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Upload Dinov2ForImageClassification

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  1. README.md +199 -0
  2. config.json +119 -0
  3. model.safetensors +3 -0
README.md ADDED
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+ ---
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+ library_name: transformers
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+ tags: []
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+ ---
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+
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+ # Model Card for Model ID
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+
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+ <!-- Provide a quick summary of what the model is/does. -->
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+ ## Model Details
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+
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+ ### Model Description
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+
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+ <!-- Provide a longer summary of what this model is. -->
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+ This is the model card of a 🤗 transformers model that has been pushed on the Hub. This model card has been automatically generated.
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+
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+ - **Developed by:** [More Information Needed]
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+ - **Funded by [optional]:** [More Information Needed]
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+ - **Shared by [optional]:** [More Information Needed]
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+ - **Model type:** [More Information Needed]
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+ - **Language(s) (NLP):** [More Information Needed]
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+ - **License:** [More Information Needed]
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+ - **Finetuned from model [optional]:** [More Information Needed]
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+
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+ ### Model Sources [optional]
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+
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+ <!-- Provide the basic links for the model. -->
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+
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+ - **Repository:** [More Information Needed]
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+ - **Paper [optional]:** [More Information Needed]
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+ - **Demo [optional]:** [More Information Needed]
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+
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+ ## Uses
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+
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+ <!-- Address questions around how the model is intended to be used, including the foreseeable users of the model and those affected by the model. -->
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+
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+ ### Direct Use
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+
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+ <!-- This section is for the model use without fine-tuning or plugging into a larger ecosystem/app. -->
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+ [More Information Needed]
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+
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+ ### Downstream Use [optional]
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+
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+ <!-- This section is for the model use when fine-tuned for a task, or when plugged into a larger ecosystem/app -->
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+ [More Information Needed]
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+
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+ ### Out-of-Scope Use
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+
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+ <!-- This section addresses misuse, malicious use, and uses that the model will not work well for. -->
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+
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+ [More Information Needed]
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+
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+ ## Bias, Risks, and Limitations
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+
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+ <!-- This section is meant to convey both technical and sociotechnical limitations. -->
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+ [More Information Needed]
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+
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+ ### Recommendations
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+
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+ <!-- This section is meant to convey recommendations with respect to the bias, risk, and technical limitations. -->
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+ Users (both direct and downstream) should be made aware of the risks, biases and limitations of the model. More information needed for further recommendations.
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+
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+ ## How to Get Started with the Model
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+ Use the code below to get started with the model.
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+ [More Information Needed]
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+
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+ ## Training Details
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+
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+ ### Training Data
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+
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+ <!-- 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. -->
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+ [More Information Needed]
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+
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+ ### Training Procedure
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+ <!-- This relates heavily to the Technical Specifications. Content here should link to that section when it is relevant to the training procedure. -->
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+ #### Preprocessing [optional]
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+ [More Information Needed]
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+
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+ #### Training Hyperparameters
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+ - **Training regime:** [More Information Needed] <!--fp32, fp16 mixed precision, bf16 mixed precision, bf16 non-mixed precision, fp16 non-mixed precision, fp8 mixed precision -->
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+
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+ #### Speeds, Sizes, Times [optional]
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+
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+ <!-- This section provides information about throughput, start/end time, checkpoint size if relevant, etc. -->
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+ [More Information Needed]
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+
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+ ## Evaluation
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+
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+ <!-- This section describes the evaluation protocols and provides the results. -->
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+ ### Testing Data, Factors & Metrics
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+ #### Testing Data
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+ <!-- This should link to a Dataset Card if possible. -->
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+ [More Information Needed]
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+
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+ #### Factors
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+ <!-- These are the things the evaluation is disaggregating by, e.g., subpopulations or domains. -->
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+ [More Information Needed]
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+
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+ #### Metrics
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+
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+ <!-- These are the evaluation metrics being used, ideally with a description of why. -->
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+ [More Information Needed]
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+ ### Results
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+ [More Information Needed]
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+ #### Summary
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+ ## Model Examination [optional]
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+ <!-- Relevant interpretability work for the model goes here -->
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+ [More Information Needed]
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+ ## Environmental Impact
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+ <!-- Total emissions (in grams of CO2eq) and additional considerations, such as electricity usage, go here. Edit the suggested text below accordingly -->
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+ 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).
