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Kimi-K2.5 Eagle3 Draft Model v2 (LumenRL, MI350)

Eagle3 MTP draft model for accelerating inference of Kimi-K2.5, trained with LumenRL on 8x AMD MI350 GPUs.

Architecture aligned with lightseekorg/kimi-k2.5-eagle3.

Training Setup

  • Hardware: 8x AMD MI350 (4 train + 4 inference)
  • Training: FSDP2 (float16), GPUs 0-3
  • Inference: vLLM (BF16), GPUs 4-7, TP=4
  • Transfer: Mooncake TCP
  • Draft: Eagle3, 1-layer Transformer (hidden_size=7168, intermediate_size=12288, num_heads=64, head_dim=128)

Training Phases

  • Phase 1 (Foundation): perfectblend subset, 111K steps (3 epochs)
  • Phase 2 (Mixed Domain): VL + Chinese + tool-call + agent + writing, 67,826 steps (3 epochs)

Final checkpoint at step 37000.

Architecture (matches reference)

  • attention_bias: false
  • rms_norm_eps: 1e-6
  • rope_theta: 1000000.0
  • rope_scaling: none
  • dtype: float16 (trained weights incl. lm_head), bfloat16 (embed_tokens from base model)
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