Spacylize

API Modules

  • Command Line Interface
    • generate_data()
    • visualize_data()
    • validate_dataset()
    • split_dataset()
    • train_pipeline()
    • evaluate_model()
  • Data Generation
    • TaskParser
      • TaskParser.parse()
    • DocumentBuilder
      • DocumentBuilder.build()
    • NERParser
      • NERParser.parse()
    • NERDocumentBuilder
      • NERDocumentBuilder.build()
    • TextCatParser
      • TextCatParser.parse()
    • TextCatDocumentBuilder
      • TextCatDocumentBuilder.build()
    • TaskHandler
      • TaskHandler.get_handler()
      • TaskHandler.supported_tasks()
    • DataGenerator
      • DataGenerator.__init__()
      • DataGenerator.run()
  • Data Validation
    • DataValidator
      • DataValidator.dataset_path
      • DataValidator.output_folder
      • DataValidator.task
      • DataValidator.nlp
      • DataValidator.json_path
      • DataValidator.png_path
      • DataValidator.__init__()
      • DataValidator.run()
  • Data Visualization
    • DataVisualizer
      • DataVisualizer.input_path
      • DataVisualizer.task
      • DataVisualizer.n_samples
      • DataVisualizer.port
      • DataVisualizer.__init__()
      • DataVisualizer.run()
  • LLM Client
    • LLMClient
      • LLMClient.model
      • LLMClient.api_key
      • LLMClient.api_base
      • LLMClient.max_tokens
      • LLMClient.__init__()
      • LLMClient.generate()
  • LLM Configuration
    • LLMConfig
      • LLMConfig.model
      • LLMConfig.api_key
      • LLMConfig.api_base
      • LLMConfig.max_tokens
      • LLMConfig.model
      • LLMConfig.api_key
      • LLMConfig.api_base
      • LLMConfig.max_tokens
      • LLMConfig.model_config
    • load_llm_config()
  • Prompt Configuration
    • PromptMessage
      • PromptMessage.role
      • PromptMessage.content
      • PromptMessage.role
      • PromptMessage.content
      • PromptMessage.model_config
    • PromptConfig
      • PromptConfig.system
      • PromptConfig.user
      • PromptConfig.system
      • PromptConfig.user
      • PromptConfig.model_config
    • NERExample
      • NERExample.text
      • NERExample.explanation
      • NERExample.text
      • NERExample.explanation
      • NERExample.model_config
    • NERStructuredConfig
      • NERStructuredConfig.task
      • NERStructuredConfig.entities
      • NERStructuredConfig.domain
      • NERStructuredConfig.tone
      • NERStructuredConfig.length
      • NERStructuredConfig.language
      • NERStructuredConfig.temperature
      • NERStructuredConfig.constraints
      • NERStructuredConfig.examples
      • NERStructuredConfig.task
      • NERStructuredConfig.entities
      • NERStructuredConfig.domain
      • NERStructuredConfig.tone
      • NERStructuredConfig.length
      • NERStructuredConfig.language
      • NERStructuredConfig.temperature
      • NERStructuredConfig.constraints
      • NERStructuredConfig.examples
      • NERStructuredConfig.validate_entities()
      • NERStructuredConfig.model_config
    • TextCatCategory
      • TextCatCategory.name
      • TextCatCategory.description
      • TextCatCategory.name
      • TextCatCategory.description
      • TextCatCategory.model_config
    • TextCatExample
      • TextCatExample.text
      • TextCatExample.category
      • TextCatExample.text
      • TextCatExample.category
      • TextCatExample.model_config
    • TextCatStructuredConfig
      • TextCatStructuredConfig.task
      • TextCatStructuredConfig.categories
      • TextCatStructuredConfig.domain
      • TextCatStructuredConfig.tone
      • TextCatStructuredConfig.length
      • TextCatStructuredConfig.language
      • TextCatStructuredConfig.temperature
      • TextCatStructuredConfig.constraints
      • TextCatStructuredConfig.examples
      • TextCatStructuredConfig.task
      • TextCatStructuredConfig.categories
      • TextCatStructuredConfig.domain
      • TextCatStructuredConfig.tone
      • TextCatStructuredConfig.length
      • TextCatStructuredConfig.language
      • TextCatStructuredConfig.temperature
      • TextCatStructuredConfig.constraints
      • TextCatStructuredConfig.examples
      • TextCatStructuredConfig.validate_categories()
      • TextCatStructuredConfig.model_config
    • load_prompt_config()
  • Dataset Splitting
    • DataSpliter
      • DataSpliter.input_file
      • DataSpliter.train_file
      • DataSpliter.dev_file
      • DataSpliter.dev_size
      • DataSpliter.seed
      • DataSpliter.__init__()
      • DataSpliter.run()
  • Model Training
    • ModelTrainer
      • ModelTrainer.train_data
      • ModelTrainer.base_model
      • ModelTrainer.output_model
      • ModelTrainer.n_iter
      • ModelTrainer.dropout
      • ModelTrainer.__init__()
      • ModelTrainer.run()
  • Model Evaluation
    • ModelEvaluater
      • ModelEvaluater.model_path
      • ModelEvaluater.eval_data
      • ModelEvaluater.__init__()
      • ModelEvaluater.run()
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