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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 *... | {} |
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