RTX 3060
Small-card capacity and 32k RULER parity.
package smoke0.2574 ms
HF mean0.3229 ms
capacityqualityboundary
Hydra kernel evidence
Poison Green Packet
GPU-grouped public template for Hydra kernel packaging, benchmark, capacity, quality, and claim-boundary evidence.
Public framing: Hydra is a bounded-residency decode attention kernel. These rows support package coverage, selected capacity unlocks, tested quality parity, and exact-Qwen fit/usability evidence. They do not support universal speedup or universal FlashAttention replacement claims.
RTX 3070
Kernel package and HF benchmark coverage.
package smoke0.1474 ms
HF mean0.2532 ms
packageHF benchmark
RTX 3080
Package coverage plus negative revolver boundary.
package smoke0.2051 ms
HF mean0.3157 ms
packageHF benchmarknegative diagnostic
RTX 3090
Capacity row and exact-Qwen FP8 evidence through 14k.
package smoke0.1492 ms
HF mean0.3107 ms
capacityexact-Qwenfit
RTX 4070 / 4070 Ti
4070 capacity/quality rows; 4070 Ti package rows.
package smoke0.1261 ms
HF mean0.2215 ms
capacityqualityhardware split
RTX 4090
Qwen3-4B 32k/65k RULER quality parity rows.
package smoke0.1132 ms
HF mean0.2245 ms
qualityRULERstress
A100 SXM4
80GB capacity row through bounded T=327,680.
package smoke0.1408 ms
HF mean0.2568 ms
capacitypackageHF benchmark
RTX A6000
HF benchmark and final kernel-builder gate.
builder smoke0.2166 ms
HF mean0.3230 ms
builderHF benchmarkno package row
RTX PRO 6000 Blackwell
Blackwell package/HF rows and exact-Qwen frontier data.
package smoke0.1158 ms
HF mean0.1371 ms
exact-Qwenfrontierheadroom