Instructions to use EugeneEvstafev/fine-tune-app-refactor-python-202511151213 with libraries, inference providers, notebooks, and local apps. Follow these links to get started.

Libraries

How to use EugeneEvstafev/fine-tune-app-refactor-python-202511151213 with Transformers:

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

pipe = pipeline("text-generation", model="EugeneEvstafev/fine-tune-app-refactor-python-202511151213")
messages = [
    {"role": "user", "content": "Who are you?"},
]
pipe(messages)

# Load model directly
from transformers import AutoTokenizer, AutoModelForCausalLM

tokenizer = AutoTokenizer.from_pretrained("EugeneEvstafev/fine-tune-app-refactor-python-202511151213")
model = AutoModelForCausalLM.from_pretrained("EugeneEvstafev/fine-tune-app-refactor-python-202511151213", 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 EugeneEvstafev/fine-tune-app-refactor-python-202511151213 with vLLM:

Install from pip and serve model

# Install vLLM from pip:
pip install vllm
# Start the vLLM server:
vllm serve "EugeneEvstafev/fine-tune-app-refactor-python-202511151213"
# Call the server using curl (OpenAI-compatible API):
curl -X POST "http://localhost:8000/v1/chat/completions" \
	-H "Content-Type: application/json" \
	--data '{
		"model": "EugeneEvstafev/fine-tune-app-refactor-python-202511151213",
		"messages": [
			{
				"role": "user",
				"content": "What is the capital of France?"
			}
		]
	}'

Use Docker

docker model run hf.co/EugeneEvstafev/fine-tune-app-refactor-python-202511151213

SGLang

How to use EugeneEvstafev/fine-tune-app-refactor-python-202511151213 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 "EugeneEvstafev/fine-tune-app-refactor-python-202511151213" \
    --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": "EugeneEvstafev/fine-tune-app-refactor-python-202511151213",
		"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 "EugeneEvstafev/fine-tune-app-refactor-python-202511151213" \
        --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": "EugeneEvstafev/fine-tune-app-refactor-python-202511151213",
		"messages": [
			{
				"role": "user",
				"content": "What is the capital of France?"
			}
		]
	}'

Docker Model Runner
How to use EugeneEvstafev/fine-tune-app-refactor-python-202511151213 with Docker Model Runner:
```
docker model run hf.co/EugeneEvstafev/fine-tune-app-refactor-python-202511151213
```

EugeneEvstafev commited on Nov 15, 2025

Commit

a2ed41d

verified ·

1 Parent(s): 666e134

Training in progress, epoch 5

Browse files

Files changed (2) hide show

model.safetensors +1 -1
runs/Nov15_12-31-03_f5e7bc0d1b4d/events.out.tfevents.1763209872.f5e7bc0d1b4d.227.2 +2 -2

model.safetensors CHANGED Viewed

@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:9aca888d5fc8dd78b275672b4e132195be32c68f5028d745af529fffdef6cd6f
 size 536223056

 version https://git-lfs.github.com/spec/v1
+oid sha256:e271ab4e35fe8065df8c90f22b8948ef8f52700628c292853efac3039e195f19
 size 536223056

runs/Nov15_12-31-03_f5e7bc0d1b4d/events.out.tfevents.1763209872.f5e7bc0d1b4d.227.2 CHANGED Viewed

@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:1625ace84908a563e136a9031aa88f16b038f5beaaecbe0cda0c39f4bff4024e
-size 13283

 version https://git-lfs.github.com/spec/v1
+oid sha256:855604eb41b44f0c12f0348ac618fc0d1f39011f0f0a4da227ffd854786ad50d
+size 18243