Instructions to use lliu01/fortios with libraries, inference providers, notebooks, and local apps. Follow these links to get started.
- Libraries
- Transformers
How to use lliu01/fortios with Transformers:
# Use a pipeline as a high-level helper from transformers import pipeline pipe = pipeline("text-generation", model="lliu01/fortios") messages = [ {"role": "user", "content": "Who are you?"}, ] pipe(messages)# Load model directly from transformers import AutoTokenizer, AutoModelForCausalLM tokenizer = AutoTokenizer.from_pretrained("lliu01/fortios") model = AutoModelForCausalLM.from_pretrained("lliu01/fortios", 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 lliu01/fortios with vLLM:
Install from pip and serve model
# Install vLLM from pip: pip install vllm # Start the vLLM server: vllm serve "lliu01/fortios" # Call the server using curl (OpenAI-compatible API): curl -X POST "http://localhost:8000/v1/chat/completions" \ -H "Content-Type: application/json" \ --data '{ "model": "lliu01/fortios", "messages": [ { "role": "user", "content": "What is the capital of France?" } ] }'Use Docker
docker model run hf.co/lliu01/fortios
- SGLang
How to use lliu01/fortios 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 "lliu01/fortios" \ --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": "lliu01/fortios", "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 "lliu01/fortios" \ --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": "lliu01/fortios", "messages": [ { "role": "user", "content": "What is the capital of France?" } ] }' - Docker Model Runner
How to use lliu01/fortios with Docker Model Runner:
docker model run hf.co/lliu01/fortios
Upload LlamaForCausalLM
Browse files- config.json +7 -20
- generation_config.json +5 -4
- model-00001-of-00007.safetensors +1 -1
- model-00002-of-00007.safetensors +1 -1
- model-00003-of-00007.safetensors +1 -1
- model-00004-of-00007.safetensors +1 -1
- model-00005-of-00007.safetensors +1 -1
- model-00006-of-00007.safetensors +1 -1
- model-00007-of-00007.safetensors +1 -1
- model.safetensors.index.json +0 -0
config.json
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{
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"_name_or_path": "
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"architectures": [
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"LlamaForCausalLM"
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],
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"attention_bias": false,
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"attention_dropout": 0.0,
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"bos_token_id": 128000,
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"eos_token_id":
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"hidden_act": "silu",
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"hidden_size": 4096,
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"initializer_range": 0.02,
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"num_attention_heads": 32,
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"num_hidden_layers": 32,
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"num_key_value_heads": 8,
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"pad_token_id": 128004,
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"pretraining_tp": 1,
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"quantization_config": {
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"_load_in_4bit": true,
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"_load_in_8bit": false,
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"bnb_4bit_compute_dtype": "bfloat16",
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"bnb_4bit_quant_storage": "uint8",
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"bnb_4bit_quant_type": "nf4",
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"bnb_4bit_use_double_quant": true,
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"llm_int8_enable_fp32_cpu_offload": false,
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"llm_int8_has_fp16_weight": false,
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"llm_int8_skip_modules": null,
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"llm_int8_threshold": 6.0,
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"load_in_4bit": true,
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"load_in_8bit": false,
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"quant_method": "bitsandbytes"
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},
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"rms_norm_eps": 1e-05,
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"rope_scaling": {
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"factor": 8.0,
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},
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"rope_theta": 500000.0,
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"tie_word_embeddings": false,
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"torch_dtype": "
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"transformers_version": "4.44.0",
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"unsloth_version": "2024.8",
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"use_cache": true,
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"vocab_size": 128256
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}
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{
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"_name_or_path": "meta-llama/Meta-Llama-3.1-8B-Instruct",
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"architectures": [
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"LlamaForCausalLM"
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],
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"attention_bias": false,
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"attention_dropout": 0.0,
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"bos_token_id": 128000,
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"eos_token_id": [
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"hidden_act": "silu",
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"hidden_size": 4096,
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"initializer_range": 0.02,
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"num_attention_heads": 32,
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"num_hidden_layers": 32,
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"num_key_value_heads": 8,
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"pretraining_tp": 1,
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"rms_norm_eps": 1e-05,
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"rope_scaling": {
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"factor": 8.0,
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},
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"rope_theta": 500000.0,
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"tie_word_embeddings": false,
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"torch_dtype": "float32",
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"transformers_version": "4.44.0",
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"use_cache": true,
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"vocab_size": 128256
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}
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generation_config.json
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"_from_model_config": true,
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"temperature": 0.6,
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"top_p": 0.9,
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"transformers_version": "4.44.0"
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"bos_token_id": 128000,
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"temperature": 0.6,
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"transformers_version": "4.44.0"
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