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Upload VJEPA2ForVideoClassification

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  1. README.md +199 -0
  2. config.json +480 -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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+
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+
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+
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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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+
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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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+
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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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+
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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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+
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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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+
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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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+
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+ Use the code below to get started with the model.
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+
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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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+
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+ [More Information Needed]
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+
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+ ### Training Procedure
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+
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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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+
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+ #### Preprocessing [optional]
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+
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+ [More Information Needed]
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+
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+
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+ #### Training Hyperparameters
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+
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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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+
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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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+
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+ ### Testing Data, Factors & Metrics
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+
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+ #### Testing Data
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+
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+ <!-- This should link to a Dataset Card if possible. -->
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+
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+ [More Information Needed]
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+
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+ #### Factors
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+
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+ <!-- These are the things the evaluation is disaggregating by, e.g., subpopulations or domains. -->
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+
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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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+
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+ [More Information Needed]
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+
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+ ### Results
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+
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+ [More Information Needed]
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+
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+ #### Summary
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+
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+
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+
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+ ## Model Examination [optional]
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+
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+ <!-- Relevant interpretability work for the model goes here -->
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+
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+ [More Information Needed]
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+
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+ ## Environmental Impact
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+
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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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+
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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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+
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+ ### Model Architecture and Objective
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+
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+ [More Information Needed]
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+
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+ ### Compute Infrastructure
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+
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+ [More Information Needed]
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+
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+ #### Hardware
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+
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+ [More Information Needed]
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+
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+ #### Software
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+
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+ [More Information Needed]
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+
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+ ## Citation [optional]
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+
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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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+
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+ **BibTeX:**
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+
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+ [More Information Needed]
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+
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+ **APA:**
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+
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+ [More Information Needed]
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+
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+ ## Glossary [optional]
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+
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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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+
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+ [More Information Needed]
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+
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+ ## More Information [optional]
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+
