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ppbhatt500_kernelbook_opus48_80
ppbhatt500_kernelbook_opus48
code
[ { "role": "system", "content": "You are an expert GPU kernel engineer writing Triton kernels that replace PyTorch\nmodules. The context below describes the exact hardware, software, and evaluation\nharness your code runs under. Use it.\n\n# Hardware\n\n- GPU: **NVIDIA GB300** (Grace-Blackwell Ultra), CUDA *...
{}
ppbhatt500_kernelbook_opus48_81
ppbhatt500_kernelbook_opus48
code
[ { "role": "system", "content": "You are an expert GPU kernel engineer writing Triton kernels that replace PyTorch\nmodules. The context below describes the exact hardware, software, and evaluation\nharness your code runs under. Use it.\n\n# Hardware\n\n- GPU: **NVIDIA GB300** (Grace-Blackwell Ultra), CUDA *...
{}
ppbhatt500_kernelbook_opus48_82
ppbhatt500_kernelbook_opus48
code
[ { "role": "system", "content": "You are an expert GPU kernel engineer writing Triton kernels that replace PyTorch\nmodules. The context below describes the exact hardware, software, and evaluation\nharness your code runs under. Use it.\n\n# Hardware\n\n- GPU: **NVIDIA GB300** (Grace-Blackwell Ultra), CUDA *...
{}
ppbhatt500_kernelbook_opus48_83
ppbhatt500_kernelbook_opus48
code
[ { "role": "system", "content": "You are an expert GPU kernel engineer writing Triton kernels that replace PyTorch\nmodules. The context below describes the exact hardware, software, and evaluation\nharness your code runs under. Use it.\n\n# Hardware\n\n- GPU: **NVIDIA GB300** (Grace-Blackwell Ultra), CUDA *...
{}
ppbhatt500_kernelbook_opus48_84
ppbhatt500_kernelbook_opus48
code
[ { "role": "system", "content": "You are an expert GPU kernel engineer writing Triton kernels that replace PyTorch\nmodules. The context below describes the exact hardware, software, and evaluation\nharness your code runs under. Use it.\n\n# Hardware\n\n- GPU: **NVIDIA GB300** (Grace-Blackwell Ultra), CUDA *...
{}
ppbhatt500_kernelbook_opus48_85
ppbhatt500_kernelbook_opus48
code
[ { "role": "system", "content": "You are an expert GPU kernel engineer writing Triton kernels that replace PyTorch\nmodules. The context below describes the exact hardware, software, and evaluation\nharness your code runs under. Use it.\n\n# Hardware\n\n- GPU: **NVIDIA GB300** (Grace-Blackwell Ultra), CUDA *...
{}
ppbhatt500_kernelbook_opus48_86
ppbhatt500_kernelbook_opus48
code
[ { "role": "system", "content": "You are an expert GPU kernel engineer writing Triton kernels that replace PyTorch\nmodules. The context below describes the exact hardware, software, and evaluation\nharness your code runs under. Use it.\n\n# Hardware\n\n- GPU: **NVIDIA GB300** (Grace-Blackwell Ultra), CUDA *...
{}
ppbhatt500_kernelbook_opus48_87
ppbhatt500_kernelbook_opus48
code
[ { "role": "system", "content": "You are an expert GPU kernel engineer writing Triton kernels that replace PyTorch\nmodules. The context below describes the exact hardware, software, and evaluation\nharness your code runs under. Use it.\n\n# Hardware\n\n- GPU: **NVIDIA GB300** (Grace-Blackwell Ultra), CUDA *...
{}
ppbhatt500_kernelbook_opus48_88
ppbhatt500_kernelbook_opus48
code
[ { "role": "system", "content": "You are an expert GPU kernel engineer writing Triton kernels that replace PyTorch\nmodules. The context below describes the exact hardware, software, and evaluation\nharness your code runs under. Use it.\n\n# Hardware\n\n- GPU: **NVIDIA GB300** (Grace-Blackwell Ultra), CUDA *...
{}
ppbhatt500_kernelbook_opus48_89
ppbhatt500_kernelbook_opus48
code
[ { "role": "system", "content": "You are an expert GPU kernel engineer writing Triton kernels that replace PyTorch\nmodules. The context below describes the exact hardware, software, and evaluation\nharness your code runs under. Use it.\n\n# Hardware\n\n- GPU: **NVIDIA GB300** (Grace-Blackwell Ultra), CUDA *...
{}
ppbhatt500_kernelbook_opus48_90
ppbhatt500_kernelbook_opus48
code
[ { "role": "system", "content": "You are an expert GPU kernel engineer writing Triton kernels that replace PyTorch\nmodules. The context below describes the exact hardware, software, and evaluation\nharness your code runs under. Use it.\n\n# Hardware\n\n- GPU: **NVIDIA GB300** (Grace-Blackwell Ultra), CUDA *...
{}
ppbhatt500_kernelbook_opus48_91
ppbhatt500_kernelbook_opus48
code
[ { "role": "system", "content": "You are an expert GPU kernel engineer writing Triton kernels that replace PyTorch\nmodules. The context below describes the exact hardware, software, and evaluation\nharness your code runs under. Use it.\n\n# Hardware\n\n- GPU: **NVIDIA GB300** (Grace-Blackwell Ultra), CUDA *...
{}
ppbhatt500_kernelbook_opus48_92
ppbhatt500_kernelbook_opus48
code
[ { "role": "system", "content": "You are an expert GPU kernel engineer writing Triton kernels that replace PyTorch\nmodules. The context below describes the exact hardware, software, and evaluation\nharness your code runs under. Use it.\n\n# Hardware\n\n- GPU: **NVIDIA GB300** (Grace-Blackwell Ultra), CUDA *...
