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dearkarina/my_miniroberta_model

By dearkarina · ↓ 2 · ♥ 0 · Updated 2024-08-14

What's in this repo

This page lists the files in dearkarina/my_miniroberta_model, including model_quantized.onnx.

  • 1 ONNX models (.onnx files)
  • 13 files, including 5 .json, 1 .md, 1 .txt, 1 .safetensors, 1 .onnx, 1 .6
  • Last updated 2024-08-14

ONNX files

File Size Download
onnx/model_quantized.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

my_miniroberta_model

This model is a fine-tuned version of distilbert/distilroberta-base on the financial_phrasebank dataset. It achieves the following results on the evaluation set:

  • Loss: 0.1663
  • Accuracy: 0.9713

Model description

More information needed

Intended uses & limitations

More information needed

Training and evaluation data

More information needed

Training procedure

Training hyperparameters

The following hyperparameters were used during training:

  • learning_rate: 2e-05
  • train_batch_size: 8
  • eval_batch_size: 8
  • seed: 42
  • optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08
  • lr_scheduler_type: linear
  • num_epochs: 5

Training results

Training Loss Epoch Step Validation Loss Accuracy
No log 1.0 227 0.2026 0.9338
No log 2.0 454 0.1337 0.9669
0.2375 3.0 681 0.1639 0.9713
0.2375 4.0 908 0.1499 0.9735
0.0176 5.0 1135 0.1663 0.9713

Framework versions

  • Transformers 4.42.4
  • Pytorch 2.3.1+cu121
  • Datasets 2.20.0
  • Tokenizers 0.19.1

Model info

tensorboard onnx safetensors roberta generated_from_trainer dataset:financial_phrasebank base_model:distilbert/distilroberta-base base_model:quantized:distilbert/distilroberta-base license:apache-2.0 model-index region:us
↓ 2 ♥ 0

Created: 2024-08-14

Updated: 2024-08-14

View on Hugging Face

Files (13)

.gitattributes
README.md
config.json
merges.txt
model.safetensors
onnx/model_quantized.onnx ONNX
runs/Aug14_06-59-49_5be3644af89b/events.out.tfevents.1723618791.5be3644af89b.3917.6
runs/Aug14_07-03-39_5be3644af89b/events.out.tfevents.1723619020.5be3644af89b.3917.7
special_tokens_map.json
tokenizer.json
tokenizer_config.json
training_args.bin
vocab.json

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