diff --git a/benchmarks/longmemeval/results/benchmark_results.json b/benchmarks/longmemeval/results/benchmark_results.json
index 0637a088..106dbbe4 100644
--- a/benchmarks/longmemeval/results/benchmark_results.json
+++ b/benchmarks/longmemeval/results/benchmark_results.json
@@ -1 +1,16128 @@
-[]
\ No newline at end of file
+{
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+ "item_results": [
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+ "category_stats": {
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+ }
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+ "detailed_results": [
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+ "reasoning": "",
+ "category": "single-session-user",
+ "retrieved_memories": [
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+ {
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+ ]
+}
\ No newline at end of file
diff --git a/benchmarks/visualizer/server.py b/benchmarks/visualizer/server.py
index 321f974a..5a4bde9d 100644
--- a/benchmarks/visualizer/server.py
+++ b/benchmarks/visualizer/server.py
@@ -1,10 +1,11 @@
"""Benchmark Visualizer Web Service.
A standalone web service for visualizing benchmark results.
-Currently supports LoComo benchmark visualization.
+Supports LoComo and LongMemEval benchmark visualization.
"""
import json
+import logging
from pathlib import Path
from typing import Any
@@ -63,10 +64,41 @@ async def get_locomo_results(mode: str = "search") -> dict[str, Any]:
raise HTTPException(status_code=500, detail=str(e))
+@app.get("/api/longmemeval")
+async def get_longmemeval_results() -> dict[str, Any]:
+ """Get LongMemEval benchmark results.
+
+ Returns pre-computed benchmark results from the longmemeval directory.
+ """
+ try:
+ results_path = BENCHMARKS_DIR / "longmemeval" / "results" / "benchmark_results.json"
+ print(f"chcking path {results_path}")
+ logging.info(f"chcking path {results_path}")
+
+ if not results_path.exists():
+ raise HTTPException(
+ status_code=404,
+ detail="Benchmark results not found. Please run the benchmark first."
+ )
+
+ with open(results_path) as f:
+ results = json.load(f)
+
+ return results
+ except json.JSONDecodeError as e:
+ raise HTTPException(
+ status_code=500,
+ detail=f"Failed to parse benchmark results: {str(e)}"
+ )
+ except Exception as e:
+ raise HTTPException(status_code=500, detail=str(e))
+
+
# Mount static files
app.mount("/static", StaticFiles(directory=Path(__file__).parent / "static"), name="static")
if __name__ == "__main__":
import uvicorn
+ logging.basicConfig(level=logging.INFO)
uvicorn.run(app, host="127.0.0.1", port=8001)
diff --git a/benchmarks/visualizer/static/index.html b/benchmarks/visualizer/static/index.html
index 23e1b5a3..ee1af744 100644
--- a/benchmarks/visualizer/static/index.html
+++ b/benchmarks/visualizer/static/index.html
@@ -17,6 +17,7 @@
+
diff --git a/benchmarks/visualizer/static/js/app.js b/benchmarks/visualizer/static/js/app.js
index ecfee586..6e6766ff 100644
--- a/benchmarks/visualizer/static/js/app.js
+++ b/benchmarks/visualizer/static/js/app.js
@@ -22,6 +22,8 @@ function selectBenchmark() {
loadLocomoResults('search');
} else if (currentBenchmark === 'locomo-think') {
loadLocomoResults('think');
+ } else if (currentBenchmark === 'longmemeval') {
+ loadLongMemEvalResults();
}
}
@@ -369,3 +371,259 @@ function filterAnswers() {
}
});
}
+
+// LongMemEval functions
+async function loadLongMemEvalResults() {
+ try {
+ const response = await fetch('/api/longmemeval');
+
+ if (!response.ok) {
+ const errorData = await response.json();
+ document.getElementById('benchmark-content').innerHTML = `
+
+
⚠️ Benchmark Results Not Found
+
${errorData.detail || 'The requested benchmark results are not available.'}
+
To generate results:
+
cd benchmarks/longmemeval
+uv run python longmemeval_benchmark.py
+
+ Once the benchmark completes, refresh this page and select "LongMemEval" again.