{}
ppbhatt500_kernelbook_opus48_93
ppbhatt500_kernelbook_opus48
code
[ { "role": "system", "content": "You are an expert GPU kernel engineer writing Triton kernels that replace PyTorch\nmodules. The context below describes the exact hardware, software, and evaluation\nharness your code runs under. Use it.\n\n# Hardware\n\n- GPU: **NVIDIA GB300** (Grace-Blackwell Ultra), CUDA *...
{}
ppbhatt500_kernelbook_opus48_94
ppbhatt500_kernelbook_opus48
code
[ { "role": "system", "content": "You are an expert GPU kernel engineer writing Triton kernels that replace PyTorch\nmodules. The context below describes the exact hardware, software, and evaluation\nharness your code runs under. Use it.\n\n# Hardware\n\n- GPU: **NVIDIA GB300** (Grace-Blackwell Ultra), CUDA *...
{}
ppbhatt500_kernelbook_opus48_95
ppbhatt500_kernelbook_opus48
code
[ { "role": "system", "content": "You are an expert GPU kernel engineer writing Triton kernels that replace PyTorch\nmodules. The context below describes the exact hardware, software, and evaluation\nharness your code runs under. Use it.\n\n# Hardware\n\n- GPU: **NVIDIA GB300** (Grace-Blackwell Ultra), CUDA *...
{}
ppbhatt500_kernelbook_opus48_96
ppbhatt500_kernelbook_opus48
code
[ { "role": "system", "content": "You are an expert GPU kernel engineer writing Triton kernels that replace PyTorch\nmodules. The context below describes the exact hardware, software, and evaluation\nharness your code runs under. Use it.\n\n# Hardware\n\n- GPU: **NVIDIA GB300** (Grace-Blackwell Ultra), CUDA *...
{}
ppbhatt500_kernelbook_opus48_97
ppbhatt500_kernelbook_opus48
code
[ { "role": "system", "content": "You are an expert GPU kernel engineer writing Triton kernels that replace PyTorch\nmodules. The context below describes the exact hardware, software, and evaluation\nharness your code runs under. Use it.\n\n# Hardware\n\n- GPU: **NVIDIA GB300** (Grace-Blackwell Ultra), CUDA *...
{}
ppbhatt500_kernelbook_opus48_98
ppbhatt500_kernelbook_opus48
code
[ { "role": "system", "content": "You are an expert GPU kernel engineer writing Triton kernels that replace PyTorch\nmodules. The context below describes the exact hardware, software, and evaluation\nharness your code runs under. Use it.\n\n# Hardware\n\n- GPU: **NVIDIA GB300** (Grace-Blackwell Ultra), CUDA *...
{}
ppbhatt500_kernelbook_opus48_99
ppbhatt500_kernelbook_opus48
code
[ { "role": "system", "content": "You are an expert GPU kernel engineer writing Triton kernels that replace PyTorch\nmodules. The context below describes the exact hardware, software, and evaluation\nharness your code runs under. Use it.\n\n# Hardware\n\n- GPU: **NVIDIA GB300** (Grace-Blackwell Ultra), CUDA *...
{}
ppbhatt500_kernelbook_opus48_100
ppbhatt500_kernelbook_opus48
code
[ { "role": "system", "content": "You are an expert GPU kernel engineer writing Triton kernels that replace PyTorch\nmodules. The context below describes the exact hardware, software, and evaluation\nharness your code runs under. Use it.\n\n# Hardware\n\n- GPU: **NVIDIA GB300** (Grace-Blackwell Ultra), CUDA *...
{}
ppbhatt500_kernelbook_opus48_101
ppbhatt500_kernelbook_opus48
code
[ { "role": "system", "content": "You are an expert GPU kernel engineer writing Triton kernels that replace PyTorch\nmodules. The context below describes the exact hardware, software, and evaluation\nharness your code runs under. Use it.\n\n# Hardware\n\n- GPU: **NVIDIA GB300** (Grace-Blackwell Ultra), CUDA *...
{}
ppbhatt500_kernelbook_opus48_102
ppbhatt500_kernelbook_opus48
code
[ { "role": "system", "content": "You are an expert GPU kernel engineer writing Triton kernels that replace PyTorch\nmodules. The context below describes the exact hardware, software, and evaluation\nharness your code runs under. Use it.\n\n# Hardware\n\n- GPU: **NVIDIA GB300** (Grace-Blackwell Ultra), CUDA *...
{}
ppbhatt500_kernelbook_opus48_103
ppbhatt500_kernelbook_opus48
code
[ { "role": "system", "content": "You are an expert GPU kernel engineer writing Triton kernels that replace PyTorch\nmodules. The context below describes the exact hardware, software, and evaluation\nharness your code runs under. Use it.\n\n# Hardware\n\n- GPU: **NVIDIA GB300** (Grace-Blackwell Ultra), CUDA *...
{}
ppbhatt500_kernelbook_opus48_104
ppbhatt500_kernelbook_opus48
code
[ { "role": "system", "content": "You are an expert GPU kernel engineer writing Triton kernels that replace PyTorch\nmodules. The context below describes the exact hardware, software, and evaluation\nharness your code runs under. Use it.\n\n# Hardware\n\n- GPU: **NVIDIA GB300** (Grace-Blackwell Ultra), CUDA *...
