Complete the workflow to a more detailed workflow graph.

Analyze codebook utilization and diversity

Compute entropy rate of quantized representations. Returns: float: Entropy rate in bits

Compute the graph structure using kernelized Gumbel-Softmax. Args: x (torch.Tensor): Node feature matrix adj_

Compute perplexity to monitor codebook usage

Compute reconstruction quality metrics

Compute rotation matrix using Householder transformation that aligns encoder output with codebook vector.

Compute metrics for generated samples

Smooth concave function with controlled scaling

Convert function calling messages back to non-function calling messages.

Convert non-function calling messages back to function calling messages.

Convert interaction dictionary to sparse matrix

Convert tool call to content in string format.

Cosine annealing temperature scheduler.

Create a Pull Request Args: repo: The full name of the repository (e.g., 'owner/repo') title: The PR

删除环境变量

download arxiv paper by title Args: title (str): title of the paper

download arxiv paper source file Args: arxiv_url: arxiv paper url, e.g. 'http://arxiv.org/abs/2006.11239v2' local_root:

download arxiv paper source by arxiv url Args: arxiv_url (str): arXiv paper url, e.g. 'http://arxiv.org/abs/2006.11239v2'

Download PDFs for all papers

Download PDF from URL with error handling

Compute edge-level regularization loss. Args: graph_structure (torch.Tensor): Learned graph structure adj_matrix (torch.Tenso

Extract model name from paper content

Extract node representations at different layers

从tar.gz文件中提取所有.tex文件的内容 参数: tar_path: tar.gz文件路径 返回: str: 所有.tex文件内容的拼接，格式为 filename + content

extract all tex file content from tar.gz file Args: tar_path (str): tar.gz file path Returns: str: all tex file

Filter out shorter paths that can be generated by repeating substrings in longer paths. For example, if there is a path S -> A -> B -

Filter out self-references and return statistics

Searches for the query from the current viewport forward, looping back to the start if necessary.

Find PDF file by paper title

Find the task1 content for the target paper from benchmark dataset

extract the paper information from the Google Scholar search results, return the structured list of dictionaries

Convert seconds to human readable time string

Generate a tree structure of the code in the specified directory. Use this function when you need to know the overview of the codebase and want to gen

根据环境变量名返回对应的API获取指南 Args: key: 环境变量名 Returns: str: API获取指南链接或说明

Get citation count from Semantic Scholar API

Calculate codebook utilization. Returns: float: Percentage of codebook entries being used

f""" Get the diff of the 'metachain'.

Get the direct predecessors and successors of each node. Returns: dict: {node_name: {'predecessors': set(), 'suc

Performs a Google Scholar search with the given query and page number. Args: query: The query to search for. page: The page

Convert a numpy array to a base64 encoded png image url.

Recursively import all agents in .py files Args: base_dir: the root directory to start searching base_package: the base name

Recursively import all tools in .py files Args: base_dir: the root directory to start searching base_package: the base name o