#!/bin/bash export HSA_OVERRIDE_GFX_VERSION=10.3.0 export NO_COLOR=1 export OLLAMA_HOST=127.0.0.1:11434 PROMPT="Explain what MLOps is in 3 steps" RESULTS_FILE="$HOME/HF_repos/benchmarks/all_models/results.md" DATE=$(date '+%Y-%m-%d %H:%M') RUNS=3 mkdir -p "$(dirname "$RESULTS_FILE")" MODELS=( "gemma4:e2b|General / 2B / Dense" "gemma4:e4b|General / 4B / Dense" "gemma4:26b|General / 26B / MoE" "qwopus|Reasoning / 27B / IQ3_XS" "deepseek-r1:14b|Reasoning / 14B / Dense" "qwen2.5:14b|General / 14B / Dense" "qwen2.5:7b|General / 7B / Dense" "qwen2.5-coder:7b|Coding / 7B / Dense" "mistral:7b|General / 7B / Dense" "phi3:mini|General / 3.8B / Dense" "llama3.2:3b|General / 3B / Dense" ) printf "# AMD RX 6700 XT + ROCm Master Benchmark\n" > "$RESULTS_FILE" printf "**Date:** %s\n\n" "$DATE" >> "$RESULTS_FILE" printf "| Model | Category | Prefill (tok/s) | Decode (tok/s) | GPU |\n" >> "$RESULTS_FILE" printf "|-------|----------|----------------|----------------|-----|\n" >> "$RESULTS_FILE" echo "Iniciando benchmark de ${#MODELS[@]} modelos..." for ENTRY in "${MODELS[@]}"; do MODEL="${ENTRY%%|*}" CATEGORY="${ENTRY##*|}" echo "" echo "[$MODEL] $CATEGORY" PREFILL_SUM=0 DECODE_SUM=0 VALID_RUNS=0 for i in $(seq 1 $RUNS); do OUTPUT=$(echo "$PROMPT" | ollama run "$MODEL" --verbose 2>&1) PREFILL=$(echo "$OUTPUT" | awk '/prompt eval rate/ {print $4}') DECODE=$(echo "$OUTPUT" | awk '/eval rate:/ && !/prompt/ {print $3}') if [[ -n "$PREFILL" && -n "$DECODE" ]]; then PREFILL_SUM=$(awk "BEGIN {print $PREFILL_SUM + $PREFILL}") DECODE_SUM=$(awk "BEGIN {print $DECODE_SUM + $DECODE}") VALID_RUNS=$((VALID_RUNS + 1)) echo " Run $i: prefill=$PREFILL decode=$DECODE" else echo " Run $i: error" fi done if [[ $VALID_RUNS -gt 0 ]]; then PREFILL_AVG=$(awk "BEGIN {printf \"%.2f\", $PREFILL_SUM / $VALID_RUNS}") DECODE_AVG=$(awk "BEGIN {printf \"%.2f\", $DECODE_SUM / $VALID_RUNS}") IS_SLOW=$(awk "BEGIN {print ($DECODE_AVG < 5) ? 1 : 0}") [[ $IS_SLOW -eq 1 ]] && GPU_STATUS="ROCm WARN offload" || GPU_STATUS="ROCm OK" else PREFILL_AVG="N/A" DECODE_AVG="N/A" GPU_STATUS="FAIL" fi echo "| $MODEL | $CATEGORY | $PREFILL_AVG | $DECODE_AVG | $GPU_STATUS |" >> "$RESULTS_FILE" echo "-> $MODEL: decode=$DECODE_AVG tok/s" done printf "\n## Notas\n" >> "$RESULTS_FILE" printf -- "- 3 runs por modelo\n" >> "$RESULTS_FILE" printf -- "- gfx1031 requiere HSA_OVERRIDE_GFX_VERSION=10.3.0\n\n" >> "$RESULTS_FILE" printf "*Positronica Labs*\n" >> "$RESULTS_FILE" echo "Listo: $RESULTS_FILE"