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+ [More Information Needed]
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+
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+ ## Model Card Authors [optional]
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+
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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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+ "architectures": [
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+ "VJEPA2ForVideoClassification"
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+ ],
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+ "attention_dropout": 0.0,
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+ "attention_probs_dropout_prob": 0.0,
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+ "crop_size": 256,
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+ "drop_path_rate": 0.0,
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+ "frames_per_clip": 16,
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+ "hidden_act": "gelu",
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+ "hidden_dropout_prob": 0.0,
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+ "hidden_size": 1024,
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+ "id2label": {
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+ "0": "Jump",
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+ "1": "ApplyEyeMakeup",
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+ "2": "ApplyLipstick",
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+ "3": "Biking",
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+ "4": "BlowDryHair",
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+ "5": "BrushingTeeth",
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+ "6": "CuttingInKitchen",
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+ "7": "Haircut",
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+ "8": "Hammering",
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+ "9": "HandstandPushups",
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+ "10": "HandstandWalking",
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+ "11": "HeadMassage",
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+ "12": "Knitting",
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+ "13": "PlayingDaf",
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+ "14": "Typing",
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+ "15": "WalkingWithDog",
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+ "16": "FallDown",
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+ "17": "LyingDown",
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+ "18": "SitDown",
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+ "19": "Sitting",
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+ "20": "StandUp",
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+ "21": "Standing",
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+ "22": "Walking",
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+ "23": "DrinkAngry",
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+ "24": "DrinkDisgust",
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+ "25": "DrinkHappy",
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+ "26": "DrinkNeutral",
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+ "27": "DrinkSad",
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+ "28": "PutonglassesAngry",
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+ "29": "PutonglassesHappy",
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+ "30": "PutonglassesNeutral",
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+ "31": "PutonglassesSad",
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+ "32": "PutonjacketAngry",
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+ "33": "PutonjacketHappy",
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+ "34": "PutonjacketNeutral",
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+ "35": "PutonjacketSad",
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+ "36": "ReadAngry",
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+ "37": "ReadHappy",
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+ "38": "ReadNeutral",
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+ "39": "ReadSad",
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+ "40": "SitdownAngry",
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+ "41": "SitdownHappy",
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+ "42": "SitdownNeutral",
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+ "43": "SitdownSad",
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+ "44": "StandupAngry",
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+ "45": "StandupHappy",
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+ "46": "StandupNeutral",
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+ "47": "StandupSad",
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+ "48": "TakeoffglassesAngry",
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+ "49": "TakeoffglassesHappy",
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+ "50": "TakeoffglassesNeutral",
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+ "51": "TakeoffglassesSad",
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+ "52": "TakeoffjacketAngry",
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+ "53": "TakeoffjacketHappy",
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+ "54": "TakeoffjacketNeutral",
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+ "55": "TakeoffjacketSad",
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+ "56": "WriteAngry",
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+ "57": "WriteHappy",
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+ "58": "WriteNeutral",
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+ "59": "Waving",
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+ "60": "Fighting",
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+ "61": "Clapping",
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+ "62": "WalkingWhileUsingPhone",
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+ "63": "ClosingABook",
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+ "64": "ClosingABox",
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+ "65": "ClosingAClosetCabinet",
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+ "66": "ClosingADoor",
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+ "67": "ClosingALaptop",
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+ "68": "ClosingARefrigerator",
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+ "69": "ClosingAWindow",
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+ "70": "DrinkingFromACupGlassBottle",
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+ "71": "EatingASandwich",
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+ "72": "FixingADoor",
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+ "73": "FixingADoorknob",
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+ "74": "FixingALight",
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+ "75": "FixingAVacuum",
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+ "76": "FixingTheirHair",
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+ "77": "GraspingOntoADoorknob",
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+ "78": "HoldingABag",
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+ "79": "HoldingABlanket",
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+ "80": "HoldingABook",
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+ "81": "HoldingABox",
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+ "82": "HoldingABroom",
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+ "83": "HoldingACupGlassBottleOfSomething",
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+ "84": "HoldingADish",
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+ "85": "HoldingALaptop",
