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Upload VJEPA2ForVideoClassification

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  1. README.md +199 -0
  2. config.json +482 -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": "ApplyLipstick",
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+ "1": "ApplyEyeMakeup",
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+ "2": "Biking",
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+ "3": "BrushingTeeth",
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+ "4": "CuttingInKitchen",
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+ "5": "Haircut",
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+ "6": "HandstandWalking",
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+ "7": "HandstandPushups",
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+ "8": "Hammering",
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+ "9": "Knitting",
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+ "10": "Typing",
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+ "11": "BlowDryHair",
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+ "12": "PlayingDaf",
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+ "13": "HeadMassage",
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+ "14": "WalkingWithDog",
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+ "15": "Sitting",
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+ "16": "Standing",
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+ "17": "Walking",
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+ "18": "DrinkAngry",
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+ "19": "DrinkDisgust",
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+ "20": "DrinkHappy",
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+ "21": "DrinkNeutral",
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+ "22": "DrinkSad",
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+ "23": "PutonglassesAngry",
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+ "24": "PutonglassesHappy",
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+ "25": "PutonglassesNeutral",
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+ "26": "PutonglassesSad",
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+ "27": "PutonjacketAngry",
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+ "28": "PutonjacketHappy",
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+ "29": "PutonjacketNeutral",
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+ "30": "PutonjacketSad",
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+ "31": "ReadAngry",
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+ "32": "ReadHappy",
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+ "33": "ReadNeutral",
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+ "34": "ReadSad",
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+ "35": "SitdownAngry",
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+ "36": "SitdownHappy",
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+ "37": "SitdownNeutral",
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+ "38": "SitdownSad",
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+ "39": "StandupAngry",
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+ "40": "StandupHappy",
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+ "41": "StandupNeutral",
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+ "42": "StandupSad",
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+ "43": "TakeoffglassesAngry",
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+ "44": "TakeoffglassesHappy",
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+ "45": "TakeoffglassesNeutral",
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+ "46": "TakeoffglassesSad",
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+ "47": "TakeoffjacketAngry",
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+ "48": "TakeoffjacketHappy",
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+ "49": "TakeoffjacketNeutral",
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+ "50": "TakeoffjacketSad",
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+ "51": "WriteAngry",
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+ "52": "WriteHappy",
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+ "53": "WriteNeutral",
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+ "54": "ViolenceFighting",
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+ "55": "Fighting",
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+ "56": "Waving",
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+ "57": "Clapping",
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+ "58": "WalkingWhileUsingPhone",
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+ "59": "Jump",
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+ "60": "SitDown",
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+ "61": "LyingDown",
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+ "62": "StandUp",
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+ "63": "FallDown",
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+ "64": "ClosingABook",
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+ "65": "ClosingABox",
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+ "66": "ClosingAClosetCabinet",
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+ "67": "ClosingADoor",
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+ "68": "ClosingALaptop",
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+ "69": "ClosingARefrigerator",
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+ "70": "ClosingAWindow",
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+ "71": "DrinkingFromACupGlassBottle",
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+ "72": "EatingASandwich",
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+ "73": "FixingADoor",
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+ "74": "FixingADoorknob",
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+ "75": "FixingALight",
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+ "76": "FixingAVacuum",
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+ "77": "FixingTheirHair",
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+ "78": "GraspingOntoADoorknob",
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+ "79": "HoldingABag",
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+ "80": "HoldingABlanket",
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+ "81": "HoldingABook",
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+ "82": "HoldingABox",
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+ "83": "HoldingABroom",
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+ "84": "HoldingACupGlassBottleOfSomething",
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+ "85": "HoldingADish",
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+ "86": "HoldingALaptop",
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+ "87": "HoldingAMirror",
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+ "88": "HoldingAPhoneCamera",
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+ "89": "HoldingAPicture",
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+ "90": "HoldingAPillow",
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+ "91": "HoldingASandwich",
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+ "92": "HoldingAShoeShoes",
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+ "93": "HoldingATowelS",
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+ "94": "HoldingAVacuum",
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+ "95": "HoldingSomeClothes",
