{ "architectures": [ "Qwen4ExpForConditionalGeneration" ], "image_token_id": 248056, "language_model_only": false, "model_type": "qwen4_exp", "text_config": { "attention_bias": false, "attention_dropout": 0.0, "bos_token_id": 248044, "dtype": "bfloat16", "eos_token_id": 248044, "full_attention_interval": 4, "hc_count": 4, "hc_lowrank": 320, "head_dim": 256, "heads_per_ngram": 8, "hidden_act": "silu", "hidden_size": 2560, "indexer_budget": 2048, "indexer_compress_ratio": 4, "indexer_head_dim": 128, "indexer_kv_heads": 1, "indexer_n_heads": 4, "initializer_range": 0.02, "layer_types": [ "linear_attention", "linear_attention", "linear_attention", "full_attention", "linear_attention", "linear_attention", "linear_attention", "full_attention", "linear_attention", "linear_attention", "linear_attention", "full_attention", "linear_attention", "linear_attention", "linear_attention", "full_attention", "linear_attention", "linear_attention", "linear_attention", "full_attention", "linear_attention", "linear_attention", "linear_attention", "full_attention", "linear_attention", "linear_attention", "linear_attention", "full_attention", "linear_attention", "linear_attention", "linear_attention", "full_attention", "linear_attention", "linear_attention", "linear_attention", "full_attention", "linear_attention", "linear_attention", "linear_attention", "full_attention", "linear_attention", "linear_attention", "linear_attention", "full_attention", "linear_attention", "linear_attention", "linear_attention", "full_attention" ], "linear_conv_kernel_dim": 4, "linear_key_head_dim": 128, "linear_num_key_heads": 16, "linear_num_value_heads": 48, "linear_value_head_dim": 128, "make_ngram_vocab_size_divisible_by": 128, "mamba_ssm_dtype": "float32", "max_position_embeddings": 262144, "model_type": "qwen4_exp_text", "moe_intermediate_size": 640, "mtp": { "hybrid": true, "layer_types": [ "full_attention" ], "mtp_use_hidden_state_from_layer": null, "num_hidden_layers": 1, "rope_theta": 10000000 }, "mtp_num_hidden_layers": 1, "mtp_use_dedicated_embeddings": false, "ngram_size": 3, "ngram_vocab_size_base": 20000000, "num_attention_heads": 24, "num_experts": 512, "num_experts_per_tok": 10, "num_hidden_layers": 48, "num_key_value_heads": 2, "output_gate_type": "sigmoid", "output_router_logits": false, "pad_token_id": null, "partial_rotary_factor": 0.25, "ple_conv_kernel_size": 4, "ple_embed_dim": 2560, "ple_layer_ids": [ 2 ], "rms_norm_eps": 1e-06, "rope_parameters": { "mrope_interleaved": true, "mrope_section": [ 11, 11, 10 ], "partial_rotary_factor": 0.25, "rope_theta": 10000000, "rope_type": "default" }, "router_aux_loss_coef": 0.001, "shared_expert_intermediate_size": 640, "split_ngram_parts": 128, "tie_word_embeddings": false, "use_cache": true, "vocab_size": 248320, "ple_embedding_dtype": "float8_e4m3fn" }, "tie_word_embeddings": false, "transformers_version": "5.8.0.dev0", "video_token_id": 248057, "vision_config": { "deepstack_visual_indexes": [], "depth": 27, "hidden_act": "gelu_pytorch_tanh", "hidden_size": 1152, "in_channels": 3, "initializer_range": 0.02, "intermediate_size": 4304, "model_type": "qwen4_exp", "num_heads": 16, "num_position_embeddings": 2304, "out_hidden_size": 2560, "patch_size": 16, "spatial_merge_size": 2, "temporal_patch_size": 2 }, "vision_end_token_id": 248054, "vision_start_token_id": 248053, "quantization_config": { "quant_method": "compressed-tensors", "format": "nvfp4-pack-quantized", "quantization_status": "compressed", "config_groups": { "group_0": { "targets": [ "re:.*mlp\\.experts\\.\\d+\\.(gate_proj|up_proj|down_proj)$" ], "weights": { "num_bits": 4, "type": "float", "strategy": "tensor_group", "group_size": 16, "symmetric": true, "dynamic": false, "actorder": null, "block_structure": null, "observer": "memoryless_minmax", "observer_kwargs": {}, "scale_dtype": "torch.float8_e4m3fn", "zp_dtype": null }, "input_activations": null, "output_activations": null, "format": "nvfp4-pack-quantized" } }, "ignore": [ "re:^lm_head$", "re:^model\\.language_model\\.embed_tokens$", "re:^(model\\.language_model|mtp)\\.hyper_connection_mixer\\..*", "re:^(model\\.language_model|mtp)\\.layers\\.\\d+\\.(attn|mlp)_hyper_connection\\..*", "re:^model\\.language_model\\.layers\\.\\d+\\.linear_attn(\\..*)?$", "re:^(model\\.language_model|mtp)\\.layers\\.\\d+\\.self_attn\\..*", "re:^(model\\.language_model|mtp)\\.layers\\.\\d+\\.mlp\\.(gate|shared_expert_gate)$", "re:^(model\\.language_model|mtp)\\.layers\\.\\d+\\.mlp\\.shared_expert\\..*", "re:^model\\.language_model\\.layers\\.\\d+\\.ple\\..*", "re:^(model\\.)?visual\\..*", "re:^mtp\\.(fc_embedding|fc_hidden|pre_fc_norm_embedding|pre_fc_norm_hidden)$" ], "kv_cache_scheme": null, "sparsity_config": {}, "transform_config": {}, "global_compression_ratio": null } }