Instructions to use omurberaisik/NoTokenLM-MicroGen with libraries, inference providers, notebooks, and local apps. Follow these links to get started.

Libraries

How to use omurberaisik/NoTokenLM-MicroGen with Transformers:

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

pipe = pipeline("text-generation", model="omurberaisik/NoTokenLM-MicroGen")

# Load model directly
from transformers import AutoModel
model = AutoModel.from_pretrained("omurberaisik/NoTokenLM-MicroGen", device_map="auto")

Notebooks
Google Colab
Kaggle
Local Apps Settings

vLLM

How to use omurberaisik/NoTokenLM-MicroGen with vLLM:

Install from pip and serve model

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

Use Docker

docker model run hf.co/omurberaisik/NoTokenLM-MicroGen

SGLang

How to use omurberaisik/NoTokenLM-MicroGen 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 "omurberaisik/NoTokenLM-MicroGen" \
    --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": "omurberaisik/NoTokenLM-MicroGen",
		"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 "omurberaisik/NoTokenLM-MicroGen" \
        --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": "omurberaisik/NoTokenLM-MicroGen",
		"prompt": "Once upon a time,",
		"max_tokens": 512,
		"temperature": 0.5
	}'

Docker Model Runner
How to use omurberaisik/NoTokenLM-MicroGen with Docker Model Runner:
```
docker model run hf.co/omurberaisik/NoTokenLM-MicroGen
```

omurberaisik commited on 3 days ago

Commit

a8ebcaa

verified ·

1 Parent(s): d49a644

Publish 3.7 (500,560 params)

Browse files

Files changed (1) hide show

3.7/config.json +27 -0

3.7/config.json ADDED Viewed

	@@ -0,0 +1,27 @@

+{
+  "architectures": [
+    "NoTokenGenForCausalLM"
+  ],
+  "attn": "flash",
+  "auto_map": {
+    "AutoConfig": "configuration_notokengen.NoTokenGenConfig",
+    "AutoModelForCausalLM": "modeling_notokengen.NoTokenGenForCausalLM"
+  },
+  "d_model": 80,
+  "dtype": "float32",
+  "kind": "rope",
+  "languages": [
+    "en",
+    "es",
+    "id",
+    "it"
+  ],
+  "max_len": 256,
+  "mlp_hidden": 226,
+  "model_type": "notokengen",
+  "n_heads": 8,
+  "n_layers": 6,
+  "transformers_version": "5.16.1",
+  "version": "3.7",
+  "vocab_size": 256
+}