366 lines
14 KiB
Bash
366 lines
14 KiB
Bash
#!/usr/bin/env bash
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# Capture pre-optimization baseline benchmark
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set -euo pipefail
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SCRIPT_DIR="$(cd "$(dirname "${BASH_SOURCE[0]}")" && pwd)"
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source "$SCRIPT_DIR/../../lib/common.sh"
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source "$SCRIPT_DIR/../../lib/detect.sh"
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source "$SCRIPT_DIR/../../lib/format.sh"
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MODEL_DIR="$(data_dir models)"
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TS="$(timestamp)"
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RESULT_DIR="$(data_dir baselines)/$TS"
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mkdir -p "$RESULT_DIR"
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REPS_STANDARD=5
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REPS_LONGCTX=3
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SKIP_LONGCTX=false
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MAX_SIZE_GB=0 # 0 = no limit
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CATEGORY_FILTER=""
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CTX_DEPTH=32768
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CTX_PROMPT=2048
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PP_TOKENS=512
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TG_TOKENS=128
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KV_TYPES_RAW="" # Comma-separated KV cache types to sweep (e.g. f16,q8_0,q4_0 or q4_0:q8_0)
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while [[ $# -gt 0 ]]; do
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case "$1" in
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--skip-longctx) SKIP_LONGCTX=true; shift ;;
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--max-size|-s) MAX_SIZE_GB="$2"; shift 2 ;;
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--category|-c) CATEGORY_FILTER="$2"; shift 2 ;;
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--reps|-r) REPS_STANDARD="$2"; shift 2 ;;
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--context|-d) CTX_DEPTH="$2"; shift 2 ;;
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--pp) PP_TOKENS="$2"; shift 2 ;;
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--tg) TG_TOKENS="$2"; shift 2 ;;
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--kv-types) KV_TYPES_RAW="$2"; shift 2 ;;
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--help|-h)
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echo "Usage: run-baseline.sh [OPTIONS]"
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echo ""
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echo "Options:"
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echo " --skip-longctx Skip long-context tests"
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echo " --max-size GB Only bench models up to this file size in GB"
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echo " --category LIST Comma-separated: smoke,dense,moe (from models.conf)"
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echo " --reps N Standard test repetitions (default: 5)"
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echo " --context N Long-context depth in tokens (default: 32768)"
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echo " --pp N Prompt processing tokens (default: 512)"
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echo " --tg N Token generation count (default: 128)"
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echo " --kv-types LIST KV cache sweep: comma-separated types to test"
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echo " Each entry: TYPE (both K+V) or K_TYPE:V_TYPE"
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echo " Types: f16, q8_0, q4_0, q4_1"
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echo ""
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echo "Examples:"
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echo " run-baseline.sh --max-size 20 # Only models ≤20 GB"
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echo " run-baseline.sh --context 131072 --category moe # 128K context on MoE"
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echo " run-baseline.sh --tg 1024 --pp 2048 --category moe # Realistic agentic"
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echo " run-baseline.sh --kv-types f16,q8_0,q4_0 --context 131072 # KV sweep"
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echo " run-baseline.sh --skip-longctx --max-size 15 # Quick safe run"
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exit 0 ;;
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*) log_warn "Unknown argument: $1"; shift ;;
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esac
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done
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# Scale prompt tokens for large contexts: ~1/16 of depth, min 512
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if (( CTX_DEPTH > 32768 )); then
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CTX_PROMPT=$(( CTX_DEPTH / 16 ))
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(( CTX_PROMPT < 512 )) && CTX_PROMPT=512
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fi
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# Parse KV cache types for sweep
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if [[ -n "$KV_TYPES_RAW" ]]; then
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IFS=',' read -ra KV_TYPES <<< "$KV_TYPES_RAW"
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else
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KV_TYPES=("f16")
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fi
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log_header "Baseline Benchmark Capture"
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log_info "Results will be saved to: $RESULT_DIR"
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$SKIP_LONGCTX && log_info "Long-context tests: SKIPPED"
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(( MAX_SIZE_GB > 0 )) && log_info "Max model size: ${MAX_SIZE_GB} GB"
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[[ -n "$CATEGORY_FILTER" ]] && log_info "Categories: $CATEGORY_FILTER"
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(( ${#KV_TYPES[@]} > 1 )) && log_info "KV cache sweep: ${KV_TYPES[*]}"
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# ── 1. Save system state ────────────────────────────────
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log_info "Capturing system state..."
