task stringclasses 1
value | input stringlengths 247 250 | output stringclasses 1
value | type stringclasses 1
value | focus stringclasses 1
value | difficulty stringclasses 1
value |
|---|---|---|---|---|---|
reasoning | Reasoning Hard 1027: Agentic task — Researcher needs to optimize IKNN-Rl1-A1 tri-tier for Ryzen5 5650U AVX2 target 28-42 TPS. Current: SatU1 16 Giga/s, NoeSA pack 13x24, Ntarra 2x9, RHT 10->5.07. What steps to improve? Chain-of-thought with tool use. | Reasoning: Steps for agentic optimization: 1) Profile: SatU1 XNOR+popcount AVX2 _mm256_xor_si256 + _mm256_sad_epu8 is bottleneck? Check 16 Giga/s vs target 28-42 TPS. 2) Search: Papers on AVX2 popcount optimization, LUT576 for NoeSA, phase rotator shift+sign. 3) Plan: Implement ntarra_avx2 block 8x 40 PASS, rht_avx2 ou... | agentic | reasoning | hard |
reasoning | Reasoning Hard 417: Agentic task — Researcher needs to optimize IKNN-Rl1-A1 tri-tier for Ryzen5 5650U AVX2 target 28-42 TPS. Current: SatU1 16 Giga/s, NoeSA pack 13x24, Ntarra 2x9, RHT 10->5.07. What steps to improve? Chain-of-thought with tool use. | Reasoning: Steps for agentic optimization: 1) Profile: SatU1 XNOR+popcount AVX2 _mm256_xor_si256 + _mm256_sad_epu8 is bottleneck? Check 16 Giga/s vs target 28-42 TPS. 2) Search: Papers on AVX2 popcount optimization, LUT576 for NoeSA, phase rotator shift+sign. 3) Plan: Implement ntarra_avx2 block 8x 40 PASS, rht_avx2 ou... | agentic | reasoning | hard |
reasoning | Reasoning Hard 680: Agentic task — Researcher needs to optimize IKNN-Rl1-A1 tri-tier for Ryzen5 5650U AVX2 target 28-42 TPS. Current: SatU1 16 Giga/s, NoeSA pack 13x24, Ntarra 2x9, RHT 10->5.07. What steps to improve? Chain-of-thought with tool use. | Reasoning: Steps for agentic optimization: 1) Profile: SatU1 XNOR+popcount AVX2 _mm256_xor_si256 + _mm256_sad_epu8 is bottleneck? Check 16 Giga/s vs target 28-42 TPS. 2) Search: Papers on AVX2 popcount optimization, LUT576 for NoeSA, phase rotator shift+sign. 3) Plan: Implement ntarra_avx2 block 8x 40 PASS, rht_avx2 ou... | agentic | reasoning | hard |
reasoning | Reasoning Hard 1997: Agentic task — Researcher needs to optimize IKNN-Rl1-A1 tri-tier for Ryzen5 5650U AVX2 target 28-42 TPS. Current: SatU1 16 Giga/s, NoeSA pack 13x24, Ntarra 2x9, RHT 10->5.07. What steps to improve? Chain-of-thought with tool use. | Reasoning: Steps for agentic optimization: 1) Profile: SatU1 XNOR+popcount AVX2 _mm256_xor_si256 + _mm256_sad_epu8 is bottleneck? Check 16 Giga/s vs target 28-42 TPS. 2) Search: Papers on AVX2 popcount optimization, LUT576 for NoeSA, phase rotator shift+sign. 3) Plan: Implement ntarra_avx2 block 8x 40 PASS, rht_avx2 ou... | agentic | reasoning | hard |
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