{ "align_transformer_config": { "_name_or_path": "", "add_cross_attention": false, "apply_layernorm": true, "architectures": [ "AlignTransformer" ], "attention_probs_dropout_prob": 0.0, "bad_words_ids": null, "begin_suppress_tokens": null, "bos_token_id": null, "chunk_size_feed_forward": 0, "cross_attention_hidden_size": null, "decoder_start_token_id": null, "diversity_penalty": 0.0, "do_sample": false, "drop_path_rate": 0.0, "early_stopping": false, "encoder_no_repeat_ngram_size": 0, "eos_token_id": null, "exponential_decay_length_penalty": null, "finetuning_task": null, "forced_bos_token_id": null, "forced_eos_token_id": null, "hidden_act": "gelu", "hidden_dropout_prob": 0.0, "hidden_size": 768, "id2label": { "0": "LABEL_0", "1": "LABEL_1" }, "image_size": 224, "initializer_range": 0.02, "is_decoder": false, "is_encoder_decoder": false, "label2id": { "LABEL_0": 0, "LABEL_1": 1 }, "layer_norm_eps": 1e-06, "layerscale_value": 1.0, "length_penalty": 1.0, "max_length": 20, "min_length": 0, "mlp_ratio": 4, "model_type": "align_transformer", "no_repeat_ngram_size": 0, "num_attention_heads": 12, "num_beam_groups": 1, "num_beams": 1, "num_channels": 3, "num_hidden_layers": 2, "num_return_sequences": 1, "out_features": [ "stage2" ], "out_indices": [ 2 ], "output_attentions": false, "output_hidden_states": false, "output_scores": false, "pad_token_id": null, "patch_size": 16, "prefix": null, "problem_type": null, "projector_config": null, "pruned_heads": {}, "qkv_bias": true, "remove_invalid_values": false, "repetition_penalty": 1.0, "reshape_hidden_states": true, "return_dict": true, "return_dict_in_generate": false, "sep_token_id": null, "stage_names": [ "stem", "stage1", "stage2" ], "suppress_tokens": null, "task_specific_params": null, "temperature": 1.0, "tf_legacy_loss": false, "tie_encoder_decoder": false, "tie_word_embeddings": true, "tokenizer_class": null, "top_k": 50, "top_p": 1.0, "torch_dtype": "float32", "torchscript": false, "typical_p": 1.0, "use_bfloat16": false, "use_layer_norm": false, "use_swiglu_ffn": false }, "architectures": [ "CxrAlignModel" ], "compute_logits_type": "key_phrase_alignment", "kwargs": { "compute_logits_type": "key_phrase_alignment", "loss": { "KeyPhraseAlignmentLoss": { "attn_temperature": null, "compute_i2t_loss": false, "hidden_dim": 768, "loss_temperature": 0.07, "mpnce_col_sum": false, "mpnce_row_sum": false, "sim_op": "cos", "text_features_l2_norm": false, "use_attn_layers": false }, "MPClipLoss": null, "NegKeyPhraseAlignmentLoss": { "compute_i2t_loss": false, "hidden_dim": 768 }, "OpenClipLoss": { "local_loss": false }, "OpenSigLipLoss": { "dist_impl": "gather" }, "apply": [ "KeyPhraseAlignmentLoss" ], "ratio": [ 1.0 ] }, "module_to_update": [ "align_transformer", "text_model", "loss_fns" ], "pretrained_dir": "/data/advanced_tech/pretrained" }, "loss": { "KeyPhraseAlignmentLoss": { "attn_temperature": null, "compute_i2t_loss": false, "hidden_dim": 768, "loss_temperature": 0.07, "mpnce_col_sum": false, "mpnce_row_sum": false, "sim_op": "cos", "text_features_l2_norm": false, "use_attn_layers": false }, "MPClipLoss": null, "NegKeyPhraseAlignmentLoss": { "compute_i2t_loss": false, "hidden_dim": 768 }, "OpenClipLoss": { "local_loss": false }, "OpenSigLipLoss": { "dist_impl": "gather" }, "apply": [ "KeyPhraseAlignmentLoss" ], "ratio": [ 1.0 ] }, "module_to_update": [ "align_transformer", "text_model", "loss_fns" ], "pretrained_dir": "/data/advanced_tech/pretrained", "text_config": { "_name_or_path": "", "add_cross_attention": false, "architectures": null, "bad_words_ids": null, "begin_suppress_tokens": null, "bos_token_id": null, "chunk_size_feed_forward": 0, "cross_attention_hidden_size": null, "decoder_start_token_id": null, "diversity_penalty": 