{}
ppbhatt500_kernelbook_opus48_105
ppbhatt500_kernelbook_opus48
code
[ { "role": "system", "content": "You are an expert GPU kernel engineer writing Triton kernels that replace PyTorch\nmodules. The context below describes the exact hardware, software, and evaluation\nharness your code runs under. Use it.\n\n# Hardware\n\n- GPU: **NVIDIA GB300** (Grace-Blackwell Ultra), CUDA *...
{}
ppbhatt500_kernelbook_opus48_106
ppbhatt500_kernelbook_opus48
code
[ { "role": "system", "content": "You are an expert GPU kernel engineer writing Triton kernels that replace PyTorch\nmodules. The context below describes the exact hardware, software, and evaluation\nharness your code runs under. Use it.\n\n# Hardware\n\n- GPU: **NVIDIA GB300** (Grace-Blackwell Ultra), CUDA *...
{}
ppbhatt500_kernelbook_opus48_107
ppbhatt500_kernelbook_opus48
code
[ { "role": "system", "content": "You are an expert GPU kernel engineer writing Triton kernels that replace PyTorch\nmodules. The context below describes the exact hardware, software, and evaluation\nharness your code runs under. Use it.\n\n# Hardware\n\n- GPU: **NVIDIA GB300** (Grace-Blackwell Ultra), CUDA *...
{}
ppbhatt500_kernelbook_opus48_108
ppbhatt500_kernelbook_opus48
code
[ { "role": "system", "content": "You are an expert GPU kernel engineer writing Triton kernels that replace PyTorch\nmodules. The context below describes the exact hardware, software, and evaluation\nharness your code runs under. Use it.\n\n# Hardware\n\n- GPU: **NVIDIA GB300** (Grace-Blackwell Ultra), CUDA *...
{}
ppbhatt500_kernelbook_opus48_109
ppbhatt500_kernelbook_opus48
code
[ { "role": "system", "content": "You are an expert GPU kernel engineer writing Triton kernels that replace PyTorch\nmodules. The context below describes the exact hardware, software, and evaluation\nharness your code runs under. Use it.\n\n# Hardware\n\n- GPU: **NVIDIA GB300** (Grace-Blackwell Ultra), CUDA *...
{}
ppbhatt500_kernelbook_opus48_110
ppbhatt500_kernelbook_opus48
code
[ { "role": "system", "content": "You are an expert GPU kernel engineer writing Triton kernels that replace PyTorch\nmodules. The context below describes the exact hardware, software, and evaluation\nharness your code runs under. Use it.\n\n# Hardware\n\n- GPU: **NVIDIA GB300** (Grace-Blackwell Ultra), CUDA *...
{}
ppbhatt500_kernelbook_opus48_111
ppbhatt500_kernelbook_opus48
code
[ { "role": "system", "content": "You are an expert GPU kernel engineer writing Triton kernels that replace PyTorch\nmodules. The context below describes the exact hardware, software, and evaluation\nharness your code runs under. Use it.\n\n# Hardware\n\n- GPU: **NVIDIA GB300** (Grace-Blackwell Ultra), CUDA *...
{}
ppbhatt500_kernelbook_opus48_112
ppbhatt500_kernelbook_opus48
code
[ { "role": "system", "content": "You are an expert GPU kernel engineer writing Triton kernels that replace PyTorch\nmodules. The context below describes the exact hardware, software, and evaluation\nharness your code runs under. Use it.\n\n# Hardware\n\n- GPU: **NVIDIA GB300** (Grace-Blackwell Ultra), CUDA *...
{}
ppbhatt500_kernelbook_opus48_113
ppbhatt500_kernelbook_opus48
code
[ { "role": "system", "content": "You are an expert GPU kernel engineer writing Triton kernels that replace PyTorch\nmodules. The context below describes the exact hardware, software, and evaluation\nharness your code runs under. Use it.\n\n# Hardware\n\n- GPU: **NVIDIA GB300** (Grace-Blackwell Ultra), CUDA *...
{}
ppbhatt500_kernelbook_opus48_114
ppbhatt500_kernelbook_opus48
code
[ { "role": "system", "content": "You are an expert GPU kernel engineer writing Triton kernels that replace PyTorch\nmodules. The context below describes the exact hardware, software, and evaluation\nharness your code runs under. Use it.\n\n# Hardware\n\n- GPU: **NVIDIA GB300** (Grace-Blackwell Ultra), CUDA *...
{}
ppbhatt500_kernelbook_opus48_115
ppbhatt500_kernelbook_opus48
code
[ { "role": "system", "content": "You are an expert GPU kernel engineer writing Triton kernels that replace PyTorch\nmodules. The context below describes the exact hardware, software, and evaluation\nharness your code runs under. Use it.\n\n# Hardware\n\n- GPU: **NVIDIA GB300** (Grace-Blackwell Ultra), CUDA *...
{}
ppbhatt500_kernelbook_opus48_116
ppbhatt500_kernelbook_opus48
code
[ { "role": "system", "content": "You are an expert GPU kernel engineer writing Triton kernels that replace PyTorch\nmodules. The context below describes the exact hardware, software, and evaluation\nharness your code runs under. Use it.\n\n# Hardware\n\n- GPU: **NVIDIA GB300** (Grace-Blackwell Ultra), CUDA *...
{}
ppbhatt500_kernelbook_opus48_117
ppbhatt500_kernelbook_opus48
code
[ { "role": "system", "content": "You are an expert GPU kernel engineer writing Triton kernels that replace PyTorch\nmodules. The context below describes the exact hardware, software, and evaluation\nharness your code runs under. Use it.\n\n# Hardware\n\n- GPU: **NVIDIA GB300** (Grace-Blackwell Ultra), CUDA *...
