Flan-t5 trained with HF+FSDP saves corrupted weights for shared embeddings, Use this function to make sure it can be correctly loaded.

Checks the token count for each message in your list This is not part of the OpenAI API spec.

Creates a completion for the chat message

Create configuration optimized for a specific model Args: model_path: Path to the model task_type: Type of task ("math", "al

Create custom configuration with specified parameters

Creates embeddings for the text

Create a prompt for the given task item

Visualize which tokens in a sample are ignored (not contributing to loss) and which tokens are supervised. Tokens are grouped into contin

Decode a single sample's target (label tensor) into a string. ignore_token_id (default -100) and pad_token_id are skipped.

Detect the langauge of a string.

Disable the redundant torch default initialization to accelerate model creation.

Distribute dataset across processes with proper task ID offsetting Returns: Local dataset portion for this process

Distribute dataset across processes with proper task ID offsetting Returns: Local dataset portion for this process

启用注意力分析功能

Extract content within balanced braces starting at start_pos

完整前向传播

Complete forward pass (hidden processing only)

Get configuration for ALFWorld data collection

Uses the conv template of the base model