0.0, "do_sample": false, "early_stopping": false, "encoder_no_repeat_ngram_size": 0, "eos_token_id": null, "exponential_decay_length_penalty": null, "finetuning_task": null, "forced_bos_token_id": null, "forced_eos_token_id": null, "id2label": { "0": "LABEL_0", "1": "LABEL_1" }, "is_decoder": false, "is_encoder_decoder": false, "label2id": { "LABEL_0": 0, "LABEL_1": 1 }, "length_penalty": 1.0, "max_length": 20, "min_length": 0, "model_type": "mpnet", "no_repeat_ngram_size": 0, "num_beam_groups": 1, "num_beams": 1, "num_return_sequences": 1, "output_attentions": false, "output_hidden_states": false, "output_scores": false, "pad_token_id": null, "prefix": null, "pretrained_name_or_path": "sentence-transformers/all-mpnet-base-v2", "pretrained_tokenizer_name_or_path": "sentence-transformers/all-mpnet-base-v2", "problem_type": null, "pruned_heads": {}, "remove_invalid_values": false, "repetition_penalty": 1.0, "return_dict": true, "return_dict_in_generate": false, "sep_token_id": null, "suppress_tokens": null, "task_specific_params": null, "temperature": 1.0, "tf_legacy_loss": false, "tie_encoder_decoder": false, "tie_word_embeddings": true, "tokenizer_class": null, "top_k": 50, "top_p": 1.0, "torch_dtype": null, "torchscript": false, "typical_p": 1.0, "use_bfloat16": false, "use_cls_token": false, "use_text_projection": false }, "torch_dtype": "float32", "transformers_version": "4.39.3", "vision_config": { "_name_or_path": "StanfordAIMI/dinov2-base-xray-224", "add_cross_attention": false, "apply_layernorm": true, "architectures": [ "Dinov2Model" ], "attention_probs_dropout_prob": 0.0, "bad_words_ids": null, "begin_suppress_tokens": null, "bos_token_id": null, "chunk_size_feed_forward": 0, "cross_attention_hidden_size": null, "decoder_start_token_id": null, "diversity_penalty": 0.0, "do_sample": false, "drop_path_rate": 0.0, "early_stopping": false, "encoder_no_repeat_ngram_size": 0, "eos_token_id": null, "exponential_decay_length_penalty": null, "finetuning_task": null, "forced_bos_token_id": null, "forced_eos_token_id": null, "hidden_act": "gelu", "hidden_dropout_prob": 0.0, "hidden_size": 768, "id2label": { "0": "LABEL_0", "1": "LABEL_1" }, "image_size": 224, "img_size": 518, "initializer_range": 0.02, "is_decoder": false, "is_encoder_decoder": false, "label2id": { "LABEL_0": 0, "LABEL_1": 1 }, "layer_norm_eps": 1e-06, "layerscale_value": 1.0, "length_penalty": 1.0, "max_length": 20, "min_length": 0, "mlp_ratio": 4, "model_type": "dinov2", "no_repeat_ngram_size": 0, "num_attention_heads": 12, "num_beam_groups": 1, "num_beams": 1, "num_channels": 3, "num_hidden_layers": 12, "num_return_sequences": 1, "out_features": [ "stage12" ], "out_indices": [ 12 ], "output_attentions": false, "output_hidden_states": false, "output_scores": false, "pad_token_id": null, "patch_size": 14, "prefix": null, "pretrained_dir": "/data/advanced_tech/pretrained", "pretrained_name_or_path": "StanfordAIMI/dinov2-base-xray-224", "problem_type": null, "pruned_heads": {}, "qkv_bias": true, "remove_invalid_values": false, "repetition_penalty": 1.0, "reshape_hidden_states": true, "return_dict": true, "return_dict_in_generate": false, "sep_token_id": null, "stage_names": [ "stem", "stage1", "stage2", "stage3", "stage4", "stage5", "stage6", "stage7", "stage8", "stage9", "stage10", "stage11", "stage12" ], "suppress_tokens": null, "task_specific_params": null, "temperature": 1.0, "tf_legacy_loss": false, "tie_encoder_decoder": false, "tie_word_embeddings": true, "tokenizer_class": null, "top_k": 50, "top_p": 1.0, "torch_dtype": "float32", "torchscript": false, "typical_p": 1.0, "use_bfloat16": false, "use_swiglu_ffn": false }, "auto_map": { "AutoConfig": "configuration_radzero.CxrAlignConfig", "AutoModel": "modeling_radzero.CxrAlignModel" } }