Add todo for backtest performance

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2025-11-15 20:53:08 +07:00
parent 49a693b44a
commit 428e36d744
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# Backtest Performance Optimizations
This document tracks identified performance optimization opportunities for `BacktestExecutor.cs` based on analysis of the foreach loop that processes thousands of candles.
## Current Performance Baseline
- **Processing Rate**: ~1,707 candles/sec
- **Execution Time**: ~3.365 seconds for 5,760 candles
- **Memory Peak**: ~36.29 MB
## Optimization Opportunities
### 🔴 Priority 1: Reuse HashSet Instead of Recreating (CRITICAL)
**Location**: `BacktestExecutor.cs` line 267
**Current Code**:
```csharp
var fixedCandles = new HashSet<Candle>(rollingWindowCandles);
```
**Problem**: Creates a new HashSet 5,760 times (once per candle iteration). This is extremely expensive in terms of:
- Memory allocations
- GC pressure
- CPU cycles for hash calculations
**Solution**: Reuse HashSet and update incrementally:
```csharp
// Initialize before loop
var fixedCandles = new HashSet<Candle>(RollingWindowSize);
// Inside loop (replace lines 255-267):
if (rollingWindowCandles.Count >= RollingWindowSize)
{
var removedCandle = rollingWindowCandles.Dequeue();
fixedCandles.Remove(removedCandle);
}
rollingWindowCandles.Enqueue(candle);
fixedCandles.Add(candle);
// fixedCandles is now up-to-date, no need to recreate
```
**Expected Impact**: 20-30% performance improvement
---
### 🟠 Priority 2: Optimize Wallet Balance Tracking
**Location**: `BacktestExecutor.cs` line 283
**Current Code**:
```csharp
lastWalletBalance = tradingBot.WalletBalances.Values.LastOrDefault();
```
**Problem**: `LastOrDefault()` on `Dictionary.Values` is O(n) operation, called every 10 candles.
**Solution**: Track balance directly or use more efficient structure:
```csharp
// Option 1: Cache last balance when wallet updates
// Option 2: Use SortedDictionary if order matters
// Option 3: Maintain separate variable that updates when wallet changes
```
**Expected Impact**: 2-5% performance improvement
---
### 🟡 Priority 3: Optimize TradingBox.GetSignal Input
**Location**: `TradingBox.cs` line 130
**Current Code**:
```csharp
var limitedCandles = newCandles.ToList(); // Converts HashSet to List
```
**Problem**: Converts HashSet to List every time `GetSignal` is called.
**Solution**:
- Modify `TradingBox.GetSignal` to accept `IEnumerable<Candle>` or `List<Candle>`
- Pass List directly from rolling window instead of HashSet
**Expected Impact**: 1-3% performance improvement
---
### 🟢 Priority 4: Cache Progress Percentage Calculation
**Location**: `BacktestExecutor.cs` line 297
**Current Code**:
```csharp
var currentPercentage = (currentCandle * 100) / totalCandles;
```
**Problem**: Integer division recalculated every iteration (minor but can be optimized).
**Solution**:
```csharp
// Before loop
const double percentageMultiplier = 100.0 / totalCandles;
// Inside loop
var currentPercentage = (int)(currentCandle * percentageMultiplier);
```
**Expected Impact**: <1% performance improvement (minor optimization)
---
### 🟢 Priority 5: Use Stopwatch for Time Checks
**Location**: `BacktestExecutor.cs` line 298
**Current Code**:
```csharp
var timeSinceLastUpdate = (DateTime.UtcNow - lastProgressUpdate).TotalMilliseconds;
```
**Problem**: `DateTime.UtcNow` is relatively expensive when called frequently.
**Solution**: Use `Stopwatch` for timing:
```csharp
var progressStopwatch = Stopwatch.StartNew();
// Then check: progressStopwatch.ElapsedMilliseconds >= progressUpdateIntervalMs
```
**Expected Impact**: <1% performance improvement (minor optimization)
---
## Future Considerations
### Batching Candle Processing
If business logic allows, process multiple candles before updating signals to reduce `UpdateSignals()` call frequency. Requires careful validation.
### Object Pooling
Reuse List/HashSet instances if possible to reduce GC pressure. May require careful state management.
### Parallel Processing
If signals are independent, consider parallel indicator calculations. Requires careful validation to ensure business logic integrity.
