Instructions to use AlSamCur123/NemoTuneContinuedFine with libraries, inference providers, notebooks, and local apps. Follow these links to get started.

Libraries

How to use AlSamCur123/NemoTuneContinuedFine with Transformers:

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

pipe = pipeline("text-generation", model="AlSamCur123/NemoTuneContinuedFine")
messages = [
    {"role": "user", "content": "Who are you?"},
]
pipe(messages)

# Load model directly
from transformers import AutoTokenizer, AutoModelForCausalLM

tokenizer = AutoTokenizer.from_pretrained("AlSamCur123/NemoTuneContinuedFine")
model = AutoModelForCausalLM.from_pretrained("AlSamCur123/NemoTuneContinuedFine", 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 AlSamCur123/NemoTuneContinuedFine with vLLM:

Install from pip and serve model

# Install vLLM from pip:
pip install vllm
# Start the vLLM server:
vllm serve "AlSamCur123/NemoTuneContinuedFine"
# Call the server using curl (OpenAI-compatible API):
curl -X POST "http://localhost:8000/v1/chat/completions" \
	-H "Content-Type: application/json" \
	--data '{
		"model": "AlSamCur123/NemoTuneContinuedFine",
		"messages": [
			{
				"role": "user",
				"content": "What is the capital of France?"
			}
		]
	}'

Use Docker

docker model run hf.co/AlSamCur123/NemoTuneContinuedFine

SGLang

How to use AlSamCur123/NemoTuneContinuedFine 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 "AlSamCur123/NemoTuneContinuedFine" \
    --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": "AlSamCur123/NemoTuneContinuedFine",
		"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 "AlSamCur123/NemoTuneContinuedFine" \
        --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": "AlSamCur123/NemoTuneContinuedFine",
		"messages": [
			{
				"role": "user",
				"content": "What is the capital of France?"
			}
		]
	}'

Unsloth Studio

How to use AlSamCur123/NemoTuneContinuedFine 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 AlSamCur123/NemoTuneContinuedFine 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 AlSamCur123/NemoTuneContinuedFine to start chatting

Using HuggingFace Spaces for Unsloth

# No setup required
# Open https://huggingface.co/spaces/unsloth/studio in your browser
# Search for AlSamCur123/NemoTuneContinuedFine to start chatting

Load model with FastModel

pip install unsloth
from unsloth import FastModel
model, tokenizer = FastModel.from_pretrained(
    model_name="AlSamCur123/NemoTuneContinuedFine",
    max_seq_length=2048,
)

Docker Model Runner
How to use AlSamCur123/NemoTuneContinuedFine with Docker Model Runner:
```
docker model run hf.co/AlSamCur123/NemoTuneContinuedFine
```

AlSamCur123 commited on Apr 3, 2025

Commit

908d4aa

verified ·

1 Parent(s): e4f6b15

Trained with Unsloth

Browse files

Files changed (7) hide show

config.json +3 -4
generation_config.json +1 -1
model-00001-of-00005.safetensors +2 -2
model-00002-of-00005.safetensors +2 -2
model-00003-of-00005.safetensors +2 -2
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model-00005-of-00005.safetensors +2 -2

config.json CHANGED Viewed

@@ -1,5 +1,4 @@
 {
-  "_name_or_path": "AlSamCur123/NemoContinuedFine",
   "architectures": [
     "MistralForCausalLM"
   ],
@@ -22,9 +21,9 @@
   "rope_theta": 1000000.0,
   "sliding_window": null,
   "tie_word_embeddings": false,
-  "torch_dtype": "float16",
-  "transformers_version": "4.49.0",
-  "unsloth_version": "2025.3.18",
   "use_cache": true,
   "vocab_size": 131072
 }

 {
   "architectures": [
     "MistralForCausalLM"
   ],
   "rope_theta": 1000000.0,
   "sliding_window": null,
   "tie_word_embeddings": false,
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   "use_cache": true,
   "vocab_size": 131072
 }

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   "pad_token_id": 10,
-  "transformers_version": "4.49.0"
 }

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