Instructions to use MaziyarPanahi/calme-2.2-llama3.1-70b with libraries, inference providers, notebooks, and local apps. Follow these links to get started.

Libraries

How to use MaziyarPanahi/calme-2.2-llama3.1-70b with Transformers:

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

pipe = pipeline("text-generation", model="MaziyarPanahi/calme-2.2-llama3.1-70b")
messages = [
    {"role": "user", "content": "Who are you?"},
]
pipe(messages)

# Load model directly
from transformers import AutoTokenizer, AutoModelForCausalLM

tokenizer = AutoTokenizer.from_pretrained("MaziyarPanahi/calme-2.2-llama3.1-70b")
model = AutoModelForCausalLM.from_pretrained("MaziyarPanahi/calme-2.2-llama3.1-70b", 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 MaziyarPanahi/calme-2.2-llama3.1-70b with vLLM:

Install from pip and serve model

# Install vLLM from pip:
pip install vllm
# Start the vLLM server:
vllm serve "MaziyarPanahi/calme-2.2-llama3.1-70b"
# Call the server using curl (OpenAI-compatible API):
curl -X POST "http://localhost:8000/v1/chat/completions" \
	-H "Content-Type: application/json" \
	--data '{
		"model": "MaziyarPanahi/calme-2.2-llama3.1-70b",
		"messages": [
			{
				"role": "user",
				"content": "What is the capital of France?"
			}
		]
	}'

Use Docker

docker model run hf.co/MaziyarPanahi/calme-2.2-llama3.1-70b

SGLang

How to use MaziyarPanahi/calme-2.2-llama3.1-70b 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 "MaziyarPanahi/calme-2.2-llama3.1-70b" \
    --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": "MaziyarPanahi/calme-2.2-llama3.1-70b",
		"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 "MaziyarPanahi/calme-2.2-llama3.1-70b" \
        --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": "MaziyarPanahi/calme-2.2-llama3.1-70b",
		"messages": [
			{
				"role": "user",
				"content": "What is the capital of France?"
			}
		]
	}'

Docker Model Runner
How to use MaziyarPanahi/calme-2.2-llama3.1-70b with Docker Model Runner:
```
docker model run hf.co/MaziyarPanahi/calme-2.2-llama3.1-70b
```

calme-2.2-llama3.1-70b

Commit History

Update README.md (#7)

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MaziyarPanahi commited on Sep 9, 2024

Delete .ipynb_checkpoints (#4)

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MaziyarPanahi commited on Sep 9, 2024

Update README.md (#3)

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MaziyarPanahi commited on Sep 9, 2024

Create README.md (#2)

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MaziyarPanahi commited on Sep 9, 2024

Upload folder using huggingface_hub (#1)

6315cf3
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MaziyarPanahi commited on Sep 9, 2024

initial commit

ee2aac9
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MaziyarPanahi commited on Sep 9, 2024

Commit History

Update README.md (#7) 6585e18 verified

Adding Evaluation Results (#6) ace93d1 verified

Upload calme-2.webp (#5) c81ac05 verified

Delete .ipynb_checkpoints (#4) 043c0ba verified

Update README.md (#3) dd549e3 verified

Create README.md (#2) 5987b83 verified

Upload folder using huggingface_hub (#1) 6315cf3 verified

initial commit ee2aac9 verified

Update README.md (#7)

6585e18
verified

Adding Evaluation Results (#6)

ace93d1
verified

Upload calme-2.webp (#5)

c81ac05
verified

Delete .ipynb_checkpoints (#4)

043c0ba
verified

Update README.md (#3)

dd549e3
verified

Create README.md (#2)

5987b83
verified

Upload folder using huggingface_hub (#1)

6315cf3
verified

initial commit

ee2aac9
verified