The Gumbel max is a method for sampling categorical distributions. According to arXiv:2409.02908, for MDM, low-precision Gumbel Max improve

The Gumbel max is a method for sampling categorical distributions. According to arXiv:2409.02908, for MDM, low-precision Gumbel Max improve

Create a filtering pipeline.

Calls the OpenAI API's chat completion endpoint with exponential backoff.

Args: results: a list of values returned by process_results Returns: A score

Convert Dictionary into Tree Example: input(dict) { "menu": [

Helper function to draw bounding boxes on video frames.

result_full: [{'title', 'snippet', 'content','screenshot_path'}]

Initializes the model with given parameters. Parameters: model_name (str): Name of the model to initialize. projection_path (st

Calculate the Jaccard Index.

r""" Args: Loads the ExponentialMovingAverage state. This method is used by accelerate during checkpointing to save the ema

Load video frames from a video file. Parameters: vis_path (str): Path to the video file. n_clips (int): Number of clips to extr

Return the mean squared error.

Normalize the str to lower case and make them float numbers if possible. https://github.com/MMMU-Benchmark/MMMU/blob/51ce7f3e829c16bb44bc5445

Normalize the str to lower case and make them float numbers if possible. https://github.com/MMMU-Benchmark/MMMU/blob/51ce7f3e829c16bb44bc5445

Normalize the str to lower case and make them float numbers if possible. https://github.com/MMMU-Benchmark/MMMU/blob/51ce7f3e829c16bb44bc5445

Normalize the str to lower case and make them float numbers if possible. https://github.com/MMMU-Benchmark/MMMU/blob/51ce7f3e829c16bb44bc5445

Normalize the str to lower case and make them float numbers if possible. https://github.com/MMMU-Benchmark/MMMU/blob/51ce7f3e829c16bb44bc5445

Parse the JSON object, including nested JSON strings.

A wrapper for pronouncingpy's phones_for_word to handle out-of-vocab issues.