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README.md

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+---
+library_name: transformers
+tags: []
+---
+
+# Model Card for Model ID
+
+<!-- Provide a quick summary of what the model is/does. -->
+
+
+
+## Model Details
+
+### Model Description
+
+<!-- Provide a longer summary of what this model is. -->
+
+This is the model card of a 🤗 transformers model that has been pushed on the Hub. This model card has been automatically generated.
+
+- **Developed by:** [More Information Needed]
+- **Funded by [optional]:** [More Information Needed]
+- **Shared by [optional]:** [More Information Needed]
+- **Model type:** [More Information Needed]
+- **Language(s) (NLP):** [More Information Needed]
+- **License:** [More Information Needed]
+- **Finetuned from model [optional]:** [More Information Needed]
+
+### Model Sources [optional]
+
+<!-- Provide the basic links for the model. -->
+
+- **Repository:** [More Information Needed]
+- **Paper [optional]:** [More Information Needed]
+- **Demo [optional]:** [More Information Needed]
+
+## Uses
+
+<!-- Address questions around how the model is intended to be used, including the foreseeable users of the model and those affected by the model. -->
+
+### Direct Use
+
+<!-- This section is for the model use without fine-tuning or plugging into a larger ecosystem/app. -->
+
+[More Information Needed]
+
+### Downstream Use [optional]
+
+<!-- This section is for the model use when fine-tuned for a task, or when plugged into a larger ecosystem/app -->
+
+[More Information Needed]
+
+### Out-of-Scope Use
+
+<!-- This section addresses misuse, malicious use, and uses that the model will not work well for. -->
+
+[More Information Needed]
+
+## Bias, Risks, and Limitations
+
+<!-- This section is meant to convey both technical and sociotechnical limitations. -->
+
+[More Information Needed]
+
+### Recommendations
+
+<!-- This section is meant to convey recommendations with respect to the bias, risk, and technical limitations. -->
+
+Users (both direct and downstream) should be made aware of the risks, biases and limitations of the model. More information needed for further recommendations.
+
+## How to Get Started with the Model
+
+Use the code below to get started with the model.
+
+[More Information Needed]
+
+## Training Details
+
+### Training Data
+
+<!-- This should link to a Dataset Card, perhaps with a short stub of information on what the training data is all about as well as documentation related to data pre-processing or additional filtering. -->
+
+[More Information Needed]
+
+### Training Procedure
+
+<!-- This relates heavily to the Technical Specifications. Content here should link to that section when it is relevant to the training procedure. -->
+
+#### Preprocessing [optional]
+
+[More Information Needed]
+
+
+#### Training Hyperparameters
+
+- **Training regime:** [More Information Needed] <!--fp32, fp16 mixed precision, bf16 mixed precision, bf16 non-mixed precision, fp16 non-mixed precision, fp8 mixed precision -->
+
+#### Speeds, Sizes, Times [optional]
+
+<!-- This section provides information about throughput, start/end time, checkpoint size if relevant, etc. -->
+
+[More Information Needed]
+
+## Evaluation
+
+<!-- This section describes the evaluation protocols and provides the results. -->
+
+### Testing Data, Factors & Metrics
+
+#### Testing Data
+
+<!-- This should link to a Dataset Card if possible. -->
+
+[More Information Needed]
+
+#### Factors
+
+<!-- These are the things the evaluation is disaggregating by, e.g., subpopulations or domains. -->
+
+[More Information Needed]
+
+#### Metrics
+
+<!-- These are the evaluation metrics being used, ideally with a description of why. -->
+
+[More Information Needed]
+
+### Results
+
+[More Information Needed]
+
+#### Summary
+
+
+
+## Model Examination [optional]
+
+<!-- Relevant interpretability work for the model goes here -->
+
+[More Information Needed]
+
+## Environmental Impact
+
+<!-- Total emissions (in grams of CO2eq) and additional considerations, such as electricity usage, go here. Edit the suggested text below accordingly -->
+
+Carbon emissions can be estimated using the [Machine Learning Impact calculator](https://mlco2.github.io/impact#compute) presented in [Lacoste et al. (2019)](https://arxiv.org/abs/1910.09700).
+
+- **Hardware Type:** [More Information Needed]
+- **Hours used:** [More Information Needed]
+- **Cloud Provider:** [More Information Needed]
+- **Compute Region:** [More Information Needed]
+- **Carbon Emitted:** [More Information Needed]
+
+## Technical Specifications [optional]
+
+### Model Architecture and Objective
+
+[More Information Needed]
+
+### Compute Infrastructure
+
+[More Information Needed]
+
+#### Hardware
+
+[More Information Needed]
+
+#### Software
+
+[More Information Needed]
+
+## Citation [optional]
+
+<!-- If there is a paper or blog post introducing the model, the APA and Bibtex information for that should go in this section. -->
+
+**BibTeX:**
+
+[More Information Needed]
+
+**APA:**
+
+[More Information Needed]
+
+## Glossary [optional]
+
+<!-- If relevant, include terms and calculations in this section that can help readers understand the model or model card. -->
+
+[More Information Needed]
+
+## More Information [optional]
+
+[More Information Needed]
+
+## Model Card Authors [optional]
+
+[More Information Needed]
+
+## Model Card Contact
+
+[More Information Needed]

config.json

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+{
+  "align_transformer_config": {
+    "_name_or_path": "",
+    "add_cross_attention": false,
+    "apply_layernorm": true,
+    "architectures": [
+      "AlignTransformer"
+    ],
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+    "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": {
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+      "LABEL_1": 1
+    },
+    "layer_norm_eps": 1e-06,
+    "layerscale_value": 1.0,
+    "length_penalty": 1.0,
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+    "min_length": 0,
+    "mlp_ratio": 4,
+    "model_type": "",
+    "no_repeat_ngram_size": 0,
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+    "num_hidden_layers": 2,
+    "num_return_sequences": 1,
+    "out_features": [
+      "stage2"
+    ],
+    "out_indices": [
+      2
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+    "output_scores": false,
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+    "projector_config": null,
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+    "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"
+    ],
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+    "task_specific_params": null,
+    "temperature": 1.0,
+    "tf_legacy_loss": false,
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+    "tie_word_embeddings": true,
+    "tokenizer_class": null,
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+    "top_p": 1.0,
+    "torch_dtype": "float32",
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+    "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": {
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+      "compute_i2t_loss": false,
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+      "loss_temperature": 0.07,
+      "mpnce_col_sum": false,
+      "mpnce_row_sum": false,
+      "sim_op": "cos",
+      "text_features_l2_norm": false,
+      "use_attn_layers": false
+    },
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+    "NegKeyPhraseAlignmentLoss": {
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+      "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,
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+    "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",
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+    "pruned_heads": {},
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+    "use_bfloat16": false,
+    "use_cls_token": false,
+    "use_text_projection": false
+  },
+  "torch_dtype": "float32",
+  "transformers_version": "4.39.3",
+  "vision_config": {
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+    "apply_layernorm": true,
+    "architectures": [
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+    ],
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+    "img_size": 518,
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+      "stage5",
+      "stage6",
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+      "stage8",
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+    "torchscript": false,
+    "typical_p": 1.0,
+    "use_bfloat16": false,
+    "use_swiglu_ffn": false
+  }
+}

model.safetensors

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