{}
ppbhatt500_kernelbook_opus48_118
ppbhatt500_kernelbook_opus48
code
[ { "role": "system", "content": "You are an expert GPU kernel engineer writing Triton kernels that replace PyTorch\nmodules. The context below describes the exact hardware, software, and evaluation\nharness your code runs under. Use it.\n\n# Hardware\n\n- GPU: **NVIDIA GB300** (Grace-Blackwell Ultra), CUDA *...
{}
ppbhatt500_kernelbook_opus48_119
ppbhatt500_kernelbook_opus48
code
[ { "role": "system", "content": "You are an expert GPU kernel engineer writing Triton kernels that replace PyTorch\nmodules. The context below describes the exact hardware, software, and evaluation\nharness your code runs under. Use it.\n\n# Hardware\n\n- GPU: **NVIDIA GB300** (Grace-Blackwell Ultra), CUDA *...
{}
ppbhatt500_kernelbook_opus48_120
ppbhatt500_kernelbook_opus48
code
[ { "role": "system", "content": "You are an expert GPU kernel engineer writing Triton kernels that replace PyTorch\nmodules. The context below describes the exact hardware, software, and evaluation\nharness your code runs under. Use it.\n\n# Hardware\n\n- GPU: **NVIDIA GB300** (Grace-Blackwell Ultra), CUDA *...
{}
ppbhatt500_kernelbook_opus48_121
ppbhatt500_kernelbook_opus48
code
[ { "role": "system", "content": "You are an expert GPU kernel engineer writing Triton kernels that replace PyTorch\nmodules. The context below describes the exact hardware, software, and evaluation\nharness your code runs under. Use it.\n\n# Hardware\n\n- GPU: **NVIDIA GB300** (Grace-Blackwell Ultra), CUDA *...
{}
ppbhatt500_kernelbook_opus48_122
ppbhatt500_kernelbook_opus48
code
[ { "role": "system", "content": "You are an expert GPU kernel engineer writing Triton kernels that replace PyTorch\nmodules. The context below describes the exact hardware, software, and evaluation\nharness your code runs under. Use it.\n\n# Hardware\n\n- GPU: **NVIDIA GB300** (Grace-Blackwell Ultra), CUDA *...
{}
ppbhatt500_kernelbook_opus48_123
ppbhatt500_kernelbook_opus48
code
[ { "role": "system", "content": "You are an expert GPU kernel engineer writing Triton kernels that replace PyTorch\nmodules. The context below describes the exact hardware, software, and evaluation\nharness your code runs under. Use it.\n\n# Hardware\n\n- GPU: **NVIDIA GB300** (Grace-Blackwell Ultra), CUDA *...
{}
ppbhatt500_kernelbook_opus48_124
ppbhatt500_kernelbook_opus48
code
[ { "role": "system", "content": "You are an expert GPU kernel engineer writing Triton kernels that replace PyTorch\nmodules. The context below describes the exact hardware, software, and evaluation\nharness your code runs under. Use it.\n\n# Hardware\n\n- GPU: **NVIDIA GB300** (Grace-Blackwell Ultra), CUDA *...
{}
ppbhatt500_kernelbook_opus48_125
ppbhatt500_kernelbook_opus48
code
[ { "role": "system", "content": "You are an expert GPU kernel engineer writing Triton kernels that replace PyTorch\nmodules. The context below describes the exact hardware, software, and evaluation\nharness your code runs under. Use it.\n\n# Hardware\n\n- GPU: **NVIDIA GB300** (Grace-Blackwell Ultra), CUDA *...
{}
ppbhatt500_kernelbook_opus48_126
ppbhatt500_kernelbook_opus48
code
[ { "role": "system", "content": "You are an expert GPU kernel engineer writing Triton kernels that replace PyTorch\nmodules. The context below describes the exact hardware, software, and evaluation\nharness your code runs under. Use it.\n\n# Hardware\n\n- GPU: **NVIDIA GB300** (Grace-Blackwell Ultra), CUDA *...
{}
ppbhatt500_kernelbook_opus48_127
ppbhatt500_kernelbook_opus48
code
[ { "role": "system", "content": "You are an expert GPU kernel engineer writing Triton kernels that replace PyTorch\nmodules. The context below describes the exact hardware, software, and evaluation\nharness your code runs under. Use it.\n\n# Hardware\n\n- GPU: **NVIDIA GB300** (Grace-Blackwell Ultra), CUDA *...
{}
ppbhatt500_kernelbook_opus48_128
ppbhatt500_kernelbook_opus48
code
[ { "role": "system", "content": "You are an expert GPU kernel engineer writing Triton kernels that replace PyTorch\nmodules. The context below describes the exact hardware, software, and evaluation\nharness your code runs under. Use it.\n\n# Hardware\n\n- GPU: **NVIDIA GB300** (Grace-Blackwell Ultra), CUDA *...
{}
ppbhatt500_kernelbook_opus48_129
ppbhatt500_kernelbook_opus48
code
[ { "role": "system", "content": "You are an expert GPU kernel engineer writing Triton kernels that replace PyTorch\nmodules. The context below describes the exact hardware, software, and evaluation\nharness your code runs under. Use it.\n\n# Hardware\n\n- GPU: **NVIDIA GB300** (Grace-Blackwell Ultra), CUDA *...
