File size: 23,298 Bytes
96abbd8
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
2
3
4
5
6
7
8
9
10
11
12
13
14
15
16
17
18
19
20
21
22
23
24
25
26
27
28
29
30
31
32
33
34
35
36
37
38
39
40
41
42
43
44
45
46
47
48
49
50
51
52
53
54
55
56
57
58
59
60
61
62
63
64
65
66
67
68
69
70
71
72
73
74
75
76
77
78
79
80
81
82
83
84
85
86
87
88
89
90
91
92
93
94
95
96
97
98
99
100
101
102
103
104
105
106
107
108
109
110
111
112
113
114
115
116
117
118
119
120
121
122
123
124
125
126
127
128
129
130
131
132
133
134
135
136
137
138
139
140
141
142
143
144
145
146
147
148
149
150
151
152
153
154
155
156
157
158
159
160
161
162
163
164
165
166
167
168
169
170
171
172
173
174
175
176
177
178
179
180
181
182
183
184
185
186
187
188
189
190
191
192
193
194
195
196
197
198
199
200
201
202
203
204
205
206
207
208
209
210
211
212
213
214
215
216
217
218
219
220
221
222
223
224
225
226
227
228
229
230
231
232
233
234
235
236
237
238
239
240
241
242
243
244
245
246
247
248
249
250
251
252
253
254
255
256
257
258
259
260
261
262
263
264
265
266
267
268
269
270
271
272
273
274
275
276
277
278
279
280
281
282
283
284
285
286
287
288
289
290
291
292
293
294
295
296
297
298
299
300
301
302
303
304
305
306
307
308
309
310
311
312
313
314
315
316
317
318
319
320
321
322
323
324
325
326
327
328
329
330
331
332
333
334
335
336
337
338
339
340
341
342
343
344
345
346
347
348
349
350
351
352
353
354
355
356
357
358
359
360
361
362
363
364
365
366
367
368
369
370
371
372
373
374
375
376
377
378
379
380
381
382
383
384
385
386
387
388
389
390
391
392
393
394
395
396
397
398
399
400
401
402
403
404
405
406
407
408
409
410
411
412
413
414
415
416
417
418
419
420
421
422
423
424
425
426
427
428
429
430
431
432
433
434
435
436
437
438
439
440
441
442
443
444
445
446
447
448
449
450
451
452
453
454
455
456
457
458
459
460
461
462
463
464
465
466
467
468
469
470
471
472
473
474
475
476
477
478
479
480
481
482
483
484
485
486
487
488
489
490
491
492
493
494
495
496
497
498
499
500
501
502
503
504
505
506
507
508
509
510
511
512
513
514
515
516
517
518
519
520
521
522
523
524
525
526
527
528
529
530
531
532
533
534
535
536
537
538
539
540
541
542
543
544
545
546
547
548
549
550
551
552
553
554
555
556
557
558
559
560
561
562
563
564
565
566
567
568
569
570
571
572
573
574
575
576
577
578
579
580
581
582
583
584
585
586
587
588
589
590
591
592
593
594
595
596
597
598
599
600
601
602
603
604
605
606
607
608
609
610
611
612
613
614
615
616
617
618
619
620
621
622
623
624
625
626
627
628
629
630
631
632
633
634
635
636
637
638
639
640
641
#!/bin/bash

set -uo pipefail

SCRIPT_DIR="$(cd "$(dirname "${BASH_SOURCE[0]}")" && pwd)"
PROJECT_ROOT="$(cd "${SCRIPT_DIR}/.." && pwd)"
OPEN_ROOT="$(cd "${PROJECT_ROOT}/../.." && pwd)"
SRC_DIR="${PROJECT_ROOT}/src"
export PYTHONPATH="${SRC_DIR}:${PYTHONPATH:-}"