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bash "$SCRIPT_DIR/../audit/system-report.sh" --json > "$RESULT_DIR/system-state.json" 2>/dev/null
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# ── 2. Discover available toolboxes ─────────────────────
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existing="$(detect_toolbox_names 2>/dev/null || true)"
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declare -A BENCH_PATHS=(
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[llama-vulkan-radv]="/usr/sbin/llama-bench"
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[llama-vulkan-amdvlk]="/usr/sbin/llama-bench"
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[llama-rocm-6.4.4]="/usr/local/bin/llama-bench"
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[llama-rocm-7.2]="/usr/local/bin/llama-bench"
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[llama-rocm7-nightlies]="/usr/local/bin/llama-bench"
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)
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available_backends=()
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for tb in "${!BENCH_PATHS[@]}"; do
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if echo "$existing" | grep -q "^${tb}$"; then
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available_backends+=("$tb")
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log_success "Backend: $tb"
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fi
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done
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if (( ${#available_backends[@]} == 0 )); then
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log_error "No toolbox backends found. Run: make benchmark-setup"
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exit 1
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fi
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# ── 3. Discover and filter models ───────────────────────
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mapfile -t ALL_MODEL_PATHS < <(
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find -L "$MODEL_DIR" -type f -name '*.gguf' -not -name 'mmproj-*' \
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\( -name '*-00001-of-*.gguf' -o -not -name '*-000*-of-*.gguf' \) \
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| sort
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)
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MODEL_PATHS=()
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for p in "${ALL_MODEL_PATHS[@]}"; do
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# Size filter
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if (( MAX_SIZE_GB > 0 )); then
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file_size_bytes=$(stat -Lc%s "$p" 2>/dev/null || echo 0)
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file_size_gb=$(( file_size_bytes / 1073741824 ))
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if (( file_size_gb >= MAX_SIZE_GB )); then
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log_info "Skipping $(basename "$p") ($(( file_size_gb )) GB > ${MAX_SIZE_GB} GB limit)"
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continue
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fi
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fi
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# Category filter (match against models.conf if available)
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if [[ -n "$CATEGORY_FILTER" ]]; then
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local_name="$(basename "$p")"
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matched=false
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if [[ -f "$PROJECT_ROOT/configs/models.conf" ]]; then
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while IFS='|' read -r name repo file size_gb category desc; do
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[[ "$name" =~ ^#.*$ || -z "$name" ]] && continue
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if [[ "$local_name" == "$file" ]]; then
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if echo "$CATEGORY_FILTER" | tr ',' '\n' | grep -qF "$category"; then
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matched=true
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fi
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break
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fi
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done < "$PROJECT_ROOT/configs/models.conf"
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fi
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# If model not in catalog, include it (don't filter unknowns)
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if ! $matched; then
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# Check if we found it in catalog at all
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found_in_catalog=false
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while IFS='|' read -r name repo file size_gb category desc; do
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[[ "$name" =~ ^#.*$ || -z "$name" ]] && continue
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[[ "$local_name" == "$file" ]] && found_in_catalog=true && break
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done < "$PROJECT_ROOT/configs/models.conf"
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if $found_in_catalog; then
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log_info "Skipping $(basename "$p") (category not in: $CATEGORY_FILTER)"
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continue
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fi
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fi
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fi
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MODEL_PATHS+=("$p")
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done
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if (( ${#MODEL_PATHS[@]} == 0 )); then
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log_error "No models matched filters. Adjust --max-size or --category"
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exit 1
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fi
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log_info "Benchmarking ${#MODEL_PATHS[@]} model(s):"
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for p in "${MODEL_PATHS[@]}"; do
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file_size_bytes=$(stat -Lc%s "$p" 2>/dev/null || echo 0)
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printf " %s (%.1f GB)\n" "$(basename "$p")" "$(echo "scale=1; $file_size_bytes / 1073741824" | bc)"
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done
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# ── 4. Start metric logging ─────────────────────────────
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METRICS_FILE="$RESULT_DIR/metrics.csv"
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bash "$SCRIPT_DIR/../monitor/log-metrics.sh" --output "$METRICS_FILE" --interval 2 &
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METRICS_PID=$!
