
# Model Card for Model ID

<!-- Provide a quick summary of what the model is/does. -->


## How to Get Started with the Model

To use this adapter:
```python
from peft import PeftModel, PeftConfig
from transformers import AutoModelForCausalLM

# Load base model in 4 bit
model = AutoModelForCausalLM.from_pretrained("meta-llama/Llama-2-7b-hf", load_in_4bit=True)

# Wrap model with pretrained model weights
config = PeftConfig.from_pretrained("MaziyarPanahi/Llama-2-7b-hf-codealpaca-4bit")
model = PeftModel.from_pretrained(model, "MaziyarPanahi/Llama-2-7b-hf-codealpaca-4bit", config=config)
```

Prompt Template:
```
Below is an instruction that describes a task, paired with an input
that provides further context. Write a response that appropriately
completes the request.
### Instruction: {instruction}
### Input: {input}
### Response:
```

## Training procedure

The following `bitsandbytes` quantization config was used during training:
- 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
- 
### Framework versions

- PEFT 0.7.1
{"language": ["en"], "license": "llama2", "library_name": "peft", "tags": ["code", "text-generation-inference", "finetuned", "llama-2", "code-llama"], "datasets": ["sahil2801/CodeAlpaca-20k"], "widget": [{"text": "Below is an instruction that describes a task, paired with an input that provides further context. Write a response that appropriately completes the request. ### Instruction: Generate an SQL statement to add a row in the customers table where the columns are name, address, and city. ### Input: name = John, address = 123 Main Street, city = Winter Park ### Response: "}], "inference": {"parameters": {"temperature": 0.1, "max_new_tokens": 1024}}, "base_model": "meta-llama/Llama-2-7b-hf"}
peft safetensors code text-generation-inference finetuned llama-2 code-llama en dataset:sahil2801/CodeAlpaca-20k base_model:meta-llama/Llama-2-7b-hf license:llama2 region:us