# Generate and Evaluate - Combined pipeline for generation + evaluation
# Usage: ./run_generate_and_evaluate.sh [model_name] [max_problems] [num_workers] [timeout] [tolerance] [dataset_name]
#
# Environment Variables:
#   REFRESH_DEBUG_MEMORY - Set to "false" to disable auto-backup and clearing of debug memory (default: true)
#   RUN_ALL_BENCHMARKS - Set to "true" to run all benchmarks in ./data/benchmarks/ (default: true)
#   USE_HF_OFFLINE - Set to "false" to allow downloading models from Hugging Face (default: true)
#   PARALLEL_BENCHMARKS - Set to "true" to run benchmarks in parallel (default: true)
#   MAX_PARALLEL_JOBS - Maximum number of parallel jobs (default: 4)
#   DATASET_NAME - Dataset to run when RUN_ALL_BENCHMARKS=false (default: IndustryOR)
#   EMBEDDING_MODEL - Optional embedding model name or local path passed to memory retrieval
#
# Example:
#   ./run_generate_and_evaluate.sh                    # Run with default settings (all benchmarks, offline mode, parallel)
#   RUN_ALL_BENCHMARKS=false ./run_generate_and_evaluate.sh  # Run single dataset
#   RUN_ALL_BENCHMARKS=false ./run_generate_and_evaluate.sh gpt-4o 100 64 90 0.05 OPT-Principled
#   USE_HF_OFFLINE=false ./run_generate_and_evaluate.sh  # Allow downloading models
#   REFRESH_DEBUG_MEMORY=false ./run_generate_and_evaluate.sh  # Run without refreshing debug memory
#   PARALLEL_BENCHMARKS=false ./run_generate_and_evaluate.sh  # Run sequentially
#   MAX_PARALLEL_JOBS=2 ./run_generate_and_evaluate.sh  # Limit to 2 parallel jobs

MODEL=${1:-"gpt-4o"}
MAX_PROBLEMS=${2:-1000}
NUM_WORKERS=${3:-100}
TIMEOUT=${4:-60}
TOLERANCE=${5:-0.05}

# Configuration: Auto-backup and clear debug memory before running
# Set to "false" to disable this feature
REFRESH_DEBUG_MEMORY=${REFRESH_DEBUG_MEMORY:-true}

# Configuration: Run all benchmarks or single dataset
RUN_ALL_BENCHMARKS=${RUN_ALL_BENCHMARKS:-true}

# Configuration: Use offline mode for Hugging Face (avoid network calls)
# Set to "false" if you need to download models for the first time
USE_HF_OFFLINE=${USE_HF_OFFLINE:-true}

# Configuration: Run benchmarks in parallel
# Set to "true" to enable concurrent datasets (default: sequential datasets)
PARALLEL_BENCHMARKS=${PARALLEL_BENCHMARKS:-false}

# Configuration: Maximum number of parallel jobs
# Adjust based on your system resources
MAX_PARALLEL_JOBS=${MAX_PARALLEL_JOBS:-4}

# Default single dataset
DEFAULT_DATASET=${DATASET_NAME:-${6:-"IndustryOR"}}
# DEFAULT_DATASET="ComplexOR"
TEMPERATURE=${TEMPERATURE:-0.01}
MEMORY_DIR="${PROJECT_ROOT}/memory_storage"
MEMORY_TOP_K=${MEMORY_TOP_K:-3}
PARALLEL=${PARALLEL:-128}
MAIN_TIMESTAMP=$(date +"%Y%m%d_%H%M%S")
OUTPUT_DIR="${OPEN_ROOT}/results/Agora-Opt/generate_and_evaluate"
MAX_RETRIES=${MAX_RETRIES:-5}
BENCHMARKS_DIR="${PROJECT_ROOT}/../../data/benchmarks"
EMBEDDING_MODEL=${EMBEDDING_MODEL:-}

GENERATE_CLI="${PROJECT_ROOT}/scripts/generate_with_memory.py"
EXECUTE_CLI="${PROJECT_ROOT}/scripts/execute.py"

if [ -d "${BENCHMARKS_DIR}" ]; then
    BENCHMARKS_DIR="$(cd "${BENCHMARKS_DIR}" && pwd)"
elif [ -d "${PROJECT_ROOT}/clean_benchmarks" ]; then
    BENCHMARKS_DIR="$(cd "${PROJECT_ROOT}/clean_benchmarks" && pwd)"
elif [ -d "${PROJECT_ROOT}/../clean_benchmarks" ]; then
    BENCHMARKS_DIR="$(cd "${PROJECT_ROOT}/../clean_benchmarks" && pwd)"
fi

