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A simple script to bench GGUF base and draft models
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#!/bin/bash | |
set -e | |
set -u | |
if [ $# -lt 1 ]; then | |
echo "Usage: $0 BASE_MODEL [DRAFT_MODEL] [--skip-base] [--skip-draft] [--skip-sd]" | |
exit 1 | |
fi | |
BASE_MODEL="$1" | |
DRAFT_MODEL="${2:-}" | |
SCRIPT_DIR="$(cd "$(dirname "${BASH_SOURCE[0]}")" && pwd)" | |
LLAMA_BENCH="$SCRIPT_DIR/llama.cpp/build/bin/llama-bench" | |
LLAMA_SPECULATIVE_SAMPLE="$SCRIPT_DIR/llama.cpp/build/bin/llama-speculative-simple" | |
SKIP_BASE=false | |
SKIP_DRAFT=false | |
SKIP_SD=false | |
# 如果沒有給 DRAFT_MODEL,則自動跳過 SD 和 DRAFT | |
if [ -z "$DRAFT_MODEL" ]; then | |
SKIP_SD=true | |
SKIP_DRAFT=true | |
fi | |
for arg in "$@"; do | |
case "$arg" in | |
--skip-base) | |
SKIP_BASE=true | |
;; | |
--skip-draft) | |
SKIP_DRAFT=true | |
;; | |
--skip-sd) | |
SKIP_SD=true | |
;; | |
esac | |
done | |
if [ "$SKIP_SD" = false ]; then | |
echo "Running speculative decoding..." | |
$LLAMA_SPECULATIVE_SAMPLE -fa -sm none -ctk q8_0 -ctv q8_0 -m "$BASE_MODEL" -ngl 99 -ngl 99 -c 4096 -md "$DRAFT_MODEL" -ngld 99 -cd 4096 -p "如何評價一瓶威士忌" --no-perf | |
fi | |
if [ "$SKIP_BASE" = false ]; then | |
echo "Running base model..." | |
$LLAMA_BENCH -m "$BASE_MODEL" -ngl 99 -sm none -fa 1 -p 2048 -n 512 | |
fi | |
if [ "$SKIP_DRAFT" = false ]; then | |
echo "Running draft model..." | |
$LLAMA_BENCH -m "$DRAFT_MODEL" -ngl 99 -sm none -fa 1 -p 2048 -n 512 | |
fi |
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