Instructions to use DeepMount00/Llama-3.1-8b-ITA with libraries, inference providers, notebooks, and local apps. Follow these links to get started.

Libraries

How to use DeepMount00/Llama-3.1-8b-ITA with Transformers:

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

pipe = pipeline("text-generation", model="DeepMount00/Llama-3.1-8b-ITA")
messages = [
    {"role": "user", "content": "Who are you?"},
]
pipe(messages)

# Load model directly
from transformers import AutoTokenizer, AutoModelForCausalLM

tokenizer = AutoTokenizer.from_pretrained("DeepMount00/Llama-3.1-8b-ITA")
model = AutoModelForCausalLM.from_pretrained("DeepMount00/Llama-3.1-8b-ITA", 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]:]))

Inference
Notebooks
Google Colab
Kaggle
Local Apps Settings

vLLM

How to use DeepMount00/Llama-3.1-8b-ITA with vLLM:

Install from pip and serve model

# Install vLLM from pip:
pip install vllm
# Start the vLLM server:
vllm serve "DeepMount00/Llama-3.1-8b-ITA"
# Call the server using curl (OpenAI-compatible API):
curl -X POST "http://localhost:8000/v1/chat/completions" \
	-H "Content-Type: application/json" \
	--data '{
		"model": "DeepMount00/Llama-3.1-8b-ITA",
		"messages": [
			{
				"role": "user",
				"content": "What is the capital of France?"
			}
		]
	}'

Use Docker

docker model run hf.co/DeepMount00/Llama-3.1-8b-ITA

SGLang

How to use DeepMount00/Llama-3.1-8b-ITA 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 "DeepMount00/Llama-3.1-8b-ITA" \
    --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": "DeepMount00/Llama-3.1-8b-ITA",
		"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 "DeepMount00/Llama-3.1-8b-ITA" \
        --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": "DeepMount00/Llama-3.1-8b-ITA",
		"messages": [
			{
				"role": "user",
				"content": "What is the capital of France?"
			}
		]
	}'

Docker Model Runner
How to use DeepMount00/Llama-3.1-8b-ITA with Docker Model Runner:
```
docker model run hf.co/DeepMount00/Llama-3.1-8b-ITA
```

DeepMount00 commited on Aug 13, 2024

Commit

f6610a2

verified ·

1 Parent(s): 8515534

Upload LlamaForCausalLM

Browse files

Files changed (5) hide show

README.md +1 -1
model-00001-of-00004.safetensors +1 -1
model-00002-of-00004.safetensors +1 -1
model-00003-of-00004.safetensors +1 -1
model-00004-of-00004.safetensors +1 -1

README.md CHANGED Viewed

@@ -1,7 +1,7 @@
 ---
 library_name: transformers
 tags: []
-base_model: meta-llama/Meta-Llama-3.1-8B-Instruct
 ---
 ## Model Architecture

 ---
+base_model: meta-llama/Meta-Llama-3.1-8B-Instruct
 library_name: transformers
 tags: []
 ---
 ## Model Architecture

model-00001-of-00004.safetensors CHANGED Viewed

@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:54eea9db61f37f0bd975344364e43a987ecf04c1e754106db5744fd4582fbcd2
 size 4976698672

 version https://git-lfs.github.com/spec/v1
+oid sha256:c5ba593a8c9deaf8df3253458f3bb209bf5f359136b7412fbe3cb807dabf56a3
 size 4976698672

model-00002-of-00004.safetensors CHANGED Viewed

@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:0da5800774eadfd9ce25db43a4b6aefa48ac59b17c67cc18d134bb4bf5882d63
 size 4999802720

 version https://git-lfs.github.com/spec/v1
+oid sha256:772627c14a7476f299ecf532241d2816ff3d4640dd6f850ec833434db565763c
 size 4999802720

model-00003-of-00004.safetensors CHANGED Viewed

@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:0c93e948cf4af803b7f8a85f21a45e3478670629377d9468d676ef80bd7d0c84
 size 4915916176

 version https://git-lfs.github.com/spec/v1
+oid sha256:40b2ca69d1f37a422e36aa0bb79a37802e1eb0cfb505cc43315c4bc50530900f
 size 4915916176

model-00004-of-00004.safetensors CHANGED Viewed

@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:af82d2f93d1392410931625aeacc678efdc68ebee9246375296f9e0fa2f9a065
 size 1168138808

 version https://git-lfs.github.com/spec/v1
+oid sha256:02243403e3c3525badb0458ff321ff207114cbca24e614050ad49a1c65450dc7
 size 1168138808