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Llama3 8b perf numbers on A100 #166

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Merged
merged 3 commits into from
Jun 17, 2024
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Llama3 8b perf numbers on A100 #166

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6e00f49
Add Llama3-8B perf numbers
yanboliang Apr 29, 2024
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yanboliang Jun 16, 2024
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yanboliang Jun 17, 2024
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7 changes: 7 additions & 0 deletions README.md
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Original file line number Diff line number Diff line change
Expand Up @@ -70,6 +70,7 @@ codellama/CodeLlama-34b-Python-hf
mistralai/Mistral-7B-v0.1
mistralai/Mistral-7B-Instruct-v0.1
mistralai/Mistral-7B-Instruct-v0.2
meta-llama/Meta-Llama-3-8B
```

For example, to convert Llama-2-7b-chat-hf
Expand All @@ -89,6 +90,8 @@ Benchmarks run on an 8xA100-80GB, power limited to 330W with a hybrid cube mesh
| Llama-2-70B | Base | OOM ||
| | 8-bit | 19.13 | 1322.58 |
| | 4-bit (G=32) | 25.25 | 1097.66 |
| Llama-3-8B | Base | 94.25 | 1411.95 |
| | 8-bit | 139.55 | 1047.23 |

### Speculative Sampling
[Verifier: Llama-70B (int4), Draft: Llama-7B (int4)](./scripts/speculate_70B_int4.sh): 48.4 tok/s
Expand All @@ -104,6 +107,10 @@ Benchmarks run on an 8xA100-80GB, power limited to 330W with a hybrid cube mesh
| | 2 | 21.32 | 1481.87 |
| | 4 | 38.01 | 1340.76 |
| | 8 | 62.50 | 1135.29 |
| Llama-3-8B | 1 | 94.19 | 1411.76 |
| | 2 | 150.48 | 1208.80 |
| | 4 | 219.77 | 991.63 |
| | 8 | 274.65 | 768.55 |

### Tensor Parallelism + Quantization
| Model | Technique | Tokens/Second | Memory Bandwidth (GB/s) |
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