Instructions to use bofenghuang/vigogne-2-7b-chat with libraries, inference providers, notebooks, and local apps. Follow these links to get started.

Libraries

How to use bofenghuang/vigogne-2-7b-chat with Transformers:

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

pipe = pipeline("text-generation", model="bofenghuang/vigogne-2-7b-chat")
messages = [
    {"role": "user", "content": "Who are you?"},
]
pipe(messages)

# Load model directly
from transformers import AutoTokenizer, AutoModelForCausalLM

tokenizer = AutoTokenizer.from_pretrained("bofenghuang/vigogne-2-7b-chat")
model = AutoModelForCausalLM.from_pretrained("bofenghuang/vigogne-2-7b-chat", 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 bofenghuang/vigogne-2-7b-chat with vLLM:

Install from pip and serve model

# Install vLLM from pip:
pip install vllm
# Start the vLLM server:
vllm serve "bofenghuang/vigogne-2-7b-chat"
# Call the server using curl (OpenAI-compatible API):
curl -X POST "http://localhost:8000/v1/chat/completions" \
	-H "Content-Type: application/json" \
	--data '{
		"model": "bofenghuang/vigogne-2-7b-chat",
		"messages": [
			{
				"role": "user",
				"content": "What is the capital of France?"
			}
		]
	}'

Use Docker

docker model run hf.co/bofenghuang/vigogne-2-7b-chat

SGLang

How to use bofenghuang/vigogne-2-7b-chat 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 "bofenghuang/vigogne-2-7b-chat" \
    --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": "bofenghuang/vigogne-2-7b-chat",
		"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 "bofenghuang/vigogne-2-7b-chat" \
        --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": "bofenghuang/vigogne-2-7b-chat",
		"messages": [
			{
				"role": "user",
				"content": "What is the capital of France?"
			}
		]
	}'

Docker Model Runner
How to use bofenghuang/vigogne-2-7b-chat with Docker Model Runner:
```
docker model run hf.co/bofenghuang/vigogne-2-7b-chat
```

bofenghuang commited on Oct 16, 2023

Commit

09e3a24

2 Parent(s): e6b5ed2 1ad4a1e

Merge branch 'v2.0' into main

Browse files

Files changed (2) hide show

README.md +3 -3
tokenizer_config.json +1 -1

README.md CHANGED Viewed

@@ -1,12 +1,12 @@
 ---
 language: fr
 pipeline_tag: text-generation
 inference: false
 tags:
 - LLM
-- finetuned
-- llama
 - llama-2
 ---
 <p align="center" width="100%">
@@ -53,7 +53,7 @@ print(tokenizer.apply_chat_template(conversation, tokenize=False, add_generation
 You will get
 ```
-<s><|system|>: Vous êtes l'assistant IA nommé Vigogne, créé par Zaion Lab (https://zaion.ai). Vous suivez extrêmement bien les instructions. Aidez autant que vous le pouvez.
 <|user|>: Bonjour ! Comment ça va aujourd'hui ?
 <|assistant|>: Bonjour ! Je suis une IA, donc je n'ai pas de sentiments, mais je suis prêt à vous aider. Comment puis-je vous assister aujourd'hui ?</s>
 <|user|>: Quelle est la hauteur de la Tour Eiffel ?

 ---
+license: llama2
 language: fr
 pipeline_tag: text-generation
 inference: false
 tags:
 - LLM
 - llama-2
+- finetuned
 ---
 <p align="center" width="100%">
 You will get
 ```
+<s><|system|>: Vous êtes Vigogne, un assistant IA créé par Zaion Lab. Vous suivez extrêmement bien les instructions. Aidez autant que vous le pouvez.
 <|user|>: Bonjour ! Comment ça va aujourd'hui ?
 <|assistant|>: Bonjour ! Je suis une IA, donc je n'ai pas de sentiments, mais je suis prêt à vous aider. Comment puis-je vous assister aujourd'hui ?</s>
 <|user|>: Quelle est la hauteur de la Tour Eiffel ?

tokenizer_config.json CHANGED Viewed

@@ -19,7 +19,7 @@
     "single_word": false
   },
   "legacy": false,
-  "chat_template": "{{ bos_token }}{% if messages[0]['role'] == 'system' %}{% set loop_messages = messages[1:] %}{% set system_message = messages[0]['content'] %}{% elif true == true %}{% set loop_messages = messages %}{% set system_message = 'Vous êtes l\\'assistant IA nommé Vigogne, créé par Zaion Lab (https://zaion.ai). Vous suivez extrêmement bien les instructions. Aidez autant que vous le pouvez.' %}{% else %}{% set loop_messages = messages %}{% set system_message = false %}{% endif %}{% if system_message != false %}{{ '<|system|>: ' + system_message + '\\n' }}{% endif %}{% for message in loop_messages %}{% if (message['role'] == 'user') != (loop.index0 % 2 == 0) %}{{ raise_exception('Conversation roles must alternate user/assistant/user/assistant/...') }}{% endif %}{% if message['role'] == 'user' %}{{ '<|user|>: ' + message['content'].strip() + '\\n' }}{% elif message['role'] == 'assistant' %}{{ '<|assistant|>: ' + message['content'].strip() + eos_token + '\\n' }}{% endif %}{% endfor %}{% if add_generation_prompt %}{{ '<|assistant|>:' }}{% endif %}",
   "model_max_length": 1000000000000000019884624838656,
   "pad_token": null,
   "padding_side": "right",

     "single_word": false
   },
   "legacy": false,
+  "chat_template": "{{ bos_token }}{% if messages[0]['role'] == 'system' %}{% set loop_messages = messages[1:] %}{% set system_message = messages[0]['content'] %}{% elif true == true %}{% set loop_messages = messages %}{% set system_message = 'Vous êtes Vigogne, un assistant IA créé par Zaion Lab. Vous suivez extrêmement bien les instructions. Aidez autant que vous le pouvez.' %}{% else %}{% set loop_messages = messages %}{% set system_message = false %}{% endif %}{% if system_message != false %}{{ '<|system|>: ' + system_message + '\\n' }}{% endif %}{% for message in loop_messages %}{% if (message['role'] == 'user') != (loop.index0 % 2 == 0) %}{{ raise_exception('Conversation roles must alternate user/assistant/user/assistant/...') }}{% endif %}{% if message['role'] == 'user' %}{{ '<|user|>: ' + message['content'].strip() + '\\n' }}{% elif message['role'] == 'assistant' %}{{ '<|assistant|>: ' + message['content'].strip() + eos_token + '\\n' }}{% endif %}{% endfor %}{% if add_generation_prompt %}{{ '<|assistant|>:' }}{% endif %}",
   "model_max_length": 1000000000000000019884624838656,
   "pad_token": null,
   "padding_side": "right",