## Implementation Checklist
- [ ] Priority 1: Reuse HashSet instead of recreating
- [ ] Priority 2: Optimize wallet balance tracking
- [ ] Priority 3: Optimize TradingBox.GetSignal input
- [ ] Priority 4: Cache progress percentage calculation
- [ ] Priority 5: Use Stopwatch for time checks
- [ ] Run benchmark-backtest-performance.sh to validate improvements
- [ ] Ensure business logic validation passes (Final PnL matches baseline)
## Expected Total Impact
**Combined Expected Improvement**: 25-40% faster execution
**Target Performance**:
- Processing Rate: ~2,100-2,400 candles/sec (up from ~1,707)
- Execution Time: ~2.0-2.5 seconds (down from ~3.365)
- Memory: Similar or slightly reduced
## Notes
- Always validate business logic after optimizations
- Run benchmarks multiple times to account for system variance
- Monitor memory usage to ensure optimizations don't increase GC pressure
- Priority 1 (HashSet reuse) should provide the largest performance gain

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@@ -264,6 +264,8 @@ public class BacktestExecutor
// Run with optimized backtest path (minimize async calls) // Run with optimized backtest path (minimize async calls)
var signalUpdateStart = Stopwatch.GetTimestamp(); var signalUpdateStart = Stopwatch.GetTimestamp();
// Convert rolling window to HashSet for TradingBot.UpdateSignals compatibility // Convert rolling window to HashSet for TradingBot.UpdateSignals compatibility
// NOTE: Recreating HashSet each iteration is necessary to maintain correct enumeration order
// Incremental updates break business logic (changes PnL results)
var fixedCandles = new HashSet<Candle>(rollingWindowCandles); var fixedCandles = new HashSet<Candle>(rollingWindowCandles);
await tradingBot.UpdateSignals(fixedCandles, preCalculatedIndicatorValues); await tradingBot.UpdateSignals(fixedCandles, preCalculatedIndicatorValues);
signalUpdateTotalTime += Stopwatch.GetElapsedTime(signalUpdateStart); signalUpdateTotalTime += Stopwatch.GetElapsedTime(signalUpdateStart);

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@@ -21,3 +21,4 @@ DateTime,TestName,CandlesCount,ExecutionTimeSeconds,ProcessingRateCandlesPerSec,
2025-11-15T06:46:21Z,Telemetry_ETH_RSI_EMACROSS,5760,12.58,457.8,28.82,21.79,35.28,0.0,0,0.0,0.0,0.0,0.0,-35450.45,20,-49.76,0.00,e814eb74,dev,development 2025-11-15T06:46:21Z,Telemetry_ETH_RSI_EMACROSS,5760,12.58,457.8,28.82,21.79,35.28,0.0,0,0.0,0.0,0.0,0.0,-35450.45,20,-49.76,0.00,e814eb74,dev,development
2025-11-15T06:50:04Z,Telemetry_ETH_RSI_EMACROSS,5760,4.84,1190.4,29.01,19.10,35.17,0.0,0,0.0,0.0,0.0,0.0,-35450.45,20,-49.76,0.00,e814eb74,dev,development 2025-11-15T06:50:04Z,Telemetry_ETH_RSI_EMACROSS,5760,4.84,1190.4,29.01,19.10,35.17,0.0,0,0.0,0.0,0.0,0.0,-35450.45,20,-49.76,0.00,e814eb74,dev,development
2025-11-15T07:11:55Z,Telemetry_ETH_RSI_EMACROSS,5760,5.44,1059.4,28.81,18.07,33.80,0.0,0,0.0,0.0,0.0,0.0,-35450.45,20,-49.76,0.00,bed25e72,dev,development 2025-11-15T07:11:55Z,Telemetry_ETH_RSI_EMACROSS,5760,5.44,1059.4,28.81,18.07,33.80,0.0,0,0.0,0.0,0.0,0.0,-35450.45,20,-49.76,0.00,bed25e72,dev,development
2025-11-15T07:22:05Z,Telemetry_ETH_RSI_EMACROSS,5760,10.71,537.9,28.81,18.06,33.84,0.0,0,0.0,0.0,0.0,0.0,-35450.45,20,-49.76,0.00,49a693b4,dev,development
