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bosonai/higgs-audio-v3-tts-4b.body.layers.* attention/MLP 2D weights and preserves the Higgs audio tokenizer/vocoder, fused modality embedding/head, norms, biases, and non-2D tensors.HiggsMultimodalQwen3ForConditionalGeneration architecture with 8 audio codebooks, delayed multi-codebook generation, and waveform decode. Current vanilla Transformers in the tested environment does not instantiate this architecture, so runtime integration must be done through SGLang-Omni or a custom loader.2520.78050.0689750.1123800.079622quantization_config.jsonquant_error_report.jsontensor_manifest.json