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+ "96": "HoldingSomeFood",
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+ "97": "HoldingSomeMedicine",
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+ "98": "LaughingAtAPicture",
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+ "99": "LaughingAtTelevision",
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+ "100": "LyingOnABed",
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+ "101": "LyingOnASofaCouch",
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+ "102": "LyingOnTheFloor",
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+ "103": "MakingASandwich",
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+ "104": "OpeningABag",
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+ "105": "OpeningABook",
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+ "106": "OpeningABox",
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+ "107": "OpeningAClosetCabinet",
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+ "108": "OpeningADoor",
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+ "109": "OpeningALaptop",
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+ "110": "OpeningARefrigerator",
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+ "111": "OpeningAWindow",
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+ "112": "PlayingWithAPhoneCamera",
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+ "113": "PouringSomethingIntoACupGlassBottle",
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+ "114": "PuttingABagSomewhere",
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+ "115": "PuttingABlanketSomewhere",
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+ "116": "PuttingABookSomewhere",
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+ "117": "PuttingABoxSomewhere",
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+ "118": "PuttingABroomSomewhere",
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+ "119": "PuttingACupGlassBottleSomewhere",
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+ "120": "PuttingADishEsSomewhere",
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+ "121": "PuttingALaptopSomewhere",
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+ "122": "PuttingAPhoneCameraSomewhere",
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+ "123": "PuttingAPictureSomewhere",
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+ "124": "PuttingAPillowSomewhere",
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+ "125": "PuttingASandwichSomewhere",
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+ "126": "PuttingATowelSSomewhere",
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+ "127": "PuttingClothesSomewhere",
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+ "128": "PuttingGroceriesSomewhere",
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+ "129": "PuttingOnShoeShoes",
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+ "130": "PuttingShoesSomewhere",
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+ "131": "PuttingSomeFoodSomewhere",
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+ "132": "PuttingSomethingOnAShelf",
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+ "133": "PuttingSomethingOnATable",
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+ "134": "PuttingTheirPaperNotebookSomewhere",
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+ "135": "ReachingForAndGrabbingAPicture",
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+ "136": "SittingAtATable",
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+ "137": "SittingInABed",
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+ "138": "SittingInAChair",
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+ "139": "SittingOnATable",
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+ "140": "SittingOnSofaCouch",
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+ "141": "SittingOnTheFloor",
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+ "142": "SmilingAtABook",
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+ "143": "SmilingInAMirror",
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+ "144": "SnugglingWithABlanket",
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+ "145": "SnugglingWithAPillow",
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+ "146": "SomeoneIsAwakeningInBed",
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+ "147": "SomeoneIsAwakeningSomewhere",
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+ "148": "SomeoneIsCookingSomething",
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+ "149": "SomeoneIsDressing",
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+ "150": "SomeoneIsEatingSomething",
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+ "151": "SomeoneIsGoingFromStandingToSitting",
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+ "152": "SomeoneIsHoldingAPaperNotebook",
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+ "153": "SomeoneIsLaughing",
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+ "154": "SomeoneIsRunningSomewhere",
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+ "155": "SomeoneIsSmiling",
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+ "156": "SomeoneIsSneezing",
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+ "157": "SomeoneIsStandingUpFromSomewhere",
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+ "158": "SomeoneIsUndressing",
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+ "159": "StandingOnAChair",
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+ "160": "TakingABagFromSomewhere",
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+ "161": "TakingABlanketFromSomewhere",
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+ "162": "TakingABookFromSomewhere",
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+ "163": "TakingABoxFromSomewhere",
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+ "164": "TakingABroomFromSomewhere",
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+ "165": "TakingACupGlassBottleFromSomewhere",
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+ "166": "TakingADishEsFromSomewhere",
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+ "167": "TakingALaptopFromSomewhere",
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+ "168": "TakingAPhoneCameraFromSomewhere",
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+ "169": "TakingAPictureOfSomething",
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+ "170": "TakingAPillowFromSomewhere",
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+ "171": "TakingASandwichFromSomewhere",
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+ "172": "TakingATowelSFromSomewhere",
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+ "173": "TakingAVacuumFromSomewhere",
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+ "174": "TakingConsumingSomeMedicine",
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+ "175": "TakingFoodFromSomewhere",
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+ "176": "TakingOffSomeShoes",
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+ "177": "TakingPaperNotebookFromSomewhere",
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+ "178": "TakingShoesFromSomewhere",
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+ "179": "TakingSomeClothesFromSomewhere",
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+ "180": "TakingSomethingFromABox",
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+ "181": "TalkingOnAPhoneCamera",
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+ "182": "ThrowingABagSomewhere",