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log_info "Metric logger started (PID: $METRICS_PID)"
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cleanup() {
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kill "$METRICS_PID" 2>/dev/null || true
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wait "$METRICS_PID" 2>/dev/null || true
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}
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trap 'cleanup; exit 0' EXIT
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# ── 5. Run benchmarks ───────────────────────────────────
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for MODEL_PATH in "${MODEL_PATHS[@]}"; do
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MODEL_NAME="$(basename "$MODEL_PATH" .gguf)"
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for BACKEND in "${available_backends[@]}"; do
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BENCH_BIN="${BENCH_PATHS[$BACKEND]}"
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BACKEND_SAFE="${BACKEND//[.-]/_}"
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# Build environment args for ROCm backends
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ENV_ARGS=()
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if [[ "$BACKEND" == *rocm* ]]; then
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ENV_ARGS=(env ROCBLAS_USE_HIPBLASLT=1)
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fi
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# Resolve model path for toolbox (host paths need /run/host/ prefix)
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TOOLBOX_MODEL_PATH="$(realpath "$MODEL_PATH")"
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if [[ "$TOOLBOX_MODEL_PATH" != /home/* ]]; then
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TOOLBOX_MODEL_PATH="/run/host${TOOLBOX_MODEL_PATH}"
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fi
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for KV_SPEC in "${KV_TYPES[@]}"; do
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# Parse KV spec: "q8_0" → K=q8_0,V=q8_0 or "q4_0:q8_0" → K=q4_0,V=q8_0
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if [[ "$KV_SPEC" == *:* ]]; then
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KV_K="${KV_SPEC%%:*}"
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KV_V="${KV_SPEC##*:}"
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else
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KV_K="$KV_SPEC"
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KV_V="$KV_SPEC"
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fi
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# Build KV cache args (skip for f16 — it's the default)
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KV_ARGS=()
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KV_SUFFIX=""
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if [[ "$KV_K" != "f16" || "$KV_V" != "f16" ]]; then
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KV_ARGS+=(-ctk "$KV_K" -ctv "$KV_V")
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KV_SUFFIX="__kv_${KV_K}_${KV_V}"
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fi
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# Standard test
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local_suffix="fa1"
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[[ "$PP_TOKENS" != "512" || "$TG_TOKENS" != "128" ]] && local_suffix="fa1__pp${PP_TOKENS}_tg${TG_TOKENS}"
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OUT="$RESULT_DIR/${MODEL_NAME}__${BACKEND_SAFE}__${local_suffix}${KV_SUFFIX}.log"
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if [[ ! -s "$OUT" ]]; then
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printf "\n${BOLD}>> [%s] %s — pp%s/tg%s KV=%s${RESET}\n" \
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"$BACKEND" "$MODEL_NAME" "$PP_TOKENS" "$TG_TOKENS" "${KV_K}/${KV_V}"
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CMD=(toolbox run -c "$BACKEND" -- "${ENV_ARGS[@]}" "$BENCH_BIN"
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-ngl 99 -mmp 0 -m "$TOOLBOX_MODEL_PATH" -fa 1
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-p "$PP_TOKENS" -n "$TG_TOKENS" -r "$REPS_STANDARD" "${KV_ARGS[@]}")
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printf " cmd: %s\n" "${CMD[*]}"
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if "${CMD[@]}" > "$OUT" 2>&1; then
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log_success "Standard test complete"
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tail -5 "$OUT"
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else
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log_error "Standard test failed (exit $?)"