{}
ppbhatt500_kernelbook_opus48_130
ppbhatt500_kernelbook_opus48
code
[ { "role": "system", "content": "You are an expert GPU kernel engineer writing Triton kernels that replace PyTorch\nmodules. The context below describes the exact hardware, software, and evaluation\nharness your code runs under. Use it.\n\n# Hardware\n\n- GPU: **NVIDIA GB300** (Grace-Blackwell Ultra), CUDA *...
{}
ppbhatt500_kernelbook_opus48_131
ppbhatt500_kernelbook_opus48
code
[ { "role": "system", "content": "You are an expert GPU kernel engineer writing Triton kernels that replace PyTorch\nmodules. The context below describes the exact hardware, software, and evaluation\nharness your code runs under. Use it.\n\n# Hardware\n\n- GPU: **NVIDIA GB300** (Grace-Blackwell Ultra), CUDA *...
{}
ppbhatt500_kernelbook_opus48_132
ppbhatt500_kernelbook_opus48
code
[ { "role": "system", "content": "You are an expert GPU kernel engineer writing Triton kernels that replace PyTorch\nmodules. The context below describes the exact hardware, software, and evaluation\nharness your code runs under. Use it.\n\n# Hardware\n\n- GPU: **NVIDIA GB300** (Grace-Blackwell Ultra), CUDA *...
{}
ppbhatt500_kernelbook_opus48_133
ppbhatt500_kernelbook_opus48
code
[ { "role": "system", "content": "You are an expert GPU kernel engineer writing Triton kernels that replace PyTorch\nmodules. The context below describes the exact hardware, software, and evaluation\nharness your code runs under. Use it.\n\n# Hardware\n\n- GPU: **NVIDIA GB300** (Grace-Blackwell Ultra), CUDA *...
{}
ppbhatt500_kernelbook_opus48_134
ppbhatt500_kernelbook_opus48
code
[ { "role": "system", "content": "You are an expert GPU kernel engineer writing Triton kernels that replace PyTorch\nmodules. The context below describes the exact hardware, software, and evaluation\nharness your code runs under. Use it.\n\n# Hardware\n\n- GPU: **NVIDIA GB300** (Grace-Blackwell Ultra), CUDA *...
{}
ppbhatt500_kernelbook_opus48_135
ppbhatt500_kernelbook_opus48
code
[ { "role": "system", "content": "You are an expert GPU kernel engineer writing Triton kernels that replace PyTorch\nmodules. The context below describes the exact hardware, software, and evaluation\nharness your code runs under. Use it.\n\n# Hardware\n\n- GPU: **NVIDIA GB300** (Grace-Blackwell Ultra), CUDA *...
{}
ppbhatt500_kernelbook_opus48_136
ppbhatt500_kernelbook_opus48
code
[ { "role": "system", "content": "You are an expert GPU kernel engineer writing Triton kernels that replace PyTorch\nmodules. The context below describes the exact hardware, software, and evaluation\nharness your code runs under. Use it.\n\n# Hardware\n\n- GPU: **NVIDIA GB300** (Grace-Blackwell Ultra), CUDA *...
{}
ppbhatt500_kernelbook_opus48_137
ppbhatt500_kernelbook_opus48
code
[ { "role": "system", "content": "You are an expert GPU kernel engineer writing Triton kernels that replace PyTorch\nmodules. The context below describes the exact hardware, software, and evaluation\nharness your code runs under. Use it.\n\n# Hardware\n\n- GPU: **NVIDIA GB300** (Grace-Blackwell Ultra), CUDA *...
{}
ppbhatt500_kernelbook_opus48_138
ppbhatt500_kernelbook_opus48
code
[ { "role": "system", "content": "You are an expert GPU kernel engineer writing Triton kernels that replace PyTorch\nmodules. The context below describes the exact hardware, software, and evaluation\nharness your code runs under. Use it.\n\n# Hardware\n\n- GPU: **NVIDIA GB300** (Grace-Blackwell Ultra), CUDA *...
{}
ppbhatt500_kernelbook_opus48_139
ppbhatt500_kernelbook_opus48
code
[ { "role": "system", "content": "You are an expert GPU kernel engineer writing Triton kernels that replace PyTorch\nmodules. The context below describes the exact hardware, software, and evaluation\nharness your code runs under. Use it.\n\n# Hardware\n\n- GPU: **NVIDIA GB300** (Grace-Blackwell Ultra), CUDA *...
{}
ppbhatt500_kernelbook_opus48_140
ppbhatt500_kernelbook_opus48
code
[ { "role": "system", "content": "You are an expert GPU kernel engineer writing Triton kernels that replace PyTorch\nmodules. The context below describes the exact hardware, software, and evaluation\nharness your code runs under. Use it.\n\n# Hardware\n\n- GPU: **NVIDIA GB300** (Grace-Blackwell Ultra), CUDA *...
{}
ppbhatt500_kernelbook_opus48_141
ppbhatt500_kernelbook_opus48
code
[ { "role": "system", "content": "You are an expert GPU kernel engineer writing Triton kernels that replace PyTorch\nmodules. The context below describes the exact hardware, software, and evaluation\nharness your code runs under. Use it.\n\n# Hardware\n\n- GPU: **NVIDIA GB300** (Grace-Blackwell Ultra), CUDA *...
{}
ppbhatt500_kernelbook_opus48_142
ppbhatt500_kernelbook_opus48
code
[ { "role": "system", "content": "You are an expert GPU kernel engineer writing Triton kernels that replace PyTorch\nmodules. The context below describes the exact hardware, software, and evaluation\nharness your code runs under. Use it.\n\n# Hardware\n\n- GPU: **NVIDIA GB300** (Grace-Blackwell Ultra), CUDA *...