+
+
+
❌ Error Loading Results
+
${e.message}
+
Check the browser console for more details.
+
+
Invalid Questions
+
${totalInvalid}
+
+
LongMemEval Benchmark - Overall Performance
+ ${totalInvalid > 0 ? `
+ ⚠️ Note: ${totalInvalid} question(s) marked as invalid due to errors (excluded from accuracy calculation)
+
` : ''}
+
+
+
Overall Accuracy
+
${benchmarkData.overall_accuracy.toFixed(2)}%
+ ${totalInvalid > 0 ? `
(${benchmarkData.total_correct} / ${benchmarkData.total_valid || (benchmarkData.total_questions - totalInvalid)})
` : ''}
+
+
+
Correct Answers
+
${benchmarkData.total_correct} / ${benchmarkData.total_questions}
+
+ ${totalInvalidDisplay}
+
+
+
+
Accuracy by Category
+
+ ${Object.values(categoryStats).map(cat => {
+ const invalidCount = cat.invalid || 0;
+ const validTotal = cat.total - invalidCount;
+ const accuracy = validTotal > 0 ? ((cat.correct / validTotal) * 100).toFixed(1) : 0;
+ const color = accuracy >= 70 ? '#43a047' : accuracy >= 50 ? '#ff9800' : '#e53935';
+ const invalidNote = invalidCount > 0 ? `
(${invalidCount} invalid)` : '';
+ return `
+
+
${cat.name}
+
${accuracy}%
+
${cat.correct} / ${cat.total}${invalidNote}
+
+ `;
+ }).join('')}
+
+
+
+
+
+
+ ${totalInvalid > 0 ? '' : ''}
+
+ `;
+
+ // Build item sections
+ let itemsHtml = '';
+ results.forEach((item, idx) => {
+ const itemId = item.item_id || `item-${idx}`;
+ const accuracy = item.metrics.accuracy.toFixed(2);
+ const correctCount = item.metrics.correct;
+ const totalCount = item.metrics.total;
+
+ itemsHtml += `
+
+
+
+ 📊 ${itemId}
+
+ ${accuracy}% (${correctCount}/${totalCount})
+
+
+
+
+ ${renderLongMemEvalItemDetails(item)}
+
+
+
Error rendering results: ${e.message}
+
${e.stack}
+
No metrics available
';
+ }
+
+ const results = item.metrics.detailed_results;
+ if (!results || !Array.isArray(results) || results.length === 0) {
+ return 'No detailed results available
';
+ }
+
+ let html = '';
+
+ results.forEach((result, idx) => {
+ const isInvalid = result.is_invalid || false;
+ const isCorrect = result.is_correct;
+ const bgColor = isInvalid ? '#fff3cd' : (isCorrect ? '#e8f5e9' : '#ffebee');
+ const icon = isInvalid ? '⚠️' : (isCorrect ? '✅' : '❌');
+ const category = result.category || 'Unknown';
+
+ html += `
+
+
+
+
+ ${icon} Question ${idx + 1} ${isInvalid ? 'INVALID' : ''} ${category}
+
+
+ Q: ${result.question}
+
+
+
+
+
+
+
✓ Correct Answer:
+
+ ${result.correct_answer}
+
+
+
+
+ ${isCorrect ? '✓' : '✗'} Predicted Answer:
+
+
+ ${result.predicted_answer}
+
+
+
+
+
+
+ 📝 Show Reasoning & Retrieved Memories
+
+
+ ${isInvalid ? `
+
⚠️ Error:
+
${result.error || 'Question marked as invalid'}
+
` : ''}
+
+
System Reasoning:
+
+ ${result.reasoning || 'N/A'}
+
+
+
+
Judge Reasoning:
+
+ ${result.correctness_reasoning || 'N/A'}
+
+
+
+ Retrieved Memories (${result.retrieved_memories ? result.retrieved_memories.length : 0}):
+ ${renderRetrievedMemories(result.retrieved_memories)}
+
+
+
+ `;
+ });
+
+ html += '