README.md 1.67 KB
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## Run benchmark

### Dependencies

```
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llama_cpp_python          0.2.38
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guidance                  0.1.10
vllm                      0.2.7
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outlines                  0.0.25
```

### Build dataset

When benchmarking long document information retrieval, run the following command to build the dataset:

```bash
pip install wikipedia
python3 build_dataset.py
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```

### Benchmark sglang

Run Llama-7B

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```bash
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python3 -m sglang.launch_server --model-path meta-llama/Llama-2-7b-chat-hf --port 30000 
```

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Benchmark Character Generation
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```bash
python3 bench_sglang.py --mode character
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```
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Benchmark City Information Retrieval

```bash
python3 bench_sglang.py --mode city
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```

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### Benchmark Outlines + vLLM
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Run Llama-7B

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```bash
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python3 -m outlines.serve.serve --tokenizer-mode auto --model meta-llama/Llama-2-7b-chat-hf  --disable-log-requests --port 21000
```

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Benchmark Character Generation
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```bash
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python3 bench_other.py --mode character --backend outlines
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```
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Benchmark City Information Retrieval

```bash
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python3 bench_other.py --mode city --backend outlines
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```

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### Benchmark guidance
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Run Llama-7B and benchmark character generation
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```bash
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python3 bench_other.py --mode character --backend guidance --parallel 1 --n-ctx 4096 --model-path path/to/gguf
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```
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Run Llama-7B and benchmark city information retrieval

```bash
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python3 bench_other.py --mode city --backend guidance --parallel 1 --n-ctx 4096 --model-path path/to/gguf
```

### Benchmark lmql

Run Llama-7B and benchmark character generation

```
python3 bench_other.py --mode character --backend lmql --parallel 1
```

Run Llama-7B and benchmark city information retrieval

```
python3 bench_other.py --mode city --backend lmql --parallel 1
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```