Instructions to use baichuan-inc/Baichuan2-13B-Chat with libraries, inference providers, notebooks, and local apps. Follow these links to get started.

Libraries

How to use baichuan-inc/Baichuan2-13B-Chat with Transformers:

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

pipe = pipeline("text-generation", model="baichuan-inc/Baichuan2-13B-Chat", trust_remote_code=True)

# Load model directly
from transformers import AutoModelForCausalLM
model = AutoModelForCausalLM.from_pretrained("baichuan-inc/Baichuan2-13B-Chat", trust_remote_code=True, dtype="auto")

Notebooks
Google Colab
Kaggle
Local Apps

vLLM

How to use baichuan-inc/Baichuan2-13B-Chat with vLLM:

Install from pip and serve model

# Install vLLM from pip:
pip install vllm
# Start the vLLM server:
vllm serve "baichuan-inc/Baichuan2-13B-Chat"
# Call the server using curl (OpenAI-compatible API):
curl -X POST "http://localhost:8000/v1/completions" \
	-H "Content-Type: application/json" \
	--data '{
		"model": "baichuan-inc/Baichuan2-13B-Chat",
		"prompt": "Once upon a time,",
		"max_tokens": 512,
		"temperature": 0.5
	}'

Use Docker

docker model run hf.co/baichuan-inc/Baichuan2-13B-Chat

SGLang

How to use baichuan-inc/Baichuan2-13B-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 "baichuan-inc/Baichuan2-13B-Chat" \
    --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": "baichuan-inc/Baichuan2-13B-Chat",
		"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 "baichuan-inc/Baichuan2-13B-Chat" \
        --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": "baichuan-inc/Baichuan2-13B-Chat",
		"prompt": "Once upon a time,",
		"max_tokens": 512,
		"temperature": 0.5
	}'

Docker Model Runner
How to use baichuan-inc/Baichuan2-13B-Chat with Docker Model Runner:
```
docker model run hf.co/baichuan-inc/Baichuan2-13B-Chat
```

AttributeError: 'list' object has no attribute 'as_dict'

#23

by RR0825 - opened Nov 9, 2023

Discussion

RR0825

Nov 9, 2023

When loading model, it reports below Error:

File "/Baichuan2/test_model.py", line 5, in
model = AutoModelForCausalLM.from_pretrained("baichuan-inc/Baichuan2-13B-Chat-4bits", device_map="auto", torch_dtype=torch.bfloat16, trust_remote_code=True)
File "/opt/conda/envs/baichuan2/lib/python3.10/site-packages/transformers/models/auto/auto_factory.py", line 558, in from_pretrained
return model_class.from_pretrained(
File "/root/.cache/huggingface/modules/transformers_modules/Baichuan2-13B-Chat-4bits/modeling_baichuan.py", line 664, in from_pretrained
dispatch_model(model, device_map=device_map)
File "/opt/conda/envs/baichuan2/lib/python3.10/site-packages/accelerate/big_modeling.py", line 343, in dispatch_model
check_device_map(model, device_map)
File "/opt/conda/envs/baichuan2/lib/python3.10/site-packages/accelerate/utils/modeling.py", line 1129, in check_device_map
all_model_tensors = [name for name, _ in model.state_dict().items()]
File "/opt/conda/envs/baichuan2/lib/python3.10/site-packages/torch/nn/modules/module.py", line 1897, in state_dict
module.state_dict(destination=destination, prefix=prefix + name + '.', keep_vars=keep_vars)
File "/opt/conda/envs/baichuan2/lib/python3.10/site-packages/torch/nn/modules/module.py", line 1897, in state_dict
module.state_dict(destination=destination, prefix=prefix + name + '.', keep_vars=keep_vars)
File "/opt/conda/envs/baichuan2/lib/python3.10/site-packages/torch/nn/modules/module.py", line 1897, in state_dict
module.state_dict(destination=destination, prefix=prefix + name + '.', keep_vars=keep_vars)
[Previous line repeated 2 more times]
File "/opt/conda/envs/baichuan2/lib/python3.10/site-packages/torch/nn/modules/module.py", line 1894, in state_dict
self._save_to_state_dict(destination, prefix, keep_vars)
File "/opt/conda/envs/baichuan2/lib/python3.10/site-packages/bitsandbytes/nn/modules.py", line 237, in _save_to_state_dict
for k, v in self.weight.quant_state.as_dict(packed=True).items():
AttributeError: 'list' object has no attribute 'as_dict'

qixiguo

Nov 11, 2023

我是bitsandbytes版本问题导致的
pip install bitsandbytes==0.41.1
即可

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