feat: add asymmetric compensation & exact liquidity support to hedger
This commit is contained in:
118
clp_hedger.py
118
clp_hedger.py
@ -222,7 +222,8 @@ def update_position_stats(token_id: int, stats_data: Dict):
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class HyperliquidStrategy:
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def __init__(self, entry_amount0: Decimal, entry_amount1: Decimal, target_value: Decimal,
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entry_price: Decimal, low_range: Decimal, high_range: Decimal, start_price: Decimal):
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entry_price: Decimal, low_range: Decimal, high_range: Decimal, start_price: Decimal,
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liquidity: int = 0):
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self.entry_amount0 = entry_amount0
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self.entry_amount1 = entry_amount1
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self.target_value = target_value
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@ -235,40 +236,53 @@ class HyperliquidStrategy:
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self.recovery_target = entry_price + (Decimal("2") * self.gap)
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self.L = Decimal("0.0")
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try:
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sqrt_P = entry_price.sqrt()
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sqrt_Pa = low_range.sqrt()
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sqrt_Pb = high_range.sqrt()
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# Priority: Use exact Liquidity from Contract if available
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if liquidity > 0:
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# Scale raw liquidity (uint128) to human liquidity
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# Formula: L_human = L_raw * 10^(-(d0+d1)/2)
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# For ETH(18) / USDC(6) -> 10^(-12)
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scale = Decimal("1e-12")
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self.L = Decimal(liquidity) * scale
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# Method 1: Amount0 (WETH)
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if entry_amount0 > 0:
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# Assuming amount0 is already in standard units (ETH) from JSON
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denom0 = (Decimal("1") / sqrt_P) - (Decimal("1") / sqrt_Pb)
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if denom0 > Decimal("1e-10"):
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self.L = entry_amount0 / denom0
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logger.info(f"Calculated L from Amount0: {self.L:.4f}")
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# Method 2: Amount1 (USDC)
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if self.L == 0 and entry_amount1 > 0:
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denom1 = sqrt_P - sqrt_Pa
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if denom1 > Decimal("1e-10"):
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self.L = entry_amount1 / denom1
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logger.info(f"Calculated L from Amount1: {self.L:.4f}")
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# Method 3: Target Value Heuristic
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if self.L == 0:
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logger.warning("Amounts missing. Using Target Value Heuristic.")
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max_eth = target_value / low_range
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denom_h = (Decimal("1") / sqrt_Pa) - (Decimal("1") / sqrt_Pb)
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if denom_h > 0:
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self.L = max_eth / denom_h
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logger.info(f"Calculated L from Target Value: {self.L:.4f}")
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else:
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logger.error("Critical: Invalid Range for L calculation")
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# Calculate implied delta at entry for verification
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implied_delta = self.get_pool_delta(entry_price)
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logger.info(f"Using Exact Liquidity: {self.L:.4f} (Raw: {liquidity}) -> Implied Delta: {implied_delta:.4f} ETH")
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else:
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try:
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sqrt_P = entry_price.sqrt()
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sqrt_Pa = low_range.sqrt()
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sqrt_Pb = high_range.sqrt()
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# Method 1: Amount0 (WETH)
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if entry_amount0 > 0:
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# Assuming amount0 is already in standard units (ETH) from JSON
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denom0 = (Decimal("1") / sqrt_P) - (Decimal("1") / sqrt_Pb)
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if denom0 > Decimal("1e-10"):
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self.L = entry_amount0 / denom0
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logger.info(f"Calculated L from Amount0: {self.L:.4f}")
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# Method 2: Amount1 (USDC)
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if self.L == 0 and entry_amount1 > 0:
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denom1 = sqrt_P - sqrt_Pa
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if denom1 > Decimal("1e-10"):
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self.L = entry_amount1 / denom1
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logger.info(f"Calculated L from Amount1: {self.L:.4f}")
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# Method 3: Target Value Heuristic
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if self.L == 0:
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logger.warning("Amounts missing. Using Target Value Heuristic.")