# Create output directory
mkdir -p "${OUTPUT_DIR}"

ensure_or_debate_env() {
    if [ "${CONDA_DEFAULT_ENV:-}" = "or-debate" ] && command -v python >/dev/null 2>&1; then
        return 0
    fi

    if ! command -v conda >/dev/null 2>&1; then
        echo "❌ conda command not found. Please install Conda or activate the or-debate environment manually."
        return 1
    fi

    local conda_bin
    local conda_base
    conda_bin="$(command -v conda)"
    conda_base="$(cd "$(dirname "${conda_bin}")/.." && pwd)"

    if [ -f "${conda_base}/etc/profile.d/conda.sh" ]; then
        # shellcheck disable=SC1090
        source "${conda_base}/etc/profile.d/conda.sh"
    else
        eval "$("${conda_bin}" shell.bash hook)"
    fi

    conda activate or-debate
}

# ============================================
# Function: Backup and Clear Debug Memory
# ============================================
backup_debug_memory() {
    if [ "${REFRESH_DEBUG_MEMORY}" = "true" ]; then
        DEBUG_MEMORY_FILE="${MEMORY_DIR}/debug_memory.jsonl"
        BACKUP_DIR="${MEMORY_DIR}/backups/${MAIN_TIMESTAMP}"

        if [ -f "${DEBUG_MEMORY_FILE}" ]; then
            echo "================================================"
            echo "πŸ—‚οΈ  Backing up debug memory..."
            echo "================================================"
            
            # Create backup directory
            mkdir -p ${BACKUP_DIR}
            
            # Copy debug_memory.jsonl to backup
            cp "${DEBUG_MEMORY_FILE}" "${BACKUP_DIR}/debug_memory.jsonl"
            
            # Get file size and line count
            FILE_SIZE=$(du -h "${DEBUG_MEMORY_FILE}" | cut -f1)
            LINE_COUNT=$(wc -l < "${DEBUG_MEMORY_FILE}")
            
            echo "βœ… Backed up debug memory:"
            echo "  Location: ${BACKUP_DIR}/debug_memory.jsonl"
            echo "  Size:     ${FILE_SIZE}"
            echo "  Lines:    ${LINE_COUNT}"
            
            # Clear the original file
            > "${DEBUG_MEMORY_FILE}"
            echo "βœ… Cleared original debug memory file"
            echo ""
        else
            echo "ℹ️  No debug memory file found, skipping backup"
            echo ""
        fi
    else
        echo "ℹ️  Debug memory refresh is disabled (REFRESH_DEBUG_MEMORY=false)"
        echo ""
    fi
}

normalize_dataset_name() {
    local dataset_name="$1"
    dataset_name="${dataset_name%.jsonl}"
    case "${dataset_name}" in
        ComplexLP_clean) echo "ComplexLP" ;;
        EasyLP_clean) echo "EasyLP" ;;
        IndustryOR_clean|IndustryOR_v2|IndustryOR_fixedV2|IndustryOR_fixedV2_clean) echo "IndustryOR" ;;
        NL4Opt|NL4Opt_clean|NL4OPT_clean) echo "NL4OPT" ;;
        NLP4LP_clean) echo "NLP4LP" ;;
        ComplexOR_clean) echo "ComplexOR" ;;
        ReSocratic_clean) echo "ReSocratic" ;;
        combined|combined_dataset|OPT-Principled_clean) echo "OPT-Principled" ;;
        *) echo "${dataset_name}" ;;
    esac
}

DEFAULT_DATASET="$(normalize_dataset_name "${DEFAULT_DATASET}")"

# ============================================
# Function: Run single dataset (core logic)
# ============================================
process_dataset() {
    local DATASET_NAME
    DATASET_NAME="$(normalize_dataset_name "$1")"
    local TIMESTAMP=$(date +"%Y%m%d_%H%M%S")
    local OUTPUT_FILE="${OUTPUT_DIR}/${MODEL}_${DATASET_NAME}_${TIMESTAMP}.jsonl"
    local EVAL_FILE="${OUTPUT_DIR}/${MODEL}_${DATASET_NAME}_eval_${TIMESTAMP}.jsonl"
    local EVAL_REPORT="${EVAL_FILE}/evaluation_report.json"
    
    echo ""
    echo "╔════════════════════════════════════════════════╗"
    echo "β•‘  Processing Dataset: ${DATASET_NAME}"
    echo "β•šβ•β•β•β•β•β•β•β•β•β•β•β•β•β•β•β•β•β•β•β•β•β•β•β•β•β•β•β•β•β•β•β•β•β•β•β•β•β•β•β•β•β•β•β•β•β•β•β•β•"
    echo ""
    
