Instructions to use opencsg/opencsg-starcoder2-15b-v0.1 with libraries, inference providers, notebooks, and local apps. Follow these links to get started.

Libraries

How to use opencsg/opencsg-starcoder2-15b-v0.1 with Transformers:

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

pipe = pipeline("text-generation", model="opencsg/opencsg-starcoder2-15b-v0.1")

# Load model directly
from transformers import AutoTokenizer, AutoModelForCausalLM

tokenizer = AutoTokenizer.from_pretrained("opencsg/opencsg-starcoder2-15b-v0.1")
model = AutoModelForCausalLM.from_pretrained("opencsg/opencsg-starcoder2-15b-v0.1", device_map="auto")

Notebooks
Google Colab
Kaggle
Local Apps Settings

vLLM

How to use opencsg/opencsg-starcoder2-15b-v0.1 with vLLM:

Install from pip and serve model

# Install vLLM from pip:
pip install vllm
# Start the vLLM server:
vllm serve "opencsg/opencsg-starcoder2-15b-v0.1"
# Call the server using curl (OpenAI-compatible API):
curl -X POST "http://localhost:8000/v1/completions" \
	-H "Content-Type: application/json" \
	--data '{
		"model": "opencsg/opencsg-starcoder2-15b-v0.1",
		"prompt": "Once upon a time,",
		"max_tokens": 512,
		"temperature": 0.5
	}'

Use Docker

docker model run hf.co/opencsg/opencsg-starcoder2-15b-v0.1

SGLang

How to use opencsg/opencsg-starcoder2-15b-v0.1 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 "opencsg/opencsg-starcoder2-15b-v0.1" \
    --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": "opencsg/opencsg-starcoder2-15b-v0.1",
		"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 "opencsg/opencsg-starcoder2-15b-v0.1" \
        --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": "opencsg/opencsg-starcoder2-15b-v0.1",
		"prompt": "Once upon a time,",
		"max_tokens": 512,
		"temperature": 0.5
	}'

Docker Model Runner
How to use opencsg/opencsg-starcoder2-15b-v0.1 with Docker Model Runner:
```
docker model run hf.co/opencsg/opencsg-starcoder2-15b-v0.1
```

AmeliaYin commited on Mar 4, 2024

Commit

2940ea5

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1 Parent(s): 3289b5b

Update README.md

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@@ -53,8 +53,11 @@ To simplify the comparison, we chosed the Pass@1 metric for the Python language,
 | ---  |----------------------------------------------------------------------------- |
 | starcoder  | 35.98%|
 | opencsg-starcoder-v0.1| **42.68%** |
 | opencsg-starcoder2-3b-v0.1| **45.12%** |
 | opencsg-starcoder2-7b-v0.1| **51.22%** |
 | opencsg-starcoder2-15b-v0.1| **59.15%** |
 **TODO**
@@ -172,8 +175,11 @@ HumanEval 是评估模型在代码生成方面性能的最常见的基准，尤
 | ---  |----------------------------------------------------------------------------- |
 | starcoder  | 35.98%|
 | opencsg-starcoder-v0.1| **42.68%** |
 | opencsg-starcoder2-3b-v0.1| **45.12%** |
 | opencsg-starcoder2-7b-v0.1| **51.22%** |
 | opencsg-starcoder2-15b-v0.1| **59.15%** |
 **TODO**

 | ---  |----------------------------------------------------------------------------- |
 | starcoder  | 35.98%|
 | opencsg-starcoder-v0.1| **42.68%** |
+| starcoder2-3b  | 32.93%|
 | opencsg-starcoder2-3b-v0.1| **45.12%** |
+| starcoder2-7b  | 35.37%|
 | opencsg-starcoder2-7b-v0.1| **51.22%** |
+| starcoder2-15b  | 45.12%|
 | opencsg-starcoder2-15b-v0.1| **59.15%** |
 **TODO**
 | ---  |----------------------------------------------------------------------------- |
 | starcoder  | 35.98%|
 | opencsg-starcoder-v0.1| **42.68%** |
+| starcoder2-3b  | 32.93%|
 | opencsg-starcoder2-3b-v0.1| **45.12%** |
+| starcoder2-7b  | 35.37%|
 | opencsg-starcoder2-7b-v0.1| **51.22%** |
+| starcoder2-15b  | 45.12%|
 | opencsg-starcoder2-15b-v0.1| **59.15%** |
 **TODO**