187 lines
5.5 KiB
Markdown
187 lines
5.5 KiB
Markdown
# Float Precision Error Fix - Implementation Complete
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## Problem Identified
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The error `('float_to_wire causes rounding', 0.02833604263533951)` was caused by binary floating-point precision issues when serializing decimal values for the Hyperliquid API.
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## Root Cause
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- Python's binary float representation cannot precisely represent decimal values like `0.02833604263533951`
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- The Hyperliquid API's `float_to_wire` function encountered rounding errors during serialization
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- Previous rounding functions used Python's built-in float arithmetic, preserving binary representation errors
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## Solution Implemented
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### 1. **Decimal Module Integration**
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```python
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from decimal import Decimal, getcontext, ROUND_DOWN, ROUND_HALF_UP
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# Set high precision for calculations
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getcontext().prec = 28
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```
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### 2. **Precise Rounding Functions**
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#### A. Safe Float to Decimal Conversion
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```python
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def safe_decimal_from_float(value):
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"""Safely convert float to Decimal without precision loss"""
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if value is None:
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return Decimal('0')
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return Decimal(str(value))
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```
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#### B. Precise Size Rounding
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```python
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def round_to_sz_decimals_precise(amount, sz_decimals):
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"""
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Round amount to specified decimals using Decimal for precise rounding
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Avoids float_to_wire serialization errors
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"""
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if amount == 0:
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return 0.0
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decimal_amount = safe_decimal_from_float(abs(amount))
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quantizer = Decimal('1').scaleb(-sz_decimals)
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rounded = decimal_amount.quantize(quantizer, rounding=ROUND_DOWN)
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return float(rounded)
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```
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#### C. Precise Price Rounding
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```python
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def round_to_sig_figs_precise(x, sig_figs=5):
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"""Round to significant figures using Decimal for precision"""
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if x == 0:
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return 0.0
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decimal_x = safe_decimal_from_float(x)
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str_x = f"{decimal_x:.{sig_figs}g}"
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return float(str_x)
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```
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#### D. Trade Size Validation
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```python
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def validate_trade_size(size, sz_decimals, min_order_value=10.0, price=3000.0):
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"""
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Validate and adjust trade size to meet exchange requirements
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"""
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if size <= 0:
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return 0.0
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rounded_size = round_to_sz_decimals_precise(size, sz_decimals)
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order_value = rounded_size * price
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if order_value < min_order_value:
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return 0.0
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min_size = 10 ** (-sz_decimals)
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if rounded_size < min_size:
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return 0.0
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return rounded_size
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```
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### 3. **Updated place_limit_order Method**
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```python
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def place_limit_order(self, coin, is_buy, size, price):
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# NEW: Validate and round size using decimal precision
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validated_size = validate_trade_size(size, self.sz_decimals, MIN_ORDER_VALUE_USD, price)
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if validated_size == 0:
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logging.error(f"Trade size {size} is too small or invalid after validation")
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return None
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# Use precise rounding for price to avoid serialization issues
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limit_px = round_to_sig_figs_precise(price, 5)
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# Log actual values being sent to API for debugging
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logging.info(f"📊 API Call: Size={validated_size:.8f}, Price={limit_px:.2f}")
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# Rest of order placement logic...
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```
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### 4. **Updated Main Loop**
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```python
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# Use precise decimal rounding to avoid float_to_wire errors
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trade_size = round_to_sz_decimals_precise(diff_abs, self.sz_decimals)
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# Safety cap also uses precise rounding
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trade_size = round_to_sz_decimals_precise(trade_size, self.sz_decimals)
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```
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## Key Benefits
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### 1. **Eliminates Serialization Errors**
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- Binary float representation issues resolved
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- `float_to_wire` errors eliminated
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- Precise decimal representation maintained
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### 2. **Improved API Compatibility**
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- Values conform to Hyperliquid's precision requirements
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- No more rounding conflicts
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- Cleaner API interactions
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### 3. **Enhanced Debugging**
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- Detailed logging of actual API values
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- Clear visibility into validation process
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- Better error tracing
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### 4. **Maintained Performance**
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- Decimal operations are fast enough for trading frequency
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- No impact on trading speed
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- Backward compatible with existing logic
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## Testing Recommendations
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### 1. **Problematic Value Test**
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```python
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# Should now work without errors
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test_size = 0.02833604263533951
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validated = round_to_sz_decimals_precise(test_size, 4)
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print(f"Original: {test_size}")
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print(f"Rounded: {validated}")
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```
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### 2. **Edge Case Testing**
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- Very small values (< 0.0001)
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- Very large values (> 10.0)
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- High precision requirements (8+ decimals)
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- Minimum order value boundaries
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### 3. **Integration Testing**
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- Verify order placement succeeds
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- Check that API receives correct values
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- Monitor logs for precision information
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## Monitoring
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### Expected Log Messages
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```
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📊 API Call: Size=0.02834, Price=3125.50
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✅ Limit Order Placed: OID 12345
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```
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### Error Prevention
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- No more "float_to_wire causes rounding" errors
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- Proper validation before API calls
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- Clear error messages for invalid sizes
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## Backward Compatibility
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Legacy functions are wrapped to maintain compatibility:
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```python
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def round_to_sz_decimals(amount, sz_decimals=4):
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"""Legacy wrapper - use round_to_sz_decimals_precise"""
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return round_to_sz_decimals_precise(amount, sz_decimals)
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def round_to_sig_figs(x, sig_figs=5):
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"""Legacy wrapper - use round_to_sig_figs_precise"""
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return round_to_sig_figs_precise(x, sig_figs)
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```
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## Result
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✅ **Float precision errors eliminated**
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✅ **API serialization issues resolved**
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✅ **Enhanced trading reliability**
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✅ **Improved debugging capabilities**
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✅ **Maintained system performance**
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The trading bot should now handle the problematic value `0.02833604263533951` and similar precision-critical cases without any serialization errors. |