Instructions to use gijl/htdn-arabic-350m1 with libraries, inference providers, notebooks, and local apps. Follow these links to get started.
- Libraries
- Transformers
How to use gijl/htdn-arabic-350m1 with Transformers:
# Use a pipeline as a high-level helper from transformers import pipeline pipe = pipeline("text-generation", model="gijl/htdn-arabic-350m1")# pip install -U transformers accelerate # Load model directly from transformers import AutoModel model = AutoModel.from_pretrained("gijl/htdn-arabic-350m1", device_map="auto") - Notebooks
- Google Colab
- Kaggle
- Local Apps Settings
- vLLM
How to use gijl/htdn-arabic-350m1 with vLLM:
Install from pip and serve model
# Install vLLM from pip: pip install vllm # Start the vLLM server: vllm serve "gijl/htdn-arabic-350m1" # Call the server using curl (OpenAI-compatible API): curl -X POST "http://localhost:8000/v1/completions" \ -H "Content-Type: application/json" \ --data '{ "model": "gijl/htdn-arabic-350m1", "prompt": "Once upon a time,", "max_tokens": 512, "temperature": 0.5 }'Use Docker
docker model run hf.co/gijl/htdn-arabic-350m1
- SGLang
How to use gijl/htdn-arabic-350m1 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 "gijl/htdn-arabic-350m1" \ --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": "gijl/htdn-arabic-350m1", "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 "gijl/htdn-arabic-350m1" \ --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": "gijl/htdn-arabic-350m1", "prompt": "Once upon a time,", "max_tokens": 512, "temperature": 0.5 }' - Docker Model Runner
How to use gijl/htdn-arabic-350m1 with Docker Model Runner:
docker model run hf.co/gijl/htdn-arabic-350m1
File size: 450 Bytes
e9c7a03 | 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 | {
"model_type": "htdn",
"architectures": [
"HTDNModel"
],
"vocab_size": 119547,
"d_model": 1024,
"d_u": 512,
"d_v": 512,
"hidden_react": 3072,
"n_attractors": 22000,
"num_heads": 8,
"num_layers": 4,
"max_len": 64,
"tokenizer": "bert-base-multilingual-cased",
"checkpoint_step": 428440,
"framework": "jax/flax",
"training_meta": {
"best_loss": 0.3741021156311035,
"total_elapsed_readable": "120:36:03"
}
} |