Instructions to use LoupGarou/WizardCoder-Guanaco-15B-V1.0 with libraries, inference providers, notebooks, and local apps. Follow these links to get started.

Libraries

How to use LoupGarou/WizardCoder-Guanaco-15B-V1.0 with Transformers:

# Use a pipeline as a high-level helper
from transformers import pipeline

pipe = pipeline("text-generation", model="LoupGarou/WizardCoder-Guanaco-15B-V1.0")

# Load model directly
from transformers import AutoTokenizer, AutoModelForCausalLM

tokenizer = AutoTokenizer.from_pretrained("LoupGarou/WizardCoder-Guanaco-15B-V1.0")
model = AutoModelForCausalLM.from_pretrained("LoupGarou/WizardCoder-Guanaco-15B-V1.0")

Notebooks
Google Colab
Kaggle
Local Apps

vLLM

How to use LoupGarou/WizardCoder-Guanaco-15B-V1.0 with vLLM:

Install from pip and serve model

# Install vLLM from pip:
pip install vllm
# Start the vLLM server:
vllm serve "LoupGarou/WizardCoder-Guanaco-15B-V1.0"
# Call the server using curl (OpenAI-compatible API):
curl -X POST "http://localhost:8000/v1/completions" \
	-H "Content-Type: application/json" \
	--data '{
		"model": "LoupGarou/WizardCoder-Guanaco-15B-V1.0",
		"prompt": "Once upon a time,",
		"max_tokens": 512,
		"temperature": 0.5
	}'

Use Docker

docker model run hf.co/LoupGarou/WizardCoder-Guanaco-15B-V1.0

SGLang

How to use LoupGarou/WizardCoder-Guanaco-15B-V1.0 with SGLang:

Install from pip and serve model

# Install SGLang from pip:
pip install sglang
# Start the SGLang server:
python3 -m sglang.launch_server \
    --model-path "LoupGarou/WizardCoder-Guanaco-15B-V1.0" \
    --host 0.0.0.0 \
    --port 30000
# Call the server using curl (OpenAI-compatible API):
curl -X POST "http://localhost:30000/v1/completions" \
	-H "Content-Type: application/json" \
	--data '{
		"model": "LoupGarou/WizardCoder-Guanaco-15B-V1.0",
		"prompt": "Once upon a time,",
		"max_tokens": 512,
		"temperature": 0.5
	}'

Use Docker images

docker run --gpus all \
    --shm-size 32g \
    -p 30000:30000 \
    -v ~/.cache/huggingface:/root/.cache/huggingface \
    --env "HF_TOKEN=<secret>" \
    --ipc=host \
    lmsysorg/sglang:latest \
    python3 -m sglang.launch_server \
        --model-path "LoupGarou/WizardCoder-Guanaco-15B-V1.0" \
        --host 0.0.0.0 \
        --port 30000
# Call the server using curl (OpenAI-compatible API):
curl -X POST "http://localhost:30000/v1/completions" \
	-H "Content-Type: application/json" \
	--data '{
		"model": "LoupGarou/WizardCoder-Guanaco-15B-V1.0",
		"prompt": "Once upon a time,",
		"max_tokens": 512,
		"temperature": 0.5
	}'

Docker Model Runner
How to use LoupGarou/WizardCoder-Guanaco-15B-V1.0 with Docker Model Runner:
```
docker model run hf.co/LoupGarou/WizardCoder-Guanaco-15B-V1.0
```

StarcoderPlus-Guanaco???

by rombodawg - opened Jul 9, 2023

Discussion

rombodawg

Jul 9, 2023

Wizardcoder is based on the older starcoder base. But starcoder plus is the new updated version. Would you consider using your method to make a Starcoderplus-Guanaco model of sorts? Like how you made this model

rombodawg

Jul 9, 2023

Here is the model btw

https://huggingface.co/bigcode/starcoderplus

LoupGarou

Owner Jul 11, 2023

Sure, I'm training the model now and it should be done tomorrow afternoon. I also rebuilt the version of the openassistant-guanaco dataset I was using on GPT-4 and added substantial algebra training. My preliminary results on the WizardCoder base are great and it was nearly 100% accurate with solving for variables and finding derivatives. I'm curious to see how well it does with starcoderplus.

rombodawg

Jul 11, 2023

@TheBloke starcoderplus_guanaco would be a great model to quantize once its done

LoupGarou

Owner Jul 12, 2023

Training is all done and the model is uploading to LoupGarou/Starcoderplus-Guanaco-GPT4-15B-V1.0 as I type. Worth mentioning, I'm using a revised data set for finetuning where all the openassistant-guanaco questions were reprocessed through GPT-4. While reviewing the original data, I found errors and incorrect information scraped from the internet so I wanted to reprocess through GPT-4 to see if the quality improved.

rombodawg

Jul 12, 2023

Nice bro

Upload images, audio, and videos by dragging in the text input, pasting, or clicking here.

Tap or paste here to upload images

· Sign up or log in to comment