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finetune-llama-7b-text-to-sql
pratikdoshi/finetune-llama-7b-text-to-sql
finetune-llama-7b-text-to-sql is a machine learning model from pratikdoshi. Use it for the machine learning task on the model card, and read the license before you ship it in a product. It is set up for peft. The card lists the license as llama2.
should probably proofread and complete it, then remove this comment. --
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At a glance
- Library
- peft
- License
- llama2
- Access
- Public
- Created
- Sep 20, 2024
- Updated
- Sep 20, 2024
- SHA
- e3aca79e
Base models
Model card
From the Hugging Face model README
<!-- This model card has been generated automatically according to the information the Trainer had access to. You
should probably proofread and complete it, then remove this comment. -->
Finetuning Llama-7b on text-to-sql task
This model is a fine-tuned version of codellama/CodeLlama-7b-hf on b-mc2/sql-create-context.
Training and evaluation data
The model is trained on 10,000 random samples from b-mc2/sql-create-context. It is trained in a manner described by Phil Schmid here.
Training hyperparameters
| Hyperparameter | Value |
|---|---|
| learning_rate | 0.0002 |
| train_batch_size | 50 |
| eval_batch_size | 8 |
| seed | 42 |
| gradient_accumulation_steps | 2 |
| total_train_batch_size | 100 |
| optimizer | Adam with betas=(0.9,0.999) and epsilon=1e-08 |
| lr_scheduler_type | constant |
| lr_scheduler_warmup_ratio | 0.03 |
| num_epochs | 3 |
Training results
Framework versions
- PEFT 0.7.2.dev0
- Transformers 4.36.2
- Pytorch 2.1.2+cu121
- Datasets 2.16.1
- Tokenizers 0.15.2
- Library
- peft
- License
- llama2
- Created
- Sep 20, 2024
- Updated
- Sep 20, 2024