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| 1 | +# Copyright (c) Meta Platforms, Inc. and affiliates. |
| 2 | +# All rights reserved. |
| 3 | +# |
| 4 | +# This source code is licensed under the BSD 3-Clause license found in the |
| 5 | +# LICENSE file in the root directory of this source tree. |
| 6 | + |
| 7 | +#!/bin/bash |
| 8 | +set -e |
| 9 | +source eval_env_checks.sh |
| 10 | +check_lmms_eval |
| 11 | + |
| 12 | +usage() { |
| 13 | + echo "Usage: $0 --model_id <model_id> --model_type <model_type> [--tasks <tasks> (comma-separated, e.g. mmlu,arc_challenge, default mmlu)] [--use_cache]" |
| 14 | + exit 1 |
| 15 | +} |
| 16 | + |
| 17 | +MODEL_ID_ARRAY=() |
| 18 | +MODEL_TYPE="" |
| 19 | +TASK_ARRAY=("chartqa") # default can be overwritten by user input |
| 20 | +BATCH_SIZE=1 |
| 21 | +USE_CACHE=false # default: do not use cache |
| 22 | +# Parse arguments |
| 23 | +while [[ $# -gt 0 ]]; do |
| 24 | + case "$1" in |
| 25 | + --model_ids) |
| 26 | + shift |
| 27 | + while [[ $# -gt 0 && ! "$1" =~ ^-- ]]; do |
| 28 | + MODEL_ID_ARRAY+=("$1") |
| 29 | + shift |
| 30 | + done |
| 31 | + ;; |
| 32 | + --model_type) |
| 33 | + MODEL_TYPE="$2" |
| 34 | + shift 2 |
| 35 | + ;; |
| 36 | + --batch_size) |
| 37 | + BATCH_SIZE="$2" |
| 38 | + shift 2 |
| 39 | + ;; |
| 40 | + --tasks) |
| 41 | + shift |
| 42 | + TASK_ARRAY=() |
| 43 | + while [[ $# -gt 0 && ! "$1" =~ ^-- ]]; do |
| 44 | + TASK_ARRAY+=("$1") |
| 45 | + shift |
| 46 | + done |
| 47 | + ;; |
| 48 | + --use_cache) |
| 49 | + USE_CACHE=true |
| 50 | + shift |
| 51 | + ;; |
| 52 | + *) |
| 53 | + echo "Unknown argument: $1" |
| 54 | + usage |
| 55 | + exit 1 |
| 56 | + ;; |
| 57 | + esac |
| 58 | +done |
| 59 | +if [[ ${#MODEL_ID_ARRAY[@]} -eq 0 ]]; then |
| 60 | + echo "Error: --model_ids is required" |
| 61 | + usage |
| 62 | + exit 1 |
| 63 | +fi |
| 64 | +if [[ -z "$MODEL_TYPE" ]]; then |
| 65 | + echo "Error: --model_type is required" |
| 66 | + usage |
| 67 | + exit 1 |
| 68 | +fi |
| 69 | +RESULTS_DIR="$(pwd)/mm_quality_eval_results" |
| 70 | +for MODEL_ID in "${MODEL_ID_ARRAY[@]}"; do |
| 71 | + # Replace all '/' with '_' |
| 72 | + SAFE_MODEL_ID="${MODEL_ID//\//_}" |
| 73 | + echo "======================== Eval Multi-modal Model Quality $MODLE_ID ======================" |
| 74 | + for TASK in "${TASK_ARRAY[@]}"; do |
| 75 | + OUTPUT_FILE="$(pwd)/${SAFE_MODEL_ID}_mm_quality_${TASK}.log" |
| 76 | + EVAL_CACHE_DB_PREFIX="/tmp/${SAFE_MODEL_ID}_mm_quality_${TASK}" |
| 77 | + mkdir -p "${EVAL_CACHE_DB_PREFIX}" |
| 78 | + echo "Running multi-modal model quality (accuracy) evaluation for model $MODEL_ID on task $TASK" |
| 79 | + |
| 80 | + MAIN_PORT=12356 |
| 81 | + LMMS_EVAL_CMD="accelerate launch \ |
| 82 | + --main_process_port \"$MAIN_PORT\" \ |
| 83 | + -m lmms_eval \ |
| 84 | + --model \"$MODEL_TYPE\" \ |
| 85 | + --model_args \"pretrained=$MODEL_ID\" \ |
| 86 | + --tasks \"$TASK\" \ |
| 87 | + --batch_size \"$BATCH_SIZE\" \ |
| 88 | + --output_path \"$RESULTS_DIR\"" |
| 89 | + |
| 90 | + if $USE_CACHE; then |
| 91 | + LMMS_EVAL_CMD="$LMMS_EVAL_CMD --use_cache \"$EVAL_CACHE_DB_PREFIX\"" |
| 92 | + fi |
| 93 | + |
| 94 | + eval "$LMMS_EVAL_CMD" > "$OUTPUT_FILE" 2>&1 |
| 95 | + echo "Quality eval output for task '$TASK' saved to $OUTPUT_FILE" |
| 96 | + done |
| 97 | + echo "======================== Eval Model Quality $MODEL_ID End ==================" |
| 98 | +done |
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