Giter VIP home page Giter VIP logo

Comments (1)

kyakuno avatar kyakuno commented on September 27, 2024

エクスポートコード。

# This is a very small notebook showing how to grab a pre-trained T5 model, fine-tune it, and export it to onnx.]
# A lot of this is inspired by huggingface.

from transformers import T5ForConditionalGeneration, T5Tokenizer, T5Config, AdamW
import torch
from onnxt5 import generate_onnx_representation, GenerativeT5
from onnxt5.api import get_sess
import tempfile

from transformers import AutoModelForSeq2SeqLM, T5Tokenizer
model = AutoModelForSeq2SeqLM.from_pretrained("outputs/results/02/checkpoint")

tokenizer = T5Tokenizer.from_pretrained("outputs/results/02/checkpoint", legacy=False)

# Export to ONNX
generate_onnx_representation(output_prefix=f"./t5_whisper_medical", model=model)

# Load the model
decoder_sess, encoder_sess = get_sess(f"./t5_whisper_medical")
generative_t5 = GenerativeT5(encoder_sess, decoder_sess, tokenizer, onnx=True)
print(generative_t5("医療用語の訂正: こんにちは、先生。最近手足の経連があり、動機も感じます。", max_length=384, temperature=0.))
# Output: 1 <<< Positive

from ailia-models.

Related Issues (20)

Recommend Projects

  • React photo React

    A declarative, efficient, and flexible JavaScript library for building user interfaces.

  • Vue.js photo Vue.js

    🖖 Vue.js is a progressive, incrementally-adoptable JavaScript framework for building UI on the web.

  • Typescript photo Typescript

    TypeScript is a superset of JavaScript that compiles to clean JavaScript output.

  • TensorFlow photo TensorFlow

    An Open Source Machine Learning Framework for Everyone

  • Django photo Django

    The Web framework for perfectionists with deadlines.

  • D3 photo D3

    Bring data to life with SVG, Canvas and HTML. 📊📈🎉

Recommend Topics

  • javascript

    JavaScript (JS) is a lightweight interpreted programming language with first-class functions.

  • web

    Some thing interesting about web. New door for the world.

  • server

    A server is a program made to process requests and deliver data to clients.

  • Machine learning

    Machine learning is a way of modeling and interpreting data that allows a piece of software to respond intelligently.

  • Game

    Some thing interesting about game, make everyone happy.

Recommend Org

  • Facebook photo Facebook

    We are working to build community through open source technology. NB: members must have two-factor auth.

  • Microsoft photo Microsoft

    Open source projects and samples from Microsoft.

  • Google photo Google

    Google ❤️ Open Source for everyone.

  • D3 photo D3

    Data-Driven Documents codes.