    # ============================================
    # STEP 1: Generation
    # ============================================
    echo "================================================"
    echo "πŸ“ STEP 1/2: Generating code with memory..."
    echo "================================================"
    echo "Dataset: ${DATASET_NAME}"
    echo ""
    
    local generate_args=(
        --dataset "${DATASET_NAME}"
        --model "${MODEL}"
        --temperature "${TEMPERATURE}"
        --max_problems "${MAX_PROBLEMS}"
        --memory_dir "${MEMORY_DIR}"
        --memory_top_k "${MEMORY_TOP_K}"
        --parallel "${PARALLEL}"
        --output "${OUTPUT_FILE}"
        --max_retries "${MAX_RETRIES}"
        --execution_timeout 60
    )

    if [ -n "${EMBEDDING_MODEL}" ]; then
        generate_args+=(--embedding_model "${EMBEDDING_MODEL}")
    fi

    python "${GENERATE_CLI}" "${generate_args[@]}"

    EXIT_CODE=$?
    
    if [ ${EXIT_CODE} -ne 0 ]; then
        echo ""
        echo "❌ Generation failed for ${DATASET_NAME} with exit code ${EXIT_CODE}"
        return 1
    fi
    
    echo ""
    echo "βœ… Generation completed for ${DATASET_NAME}!"
    echo ""
    
    # Show generation summary
    if [ -f "${OUTPUT_FILE}" ]; then
        TOTAL=$(wc -l < ${OUTPUT_FILE})
        SUCCESS=$(grep -c '"status": "success"' "${OUTPUT_FILE}" 2>/dev/null || true)
        if [ -z "${SUCCESS}" ]; then
            SUCCESS=0
        fi
        echo "πŸ“Š Generation Summary:"
        echo "  Total problems: ${TOTAL}"
        echo "  Successful:     ${SUCCESS}"

        if [ "${SUCCESS}" -eq 0 ]; then
            echo ""
            echo "❌ Generation produced zero successful solutions for ${DATASET_NAME}"
            echo "   Refusing to continue with an incomplete run."
            return 1
        fi
    fi
    
    echo ""
    
    # ============================================
    # STEP 2: Evaluation
    # ============================================
    echo "================================================"
    echo "πŸ” STEP 2/2: Executing and evaluating..."
    echo "================================================"
    echo ""
    
    local execute_args=(
        --input_file "${OUTPUT_FILE}"
        --output_dir "${EVAL_FILE}"
        --num_workers "${NUM_WORKERS}"
        --timeout "${TIMEOUT}"
        --tolerance "${TOLERANCE}"
        --use_relative_tolerance
    )

    if [ -n "${EMBEDDING_MODEL}" ]; then
        execute_args+=(--embedding_model "${EMBEDDING_MODEL}")
    fi

    python "${EXECUTE_CLI}" "${execute_args[@]}"
    EXIT_CODE=$?
    
    if [ ${EXIT_CODE} -ne 0 ]; then
        echo ""
        echo "❌ Evaluation failed for ${DATASET_NAME} with exit code ${EXIT_CODE}"
        return 1
    fi
    
    echo ""
    echo "βœ… Evaluation completed for ${DATASET_NAME}!"
    echo ""
    
    # Show evaluation report if exists
    if [ -f "${EVAL_REPORT}" ]; then
        echo "πŸ“Š Evaluation Results for ${DATASET_NAME}:"
        cat "${EVAL_REPORT}" | jq '{
            accuracy: .accuracy,
            correct: .correct,
            total: .total_problems,
            status_counts: .status_counts
        }' 2>/dev/null || cat "${EVAL_REPORT}"
        echo ""
        
        # Store results for final summary (with lock for parallel execution)
        ACCURACY=$(cat "${EVAL_REPORT}" | jq -r '.accuracy' 2>/dev/null || echo "N/A")
        CORRECT=$(cat "${EVAL_REPORT}" | jq -r '.correct' 2>/dev/null || echo "N/A")
        TOTAL_PROBS=$(cat "${EVAL_REPORT}" | jq -r '.total_problems' 2>/dev/null || echo "N/A")
        