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+ "86": "HoldingAMirror",
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+ "87": "HoldingAPhoneCamera",
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+ "88": "HoldingAPicture",
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+ "89": "HoldingAPillow",
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+ "90": "HoldingASandwich",
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+ "91": "SomeoneIsRunningSomewhere",
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+ "92": "SomeoneIsSmiling",
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+ "93": "SomeoneIsSneezing",
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+ "94": "SomeoneIsStandingUpFromSomewhere",
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+ "95": "HoldingAShoeShoes",
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+ "96": "HoldingATowelS",
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+ "97": "HoldingAVacuum",
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+ "98": "HoldingSomeClothes",
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+ "99": "HoldingSomeFood",
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+ "100": "HoldingSomeMedicine",
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+ "101": "LaughingAtAPicture",
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+ "102": "LaughingAtTelevision",
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+ "103": "LyingOnABed",
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+ "104": "LyingOnASofaCouch",
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+ "105": "LyingOnTheFloor",
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+ "106": "MakingASandwich",
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+ "107": "OpeningABag",
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+ "108": "OpeningABook",
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+ "109": "OpeningABox",
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+ "110": "OpeningAClosetCabinet",
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+ "111": "OpeningADoor",
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+ "112": "OpeningALaptop",
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+ "113": "OpeningARefrigerator",
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+ "114": "OpeningAWindow",
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+ "115": "PlayingWithAPhoneCamera",
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+ "116": "PouringSomethingIntoACupGlassBottle",
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+ "117": "PuttingABagSomewhere",
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+ "118": "PuttingABlanketSomewhere",
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+ "119": "PuttingABookSomewhere",
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+ "120": "PuttingABoxSomewhere",
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+ "121": "PuttingABroomSomewhere",
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+ "122": "PuttingACupGlassBottleSomewhere",
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+ "123": "PuttingADishEsSomewhere",
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+ "124": "PuttingALaptopSomewhere",
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+ "125": "PuttingAPhoneCameraSomewhere",
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+ "126": "PuttingAPictureSomewhere",
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+ "127": "PuttingAPillowSomewhere",
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+ "128": "PuttingASandwichSomewhere",
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+ "129": "PuttingATowelSSomewhere",
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+ "130": "PuttingClothesSomewhere",
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+ "131": "PuttingGroceriesSomewhere",
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+ "132": "PuttingOnShoeShoes",
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+ "133": "PuttingShoesSomewhere",
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+ "134": "PuttingSomeFoodSomewhere",
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+ "135": "PuttingSomethingOnAShelf",
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+ "136": "PuttingSomethingOnATable",
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+ "137": "PuttingTheirPaperNotebookSomewhere",
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+ "138": "ReachingForAndGrabbingAPicture",
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+ "139": "SittingAtATable",
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+ "140": "SittingInABed",
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+ "141": "SittingInAChair",
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+ "142": "SittingOnATable",
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+ "143": "SittingOnSofaCouch",
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+ "144": "SittingOnTheFloor",
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+ "145": "SmilingAtABook",
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+ "146": "SmilingInAMirror",
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+ "147": "SnugglingWithABlanket",
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+ "148": "SnugglingWithAPillow",
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+ "149": "SomeoneIsAwakeningInBed",
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+ "150": "SomeoneIsAwakeningSomewhere",
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+ "151": "SomeoneIsCookingSomething",
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+ "152": "SomeoneIsDressing",
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+ "153": "SomeoneIsEatingSomething",
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+ "154": "SomeoneIsGoingFromStandingToSitting",
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+ "155": "SomeoneIsHoldingAPaperNotebook",
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+ "156": "SomeoneIsLaughing",
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+ "157": "StandingOnAChair",
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+ "158": "SomeoneIsUndressing",
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+ "159": "TakingABlanketFromSomewhere",
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+ "160": "TakingABookFromSomewhere",
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+ "161": "TakingABoxFromSomewhere",
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+ "162": "TakingADishEsFromSomewhere",
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+ "163": "TakingALaptopFromSomewhere",
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+ "164": "TakingAPictureOfSomething",
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+ "165": "TakingABagFromSomewhere",
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+ "166": "TakingABroomFromSomewhere",
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+ "167": "TakingACupGlassBottleFromSomewhere",
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+ "168": "TakingAPhoneCameraFromSomewhere",
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+ "169": "TakingAPillowFromSomewhere",
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+ "170": "TakingASandwichFromSomewhere",
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+ "171": "TakingATowelSFromSomewhere",
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+ "172": "TakingAVacuumFromSomewhere",
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+ "173": "TakingConsumingSomeMedicine",
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+ "174": "TakingFoodFromSomewhere",
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+ "175": "TakingOffSomeShoes",
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+ "176": "TakingPaperNotebookFromSomewhere",