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+ "183": "ThrowingABlanketSomewhere",
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+ "184": "ThrowingABookSomewhere",
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+ "185": "ThrowingABoxSomewhere",
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+ "186": "ThrowingABroomSomewhere",
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+ "187": "ThrowingAPillowSomewhere",
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+ "188": "ThrowingATowelSSomewhere",
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+ "189": "ThrowingClothesSomewhere",
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+ "190": "ThrowingFoodSomewhere",
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+ "191": "ThrowingShoesSomewhere",
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+ "192": "ThrowingSomethingOnTheFloor",
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+ "193": "TidyingAShelfOrSomethingOnAShelf",
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+ "194": "TidyingSomeClothes",
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+ "195": "TidyingSomethingOnTheFloor",
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+ "196": "TidyingUpABlanketS",
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+ "197": "TidyingUpAClosetCabinet",
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+ "198": "TidyingUpATable",
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+ "199": "TidyingUpATowelS",
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+ "200": "TidyingUpWithABroom",
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+ "201": "TurningOffALight",
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+ "202": "TurningOnALight",
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+ "203": "WalkingThroughADoorway",
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+ "204": "WashADishDishes",
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+ "205": "WashingACupGlassBottle",
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+ "206": "WashingAMirror",
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+ "207": "WashingATable",
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+ "208": "WashingAWindow",
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+ "209": "WashingSomeClothes",
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+ "210": "WashingSomethingWithATowel",
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+ "211": "WashingTheirHands",
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+ "212": "WatchingALaptopOrSomethingOnALaptop",
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+ "213": "WatchingLookingAtAPicture",
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+ "214": "WatchingLookingOutsideOfAWindow",
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+ "215": "WatchingReadingLookingAtABook",
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+ "216": "WatchingSomethingSomeoneThemselvesInAMirror",
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+ "217": "WatchingTelevision",
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+ "218": "WorkingAtATable",
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+ "219": "WorkingOnPaperNotebook",
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+ "220": "WorkingPlayingOnALaptop"
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+ },
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+ "image_size": 256,
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+ "in_chans": 3,
238
+ "initializer_range": 0.02,
239
+ "label2id": {
240
+ "ApplyEyeMakeup": 1,
241
+ "ApplyLipstick": 0,
242
+ "Biking": 2,
243
+ "BlowDryHair": 11,
244
+ "BrushingTeeth": 3,
245
+ "Clapping": 57,
246
+ "ClosingABook": 64,
247
+ "ClosingABox": 65,
248
+ "ClosingAClosetCabinet": 66,
249
+ "ClosingADoor": 67,
250
+ "ClosingALaptop": 68,
251
+ "ClosingARefrigerator": 69,
252
+ "ClosingAWindow": 70,
253
+ "CuttingInKitchen": 4,
254
+ "DrinkAngry": 18,
255
+ "DrinkDisgust": 19,
256
+ "DrinkHappy": 20,
257
+ "DrinkNeutral": 21,
258
+ "DrinkSad": 22,
259
+ "DrinkingFromACupGlassBottle": 71,
260
+ "EatingASandwich": 72,
261
+ "FallDown": 63,
262
+ "Fighting": 55,
263
+ "FixingADoor": 73,
264
+ "FixingADoorknob": 74,
265
+ "FixingALight": 75,
266
+ "FixingAVacuum": 76,
267
+ "FixingTheirHair": 77,
268
+ "GraspingOntoADoorknob": 78,
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+ "Haircut": 5,
270
+ "Hammering": 8,
271
+ "HandstandPushups": 7,
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+ "HandstandWalking": 6,
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+ "HeadMassage": 13,
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+ "HoldingABag": 79,
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+ "HoldingABlanket": 80,
276
+ "HoldingABook": 81,
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+ "HoldingABox": 82,
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+ "HoldingABroom": 83,
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+ "HoldingACupGlassBottleOfSomething": 84,
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+ "HoldingADish": 85,
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+ "HoldingALaptop": 86,
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+ "HoldingAMirror": 87,
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+ "HoldingAPhoneCamera": 88,
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+ "HoldingAPicture": 89,
285
+ "HoldingAPillow": 90,
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+ "HoldingASandwich": 91,
287
+ "HoldingAShoeShoes": 92,
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+ "HoldingATowelS": 93,
289
+ "HoldingAVacuum": 94,
290
+ "HoldingSomeClothes": 95,
291
+ "HoldingSomeFood": 96,
292
+ "HoldingSomeMedicine": 97,
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+ "Jump": 59,
294
+ "Knitting": 9,
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+ "LaughingAtAPicture": 98,
296
+ "LaughingAtTelevision": 99,
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+ "LyingDown": 61,
298
+ "LyingOnABed": 100,
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+ "LyingOnASofaCouch": 101,
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+ "LyingOnTheFloor": 102,
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+ "MakingASandwich": 103,
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+ "OpeningABag": 104,
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+ "OpeningABook": 105,
304
+ "OpeningABox": 106,
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+ "OpeningAClosetCabinet": 107,
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+ "OpeningADoor": 108,
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+ "OpeningALaptop": 109,
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+ "OpeningARefrigerator": 110,
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+ "OpeningAWindow": 111,
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+ "PlayingDaf": 12,
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+ "PlayingWithAPhoneCamera": 112,
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+ "PouringSomethingIntoACupGlassBottle": 113,
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+ "PutonglassesAngry": 23,
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+ "PutonglassesHappy": 24,
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+ "PutonglassesNeutral": 25,
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+ "PutonglassesSad": 26,
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+ "PutonjacketAngry": 27,
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+ "PutonjacketHappy": 28,
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