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typhoon-sql-qlora
nakcnx/typhoon-sql-qlora
typhoon-sql-qlora is a machine learning model from nakcnx. 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.
Typhoon-7b QLoRA Finetune by unsloth with SQL Context dataset.
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At a glance
- Library
- peft
- Access
- Public
- Created
- Jan 29, 2024
- Updated
- Jan 30, 2024
- SHA
- a97051a2
Base models
Datasets
Model card
From the Hugging Face model README
Model Description
Typhoon-7b QLoRA Finetune by unsloth with SQL Context dataset.
Training Hyperparameters
Batch Size: 48 (4(BS)x4(GAS)x3(GPU))
The following bitsandbytes quantization config was used during training:
- r = 64
- lora_alpha = 16
- lora_dropout = 0.05
- quant_method: bitsandbytes
- load_in_8bit: False
- load_in_4bit: True
- llm_int8_threshold: 6.0
- llm_int8_skip_modules: None
- llm_int8_enable_fp32_cpu_offload: False
- llm_int8_has_fp16_weight: False
- bnb_4bit_quant_type: nf4
- bnb_4bit_use_double_quant: True
- bnb_4bit_compute_dtype: float16
LOSS
Step Training Loss Eval Loss
1550 (Epoch:1) 0.4295 0.4367
3110 (Epoch:2) 0.4057 0.4217
Framework versions
- PEFT 0.7.0
- Library
- peft
- Languages
- en, th
- Created
- Jan 29, 2024
- Updated
- Jan 30, 2024