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+ "177": "TakingShoesFromSomewhere",
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+ "178": "TakingSomeClothesFromSomewhere",
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+ "179": "TakingSomethingFromABox",
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+ "180": "TalkingOnAPhoneCamera",
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+ "181": "ThrowingABagSomewhere",
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+ "182": "ThrowingABlanketSomewhere",
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+ "183": "ThrowingABookSomewhere",
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+ "184": "ThrowingABoxSomewhere",
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+ "185": "ThrowingABroomSomewhere",
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+ "186": "ThrowingAPillowSomewhere",
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+ "187": "ThrowingATowelSSomewhere",
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+ "188": "ThrowingClothesSomewhere",
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+ "189": "ThrowingFoodSomewhere",
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+ "190": "ThrowingShoesSomewhere",
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+ "191": "ThrowingSomethingOnTheFloor",
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+ "192": "TidyingAShelfOrSomethingOnAShelf",
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+ "193": "TidyingSomeClothes",
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+ "194": "TidyingSomethingOnTheFloor",
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+ "195": "TidyingUpABlanketS",
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+ "196": "TidyingUpAClosetCabinet",
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+ "197": "TidyingUpATable",
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+ "198": "TidyingUpATowelS",
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+ "199": "TidyingUpWithABroom",
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+ "200": "TurningOffALight",
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+ "201": "TurningOnALight",
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+ "202": "WalkingThroughADoorway",
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+ "203": "WashADishDishes",
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+ "204": "WashingACupGlassBottle",
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+ "205": "WashingAMirror",
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+ "206": "WashingATable",
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+ "207": "WashingAWindow",
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+ "208": "WashingSomeClothes",
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+ "209": "WashingSomethingWithATowel",
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+ "210": "WashingTheirHands",
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+ "211": "WatchingALaptopOrSomethingOnALaptop",
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+ "212": "WatchingLookingAtAPicture",
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+ "213": "WatchingLookingOutsideOfAWindow",
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+ "214": "WatchingReadingLookingAtABook",
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+ "215": "WatchingSomethingSomeoneThemselvesInAMirror",
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+ "216": "WatchingTelevision",
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+ "217": "WorkingAtATable",
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+ "218": "WorkingOnPaperNotebook",
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+ "219": "WorkingPlayingOnALaptop"
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+ },
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+ "image_size": 256,
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+ "in_chans": 3,
237
+ "initializer_range": 0.02,
238
+ "label2id": {
239
+ "ApplyEyeMakeup": 1,
240
+ "ApplyLipstick": 2,
241
+ "Biking": 3,
242
+ "BlowDryHair": 4,
243
+ "BrushingTeeth": 5,
244
+ "Clapping": 61,
245
+ "ClosingABook": 63,
246
+ "ClosingABox": 64,
247
+ "ClosingAClosetCabinet": 65,
248
+ "ClosingADoor": 66,
249
+ "ClosingALaptop": 67,
250
+ "ClosingARefrigerator": 68,
251
+ "ClosingAWindow": 69,
252
+ "CuttingInKitchen": 6,
253
+ "DrinkAngry": 23,
254
+ "DrinkDisgust": 24,
255
+ "DrinkHappy": 25,
256
+ "DrinkNeutral": 26,
257
+ "DrinkSad": 27,
258
+ "DrinkingFromACupGlassBottle": 70,
259
+ "EatingASandwich": 71,
260
+ "FallDown": 16,
261
+ "Fighting": 60,
262
+ "FixingADoor": 72,
263
+ "FixingADoorknob": 73,
264
+ "FixingALight": 74,
265
+ "FixingAVacuum": 75,
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+ "FixingTheirHair": 76,
267
+ "GraspingOntoADoorknob": 77,
268
+ "Haircut": 7,
269
+ "Hammering": 8,
270
+ "HandstandPushups": 9,
271
+ "HandstandWalking": 10,
272
+ "HeadMassage": 11,
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+ "HoldingABag": 78,
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+ "HoldingABlanket": 79,
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+ "HoldingABook": 80,
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+ "HoldingABox": 81,
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+ "HoldingABroom": 82,
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+ "HoldingACupGlassBottleOfSomething": 83,
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+ "HoldingADish": 84,
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+ "HoldingALaptop": 85,
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+ "HoldingAMirror": 86,
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+ "HoldingAPhoneCamera": 87,
283
+ "HoldingAPicture": 88,
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+ "HoldingAPillow": 89,
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+ "HoldingASandwich": 90,
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+ "HoldingAShoeShoes": 95,
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+ "HoldingATowelS": 96,
288
+ "HoldingAVacuum": 97,
289
+ "HoldingSomeClothes": 98,
290
+ "HoldingSomeFood": 99,
291
+ "HoldingSomeMedicine": 100,
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+ "Jump": 0,
293
+ "Knitting": 12,
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+ "LaughingAtAPicture": 101,
295
+ "LaughingAtTelevision": 102,
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+ "LyingDown": 17,
297
+ "LyingOnABed": 103,
298
+ "LyingOnASofaCouch": 104,
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+ "LyingOnTheFloor": 105,
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+ "MakingASandwich": 106,
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+ "OpeningABag": 107,
302
+ "OpeningABook": 108,
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+ "OpeningABox": 109,
304
+ "OpeningAClosetCabinet": 110,
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+ "OpeningADoor": 111,
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+ "OpeningALaptop": 112,
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+ "OpeningARefrigerator": 113,
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+ "OpeningAWindow": 114,
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+ "PlayingDaf": 13,
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+ "PlayingWithAPhoneCamera": 115,
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+ "PouringSomethingIntoACupGlassBottle": 116,
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+ "PutonglassesAngry": 28,
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+ "PutonglassesHappy": 29,
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+ "PutonglassesNeutral": 30,
315
+ "PutonglassesSad": 31,
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+ "PutonjacketAngry": 32,
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+ "PutonjacketHappy": 33,
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