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shorecode/t5-efficient-tiny-summarizer-general-purpose-v3

By shorecode · ↓ 4 · ♥ 1 · Updated 2025-11-05

What's in this repo

This page lists the files in shorecode/t5-efficient-tiny-summarizer-general-purpose-v3, including decoder_model.onnx, decoder_with_past_model.onnx, encoder_model.onnx.

  • 3 ONNX models (.onnx files)
  • 27 files, including 13 .json, 4 .bin, 3 .onnx, 2 .pt, 1 .md, 1 .png
  • Last updated 2025-11-05

ONNX files

File Size Download
onnx/decoder_model.onnx — Download
onnx/decoder_with_past_model.onnx — Download
onnx/encoder_model.onnx — Download

How to use

These ONNX files can be loaded with ONNX Runtime. To inspect a model graph, upload the file to the Netron viewer. Download links point to the original files on Hugging Face.

README

This model was built to shorten text that is injected into LLM prompts to reduce API calling costs

Very high compression (7x+) meaning the text is 7 times smaller when sent to your LLM provider! Recommended kwargs:

  • num_beams=2 || 3
  • no_repeat_ngram_size=2
  • min_length=20
  • max_new_tokens=500 || as high as you can tolerate, 4x500 = 2000 characters. anything after 2000 is clipped

https://api.wandb.ai/links/shorecode-shorecode-llc/6udfudmr

Model info

transformers
transformers pytorch onnx safetensors t5 text2text-generation summary summarizer en dataset:shorecode/summary-collection-200k-rows base_model:google/t5-efficient-tiny-nh8 base_model:quantized:google/t5-efficient-tiny-nh8
↓ 4 ♥ 1

Created: 2025-10-31

Updated: 2025-11-05

View on Hugging Face

Files (27)

.gitattributes
README.md
Screenshot_20251104_204645.png
checkpoint-6300/config.json
checkpoint-6300/generation_config.json
checkpoint-6300/optimizer.pt
checkpoint-6300/pytorch_model.bin
checkpoint-6300/rng_state.pth
checkpoint-6300/scheduler.pt
checkpoint-6300/special_tokens_map.json
checkpoint-6300/tokenizer.json
checkpoint-6300/tokenizer_config.json
checkpoint-6300/trainer_state.json
checkpoint-6300/training_args.bin
config.json
generation_config.json
model.safetensors
onnx/config.json
onnx/decoder_model.onnx ONNX
onnx/decoder_with_past_model.onnx ONNX
onnx/encoder_model.onnx ONNX
onnx/generation_config.json
pytorch_model.bin
special_tokens_map.json
tokenizer.json
tokenizer_config.json
training_args.bin

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