Ask a question on the current page and return the answer.

Run a single ablation experiment

Run comprehensive enhanced experiments.

Run a single experiment with given configuration.

Run a single experiment with given configuration

Run a single experiment with given configuration

Run a single experiment with given configuration

Run a single experiment with given configuration

Run experiment on a specific dataset.

Run hyperparameter study

Run hyperparameter study

Sample a batch of training instances

search arxiv papers Args: query (str): search keyword max_results (int): max return results Returns:

Set temperature value for annealing. Args: temp (float): New temperature value

Set up necessary directories for the composer

Setup logging for comprehensive experiments

Setup logging for comprehensive experiments

Setup logging directory and return log file path

Setup logging directory for visualization results

Stage the specified file changes Args: file_paths (list): The file paths to stage, if None, add all changes to the staging area

Submit a Pull Request Args: title: PR title body: PR description target_branch: target branch

Compute supervised classification loss. Args: pred (torch.Tensor): Model predictions labels (torch.Tensor): Ground truth labe

Scroll the viewport DOWN one page-length in the current terminal. Use this function when the terminal is too long and you want to scroll down to

Move the viewport to the specified page index. The index starts from 1. Use this function when you want to move the viewport to a specific pa

Scroll the viewport UP one page-length in the current terminal. Use this function when the terminal is too long and you want to scroll up to see

Helper function to convert Embedded Snippet object to a dataframe row in dictionary format. Args: embedded_snippets: List of Sni

Train and evaluate a model with given configuration

Train and evaluate model with detailed tracking

Train and evaluate model with detailed tracking

Train a model with given hyperparameter configuration

Transfer the fschema to a dictionary. Returns: A dictionary to input to workflow graph.

按比例截断消息

Update codebook using Exponential Moving Average. Args: z (torch.Tensor): Original input tensor assignments (torch.Te

Update codebook using Exponential Moving Average (EMA)

验证用户输入是否有效 Args: question: 用户问题 Returns: bool: 输入是否有效

Navigate directly to a provided URL using the browser's address bar. Prefer this tool over other navigation techniques in cases where the user pr

Visualize representations using t-SNE and PCA

using subprocess to check if the container is running

using subprocess to check if the container is running

Write content to a file. Use this function when there is a need to write content to an existing file. Args: path: The path to the fil

Initialize the operator. Args: temperature (float): Temperature parameter for Gumbel-Softmax hard (bool): Whether to