{ "_name_or_path": "Phi-4-multimodal-instruct", "architectures": [ "Phi4MMForCausalLM" ], "attention_bias": false, "attention_dropout": 0.0, "audio_processor": { "config": { "activation": "swish", "activation_checkpointing": { "interval": 1, "module": "transformer", "offload": false }, "attention_dim": 1024, "attention_heads": 16, "batch_norm": false, "bias_in_glu": true, "causal": true, "chunk_size": -1, "cnn_layer_norm": true, "conv_activation": "swish", "conv_glu_type": "swish", "depthwise_multiplier": 1, "depthwise_seperable_out_channel": 1024, "dropout_rate": 0.0, "encoder_embedding_config": { "input_size": 80 }, "ext_pw_kernel_size": 1, "ext_pw_out_channel": 1024, "input_layer": "nemo_conv", "input_size": 80, "kernel_size": 3, "left_chunk": 18, "linear_units": 1536, "nemo_conv_settings": { "conv_channels": 1024 }, "num_blocks": 24, "relative_attention_bias_args": { "t5_bias_max_distance": 500, "type": "t5" }, "time_reduction": 8 }, "name": "cascades" }, "auto_map": { "AutoConfig": "configuration_phi4mm.Phi4MMConfig", "AutoModelForCausalLM": "modeling_phi4mm.Phi4MMForCausalLM", "AutoTokenizer": "Xenova/gpt-4o" }, "bos_token_id": 199999, "embd_layer": { "audio_embd_layer": { "compression_rate": 8, "downsample_rate": 1, "embedding_cls": "audio", "enable_gradient_checkpointing": true, "projection_cls": "mlp", "use_conv_downsample": false, "use_qformer": false }, "embedding_cls": "image_audio", "image_embd_layer": { "crop_size": 448, "embedding_cls": "tune_image", "enable_gradient_checkpointing": true, "hd_transform_order": "sub_glb", "image_token_compression_cls": "avg_pool_2d", "projection_cls": "mlp", "use_hd_transform": true, "with_learnable_separator": true } }, "embd_pdrop": 0.0, "eos_token_id": 199999, "full_attn_mod": 1, "hidden_act": "silu", "hidden_size": 3072, "initializer_range": 0.02, "intermediate_size": 8192, "interpolate_factor": 1, "lm_head_bias": false, "vision_lora": { "dp": 0.0, "layer": "layers.*((self_attn\\.(qkv_proj|o_proj))|(mlp\\.(gate_up|down)_proj))", "lora_alpha": 512, "r": 256 }, "speech_lora": { "dp": 0.01, "layer": "((layers.*self_attn\\.(qkv|o)_proj)|(layers.*mlp\\.(gate_up|down)_proj))", "lora_alpha": 640, "r": 320 }, "max_position_embeddings": 131072, "mlp_bias": false, "model_type": "phi4mm", "num_attention_heads": 24, "num_hidden_layers": 32, "num_key_value_heads": 8, "original_max_position_embeddings": 4096, "pad_token_id": 199999, "partial_rotary_factor": 0.75, "resid_pdrop": 0.0, "rms_norm_eps": 1e-05, "rope_scaling": { "long_factor": [ 1, 1.118320672, 1.250641126, 1.398617824, 1.564103225, 1.74916897, 1.956131817, 2.187582649, 2.446418898, 2.735880826, 3.059592084, 3.421605075, 3.826451687, 4.279200023, 4.785517845, 5.351743533, 5.984965424, 6.693110555, 7.485043894, 8.370679318, 9.36110372, 10.4687158, 11.70738129, 13.09260651, 14.64173252, 16.37415215, 18.31155283, 20.47818807, 22.90118105, 25.61086418, 28.64115884, 32.03, 32.1, 32.13, 32.23, 32.6, 32.61, 32.64, 32.66, 32.7, 32.71, 32.93, 32.97, 33.28, 33.49, 33.5, 44.16, 47.77 ], "short_factor": [ 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0 ], "type": "longrope" }, "rope_theta": 10000.0, "sliding_window": 262144, "tie_word_embeddings": true, "torch_dtype": "bfloat16", "transformers_version": "4.46.1", "use_cache": true, "vocab_size": 200064, "_attn_implementation": "flash_attention_2" }