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transformers CI integration tests. Not a trained model — outputs are meaningless.gqa_interval=3-derived
pattern ([full_attention, linear_attention x3] x3, 12 layers), NoPE full attention with output sigmoid gate,
factored Kimi-Delta-Attention projections (head_dim 128), and a 16-expert top-4 MoE with one shared expert.
Tokenizer files are copied from upstage/Solar-Open2-250B. Weights are randomly initialized with a fixed seed
(torch.manual_seed(42)) in bfloat16 (617M parameters).