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+
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+ - **Hardware Type:** [More Information Needed]
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+ - **Hours used:** [More Information Needed]
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+ - **Cloud Provider:** [More Information Needed]
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+ - **Compute Region:** [More Information Needed]
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+ - **Carbon Emitted:** [More Information Needed]
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+
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+ ## Technical Specifications [optional]
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+ ### Model Architecture and Objective
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+ [More Information Needed]
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+ ### Compute Infrastructure
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+ [More Information Needed]
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+ #### Hardware
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+ [More Information Needed]
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+ #### Software
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+ [More Information Needed]
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+ ## Citation [optional]
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+ <!-- If there is a paper or blog post introducing the model, the APA and Bibtex information for that should go in this section. -->
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+ **BibTeX:**
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+ [More Information Needed]
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+ **APA:**
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+ [More Information Needed]
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+ ## Glossary [optional]
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+ <!-- If relevant, include terms and calculations in this section that can help readers understand the model or model card. -->
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+ [More Information Needed]
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+ ## More Information [optional]
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+ [More Information Needed]
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+ ## Model Card Authors [optional]
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+ [More Information Needed]
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+ ## Model Card Contact
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+ [More Information Needed]
config.json ADDED
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+ {
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+ "_name_or_path": "facebook/dinov2-base",
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+ "apply_layernorm": true,
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+ "architectures": [
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+ "Dinov2ForImageClassification"
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+ ],
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+ "attention_probs_dropout_prob": 0.0,
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+ "drop_path_rate": 0.0,
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+ "hidden_act": "gelu",
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+ "hidden_dropout_prob": 0.0,
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+ "hidden_size": 768,
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+ "id2label": {
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+ "0": "aardvark",
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+ "1": "bird",
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+ "2": "black-and-white colobus",
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+ "3": "blue duiker",
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+ "4": "buffalo",
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+ "5": "bushbuck",
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+ "6": "bushpig",
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+ "7": "cattle",
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+ "8": "chimpanzee",
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+ "9": "civet_genet",
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+ "10": "dog_jackal",
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+ "11": "elephant",
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+ "12": "galago_potto",
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+ "13": "goat",
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+ "14": "golden cat",
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+ "15": "gorilla",
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+ "16": "guineafowl",
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+ "17": "honey badger",
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+ "18": "leopard",
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+ "19": "mandrill",
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+ "20": "mongoose",
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+ "21": "monkey",
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+ "22": "olive baboon",
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+ "23": "pangolin",
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+ "24": "porcupine",
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+ "25": "red colobus_red-capped mangabey",
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+ "26": "red duiker",
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+ "27": "rodent",
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+ "28": "serval",
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+ "29": "spotted hyena",
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+ "30": "squirel",
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+ "31": "water chevrotain",
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+ "32": "yellow-backed duiker"
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+ },
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+ "image_size": 518,
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+ "initializer_range": 0.02,
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+ "label2id": {
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+ "aardvark": 0,
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+ "bird": 1,
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+ "black-and-white colobus": 2,
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+ "blue duiker": 3,
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+ "buffalo": 4,
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+ "bushbuck": 5,
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+ "bushpig": 6,
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+ "cattle": 7,
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+ "chimpanzee": 8,
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+ "civet_genet": 9,
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+ "dog_jackal": 10,
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+ "elephant": 11,
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+ "galago_potto": 12,
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+ "goat": 13,
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+ "golden cat": 14,
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+ "gorilla": 15,
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+ "guineafowl": 16,
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+ "honey badger": 17,
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+ "leopard": 18,
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+ "mandrill": 19,
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+ "mongoose": 20,
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+ "monkey": 21,
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+ "olive baboon": 22,
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+ "pangolin": 23,
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+ "porcupine": 24,
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+ "red colobus_red-capped mangabey": 25,
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+ "red duiker": 26,
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+ "rodent": 27,
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+ "serval": 28,
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+ "spotted hyena": 29,
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+ "squirel": 30,
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+ "water chevrotain": 31,
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+ "yellow-backed duiker": 32
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+ },
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+ "layer_norm_eps": 1e-06,
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+ "layerscale_value": 1.0,
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+ "mlp_ratio": 4,
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+ "model_type": "dinov2",
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+ "num_attention_heads": 12,
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+ "num_channels": 3,
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+ "num_hidden_layers": 12,
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+ "out_features": [
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+ "stage12"
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+ ],
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+ "out_indices": [
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+ 12
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+ ],
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+ "patch_size": 14,
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+ "problem_type": "single_label_classification",
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+ "qkv_bias": true,
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+ "reshape_hidden_states": true,
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+ "stage_names": [
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+ "stem",
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+ "stage1",
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+ "stage2",
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+ "stage3",
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+ "stage4",
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+ "stage5",
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+ "stage6",
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+ "stage7",
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+ "stage8",
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+ "stage9",
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+ "stage10",
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+ "stage11",
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+ "stage12"
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+ ],
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+ "torch_dtype": "float32",
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+ "transformers_version": "4.40.2",
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+ "use_swiglu_ffn": false
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+ }
model.safetensors ADDED
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