PEFT
Chinese
English
File size: 1,055 Bytes
e670011
12a8cf1
 
 
4895116
 
 
 
 
e670011
12a8cf1
 
 
 
e670011
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
12a8cf1
1
2
3
4
5
6
7
8
9
10
11
12
13
14
15
16
17
18
19
20
21
22
23
24
25
26
27
28
29
30
31
---
language:
- zh
- en
license: cc-by-4.0
library_name: peft
datasets:
- iamshnoo/alpaca-cleaned-chinese
base_model: meta-llama/Llama-2-7b-hf
---
This represents the PEFT weights only. The base model is LLaMA 2. Instruction finetuning was done using 4 bit QLoRA on a single A100 GPU with the PEFT config as given below. The dataset used for this instruction finetuning process is a translated version of the cleaned alpaca dataset (translated using NLLB-1.3B).

Do note that this model might have inferior performance on some language specific tasks compared to full finetuning or a different base model trained with more language specific data.

## 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: bfloat16
### Framework versions


- PEFT 0.4.0