Instructions to use NathMen12/Nyvex-Small-1.2-Beta with libraries, inference providers, notebooks, and local apps. Follow these links to get started.

Libraries

How to use NathMen12/Nyvex-Small-1.2-Beta with Transformers:

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

pipe = pipeline("text-generation", model="NathMen12/Nyvex-Small-1.2-Beta")

# Load model directly
from transformers import AutoTokenizer, AutoModelForCausalLM

tokenizer = AutoTokenizer.from_pretrained("NathMen12/Nyvex-Small-1.2-Beta")
model = AutoModelForCausalLM.from_pretrained("NathMen12/Nyvex-Small-1.2-Beta", device_map="auto")

Notebooks
Google Colab
Kaggle
Local Apps Settings

vLLM

How to use NathMen12/Nyvex-Small-1.2-Beta with vLLM:

Install from pip and serve model

# Install vLLM from pip:
pip install vllm
# Start the vLLM server:
vllm serve "NathMen12/Nyvex-Small-1.2-Beta"
# Call the server using curl (OpenAI-compatible API):
curl -X POST "http://localhost:8000/v1/completions" \
	-H "Content-Type: application/json" \
	--data '{
		"model": "NathMen12/Nyvex-Small-1.2-Beta",
		"prompt": "Once upon a time,",
		"max_tokens": 512,
		"temperature": 0.5
	}'

Use Docker

docker model run hf.co/NathMen12/Nyvex-Small-1.2-Beta

SGLang

How to use NathMen12/Nyvex-Small-1.2-Beta 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 "NathMen12/Nyvex-Small-1.2-Beta" \
    --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": "NathMen12/Nyvex-Small-1.2-Beta",
		"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 "NathMen12/Nyvex-Small-1.2-Beta" \
        --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": "NathMen12/Nyvex-Small-1.2-Beta",
		"prompt": "Once upon a time,",
		"max_tokens": 512,
		"temperature": 0.5
	}'

Docker Model Runner
How to use NathMen12/Nyvex-Small-1.2-Beta with Docker Model Runner:
```
docker model run hf.co/NathMen12/Nyvex-Small-1.2-Beta
```

NathMen12 commited on Jul 9

Commit

3a06b76

verified ·

1 Parent(s): 6b84426

Training in progress, step 500

Browse files

Files changed (4) hide show

config.json +2 -2
generation_config.json +1 -1
model.safetensors +2 -2
training_args.bin +2 -2

config.json CHANGED Viewed

@@ -6,7 +6,7 @@
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   "initializer_range": 0.02,
@@ -29,7 +29,7 @@
   "summary_type": "cls_index",
   "summary_use_proj": true,
   "tie_word_embeddings": true,
-  "transformers_version": "5.9.0",
   "use_cache": false,
   "vocab_size": 50257
 }

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   "vocab_size": 50257
 }

generation_config.json CHANGED Viewed

@@ -4,6 +4,6 @@
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   "output_attentions": false,
   "output_hidden_states": false,
-  "transformers_version": "5.9.0",
   "use_cache": true
 }

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   "output_attentions": false,
   "output_hidden_states": false,
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   "use_cache": true
 }

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