{}
ppbhatt500_kernelbook_opus48_143
ppbhatt500_kernelbook_opus48
code
[ { "role": "system", "content": "You are an expert GPU kernel engineer writing Triton kernels that replace PyTorch\nmodules. The context below describes the exact hardware, software, and evaluation\nharness your code runs under. Use it.\n\n# Hardware\n\n- GPU: **NVIDIA GB300** (Grace-Blackwell Ultra), CUDA *...
{}
ppbhatt500_kernelbook_opus48_144
ppbhatt500_kernelbook_opus48
code
[ { "role": "system", "content": "You are an expert GPU kernel engineer writing Triton kernels that replace PyTorch\nmodules. The context below describes the exact hardware, software, and evaluation\nharness your code runs under. Use it.\n\n# Hardware\n\n- GPU: **NVIDIA GB300** (Grace-Blackwell Ultra), CUDA *...
{}
ppbhatt500_kernelbook_opus48_145
ppbhatt500_kernelbook_opus48
code
[ { "role": "system", "content": "You are an expert GPU kernel engineer writing Triton kernels that replace PyTorch\nmodules. The context below describes the exact hardware, software, and evaluation\nharness your code runs under. Use it.\n\n# Hardware\n\n- GPU: **NVIDIA GB300** (Grace-Blackwell Ultra), CUDA *...
{}
ppbhatt500_kernelbook_opus48_146
ppbhatt500_kernelbook_opus48
code
[ { "role": "system", "content": "You are an expert GPU kernel engineer writing Triton kernels that replace PyTorch\nmodules. The context below describes the exact hardware, software, and evaluation\nharness your code runs under. Use it.\n\n# Hardware\n\n- GPU: **NVIDIA GB300** (Grace-Blackwell Ultra), CUDA *...
{}
ppbhatt500_kernelbook_opus48_147
ppbhatt500_kernelbook_opus48
code
[ { "role": "system", "content": "You are an expert GPU kernel engineer writing Triton kernels that replace PyTorch\nmodules. The context below describes the exact hardware, software, and evaluation\nharness your code runs under. Use it.\n\n# Hardware\n\n- GPU: **NVIDIA GB300** (Grace-Blackwell Ultra), CUDA *...
{}
ppbhatt500_kernelbook_opus48_148
ppbhatt500_kernelbook_opus48
code
[ { "role": "system", "content": "You are an expert GPU kernel engineer writing Triton kernels that replace PyTorch\nmodules. The context below describes the exact hardware, software, and evaluation\nharness your code runs under. Use it.\n\n# Hardware\n\n- GPU: **NVIDIA GB300** (Grace-Blackwell Ultra), CUDA *...
{}
ppbhatt500_kernelbook_opus48_149
ppbhatt500_kernelbook_opus48
code
[ { "role": "system", "content": "You are an expert GPU kernel engineer writing Triton kernels that replace PyTorch\nmodules. The context below describes the exact hardware, software, and evaluation\nharness your code runs under. Use it.\n\n# Hardware\n\n- GPU: **NVIDIA GB300** (Grace-Blackwell Ultra), CUDA *...
{}
ppbhatt500_kernelbook_opus48_150
ppbhatt500_kernelbook_opus48
code
[ { "role": "system", "content": "You are an expert GPU kernel engineer writing Triton kernels that replace PyTorch\nmodules. The context below describes the exact hardware, software, and evaluation\nharness your code runs under. Use it.\n\n# Hardware\n\n- GPU: **NVIDIA GB300** (Grace-Blackwell Ultra), CUDA *...
{}
ppbhatt500_kernelbook_opus48_151
ppbhatt500_kernelbook_opus48
code
[ { "role": "system", "content": "You are an expert GPU kernel engineer writing Triton kernels that replace PyTorch\nmodules. The context below describes the exact hardware, software, and evaluation\nharness your code runs under. Use it.\n\n# Hardware\n\n- GPU: **NVIDIA GB300** (Grace-Blackwell Ultra), CUDA *...
{}
ppbhatt500_kernelbook_opus48_152
ppbhatt500_kernelbook_opus48
code
[ { "role": "system", "content": "You are an expert GPU kernel engineer writing Triton kernels that replace PyTorch\nmodules. The context below describes the exact hardware, software, and evaluation\nharness your code runs under. Use it.\n\n# Hardware\n\n- GPU: **NVIDIA GB300** (Grace-Blackwell Ultra), CUDA *...
{}
ppbhatt500_kernelbook_opus48_153
ppbhatt500_kernelbook_opus48
code
[ { "role": "system", "content": "You are an expert GPU kernel engineer writing Triton kernels that replace PyTorch\nmodules. The context below describes the exact hardware, software, and evaluation\nharness your code runs under. Use it.\n\n# Hardware\n\n- GPU: **NVIDIA GB300** (Grace-Blackwell Ultra), CUDA *...
{}
ppbhatt500_kernelbook_opus48_154
ppbhatt500_kernelbook_opus48
code
[ { "role": "system", "content": "You are an expert GPU kernel engineer writing Triton kernels that replace PyTorch\nmodules. The context below describes the exact hardware, software, and evaluation\nharness your code runs under. Use it.\n\n# Hardware\n\n- GPU: **NVIDIA GB300** (Grace-Blackwell Ultra), CUDA *...