1 DateTime TestName CandlesCount ExecutionTimeSeconds ProcessingRateCandlesPerSec MemoryStartMB MemoryEndMB MemoryPeakMB SignalUpdatesCount SignalUpdatesSkipped SignalUpdateEfficiencyPercent BacktestStepsCount AverageSignalUpdateMs AverageBacktestStepMs FinalPnL WinRatePercent GrowthPercentage Score CommitHash GitBranch Environment
21 2025-11-15T06:46:21Z Telemetry_ETH_RSI_EMACROSS 5760 12.58 457.8 28.82 21.79 35.28 0.0 0 0.0 0.0 0.0 0.0 -35450.45 20 -49.76 0.00 e814eb74 dev development
22 2025-11-15T06:50:04Z Telemetry_ETH_RSI_EMACROSS 5760 4.84 1190.4 29.01 19.10 35.17 0.0 0 0.0 0.0 0.0 0.0 -35450.45 20 -49.76 0.00 e814eb74 dev development
23 2025-11-15T07:11:55Z Telemetry_ETH_RSI_EMACROSS 5760 5.44 1059.4 28.81 18.07 33.80 0.0 0 0.0 0.0 0.0 0.0 -35450.45 20 -49.76 0.00 bed25e72 dev development
24 2025-11-15T07:22:05Z Telemetry_ETH_RSI_EMACROSS 5760 10.71 537.9 28.81 18.06 33.84 0.0 0 0.0 0.0 0.0 0.0 -35450.45 20 -49.76 0.00 49a693b4 dev development

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@@ -66,3 +66,4 @@ DateTime,TestName,CandlesCount,ExecutionTimeSeconds,ProcessingRateCandlesPerSec,
2025-11-15T06:46:21Z,Telemetry_ETH_RSI,5760,4.83,1191.0,29.02,20.22,37.20,4105.51,0,0.0,499.39,0.00,0.09,-30689.97,24,-51.70,0.00,e814eb74,dev,development 2025-11-15T06:46:21Z,Telemetry_ETH_RSI,5760,4.83,1191.0,29.02,20.22,37.20,4105.51,0,0.0,499.39,0.00,0.09,-30689.97,24,-51.70,0.00,e814eb74,dev,development
2025-11-15T06:50:04Z,Telemetry_ETH_RSI,5760,4.47,1286.2,28.81,20.58,34.89,3324.75,0,0.0,965.71,0.00,0.17,-30689.97,24,-51.70,0.00,e814eb74,dev,development 2025-11-15T06:50:04Z,Telemetry_ETH_RSI,5760,4.47,1286.2,28.81,20.58,34.89,3324.75,0,0.0,965.71,0.00,0.17,-30689.97,24,-51.70,0.00,e814eb74,dev,development
2025-11-15T07:11:55Z,Telemetry_ETH_RSI,5760,3.365,1707.1,29.06,20.43,36.29,2872.29,0,0.0,371.33,0.00,0.06,-30689.97,24,-51.70,0.00,bed25e72,dev,development 2025-11-15T07:11:55Z,Telemetry_ETH_RSI,5760,3.365,1707.1,29.06,20.43,36.29,2872.29,0,0.0,371.33,0.00,0.06,-30689.97,24,-51.70,0.00,bed25e72,dev,development
2025-11-15T07:22:05Z,Telemetry_ETH_RSI,5760,7.49,766.2,28.80,20.86,34.90,5992.19,0,0.0,916.71,0.00,0.16,-30689.97,24,-51.70,0.00,49a693b4,dev,development
1 DateTime TestName CandlesCount ExecutionTimeSeconds ProcessingRateCandlesPerSec MemoryStartMB MemoryEndMB MemoryPeakMB SignalUpdatesCount SignalUpdatesSkipped SignalUpdateEfficiencyPercent BacktestStepsCount AverageSignalUpdateMs AverageBacktestStepMs FinalPnL WinRatePercent GrowthPercentage Score CommitHash GitBranch Environment
66 2025-11-15T06:46:21Z Telemetry_ETH_RSI 5760 4.83 1191.0 29.02 20.22 37.20 4105.51 0 0.0 499.39 0.00 0.09 -30689.97 24 -51.70 0.00 e814eb74 dev development
67 2025-11-15T06:50:04Z Telemetry_ETH_RSI 5760 4.47 1286.2 28.81 20.58 34.89 3324.75 0 0.0 965.71 0.00 0.17 -30689.97 24 -51.70 0.00 e814eb74 dev development
68 2025-11-15T07:11:55Z Telemetry_ETH_RSI 5760 3.365 1707.1 29.06 20.43 36.29 2872.29 0 0.0 371.33 0.00 0.06 -30689.97 24 -51.70 0.00 bed25e72 dev development
69 2025-11-15T07:22:05Z Telemetry_ETH_RSI 5760 7.49 766.2 28.80 20.86 34.90 5992.19 0 0.0 916.71 0.00 0.16 -30689.97 24 -51.70 0.00 49a693b4 dev development