX", Higher Results Are Better "AA",561115.99,413238.66,394082.63,391411.95,465946.43,396668.71,429061.66,424370.2,394762.67,414159.32,450650.61,481567.67 "B", "C", "Redis Memtier / Redis Benchmark - Test: SET", Higher Results Are Better "AA",338019.44,312413.49,307592.71,294498.4,300780.05,282791.06,291979.8,303576.21,288833.97,285448.84,303237.8,299431.49 "B", "C", "Blender 2.92 - Blend File: BMW27 - Compute: CPU-Only", Lower Results Are Better "AA",26.22,26.3,26.31 "B", "C", "Blender 2.92 - Blend File: Classroom - Compute: CPU-Only", Lower Results Are Better "AA",64.13,64.08,64.27 "B", "C", "Blender 2.92 - Blend File: Fishy Cat - Compute: CPU-Only", Lower Results Are Better "AA",37.82,38.04,37.68 "B", "C", "Blender 2.92 - Blend File: Barbershop - Compute: CPU-Only", Lower Results Are Better "AA",97.22,96.67,96.78 "B", "C", "Blender 2.92 - Blend File: Pabellon Barcelona - Compute: CPU-Only", Lower Results Are Better "AA",77.06,76.88,76.71 "B", "C", "ONNX Runtime 1.9.1 - Model: yolov4 - Device: CPU", Higher Results Are Better "AA",267,226,256,256.5,267.5,226.5,265,250.5,254,245.5,247.5,266 "B",277.5 "C",271.5 "ONNX Runtime 1.9.1 - Model: fcn-resnet101-11 - Device: CPU", Higher Results Are Better "AA",164,169.5,163.5 "B", "C", "ONNX Runtime 1.9.1 - Model: shufflenet-v2-10 - Device: CPU", Higher Results Are Better "AA",5499.5,4479.5,4459,5006,4280,4026.5,6544,3384,3365.5 "B", "C", "ONNX Runtime 1.9.1 - Model: super-resolution-10 - Device: CPU", Higher Results Are Better "AA",4567.5,8001.5,4668,4758,4721,4652.5,4728,4560.5,4637,4568,4704,4389.5 "B", "C", "PyHPC Benchmarks 3.0 - Device: CPU - Backend: JAX - Project Size: 16384 - Benchmark: Equation of State", Lower Results Are Better "AA", "B", "C", "PyHPC Benchmarks 3.0 - Device: CPU - Backend: JAX - Project Size: 16384 - Benchmark: Isoneutral Mixing", Lower Results Are Better "AA", "B", "C", "PyHPC Benchmarks 3.0 - Device: CPU - Backend: JAX - Project Size: 65536 - Benchmark: Equation of State", Lower Results Are Better "AA", "B", "C", "PyHPC Benchmarks 3.0 - Device: CPU - Backend: JAX - Project Size: 65536 - Benchmark: Isoneutral Mixing", Lower Results Are Better "AA", "B", "C", "PyHPC Benchmarks 3.0 - Device: CPU - Backend: JAX - Project Size: 262144 - Benchmark: Equation of State", Lower Results Are Better "AA", "B", "C", "PyHPC Benchmarks 3.0 - Device: CPU - Backend: JAX - Project Size: 262144 - Benchmark: Isoneutral Mixing", Lower Results Are Better "AA", "B", "C", "PyHPC Benchmarks 3.0 - Device: CPU - Backend: JAX - Project Size: 1048576 - Benchmark: Equation of State", Lower Results Are Better "AA", "B", "C", "PyHPC Benchmarks 3.0 - Device: CPU - Backend: JAX - Project Size: 1048576 - Benchmark: Isoneutral Mixing", Lower Results Are Better "AA", "B", "C", "PyHPC Benchmarks 3.0 - Device: CPU - Backend: JAX - Project Size: 4194304 - Benchmark: Equation of State", Lower Results Are Better "AA", "B", "C", "PyHPC Benchmarks 3.0 - Device: CPU - Backend: JAX - Project Size: 4194304 - Benchmark: Isoneutral Mixing", Lower Results Are Better "AA", "B", "C", "PyHPC Benchmarks 3.0 - Device: CPU - Backend: Numba - Project Size: 16384 - Benchmark: Equation of State", Lower Results Are Better "AA", "B", "C", "PyHPC Benchmarks 3.0 - Device: CPU - Backend: Numba - Project Size: 16384 - Benchmark: Isoneutral Mixing", Lower Results Are Better "AA", "B", "C", "PyHPC Benchmarks 3.0 - Device: CPU - Backend: Numba - Project Size: 65536 - Benchmark: Equation of State", Lower Results Are Better "AA", "B", "C", "PyHPC Benchmarks 3.0 - Device: CPU - Backend: Numba - Project Size: 65536 - Benchmark: Isoneutral Mixing", Lower