Add missing eval_mm_quality.sh (#3204)

Summary:
This is accidently missed from #3133, adding it back

Test Plan:
tested with the same commands locally
```
sh eval.sh --eval_type mm_quality --model_ids google/gemma-3-12b-it --mm_tasks chartqa --model_type gemma3 --mm_eval_batch_size 32
sh eval.sh --eval_type mm_quality --model_ids google/gemma-3-12b-it --mm_tasks chartqa --model_type gemma3 --mm_eval_batch_size 32 --use_cache
sh summarize_results.sh --model_ids google/gemma-3-12b-it
```
Reviewers:

Subscribers:

Tasks:

Tags:

Author: jerryzh168

.github/scripts/torchao_model_releases/eval_mm_quality.sh

@@ -0,0 +1,98 @@
+# Copyright (c) Meta Platforms, Inc. and affiliates.
+# All rights reserved.
+#
+# This source code is licensed under the BSD 3-Clause license found in the
+# LICENSE file in the root directory of this source tree.
+
+#!/bin/bash
+set -e
+source eval_env_checks.sh
+check_lmms_eval
+
+usage() {
+  echo "Usage: $0 --model_id <model_id> --model_type <model_type> [--tasks <tasks> (comma-separated, e.g. mmlu,arc_challenge, default mmlu)] [--use_cache]"
+  exit 1
+}
+
+MODEL_ID_ARRAY=()
+MODEL_TYPE=""
+TASK_ARRAY=("chartqa")  # default can be overwritten by user input
+BATCH_SIZE=1
+USE_CACHE=false      # default: do not use cache
+# Parse arguments
+while [[ $# -gt 0 ]]; do
+  case "$1" in
+    --model_ids)
+      shift
+      while [[ $# -gt 0 && ! "$1" =~ ^-- ]]; do
+        MODEL_ID_ARRAY+=("$1")
+        shift
+      done
+      ;;
+    --model_type)
+      MODEL_TYPE="$2"
+      shift 2
+      ;;
+    --batch_size)
+      BATCH_SIZE="$2"
+      shift 2
+      ;;
+    --tasks)
+      shift
+      TASK_ARRAY=()
+      while [[ $# -gt 0 && ! "$1" =~ ^-- ]]; do
+        TASK_ARRAY+=("$1")
+        shift
+      done
+      ;;
+    --use_cache)
+      USE_CACHE=true
+      shift
+      ;;
+    *)
+      echo "Unknown argument: $1"
+      usage
+      exit 1
+      ;;
+  esac
+done
+if [[ ${#MODEL_ID_ARRAY[@]} -eq 0 ]]; then
+  echo "Error: --model_ids is required"
+  usage
+  exit 1
+fi
+if [[ -z "$MODEL_TYPE" ]]; then
+  echo "Error: --model_type is required"
+  usage
+  exit 1
+fi
+RESULTS_DIR="$(pwd)/mm_quality_eval_results"
+for MODEL_ID in "${MODEL_ID_ARRAY[@]}"; do
+    # Replace all '/' with '_'
+    SAFE_MODEL_ID="${MODEL_ID//\//_}"
+    echo "======================== Eval Multi-modal Model Quality $MODLE_ID ======================"
+    for TASK in "${TASK_ARRAY[@]}"; do
+        OUTPUT_FILE="$(pwd)/${SAFE_MODEL_ID}_mm_quality_${TASK}.log"
+        EVAL_CACHE_DB_PREFIX="/tmp/${SAFE_MODEL_ID}_mm_quality_${TASK}"
+        mkdir -p "${EVAL_CACHE_DB_PREFIX}"
+        echo "Running multi-modal model quality (accuracy) evaluation for model $MODEL_ID on task $TASK"
+
+        MAIN_PORT=12356
+        LMMS_EVAL_CMD="accelerate launch \
+           --main_process_port \"$MAIN_PORT\" \
+           -m lmms_eval \
+           --model \"$MODEL_TYPE\" \
+           --model_args \"pretrained=$MODEL_ID\" \
+           --tasks \"$TASK\" \
+          --batch_size \"$BATCH_SIZE\" \
+          --output_path \"$RESULTS_DIR\""
+
+        if $USE_CACHE; then
+            LMMS_EVAL_CMD="$LMMS_EVAL_CMD --use_cache \"$EVAL_CACHE_DB_PREFIX\""
+        fi
+
+        eval "$LMMS_EVAL_CMD" > "$OUTPUT_FILE" 2>&1
+        echo "Quality eval output for task '$TASK' saved to $OUTPUT_FILE"
+    done
+    echo "======================== Eval Model Quality $MODEL_ID End =================="
+done