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GenerateTextEmbeddingDataPromptTemplateDict

class GenerateTextEmbeddingDataPromptTemplateDict(TextPromptDict):

A :obj:TextPrompt dictionary containing text embedding tasks generation, query, positive and hard negative samples generation, from the “Improving Text Embeddings with Large Language Models” paper.

Parameters:

  • GENERATE_TASKS (TextPrompt): A prompt to generate a list
  • of: obj:num_tasks synthetic text_embedding tasks.
  • ASSISTANT_PROMPT (TextPrompt): A system prompt for the AI assistant to generate synthetic :obj:user_query, :obj:positive document,
  • and: obj:hard_negative_document for a specific :obj:task with specified parameters including :obj:query_type, :obj:query_length, :obj:clarity, :obj:num_words, :obj:language and :obj:difficulty.

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init

def __init__(self, *args: Any, **kwargs: Any):