        # Use lock to safely append to results file (fallback to simple append if flock not available)
        RESULTS_LOCK="${OUTPUT_DIR}/batch_results_${MAIN_TIMESTAMP}.lock"
        if command -v flock >/dev/null 2>&1; then
            (
                flock -x 200
                echo "${DATASET_NAME}|${ACCURACY}|${CORRECT}|${TOTAL_PROBS}|${EVAL_FILE}" >> "${OUTPUT_DIR}/batch_results_${MAIN_TIMESTAMP}.txt"
            ) 200>"${RESULTS_LOCK}"
        else
            # Fallback: use simple append (may have race condition but unlikely with small writes)
            echo "${DATASET_NAME}|${ACCURACY}|${CORRECT}|${TOTAL_PROBS}|${EVAL_FILE}" >> "${OUTPUT_DIR}/batch_results_${MAIN_TIMESTAMP}.txt"
        fi
    fi
    
    echo "================================================"
    echo ""
    
    if [ -f "${EVAL_REPORT}" ]; then
        return 0
    else
        return 1
    fi
}

# ============================================
# Function: Run single dataset (internal, supports logging)
# ============================================
run_single_dataset_internal() {
    local DATASET_NAME=$1
    local LOG_FILE=$2
    local STREAM_OUTPUT=${3:-false}
    
    if [ "${STREAM_OUTPUT}" = "true" ]; then
        process_dataset "${DATASET_NAME}" |& tee "${LOG_FILE}"
        local EXIT_CODE=${PIPESTATUS[0]}
        return ${EXIT_CODE}
    else
        process_dataset "${DATASET_NAME}" > "${LOG_FILE}" 2>&1
        return $?
    fi
}

# ============================================
# Function: Run single dataset (wrapper for sequential execution)
# ============================================
run_single_dataset() {
    local DATASET_NAME=$1
    local STREAM_OUTPUT=${2:-false}
    local LOG_FILE="${OUTPUT_DIR}/${DATASET_NAME}_${MAIN_TIMESTAMP}.log"
    
    run_single_dataset_internal "${DATASET_NAME}" "${LOG_FILE}" "${STREAM_OUTPUT}"
    local EXIT_CODE=$?
    
    # Display output only when we did not already stream it live
    if [ "${STREAM_OUTPUT}" != "true" ]; then
        cat "${LOG_FILE}"
    fi
    
    return ${EXIT_CODE}
}

# ============================================
# Main Execution
# ============================================

echo "================================================"
echo "πŸš€ Generate + Evaluate Pipeline"
echo "================================================"
echo "Model:        ${MODEL}"
echo "Max problems: ${MAX_PROBLEMS}"
echo "Temperature:  ${TEMPERATURE}"
echo "Memory dir:   ${MEMORY_DIR}"
echo "Memory Top-K: ${MEMORY_TOP_K}"
if [ -n "${EMBEDDING_MODEL}" ]; then
    echo "Embedding:    ${EMBEDDING_MODEL}"
else
    echo "Embedding:    MemoryBank default"
fi
echo "Parallel:     ${PARALLEL}"
echo "Refresh Memory: ${REFRESH_DEBUG_MEMORY}"
echo "Run All Benchmarks: ${RUN_ALL_BENCHMARKS}"
echo "HF Offline:   ${USE_HF_OFFLINE}"
echo "Parallel Benchmarks: ${PARALLEL_BENCHMARKS}"
if [ "${PARALLEL_BENCHMARKS}" = "true" ]; then
    echo "Max Parallel Jobs: ${MAX_PARALLEL_JOBS}"
fi
echo ""
echo "Eval Workers: ${NUM_WORKERS}"
echo "Eval Timeout: ${TIMEOUT}s"
echo "Tolerance:    ${TOLERANCE} (relative)"
echo ""
echo "Max retries:  ${MAX_RETRIES}"
echo "================================================"
echo ""

# Activate environment
ensure_or_debate_env || exit 1

# Set Hugging Face offline mode if enabled
if [ "${USE_HF_OFFLINE}" = "true" ]; then
    echo "ℹ️  Hugging Face offline mode enabled (using local cache)"
    export HF_HUB_OFFLINE=1
    export TRANSFORMERS_OFFLINE=1
    export HF_DATASETS_OFFLINE=1
else
    echo "ℹ️  Hugging Face online mode (may download models if needed)"
fi
echo ""

