Json Decode && Mutl-Turns (#4)

This commit is contained in:
Liangsheng Yin
2024-01-15 16:49:29 +08:00
committed by GitHub
parent f652494df1
commit 08ab2a1655
27 changed files with 755 additions and 41 deletions

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## Run benchmark
### Build dataset
```
pip install wikipedia
python3 build_dataset.py
```
### Dependencies
```
llama_cpp_python 0.2.19
guidance 0.1.10
vllm 0.2.5
outlines 0.0.22
```
### Benchmark sglang
Run llama-7b
```
python3 -m sglang.launch_server --model-path meta-llama/Llama-2-7b-chat-hf --port 30000
```
Run mixtral-8x7b
(When there is a CUDA out-of-memory error, try to reduce the `--mem-fraction-static`)
```
python3 -m sglang.launch_server --model-path mistralai/Mixtral-8x7B-Instruct-v0.1 --port 30000 --tp-size 8
```
Benchmark
```
python3 bench_sglang.py --num-questions 10
```
### Benchmark vllm
Run llama-7b
```
python3 -m outlines.serve.serve --tokenizer-mode auto --model meta-llama/Llama-2-7b-chat-hf --disable-log-requests --port 21000
```
Benchmark
```
python3 bench_other.py --backend vllm --num-questions 10
```
### Benchmark guidance
Run llama-7b and benchmark
```
python3 bench_other.py --backend guidance --num-questions 10 --parallel 1
```