lazytext
simpletransformers
| lazytext | simpletransformers | |
|---|---|---|
| 2 | 6 | |
| 16 | 4,021 | |
| - | - | |
| 0.0 | 7.5 | |
| over 2 years ago | 18 days ago | |
| Python | Python | |
| MIT License | Apache License 2.0 |
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lazytext
simpletransformers
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Huggingface is a great idea poorly executed.
You might try this: https://github.com/ThilinaRajapakse/simpletransformers
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Gpt 2 124m using transformers
https://github.com/ThilinaRajapakse/simpletransformers/blob/master/simpletransformers/language_generation/language_generation_model.py#L146
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Neural Search Tutorial
Getting embeddings from BERT Encoder
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Neural Search Step-by-Step
Tutorial includes: - What is the Neural Search? - Getting embeddings from BERT Encoder - Using vector search engine Qdrant - Creating an API server with FastAPI.
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Document Classification
If you want to do text classification hugging face transformers is great. There's also a simple version for it: https://github.com/ThilinaRajapakse/simpletransformers
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A Shortly like user interface for GPT 2?
Here is an example script to finetune a GPT-2 model: https://github.com/ThilinaRajapakse/simpletransformers/blob/master/examples/language_generation/fine_tune.py
What are some alternatives?
lazypredict - Lazy Predict help build a lot of basic models without much code and helps understand which models works better without any parameter tuning
BERTweet - BERTweet: A pre-trained language model for English Tweets (EMNLP-2020)
minGPT - A minimal PyTorch re-implementation of the OpenAI GPT (Generative Pretrained Transformer) training
layout-parser - A Unified Toolkit for Deep Learning Based Document Image Analysis
kiri - Backprop makes it simple to use, finetune, and deploy state-of-the-art ML models.
fastapi - FastAPI framework, high performance, easy to learn, fast to code, ready for production
rasa - 💬 Open source machine learning framework to automate text- and voice-based conversations: NLU, dialogue management, connect to Slack, Facebook, and more - Create chatbots and voice assistants
Questgen.ai - Question generation using state-of-the-art Natural Language Processing algorithms
kiri - Kiri is a visual tool designed for reviewing schematics and layouts of KiCad projects that are version-controlled with Git.
DialogRPT - EMNLP 2020: "Dialogue Response Ranking Training with Large-Scale Human Feedback Data"
huggingface_hub - The official Python client for the Huggingface Hub.
nlu - 1 line for thousands of State of The Art NLP models in hundreds of languages The fastest and most accurate way to solve text problems.