# Backup and clear debug memory (only once at the beginning)
backup_debug_memory

# ============================================
# Run benchmarks
# ============================================
if [ "${RUN_ALL_BENCHMARKS}" = "true" ]; then
    if [ "${PARALLEL_BENCHMARKS}" = "true" ]; then
        echo "================================================"
        echo "πŸ”„ Running ALL benchmarks in PARALLEL"
        echo "================================================"
    else
        echo "================================================"
        echo "πŸ”„ Running ALL benchmarks SEQUENTIALLY"
        echo "================================================"
    fi
    echo ""
    
    # Define benchmark dataset names in specified order (without .jsonl extension)
    # Modify this array to change the execution order
    BENCHMARK_NAMES=(
        "NL4OPT"
        "EasyLP"
        "ComplexLP"
        "NLP4LP"
        "ComplexOR"
        "IndustryOR"
        "ReSocratic"
        "OPT-Principled"
    )
    
    # Count total benchmarks
    TOTAL_BENCHMARKS=${#BENCHMARK_NAMES[@]}
    FAILED=0
    SKIPPED=0
    
    echo "Total benchmarks to process: ${TOTAL_BENCHMARKS}"
    echo ""
    echo "Execution order:"
    for i in "${!BENCHMARK_NAMES[@]}"; do
        echo "  $((i+1)). ${BENCHMARK_NAMES[$i]}"
    done
    echo ""
    
    # Initialize batch results file
    echo "Dataset|Accuracy|Correct|Total|Output" > "${OUTPUT_DIR}/batch_results_${MAIN_TIMESTAMP}.txt"
    
    # Create lock file for parallel execution
    RESULTS_LOCK="${OUTPUT_DIR}/batch_results_${MAIN_TIMESTAMP}.lock"
    touch "${RESULTS_LOCK}"
    
    # Process benchmarks (parallel or sequential)
    if [ "${PARALLEL_BENCHMARKS}" = "true" ]; then
        # Parallel execution
        declare -a PIDS=()
        declare -a DATASET_NAMES=()
        CURRENT_JOBS=0
        
        for DATASET_NAME in "${BENCHMARK_NAMES[@]}"; do
            BENCHMARK_FILE="${BENCHMARKS_DIR}/${DATASET_NAME}.jsonl"
            
            # Check if file exists
            if [ ! -f "${BENCHMARK_FILE}" ]; then
                echo "⚠️  File not found: ${BENCHMARK_FILE}"
                echo "   Skipping ${DATASET_NAME}..."
                SKIPPED=$((SKIPPED + 1))
                continue
            fi
            
            # Wait for available slot if max jobs reached
            while true; do
                # Count running jobs
                CURRENT_JOBS=0
                for PID in "${PIDS[@]}"; do
                    if kill -0 ${PID} 2>/dev/null; then
                        CURRENT_JOBS=$((CURRENT_JOBS + 1))
                    fi
                done
                
                # Break if we have available slots
                if [ ${CURRENT_JOBS} -lt ${MAX_PARALLEL_JOBS} ]; then
                    break
                fi
                
                # Wait a bit before checking again
                sleep 1
            done
            
            # Start job in background
            LOG_FILE="${OUTPUT_DIR}/${DATASET_NAME}_${MAIN_TIMESTAMP}.log"
            echo "πŸš€ Starting ${DATASET_NAME} (log: ${LOG_FILE})"
            
            (
                run_single_dataset_internal "${DATASET_NAME}" "${LOG_FILE}"
                EXIT_CODE=$?
                if [ ${EXIT_CODE} -ne 0 ]; then
                    echo "[${DATASET_NAME}] ❌ Failed with exit code ${EXIT_CODE}" >> "${OUTPUT_DIR}/failures_${MAIN_TIMESTAMP}.txt"
                else
                    echo "[${DATASET_NAME}] βœ… Completed successfully" >> "${OUTPUT_DIR}/success_${MAIN_TIMESTAMP}.txt"
                fi
            ) &
            
            PID=$!
            PIDS+=(${PID})
            DATASET_NAMES+=("${DATASET_NAME}")
        done
        
        # Wait for all jobs to complete
        echo ""
        echo "⏳ Waiting for all jobs to complete..."
        echo ""
        
        for i in "${!PIDS[@]}"; do
            PID=${PIDS[$i]}
            DATASET_NAME=${DATASET_NAMES[$i]}
            wait ${PID}
            EXIT_CODE=$?
            if [ ${EXIT_CODE} -ne 0 ]; then
                FAILED=$((FAILED + 1))
                echo "⚠️  ${DATASET_NAME} failed with exit code ${EXIT_CODE}"
            fi
        done
        
