fastNLP is a lightweight framework for natural language processing (NLP), the goal is to quickly implement NLP tasks and build complex models. A unified Tabular data container simplifies the data preprocessing process. Built-in Loader and Pipe for multiple datasets, eliminating the need for preprocessing code. Various convenient NLP tools, such as Embedding loading (including ELMo and BERT), intermediate data cache, etc.. Provide a variety of neural network components and recurrence models (covering tasks such as Chinese word segmentation, named entity recognition, syntactic analysis, text classification, text matching, metaphor resolution, summarization, etc.). Trainer provides a variety of built-in Callback functions to facilitate experiment recording, exception capture, etc. Automatic download of some datasets and pre-trained models.

Features

  • Preprocess text with DataSet
  • Convert text and index using Vocabulary
  • Convert text to vector using Embedding module
  • Load and process datasets using Loader and Pipe
  • Use Metric to quickly evaluate your model
  • Use Modules and Models to quickly build custom models

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License

Apache License V2.0

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Additional Project Details

Programming Language

Python

Related Categories

Python Machine Learning Software, Python Neural Network Libraries, Python Natural Language Processing (NLP) Tool

Registered

2022-08-05