{}
ppbhatt500_kernelbook_opus48_155
ppbhatt500_kernelbook_opus48
code
[ { "role": "system", "content": "You are an expert GPU kernel engineer writing Triton kernels that replace PyTorch\nmodules. The context below describes the exact hardware, software, and evaluation\nharness your code runs under. Use it.\n\n# Hardware\n\n- GPU: **NVIDIA GB300** (Grace-Blackwell Ultra), CUDA *...
{}
ppbhatt500_kernelbook_opus48_156
ppbhatt500_kernelbook_opus48
code
[ { "role": "system", "content": "You are an expert GPU kernel engineer writing Triton kernels that replace PyTorch\nmodules. The context below describes the exact hardware, software, and evaluation\nharness your code runs under. Use it.\n\n# Hardware\n\n- GPU: **NVIDIA GB300** (Grace-Blackwell Ultra), CUDA *...
{}
ppbhatt500_kernelbook_opus48_157
ppbhatt500_kernelbook_opus48
code
[ { "role": "system", "content": "You are an expert GPU kernel engineer writing Triton kernels that replace PyTorch\nmodules. The context below describes the exact hardware, software, and evaluation\nharness your code runs under. Use it.\n\n# Hardware\n\n- GPU: **NVIDIA GB300** (Grace-Blackwell Ultra), CUDA *...
{}
ppbhatt500_kernelbook_opus48_158
ppbhatt500_kernelbook_opus48
code
[ { "role": "system", "content": "You are an expert GPU kernel engineer writing Triton kernels that replace PyTorch\nmodules. The context below describes the exact hardware, software, and evaluation\nharness your code runs under. Use it.\n\n# Hardware\n\n- GPU: **NVIDIA GB300** (Grace-Blackwell Ultra), CUDA *...
{}
ppbhatt500_kernelbook_opus48_159
ppbhatt500_kernelbook_opus48
code
[ { "role": "system", "content": "You are an expert GPU kernel engineer writing Triton kernels that replace PyTorch\nmodules. The context below describes the exact hardware, software, and evaluation\nharness your code runs under. Use it.\n\n# Hardware\n\n- GPU: **NVIDIA GB300** (Grace-Blackwell Ultra), CUDA *...
{}
ppbhatt500_kernelbook_opus48_160
ppbhatt500_kernelbook_opus48
code
[ { "role": "system", "content": "You are an expert GPU kernel engineer writing Triton kernels that replace PyTorch\nmodules. The context below describes the exact hardware, software, and evaluation\nharness your code runs under. Use it.\n\n# Hardware\n\n- GPU: **NVIDIA GB300** (Grace-Blackwell Ultra), CUDA *...
{}
ppbhatt500_kernelbook_opus48_161
ppbhatt500_kernelbook_opus48
code
[ { "role": "system", "content": "You are an expert GPU kernel engineer writing Triton kernels that replace PyTorch\nmodules. The context below describes the exact hardware, software, and evaluation\nharness your code runs under. Use it.\n\n# Hardware\n\n- GPU: **NVIDIA GB300** (Grace-Blackwell Ultra), CUDA *...
{}
ppbhatt500_kernelbook_opus48_162
ppbhatt500_kernelbook_opus48
code
[ { "role": "system", "content": "You are an expert GPU kernel engineer writing Triton kernels that replace PyTorch\nmodules. The context below describes the exact hardware, software, and evaluation\nharness your code runs under. Use it.\n\n# Hardware\n\n- GPU: **NVIDIA GB300** (Grace-Blackwell Ultra), CUDA *...
{}
ppbhatt500_kernelbook_opus48_163
ppbhatt500_kernelbook_opus48
code
[ { "role": "system", "content": "You are an expert GPU kernel engineer writing Triton kernels that replace PyTorch\nmodules. The context below describes the exact hardware, software, and evaluation\nharness your code runs under. Use it.\n\n# Hardware\n\n- GPU: **NVIDIA GB300** (Grace-Blackwell Ultra), CUDA *...
{}
ppbhatt500_kernelbook_opus48_164
ppbhatt500_kernelbook_opus48
code
[ { "role": "system", "content": "You are an expert GPU kernel engineer writing Triton kernels that replace PyTorch\nmodules. The context below describes the exact hardware, software, and evaluation\nharness your code runs under. Use it.\n\n# Hardware\n\n- GPU: **NVIDIA GB300** (Grace-Blackwell Ultra), CUDA *...
{}
ppbhatt500_kernelbook_opus48_165
ppbhatt500_kernelbook_opus48
code
[ { "role": "system", "content": "You are an expert GPU kernel engineer writing Triton kernels that replace PyTorch\nmodules. The context below describes the exact hardware, software, and evaluation\nharness your code runs under. Use it.\n\n# Hardware\n\n- GPU: **NVIDIA GB300** (Grace-Blackwell Ultra), CUDA *...
{}
ppbhatt500_kernelbook_opus48_166
ppbhatt500_kernelbook_opus48
code
[ { "role": "system", "content": "You are an expert GPU kernel engineer writing Triton kernels that replace PyTorch\nmodules. The context below describes the exact hardware, software, and evaluation\nharness your code runs under. Use it.\n\n# Hardware\n\n- GPU: **NVIDIA GB300** (Grace-Blackwell Ultra), CUDA *...
{}
ppbhatt500_kernelbook_opus48_167
ppbhatt500_kernelbook_opus48
code
[ { "role": "system", "content": "You are an expert GPU kernel engineer writing Triton kernels that replace PyTorch\nmodules. The context below describes the exact hardware, software, and evaluation\nharness your code runs under. Use it.\n\n# Hardware\n\n- GPU: **NVIDIA GB300** (Grace-Blackwell Ultra), CUDA *...