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echo "FAILED" >> "$OUT"
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fi
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else
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log_info "Skipping standard test (log exists): $OUT"
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fi
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# Long-context test
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if $SKIP_LONGCTX; then
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continue
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fi
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OUT_LC="$RESULT_DIR/${MODEL_NAME}__${BACKEND_SAFE}__fa1__longctx${CTX_DEPTH}${KV_SUFFIX}.log"
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if [[ ! -s "$OUT_LC" ]]; then
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printf "\n${BOLD}>> [%s] %s — long-context %s KV=%s${RESET}\n" \
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"$BACKEND" "$MODEL_NAME" "$CTX_DEPTH" "${KV_K}/${KV_V}"
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UB_SIZE=2048
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[[ "$BACKEND" == *vulkan* ]] && UB_SIZE=512
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CMD_LC=(toolbox run -c "$BACKEND" -- "${ENV_ARGS[@]}" "$BENCH_BIN"
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-ngl 99 -mmp 0 -m "$TOOLBOX_MODEL_PATH" -fa 1
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-p "$CTX_PROMPT" -n 32 -d "$CTX_DEPTH" -ub "$UB_SIZE"
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-r "$REPS_LONGCTX" "${KV_ARGS[@]}")
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printf " cmd: %s\n" "${CMD_LC[*]}"
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if "${CMD_LC[@]}" > "$OUT_LC" 2>&1; then
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log_success "Long-context test complete"
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tail -5 "$OUT_LC"
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else
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log_error "Long-context test failed (exit $?)"
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echo "FAILED" >> "$OUT_LC"
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fi
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else
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log_info "Skipping long-context test (log exists): $OUT_LC"
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fi
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done # KV_TYPES
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done
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done
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# ── 6. Parse results into summary JSON ──────────────────
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log_info "Parsing results..."
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SUMMARY="$RESULT_DIR/summary.json"
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python3 - "$RESULT_DIR" > "$SUMMARY" << 'PYEOF'
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import sys, os, re, json
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from pathlib import Path
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result_dir = Path(sys.argv[1])
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results = []
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for logfile in sorted(result_dir.glob("*.log")):
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content = logfile.read_text()
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if "FAILED" in content:
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continue
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# Extract KV cache type from filename (__kv_q8_0_q8_0)
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kv_match = re.search(r'__kv_([a-z0-9_]+)_([a-z0-9_]+)\.log$', logfile.name)
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kv_type = f"{kv_match.group(1)}/{kv_match.group(2)}" if kv_match else "f16/f16"
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for line in content.splitlines():
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line = line.strip()
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if not line.startswith("|") or ("model" in line.lower() and "size" in line.lower()):
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continue
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if "---" in line:
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continue
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parts = [p.strip() for p in line.split("|")]
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if len(parts) < 10:
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continue
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try:
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test_type = parts[8].strip() if len(parts) > 8 else ""
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ts_raw = parts[9].strip() if len(parts) > 9 else ""
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if not test_type or not ts_raw:
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continue
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ts_match = re.match(r'([\d.]+)', ts_raw)
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if not ts_match:
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continue
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results.append({
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"file": logfile.name,
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"model": parts[1].strip(),
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"size": parts[2].strip(),
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"backend": parts[4].strip(),
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"test": test_type,
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"tokens_per_sec": float(ts_match.group(1)),
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"kv_cache": kv_type,
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"raw": ts_raw,
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})
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except (ValueError, IndexError):
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continue
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print(json.dumps({"results": results}, indent=2))
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PYEOF
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# ── 7. Display summary ──────────────────────────────────
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log_header "Baseline Results"
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python3 - "$SUMMARY" << 'PYEOF'
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import sys, json
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with open(sys.argv[1]) as f:
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data = json.load(f)
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if not data["results"]:
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print(" No results parsed. Check log files for errors.")
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sys.exit(0)
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fmt = " {:<20} {:<16} {:<10} {:<8} {:>10}"
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print(fmt.format("Model", "Backend", "KV cache", "Test", "t/s"))
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print(" " + "-" * 68)
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for r in data["results"]:
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print(fmt.format(
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r["model"][:20],
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r["backend"][:16],
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r.get("kv_cache", "f16/f16")[:10],
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r["test"],
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f"{r['tokens_per_sec']:.2f}"
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))
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PYEOF
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echo ""
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log_success "Baseline saved to: $RESULT_DIR"
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log_info "Files: system-state.json, summary.json, metrics.csv, *.log"
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log_info "Compare later with: bin/benchmark compare $RESULT_DIR <new-run-dir>"
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