|
--- |
|
library_name: peft |
|
widget: |
|
- text: "James decides to run 3 sprints 3 times a week. He runs 60 meters each sprint. How many total meters does he run a week?" |
|
--- |
|
## Usage |
|
|
|
```python |
|
from peft import PeftModel, PeftConfig |
|
from transformers import AutoModelForCausalLM |
|
|
|
config = PeftConfig.from_pretrained("mwitiderrick/zephyr-7b-beta-gsm8k") |
|
model = AutoModelForCausalLM.from_pretrained("HuggingFaceH4/zephyr-7b-beta") |
|
model = PeftModel.from_pretrained(model, "mwitiderrick/zephyr-7b-beta-gsm8k") |
|
|
|
prompt = "James decides to run 3 sprints 3 times a week. He runs 60 meters each sprint. How many total meters does he run a week?" |
|
pipe = pipeline(task="text-generation", model=model, tokenizer=tokenizer, max_length=200) |
|
result = pipe(f"<s>[INST] {prompt} [/INST]") |
|
print(result[0]['generated_text']) |
|
|
|
""" |
|
<s>[INST] Claire makes a 3 egg omelet every morning for breakfast. How many dozens of eggs will she eat in 4 weeks? [/INST] She eats 3*7=<<3*7=21>>21 eggs a week |
|
So she eats 21*4=<<21*4=84>>84 eggs in 4 weeks |
|
That means she eats 84/12=<<84/12=7>>7 dozen eggs |
|
""" |
|
|
|
``` |
|
## Training procedure |
|
|
|
|
|
The following `bitsandbytes` quantization config was used during training: |
|
- 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: False |
|
- bnb_4bit_compute_dtype: bfloat16 |
|
|
|
The following `bitsandbytes` quantization config was used during training: |
|
- 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: False |
|
- bnb_4bit_compute_dtype: bfloat16 |
|
### Framework versions |
|
|
|
- PEFT 0.5.0 |
|
|
|
- PEFT 0.5.0 |
|
|