{}
ppbhatt500_kernelbook_opus48_168
ppbhatt500_kernelbook_opus48
code
[ { "role": "system", "content": "You are an expert GPU kernel engineer writing Triton kernels that replace PyTorch\nmodules. The context below describes the exact hardware, software, and evaluation\nharness your code runs under. Use it.\n\n# Hardware\n\n- GPU: **NVIDIA GB300** (Grace-Blackwell Ultra), CUDA *...
{}
ppbhatt500_kernelbook_opus48_169
ppbhatt500_kernelbook_opus48
code
[ { "role": "system", "content": "You are an expert GPU kernel engineer writing Triton kernels that replace PyTorch\nmodules. The context below describes the exact hardware, software, and evaluation\nharness your code runs under. Use it.\n\n# Hardware\n\n- GPU: **NVIDIA GB300** (Grace-Blackwell Ultra), CUDA *...
{}
ppbhatt500_kernelbook_opus48_170
ppbhatt500_kernelbook_opus48
code
[ { "role": "system", "content": "You are an expert GPU kernel engineer writing Triton kernels that replace PyTorch\nmodules. The context below describes the exact hardware, software, and evaluation\nharness your code runs under. Use it.\n\n# Hardware\n\n- GPU: **NVIDIA GB300** (Grace-Blackwell Ultra), CUDA *...
{}
ppbhatt500_kernelbook_opus48_171
ppbhatt500_kernelbook_opus48
code
[ { "role": "system", "content": "You are an expert GPU kernel engineer writing Triton kernels that replace PyTorch\nmodules. The context below describes the exact hardware, software, and evaluation\nharness your code runs under. Use it.\n\n# Hardware\n\n- GPU: **NVIDIA GB300** (Grace-Blackwell Ultra), CUDA *...
{}
ppbhatt500_kernelbook_opus48_172
ppbhatt500_kernelbook_opus48
code
[ { "role": "system", "content": "You are an expert GPU kernel engineer writing Triton kernels that replace PyTorch\nmodules. The context below describes the exact hardware, software, and evaluation\nharness your code runs under. Use it.\n\n# Hardware\n\n- GPU: **NVIDIA GB300** (Grace-Blackwell Ultra), CUDA *...
{}
ppbhatt500_kernelbook_opus48_173
ppbhatt500_kernelbook_opus48
code
[ { "role": "system", "content": "You are an expert GPU kernel engineer writing Triton kernels that replace PyTorch\nmodules. The context below describes the exact hardware, software, and evaluation\nharness your code runs under. Use it.\n\n# Hardware\n\n- GPU: **NVIDIA GB300** (Grace-Blackwell Ultra), CUDA *...
{}
ppbhatt500_kernelbook_opus48_174
ppbhatt500_kernelbook_opus48
code
[ { "role": "system", "content": "You are an expert GPU kernel engineer writing Triton kernels that replace PyTorch\nmodules. The context below describes the exact hardware, software, and evaluation\nharness your code runs under. Use it.\n\n# Hardware\n\n- GPU: **NVIDIA GB300** (Grace-Blackwell Ultra), CUDA *...
{}
ppbhatt500_kernelbook_opus48_175
ppbhatt500_kernelbook_opus48
code
[ { "role": "system", "content": "You are an expert GPU kernel engineer writing Triton kernels that replace PyTorch\nmodules. The context below describes the exact hardware, software, and evaluation\nharness your code runs under. Use it.\n\n# Hardware\n\n- GPU: **NVIDIA GB300** (Grace-Blackwell Ultra), CUDA *...
{}
ppbhatt500_kernelbook_opus48_176
ppbhatt500_kernelbook_opus48
code
[ { "role": "system", "content": "You are an expert GPU kernel engineer writing Triton kernels that replace PyTorch\nmodules. The context below describes the exact hardware, software, and evaluation\nharness your code runs under. Use it.\n\n# Hardware\n\n- GPU: **NVIDIA GB300** (Grace-Blackwell Ultra), CUDA *...
{}
ppbhatt500_kernelbook_opus48_177
ppbhatt500_kernelbook_opus48
code
[ { "role": "system", "content": "You are an expert GPU kernel engineer writing Triton kernels that replace PyTorch\nmodules. The context below describes the exact hardware, software, and evaluation\nharness your code runs under. Use it.\n\n# Hardware\n\n- GPU: **NVIDIA GB300** (Grace-Blackwell Ultra), CUDA *...
{}
ppbhatt500_kernelbook_opus48_178
ppbhatt500_kernelbook_opus48
code
[ { "role": "system", "content": "You are an expert GPU kernel engineer writing Triton kernels that replace PyTorch\nmodules. The context below describes the exact hardware, software, and evaluation\nharness your code runs under. Use it.\n\n# Hardware\n\n- GPU: **NVIDIA GB300** (Grace-Blackwell Ultra), CUDA *...
{}
ppbhatt500_kernelbook_opus48_179
ppbhatt500_kernelbook_opus48
code
[ { "role": "system", "content": "You are an expert GPU kernel engineer writing Triton kernels that replace PyTorch\nmodules. The context below describes the exact hardware, software, and evaluation\nharness your code runs under. Use it.\n\n# Hardware\n\n- GPU: **NVIDIA GB300** (Grace-Blackwell Ultra), CUDA *...
{}