Results Are Better "AA", "B", "C", "PyHPC Benchmarks 3.0 - Device: CPU - Backend: Numpy - Project Size: 16384 - Benchmark: Equation of State", Lower Results Are Better "AA",0.002,0.002,0.002 "B", "C", "PyHPC Benchmarks 3.0 - Device: CPU - Backend: Numpy - Project Size: 16384 - Benchmark: Isoneutral Mixing", Lower Results Are Better "AA",0.009,0.009,0.009 "B", "C", "PyHPC Benchmarks 3.0 - Device: CPU - Backend: Numpy - Project Size: 65536 - Benchmark: Equation of State", Lower Results Are Better "AA",0.011,0.011,0.011 "B", "C", "PyHPC Benchmarks 3.0 - Device: CPU - Backend: Numpy - Project Size: 65536 - Benchmark: Isoneutral Mixing", Lower Results Are Better "AA",0.033,0.034,0.037,0.033,0.034,0.034,0.034,0.034,0.034,0.034,0.034,0.034 "B", "C", "PyHPC Benchmarks 3.0 - Device: CPU - Backend: Aesara - Project Size: 16384 - Benchmark: Equation of State", Lower Results Are Better "AA", "B", "C", "PyHPC Benchmarks 3.0 - Device: CPU - Backend: Aesara - Project Size: 16384 - Benchmark: Isoneutral Mixing", Lower Results Are Better "AA", "B", "C", "PyHPC Benchmarks 3.0 - Device: CPU - Backend: Aesara - Project Size: 65536 - Benchmark: Equation of State", Lower Results Are Better "AA", "B", "C", "PyHPC Benchmarks 3.0 - Device: CPU - Backend: Aesara - Project Size: 65536 - Benchmark: Isoneutral Mixing", Lower Results Are Better "AA", "B", "C", "PyHPC Benchmarks 3.0 - Device: CPU - Backend: Numba - Project Size: 262144 - Benchmark: Equation of State", Lower Results Are Better "AA", "B", "C", "PyHPC Benchmarks 3.0 - Device: CPU - Backend: Numba - Project Size: 262144 - Benchmark: Isoneutral Mixing", Lower Results Are Better "AA", "B", "C", "PyHPC Benchmarks 3.0 - Device: CPU - Backend: Numpy - Project Size: 262144 - Benchmark: Equation of State", Lower Results Are Better "AA",0.046,0.046,0.046 "B", "C", "PyHPC Benchmarks 3.0 - Device: CPU - Backend: Numpy - Project Size: 262144 - Benchmark: Isoneutral Mixing", Lower Results Are Better "AA",0.12,0.12,0.12 "B", "C", "PyHPC Benchmarks 3.0 - Device: CPU - Backend: Aesara - Project Size: 262144 - Benchmark: Equation of State", Lower Results Are Better "AA", "B", "C", "PyHPC Benchmarks 3.0 - Device: CPU - Backend: Aesara - Project Size: 262144 - Benchmark: Isoneutral Mixing", Lower Results Are Better "AA", "B", "C", "PyHPC Benchmarks 3.0 - Device: CPU - Backend: Numba - Project Size: 1048576 - Benchmark: Equation of State", Lower Results Are Better "AA", "B", "C", "PyHPC Benchmarks 3.0 - Device: CPU - Backend: Numba - Project Size: 1048576 - Benchmark: Isoneutral Mixing", Lower Results Are Better "AA", "B", "C", "PyHPC Benchmarks 3.0 - Device: CPU - Backend: Numba - Project Size: 4194304 - Benchmark: Equation of State", Lower Results Are Better "AA", "B", "C", "PyHPC Benchmarks 3.0 - Device: CPU - Backend: Numba - Project Size: 4194304 - Benchmark: Isoneutral Mixing", Lower Results Are Better "AA", "B", "C", "PyHPC Benchmarks 3.0 - Device: CPU - Backend: Numpy - Project Size: 1048576 - Benchmark: Equation of State", Lower Results Are Better "AA",0.171,0.169,0.171 "B", "C", "PyHPC Benchmarks 3.0 - Device: CPU - Backend: Numpy - Project Size: 1048576 - Benchmark: Isoneutral Mixing", Lower Results Are Better "AA",0.485,0.488,0.486 "B", "C", "PyHPC Benchmarks 3.0 - Device: CPU - Backend: Numpy - Project Size: 4194304 - Benchmark: Equation of State", Lower Results Are Better "AA",1.024,1.026,1.025 "B", "C", "PyHPC Benchmarks 3.0 - Device: CPU - Backend: Numpy - Project Size: 4194304 - Benchmark: Isoneutral Mixing", Lower Results Are Better "AA",2.032,2.028,2.027 "B", "C", "PyHPC Benchmarks 3.0 - Device: CPU - Backend: PyTorch - Project Size: 16384 - Benchmark: Equation of State", Lower Results Are Better "AA", "B", "C", "PyHPC Benchmarks 3.0 - Device: CPU - Backend: PyTorch - Project Size: 16384 - Benchmark: Isoneutral Mixing", Lower Results Are Better "AA", "B", "C", "PyHPC Benchmarks 3.0 - Device: CPU - Backend: PyTorch - Project Size: 65536 - Benchmark: Equation of State", Lower Results Are Better "AA", "B", "C", "PyHPC Benchmarks 3.0 - Device: CPU - Backend: PyTorch - Project Size: 65536 - Benchmark: Isoneutral Mixing", Lower Results Are Better "AA", "B", "C", "PyHPC Benchmarks 3.0 - Device: CPU - Backend: Aesara - Project Size: 1048576 - Benchmark: Equation of State", Lower Results Are Better "AA", "B", "C", "PyHPC Benchmarks 3.0 - Device: CPU - Backend: Aesara - Project Size: 1048576 - Benchmark: Isoneutral Mixing", Lower Results Are Better "AA", "B", "C", "PyHPC Benchmarks 3.0 - Device: CPU - Backend: Aesara - Project Size: 4194304 - Benchmark: Equation of State", Lower Results Are Better "AA", "B", "C", "PyHPC Benchmarks 3.0 - Device: CPU - Backend: Aesara - Project Size: 4194304 - Benchmark: Isoneutral Mixing", Lower Results Are Better "AA", "B", "C", "PyHPC Benchmarks 3.0 - Device: CPU - Backend: PyTorch - Project Size: 262144 - Benchmark: Equation of State", Lower Results Are Better "AA", "B", "C", "PyHPC Benchmarks 3.0 - Device: CPU - Backend: PyTorch - Project Size: 262144 - Benchmark: Isoneutral Mixing", Lower Results Are Better "AA", "B", "C", "PyHPC Benchmarks 3.0 - Device: CPU - Backend: PyTorch - Project Size: 1048576 - Benchmark: Equation of State", Lower Results Are Better "AA", "B", "C", "PyHPC Benchmarks 3.0 - Device: CPU - Backend: PyTorch - Project Size: 1048576 - Benchmark: Isoneutral Mixing", Lower Results Are Better "AA", "B", "C", "PyHPC Benchmarks 3.0 - Device: CPU - Backend: PyTorch - Project Size: 4194304 - Benchmark: Equation of State", Lower Results Are Better "AA", "B", "C", "PyHPC Benchmarks 3.0 - Device: CPU - Backend: PyTorch - Project Size: 4194304 - Benchmark: Isoneutral Mixing", Lower Results Are Better "AA", "B", "C", "PyHPC Benchmarks 3.0 - Device: CPU - Backend: TensorFlow - Project Size: 16384 - Benchmark: Equation of State", Lower Results Are Better "AA", "B", "C", "PyHPC Benchmarks 3.0 - Device: CPU - Backend: TensorFlow - Project Size: 16384 - Benchmark: Isoneutral Mixing", Lower Results Are Better "AA", "B", "C", "PyHPC Benchmarks 3.0 - Device: CPU - Backend: TensorFlow - Project Size: 65536 - Benchmark: Equation of State", Lower Results Are Better "AA", "B", "C", "PyHPC Benchmarks 3.0 - Device: CPU - Backend: TensorFlow - Project Size: 65536 - Benchmark: Isoneutral Mixing", Lower Results Are Better "AA", "B", "C", "PyHPC Benchmarks 3.0 - Device: CPU - Backend: TensorFlow - Project Size: 262144 - Benchmark: Equation of State", Lower Results Are Better "AA", "B", "C", "PyHPC Benchmarks 3.0 - Device: CPU - Backend: TensorFlow - Project Size: 262144 - Benchmark: Isoneutral Mixing", Lower Results Are Better "AA", "B", "C", "PyHPC Benchmarks 3.0 - Device: CPU - Backend: TensorFlow - Project Size: 1048576 - Benchmark: Equation of State", Lower Results Are Better "AA", "B", "C", "PyHPC Benchmarks 3.0 - Device: CPU - Backend: TensorFlow - Project Size: 1048576 - Benchmark: Isoneutral Mixing", Lower Results Are Better "AA", "B", "C", "PyHPC Benchmarks 3.0 - Device: CPU - Backend: TensorFlow - Project Size: 4194304 - Benchmark: Equation of State", Lower Results Are Better "AA", "B", "C", "PyHPC Benchmarks 3.0 - Device: CPU - Backend: TensorFlow - Project Size: 4194304 - Benchmark: Isoneutral Mixing", Lower Results Are Better "AA", "B", "C",