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max_eth = target_value / low_range
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denom_h = (Decimal("1") / sqrt_Pa) - (Decimal("1") / sqrt_Pb)
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if denom_h > 0:
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self.L = max_eth / denom_h
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logger.info(f"Calculated L from Target Value: {self.L:.4f}")
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else:
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logger.error("Critical: Invalid Range for L calculation")
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except Exception as e:
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logger.error(f"Error calculating liquidity: {e}")
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sys.exit(1)
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except Exception as e:
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logger.error(f"Error calculating liquidity: {e}")
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sys.exit(1)
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def get_pool_delta(self, current_price: Decimal) -> Decimal:
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if current_price >= self.high_range:
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@ -286,21 +300,28 @@ class HyperliquidStrategy:
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def calculate_rebalance(self, current_price: Decimal, current_short_size: Decimal) -> Dict:
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pool_delta = self.get_pool_delta(current_price)
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# Over-Hedge Logic
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overhedge_pct = Decimal("0.0")
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# --- ASYMMETRIC COMPENSATION (0.35% Leakage Fix) ---
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# Over-hedge on drops, Under-hedge on rises to offset execution friction.
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# Max adjustment at edges: 7.5%
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adj_pct = Decimal("0.0")
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range_width = self.high_range - self.low_range
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if range_width > 0:
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price_pct = (current_price - self.low_range) / range_width
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# Distance from entry price
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dist = current_price - self.entry_price
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# Normalize to range half-width (approx)
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half_width = range_width / Decimal("2")
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norm_dist = dist / half_width
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# Adjustment: -7.5% at +1.0 (High), +7.5% at -1.0 (Low)
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max_boost = Decimal("0.075")
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adj_pct = -norm_dist * max_boost
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# Safety Cap
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adj_pct = max(-max_boost, min(max_boost, adj_pct))
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# If below 80% of range
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if price_pct < Decimal("0.8"):
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# Formula: 0.75% boost for every 0.1 drop below 0.8
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diff_factor = (Decimal("0.8") - max(Decimal("0.0"), price_pct)) / Decimal("0.1")
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overhedge_pct = diff_factor * Decimal("0.0075")
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raw_target_short = pool_delta
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adjusted_target_short = raw_target_short * (Decimal("1.0") + overhedge_pct)
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adjusted_target_short = raw_target_short * (Decimal("1.0") + adj_pct)
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diff = adjusted_target_short - abs(current_short_size)
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@ -311,7 +332,7 @@ class HyperliquidStrategy:
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"current_short": abs(current_short_size),
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"diff": diff,
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"action": "SELL" if diff > 0 else "BUY",
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"overhedge_pct": overhedge_pct
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"adj_pct": adj_pct
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}
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# --- MAIN HEDGER CLASS ---
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@ -434,6 +455,8 @@ class ScalperHedger:
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lower = to_decimal(position_data['range_lower'])
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upper = to_decimal(position_data['range_upper'])
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liquidity_val = int(position_data.get('liquidity', 0))
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start_price = self.get_market_price(COIN_SYMBOL)
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if start_price is None:
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logger.warning("Waiting for initial price to start strategy...")
