Instructions to use dddsaty/Merge_Sakura_Solar with libraries, inference providers, notebooks, and local apps. Follow these links to get started.

Libraries

How to use dddsaty/Merge_Sakura_Solar with Transformers:

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

pipe = pipeline("text-generation", model="dddsaty/Merge_Sakura_Solar", device_map="auto")
messages = [
    {"role": "user", "content": "Who are you?"},
]
pipe(messages)

# Load model directly
from transformers import AutoTokenizer, AutoModelForCausalLM

tokenizer = AutoTokenizer.from_pretrained("dddsaty/Merge_Sakura_Solar")
model = AutoModelForCausalLM.from_pretrained("dddsaty/Merge_Sakura_Solar", device_map="auto")
messages = [
    {"role": "user", "content": "Who are you?"},
]
inputs = tokenizer.apply_chat_template(
	messages,
	add_generation_prompt=True,
	tokenize=True,
	return_dict=True,
	return_tensors="pt",
).to(model.device)

outputs = model.generate(**inputs, max_new_tokens=40)
print(tokenizer.decode(outputs[0][inputs["input_ids"].shape[-1]:]))

Notebooks
Google Colab
Kaggle
Local Apps Settings

vLLM

How to use dddsaty/Merge_Sakura_Solar with vLLM:

Install from pip and serve model

# Install vLLM from pip:
pip install vllm
# Start the vLLM server:
vllm serve "dddsaty/Merge_Sakura_Solar"
# Call the server using curl (OpenAI-compatible API):
curl -X POST "http://localhost:8000/v1/chat/completions" \
	-H "Content-Type: application/json" \
	--data '{
		"model": "dddsaty/Merge_Sakura_Solar",
		"messages": [
			{
				"role": "user",
				"content": "What is the capital of France?"
			}
		]
	}'

Use Docker

docker model run hf.co/dddsaty/Merge_Sakura_Solar

SGLang

How to use dddsaty/Merge_Sakura_Solar 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 "dddsaty/Merge_Sakura_Solar" \
    --host 0.0.0.0 \
    --port 30000
# Call the server using curl (OpenAI-compatible API):
curl -X POST "http://localhost:30000/v1/chat/completions" \
	-H "Content-Type: application/json" \
	--data '{
		"model": "dddsaty/Merge_Sakura_Solar",
		"messages": [
			{
				"role": "user",
				"content": "What is the capital of France?"
			}
		]
	}'

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 "dddsaty/Merge_Sakura_Solar" \
        --host 0.0.0.0 \
        --port 30000
# Call the server using curl (OpenAI-compatible API):
curl -X POST "http://localhost:30000/v1/chat/completions" \
	-H "Content-Type: application/json" \
	--data '{
		"model": "dddsaty/Merge_Sakura_Solar",
		"messages": [
			{
				"role": "user",
				"content": "What is the capital of France?"
			}
		]
	}'

Docker Model Runner
How to use dddsaty/Merge_Sakura_Solar with Docker Model Runner:
```
docker model run hf.co/dddsaty/Merge_Sakura_Solar
```

dddsaty commited on Feb 10, 2024

Commit

d7d0f51

verified ·

1 Parent(s): eaf7ce4

Update README.md

Browse files

Files changed (1) hide show

README.md +4 -23

README.md CHANGED Viewed

@@ -13,29 +13,10 @@ pipeline_tag: text-generation
 - [Sakura-SOLRCA-Math-Instruct-DPO-v2](https://huggingface.co/kyujinpy/Sakura-SOLRCA-Math-Instruct-DPO-v2)
 - [Sakura-SOLRCA-Instruct-DPO](https://huggingface.co/kyujinpy/Sakura-SOLRCA-Instruct-DPO)
-**Merge Script**
-```
-models:
-  - model: kyujinpy/Sakura-SOLAR-Instruct
-    parameters:
-      density: 1.0
-      weight: 1.0
-  - model: kyujinpy/Sakura-SOLRCA-Math-Instruct-DPO-v2
-    parameters:
-      density: 0.5
-      weight: [0.33, 0.4, 0.33]
-  - model: kyujinpy/Sakura-SOLRCA-Instruct-DPO
-    parameters:
-      density: [0.33, 0.45, 0.66]
-      weight: 0.66
-merge_method: dare_ties
-base_model: kyujinpy/Sakura-SOLAR-Instruct
-parameters:
-  normalize: true
-  int8_mask: true
-dtype: bfloat16
-tokenizer_source : union
-```
 **Original Author's HuggingFace profile**
 - [kyujinpy](https://huggingface.co/kyujinpy)

 - [Sakura-SOLRCA-Math-Instruct-DPO-v2](https://huggingface.co/kyujinpy/Sakura-SOLRCA-Math-Instruct-DPO-v2)
 - [Sakura-SOLRCA-Instruct-DPO](https://huggingface.co/kyujinpy/Sakura-SOLRCA-Instruct-DPO)
+**Score**
+|Average|ARC|HellaSwag|MMLU|TruthfulQA|Winogrande|GSM8K|
+|:---:|:---:|:---:|:---:|:---:|:---:|:---:|
+|74.03|70.73|88.51|66.03|72.21|82.72|63.99|
 **Original Author's HuggingFace profile**
 - [kyujinpy](https://huggingface.co/kyujinpy)