ONNX Model Zoo

serdarcaglar/roberta-base-turkish-scientific-cased-ONNX

By serdarcaglar · ↓ 4 · ♥ 2 · Updated 2024-11-28

What's in this repo

This page lists the files in serdarcaglar/roberta-base-turkish-scientific-cased-ONNX, including model.onnx, model_bnb4.onnx, model_fp16.onnx and more.

  • 8 ONNX models (.onnx files)
  • 17 files, including 8 .onnx, 6 .json, 1 .md, 1 .txt
  • Last updated 2024-11-28

ONNX files

File Size Download
onnx/model.onnx — Download
onnx/model_bnb4.onnx — Download
onnx/model_fp16.onnx — Download
onnx/model_int8.onnx — Download
onnx/model_q4.onnx — Download
onnx/model_q4f16.onnx — Download
onnx/model_quantized.onnx — Download
onnx/model_uint8.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

Model Card: Turkish Scientific RoBERTa ONNX

Model Description

ONNX version of roberta-base-turkish-scientific-cased, specialized for Turkish scientific text analysis.

Intended Use

  • Scientific text analysis in Turkish
  • Text comprehension
  • Fill-mask predictions
  • Scientific text summarization

Training Data

  • Source: Turkish scientific article abstracts from trdizin, yöktez, and t.k.
  • Training Duration: 3+ days
  • Steps: 2M
  • Built from scratch, no fine-tuning

Technical Specifications

  • Base Architecture: RoBERTa
  • Tokenizer: BPE (Byte Pair Encoding)
  • Format: ONNX
  • Original Model: serdarcaglar/roberta-base-turkish-scientific-cased

Performance and Limitations

  • Optimized for scientific domain in Turkish
  • Not tested for general domain text
  • ONNX format optimized for inference

Requirements

  • onnxruntime
  • transformers
  • torch

License and Usage

  • Follow original model license
  • Users responsible for compliance

Citation

@misc{caglar2024roberta,
  author = {Çağlar, Serdar},
  title = {Roberta-base-turkish-scientific-cased},
  year = {2024},
  publisher = {HuggingFace},
  url = {https://huggingface.co/serdarcaglar/roberta-base-turkish-scientific-cased}
}

Contact

Serdar ÇAĞLAR (serdarildercaglar@gmail.com)

Model info

onnx roberta tr region:us
↓ 4 ♥ 2

Created: 2024-11-28

Updated: 2024-11-28

View on Hugging Face

Files (17)

.gitattributes
README.md
config.json
merges.txt
onnx/model.onnx ONNX
onnx/model_bnb4.onnx ONNX
onnx/model_fp16.onnx ONNX
onnx/model_int8.onnx ONNX
onnx/model_q4.onnx ONNX
onnx/model_q4f16.onnx ONNX
onnx/model_quantized.onnx ONNX
onnx/model_uint8.onnx ONNX
quantize_config.json
special_tokens_map.json
tokenizer.json
tokenizer_config.json
vocab.json

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