Instructions to use neph1/Qwen2.5-Coder-7B-Instruct-Unity with libraries, inference providers, notebooks, and local apps. Follow these links to get started.

Libraries

How to use neph1/Qwen2.5-Coder-7B-Instruct-Unity with Transformers:

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

pipe = pipeline("text-generation", model="neph1/Qwen2.5-Coder-7B-Instruct-Unity")
messages = [
    {"role": "user", "content": "Who are you?"},
]
pipe(messages)

# Load model directly
from transformers import AutoTokenizer, AutoModelForCausalLM

tokenizer = AutoTokenizer.from_pretrained("neph1/Qwen2.5-Coder-7B-Instruct-Unity")
model = AutoModelForCausalLM.from_pretrained("neph1/Qwen2.5-Coder-7B-Instruct-Unity")
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

vLLM

How to use neph1/Qwen2.5-Coder-7B-Instruct-Unity with vLLM:

Install from pip and serve model

# Install vLLM from pip:
pip install vllm
# Start the vLLM server:
vllm serve "neph1/Qwen2.5-Coder-7B-Instruct-Unity"
# Call the server using curl (OpenAI-compatible API):
curl -X POST "http://localhost:8000/v1/chat/completions" \
	-H "Content-Type: application/json" \
	--data '{
		"model": "neph1/Qwen2.5-Coder-7B-Instruct-Unity",
		"messages": [
			{
				"role": "user",
				"content": "What is the capital of France?"
			}
		]
	}'

Use Docker

docker model run hf.co/neph1/Qwen2.5-Coder-7B-Instruct-Unity

SGLang

How to use neph1/Qwen2.5-Coder-7B-Instruct-Unity 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 "neph1/Qwen2.5-Coder-7B-Instruct-Unity" \
    --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": "neph1/Qwen2.5-Coder-7B-Instruct-Unity",
		"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 "neph1/Qwen2.5-Coder-7B-Instruct-Unity" \
        --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": "neph1/Qwen2.5-Coder-7B-Instruct-Unity",
		"messages": [
			{
				"role": "user",
				"content": "What is the capital of France?"
			}
		]
	}'

Unsloth Studio new

How to use neph1/Qwen2.5-Coder-7B-Instruct-Unity with Unsloth Studio:

Install Unsloth Studio (macOS, Linux, WSL)

curl -fsSL https://unsloth.ai/install.sh | sh
# Run unsloth studio
unsloth studio -H 0.0.0.0 -p 8888
# Then open http://localhost:8888 in your browser
# Search for neph1/Qwen2.5-Coder-7B-Instruct-Unity to start chatting

Install Unsloth Studio (Windows)

irm https://unsloth.ai/install.ps1 | iex
# Run unsloth studio
unsloth studio -H 0.0.0.0 -p 8888
# Then open http://localhost:8888 in your browser
# Search for neph1/Qwen2.5-Coder-7B-Instruct-Unity to start chatting

Using HuggingFace Spaces for Unsloth

# No setup required
# Open https://huggingface.co/spaces/unsloth/studio in your browser
# Search for neph1/Qwen2.5-Coder-7B-Instruct-Unity to start chatting

Load model with FastModel

pip install unsloth
from unsloth import FastModel
model, tokenizer = FastModel.from_pretrained(
    model_name="neph1/Qwen2.5-Coder-7B-Instruct-Unity",
    max_seq_length=2048,
)

Docker Model Runner
How to use neph1/Qwen2.5-Coder-7B-Instruct-Unity with Docker Model Runner:
```
docker model run hf.co/neph1/Qwen2.5-Coder-7B-Instruct-Unity
```

neph1 commited on Dec 15, 2024

Commit

6e8c10c

verified ·

1 Parent(s): 2f6aec0

Trained with Unsloth

Browse files

Files changed (6) hide show

README.md +3 -3
config.json +1 -1
generation_config.json +1 -1
model-00001-of-00004.safetensors +1 -1
model-00002-of-00004.safetensors +1 -1
model-00003-of-00004.safetensors +1 -1

README.md CHANGED Viewed

@@ -1,5 +1,8 @@
 ---
 base_model: unsloth/Qwen2.5-Coder-7B-Instruct-bnb-4bit
 language:
 - en
 license: apache-2.0
@@ -10,9 +13,6 @@ tags:
 - qwen2
 - trl
 - sft
-datasets:
-- Hypersniper/unity_api_2022_3
-- ibranze/codellama_unity3d_v2
 ---
 # Description

 ---
 base_model: unsloth/Qwen2.5-Coder-7B-Instruct-bnb-4bit
+datasets:
+- Hypersniper/unity_api_2022_3
+- ibranze/codellama_unity3d_v2
 language:
 - en
 license: apache-2.0
 - qwen2
 - trl
 - sft
 ---
 # Description

config.json CHANGED Viewed

@@ -23,7 +23,7 @@
   "sliding_window": null,
   "tie_word_embeddings": false,
   "torch_dtype": "bfloat16",
-  "transformers_version": "4.46.0.dev0",
   "unsloth_fixed": true,
   "unsloth_version": "2024.10.3",
   "use_cache": true,

   "sliding_window": null,
   "tie_word_embeddings": false,
   "torch_dtype": "bfloat16",
+  "transformers_version": "4.46.3",
   "unsloth_fixed": true,
   "unsloth_version": "2024.10.3",
   "use_cache": true,

generation_config.json CHANGED Viewed

@@ -11,5 +11,5 @@
   "temperature": 0.7,
   "top_k": 20,
   "top_p": 0.8,
-  "transformers_version": "4.46.0.dev0"
 }

   "temperature": 0.7,
   "top_k": 20,
   "top_p": 0.8,
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 }

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