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ATOM-native Kimi-K3 DSpark E4M3FN

This checkpoint is the ATOM-only, gfx950-native form of the Phase 1 FP8 PTPC model. It stores global unshuffled tensors, pre-merges gate_up_proj and fused_qkv_a_proj, and adds a BF16 context_kv_proj. Tensor-parallel slicing and AITER preshuffle still happen at load time.

It requires model_type=atom_k3_dspark / AtomK3DSparkModel support from ATOM and is intentionally not compatible with stock Transformers, vLLM, or SGLang.

TP8 performance

Measured on 8×MI350X (gfx950) with concurrency 8, 80 prompts, fixed 1024-token inputs, 512-token outputs, 7 speculative tokens, and FP8 KV cache.

Metric Portable Phase 1 FP8 PTPC ATOM-native E4M3FN
Output throughput 667.79 tok/s (3-run median) 665.48 tok/s (1 run)
Mean TPOT 9.95 ms 10.59 ms
Speed acceptance rate 54.85% 52.59%
Accept length 4.840 tokens/forward 4.681 tokens/forward
Effective DSpark forwards/s 138.0 142.2

The native checkpoint completed TP8 startup, runtime slicing, AITER preshuffle, graph capture, and real decode without unloaded or dropped parameters. Its steady-state throughput is within 0.35% of the portable Phase 1 result; the native format primarily provides a fail-closed ATOM ABI, offline projection merging, and the dedicated context-KV path.

ATOM support is available on the lumen-rl-atom-native-dspark branch. The exporter is on Lumen-RL dev/atom-native-dspark.

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