DrishtiSharma / mistral-7b-v0.1-text-to-sql

huggingface.co
Total runs: 8
24-hour runs: 0
7-day runs: -3
30-day runs: 1
Model's Last Updated: March 01 2024

Introduction of mistral-7b-v0.1-text-to-sql

Model Details of mistral-7b-v0.1-text-to-sql

mistral-7b-v0.1-text-to-sql

This model is a fine-tuned version of mistralai/Mistral-7B-v0.1 on an unknown dataset. It achieves the following results on the evaluation set:

  • Loss: 0.4480
  • Rouge Scores: {'rouge1': 0.9524055629145849, 'rouge2': 0.8956800997192216, 'rougeL': 0.9150670707654298, 'rougeLsum': 0.9524115149337395}
  • Bleu Scores: [0.965279599498315, 0.9561079216412794, 0.9450266231158286, 0.9334074504094565]
  • Gen Len: 140.1433
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: 0.0002
  • train_batch_size: 2
  • eval_batch_size: 2
  • seed: 42
  • gradient_accumulation_steps: 2
  • total_train_batch_size: 4
  • optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08
  • lr_scheduler_type: cosine
  • lr_scheduler_warmup_ratio: 0.03
  • num_epochs: 3
Training results
Training Loss Epoch Step Validation Loss Rouge Scores Bleu Scores Gen Len
0.4684 1.0 4800 0.4548 {'rouge1': 0.9495469611573519, 'rouge2': 0.8901910011377183, 'rougeL': 0.909448874304474, 'rougeLsum': 0.9495471805535063} [0.9639439062355124, 0.953844085950328, 0.9420010706830294, 0.9296804788609222] 140.1454
0.3405 2.0 9600 0.4117 {'rouge1': 0.9524099802011153, 'rouge2': 0.896600524470996, 'rougeL': 0.9161173056125802, 'rougeLsum': 0.9524190730197041} [0.9656403176110141, 0.9563830335436345, 0.9453906660309199, 0.9339094894914852] 140.1448
0.2299 3.0 14400 0.4480 {'rouge1': 0.9524055629145849, 'rouge2': 0.8956800997192216, 'rougeL': 0.9150670707654298, 'rougeLsum': 0.9524115149337395} [0.965279599498315, 0.9561079216412794, 0.9450266231158286, 0.9334074504094565] 140.1433
Framework versions
  • PEFT 0.7.2.dev0
  • Transformers 4.36.2
  • Pytorch 2.1.2+cu121
  • Datasets 2.16.1
  • Tokenizers 0.15.2

Runs of DrishtiSharma mistral-7b-v0.1-text-to-sql on huggingface.co

8
Total runs
0
24-hour runs
-1
3-day runs
-3
7-day runs
1
30-day runs

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