        # Clean up lock file
        rm -f "${RESULTS_LOCK}"
        
        echo ""
        echo "================================================"
        echo "πŸ“‹ Individual Job Logs:"
        echo "================================================"
        for DATASET_NAME in "${BENCHMARK_NAMES[@]}"; do
            LOG_FILE="${OUTPUT_DIR}/${DATASET_NAME}_${MAIN_TIMESTAMP}.log"
            if [ -f "${LOG_FILE}" ]; then
                echo ""
                echo "━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━"
                echo "  ${DATASET_NAME} - Log File: ${LOG_FILE}"
                echo "━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━"
                tail -20 "${LOG_FILE}"
            fi
        done
        echo ""
        
    else
        # Sequential execution
        CURRENT=0
        for DATASET_NAME in "${BENCHMARK_NAMES[@]}"; do
            CURRENT=$((CURRENT + 1))
            BENCHMARK_FILE="${BENCHMARKS_DIR}/${DATASET_NAME}.jsonl"
            
            echo ""
            echo "━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━"
            echo "  Progress: ${CURRENT}/${TOTAL_BENCHMARKS}"
            echo "━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━"
            
            # Check if file exists
            if [ ! -f "${BENCHMARK_FILE}" ]; then
                echo "⚠️  File not found: ${BENCHMARK_FILE}"
                echo "   Skipping..."
                SKIPPED=$((SKIPPED + 1))
                continue
            fi
            
            run_single_dataset "${DATASET_NAME}" true
            
            if [ $? -ne 0 ]; then
                FAILED=$((FAILED + 1))
                echo "⚠️  Failed to process ${DATASET_NAME}, continuing..."
            fi
            
            echo ""
        done
        
        # Clean up lock file
        rm -f "${RESULTS_LOCK}"
    fi
    
    # ============================================
    # Final Summary for All Benchmarks
    # ============================================
    echo ""
    echo "================================================"
    echo "πŸŽ‰ All Benchmarks Complete!"
    echo "================================================"
    echo ""
    echo "Summary:"
    echo "  Total benchmarks: ${TOTAL_BENCHMARKS}"
    echo "  Successful:       $((TOTAL_BENCHMARKS - FAILED - SKIPPED))"
    echo "  Failed:           ${FAILED}"
    echo "  Skipped:          ${SKIPPED}"
    echo ""
    echo "πŸ“Š Detailed Results:"
    echo "================================================"
    
    # Display formatted results table
    if [ -f "${OUTPUT_DIR}/batch_results_${MAIN_TIMESTAMP}.txt" ]; then
        echo ""
        printf "%-35s | %-10s | %-10s | %-10s\n" "Dataset" "Accuracy" "Correct" "Total"
        echo "--------------------------------------------------------------------------------"
        tail -n +2 "${OUTPUT_DIR}/batch_results_${MAIN_TIMESTAMP}.txt" | while IFS='|' read -r dataset accuracy correct total output; do
            printf "%-35s | %-10s | %-10s | %-10s\n" "${dataset}" "${accuracy}" "${correct}" "${total}"
        done
        echo ""
        echo "πŸ“ Full results saved to: ${OUTPUT_DIR}/batch_results_${MAIN_TIMESTAMP}.txt"
    fi
    
    echo ""
    echo "================================================"
    
else
    # Run single dataset mode
    echo "================================================"
    echo "πŸ“ Running single dataset: ${DEFAULT_DATASET}"
    echo "================================================"
    echo ""

    BENCHMARK_FILE="${BENCHMARKS_DIR}/${DEFAULT_DATASET}.jsonl"
    if [ ! -f "${BENCHMARK_FILE}" ]; then
        echo "❌ Dataset file not found: ${BENCHMARK_FILE}"
        exit 1
    fi
    
    run_single_dataset "${DEFAULT_DATASET}" true
    
    if [ $? -ne 0 ]; then
        echo ""
        echo "❌ Pipeline failed"
        exit 1
    fi
    
    echo ""
    echo "πŸŽ‰ Pipeline Complete!"
fi

echo ""
echo "✨ All done! Check the results above."
echo ""