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CodeT5-Base-Solidity-Vulnerability

Text Classification

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text-generation-inference

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CodeT5-Base-Solidity-Vulnerability

This model is a fine-tuned version of Salesforce/codet5-base on an unknown dataset. It achieves the following results on the evaluation set:

eval_loss: 0.0321
eval_accuracy: 0.9958
eval_precision: 0.9958
eval_recall: 0.9958
eval_f1: 0.9958
eval_runtime: 133.257
eval_samples_per_second: 8.848
eval_steps_per_second: 8.848
epoch: 2.0
step: 9426

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: 0.0001
train_batch_size: 1
eval_batch_size: 1
seed: 42
optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08
lr_scheduler_type: linear
num_epochs: 3

Framework versions

Transformers 4.44.2
Pytorch 2.4.1+cu121
Datasets 3.0.1
Tokenizers 0.19.1

Downloads last month: 3

Safetensors

Model size

223M params

Tensor type

F32

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Text Classification

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Salesforce/codet5-base

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Collection including angusleung100/CodeT5-Base-Solidity-Vulnerability

Solidity Smart Contract Vulnerability Detection

A collection of experimental fine-tuned models fine-tuned for vulnerability detection for Solidity smart contracts. • 5 items • Updated Oct 3 • 1

Evaluation results

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