Upload BertForSequenceClassification

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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+{
+  "adapters": {
+    "adapters": {},
+    "config_map": {},
+    "fusion_config_map": {},
+    "fusions": {}
+  },
+  "architectures": [
+    "BertForSequenceClassification"
+  ],
+  "attention_probs_dropout_prob": 0.1,
+  "classifier_dropout": null,
+  "dtype": "float32",
+  "hidden_act": "gelu",
+  "hidden_dropout_prob": 0.1,
+  "hidden_size": 768,
+  "id2label": {
+    "0": "Biotechnology and Biosystems Engineering",
+    "1": "Cell Biology, Development, Stem Cells and Regeneration",
+    "2": "Computer Science and Informatics",
+    "3": "Condensed Matter Physics",
+    "4": "Earth System Science",
+    "5": "Environmental Biology, Ecology and Evolution",
+    "6": "Fundamental Constituents of Matter",
+    "7": "Human Mobility, Environment, and Space",
+    "8": "Immunity, Infection and Immunotherapy",
+    "9": "Individuals, Markets and Organisations",
+    "10": "Institutions, Governance and Legal Systems",
+    "11": "Integrative Biology: from Genes and Genomes to Systems",
+    "12": "Materials Engineering",
+    "13": "Mathematics",
+    "14": "Molecules of Life: Biological Mechanisms, Structures and Functions",
+    "15": "Neuroscience and Disorders of the Nervous System",
+    "16": "Physical and Analytical Chemical Sciences",
+    "17": "Physiology in Health, Disease and Ageing",
+    "18": "Prevention, Diagnosis and Treatment of Human Diseases",
+    "19": "Products and Processes Engineering",
+    "20": "Studies of Cultures and Arts",
+    "21": "Synthetic Chemistry and Materials",
+    "22": "Systems and Communication Engineering",
+    "23": "Texts and Concepts",
+    "24": "The Human Mind and Its Complexity",
+    "25": "The Social World and Its Interactions",
+    "26": "The Study of the Human Past",
+    "27": "Universe Sciences"
+  },
+  "initializer_range": 0.02,
+  "intermediate_size": 3072,
+  "label2id": {
+    "Biotechnology and Biosystems Engineering": 0,
+    "Cell Biology, Development, Stem Cells and Regeneration": 1,
+    "Computer Science and Informatics": 2,
+    "Condensed Matter Physics": 3,
+    "Earth System Science": 4,
+    "Environmental Biology, Ecology and Evolution": 5,
+    "Fundamental Constituents of Matter": 6,
+    "Human Mobility, Environment, and Space": 7,
+    "Immunity, Infection and Immunotherapy": 8,
+    "Individuals, Markets and Organisations": 9,
+    "Institutions, Governance and Legal Systems": 10,
+    "Integrative Biology: from Genes and Genomes to Systems": 11,
+    "Materials Engineering": 12,
+    "Mathematics": 13,
+    "Molecules of Life: Biological Mechanisms, Structures and Functions": 14,
+    "Neuroscience and Disorders of the Nervous System": 15,
+    "Physical and Analytical Chemical Sciences": 16,
+    "Physiology in Health, Disease and Ageing": 17,
+    "Prevention, Diagnosis and Treatment of Human Diseases": 18,
+    "Products and Processes Engineering": 19,
+    "Studies of Cultures and Arts": 20,
+    "Synthetic Chemistry and Materials": 21,
+    "Systems and Communication Engineering": 22,
+    "Texts and Concepts": 23,
+    "The Human Mind and Its Complexity": 24,
+    "The Social World and Its Interactions": 25,
+    "The Study of the Human Past": 26,
+    "Universe Sciences": 27
+  },
+  "layer_norm_eps": 1e-12,
+  "max_position_embeddings": 512,
+  "model_type": "bert",
+  "num_attention_heads": 12,
+  "num_hidden_layers": 12,
+  "pad_token_id": 0,
+  "position_embedding_type": "absolute",
+  "problem_type": "multi_label_classification",
+  "transformers_version": "4.56.1",
+  "type_vocab_size": 2,
+  "use_cache": true,
+  "vocab_size": 31090
+}

model.safetensors

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+oid sha256:e9a35a15e52cf42b8222055fd4f4c54cdcbce1670d38128a1634c716036da5bb
+size 439783520