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@ -446,7 +469,8 @@ class ScalperHedger:
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entry_price=entry_price,
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low_range=lower,
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high_range=upper,
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start_price=start_price
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start_price=start_price,
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liquidity=liquidity_val
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)
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# Reset State
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@ -1017,7 +1041,7 @@ class ScalperHedger:
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create_shadow = False
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urgency = "URGENT" if bypass_cooldown else "NORMAL"
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logger.info(f"[TRIG] Rebalance ({urgency}): {calc['action']} {diff_abs:.4f} > {rebalance_threshold:.4f} | Book: {levels['bid']}/{levels['ask']} | Vol: {vol_pct*100:.3f}% x{vol_multiplier:.1f} | Thresh: {final_threshold_pct*100:.1f}%")
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logger.info(f"[TRIG] Rebalance ({urgency}): {calc['action']} {diff_abs:.4f} > {rebalance_threshold:.4f} | Adj: {calc['adj_pct']*100:+.1f}% | Book: {levels['bid']}/{levels['ask']} | Vol: {vol_pct*100:.3f}% x{vol_multiplier:.1f} | Thresh: {final_threshold_pct*100:.1f}%")
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oid = self.place_limit_order(COIN_SYMBOL, is_buy, diff_abs, exec_price, order_type)
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if oid:
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@ -1074,7 +1098,7 @@ class ScalperHedger:
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p_sell = self.strategy.low_range + safety_margin
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net_pnl = self.accumulated_pnl - self.accumulated_fees
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logger.info(f"[IDLE] Px: {price:.2f} | M: {p_mid:.1f} | B: {p_buy:.1f} / S: {p_sell:.1f} (Vol: {vol_pct*100:.3f}% x{vol_multiplier:.1f} | Thresh: {final_threshold_pct*100:.1f}%) | TotPnL: {net_pnl:.2f}")
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logger.info(f"[IDLE] Px: {price:.2f} | M: {p_mid:.1f} | B: {p_buy:.1f} / S: {p_sell:.1f} | Adj: {calc['adj_pct']*100:+.1f}% (Vol: {vol_pct*100:.3f}% x{vol_multiplier:.1f} | Thresh: {final_threshold_pct*100:.1f}%) | TotPnL: {net_pnl:.2f}")
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self.last_idle_log_time = time.time()
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# --- FISHING ORDER LOGIC (SAFE ZONE) ---
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@ -128,8 +128,8 @@ CLOSE_POSITION_ENABLED = True
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OPEN_POSITION_ENABLED = True
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REBALANCE_ON_CLOSE_BELOW_RANGE = True
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TARGET_INVESTMENT_VALUE_USDC = 2000
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INITIAL_HEDGE_CAPITAL_USDC = 2000 # Your starting Hyperliquid balance for Benchmark calc
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RANGE_WIDTH_PCT = Decimal("0.01") # +/- 1% (2% total width)
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INITIAL_HEDGE_CAPITAL_USDC = 1000 # Your starting Hyperliquid balance for Benchmark calc
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RANGE_WIDTH_PCT = Decimal("0.05") # +/- 5% (10% total width)
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SLIPPAGE_TOLERANCE = Decimal("0.02") # do not change, or at least remember it ( 0.02 = 2.0% slippage tolerance)
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TRANSACTION_TIMEOUT_SECONDS = 30
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@ -179,9 +179,10 @@ def send_transaction_robust(
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"""
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try:
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# 1. Prepare Params
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# Use 'pending' to ensure we get the correct nonce if a tx was just sent/mined
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tx_params = {
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'from': account.address,
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'nonce': w3.eth.get_transaction_count(account.address),
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'nonce': w3.eth.get_transaction_count(account.address, 'pending'),
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'value': value,
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'chainId': w3.eth.chain_id,
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}
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@ -541,7 +542,7 @@ def mint_new_position(w3: Web3, npm_contract, account: LocalAccount, token0: str
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# IncreaseLiquidity Event (Topic0)
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increase_liq_topic = Web3.keccak(text="IncreaseLiquidity(uint256,uint128,uint256,uint256)").hex()
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minted_data = {'token_id': None, 'amount0': 0, 'amount1': 0}
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minted_data = {'token_id': None, 'liquidity': 0, 'amount0': 0, 'amount1': 0}
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for log in receipt.logs:
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topics = [t.hex() for t in log['topics']]
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@ -560,6 +561,7 @@ def mint_new_position(w3: Web3, npm_contract, account: LocalAccount, token0: str
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data = data[2:]
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# liquidity is first 32 bytes (padded), amt0 next 32, amt1 next 32
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minted_data['liquidity'] = int(data[0:64], 16)
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minted_data['amount0'] = int(data[64:128], 16)
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minted_data['amount1'] = int(data[128:192], 16)
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@ -872,6 +874,7 @@ def main():
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"entry_price": round(entry_price, 2),
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"amount0_initial": round(fmt_amt0, 4),
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"amount1_initial": round(fmt_amt1, 2),
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"liquidity": str(minted['liquidity']),
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"range_upper": round(float(price_from_tick(tick_upper, d0, d1)), 2),
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"range_lower": round(float(price_from_tick(tick_lower, d0, d1)), 2),
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"timestamp_open": int(time.time())
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@ -891,4 +894,4 @@ def main():
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time.sleep(MONITOR_INTERVAL_SECONDS)
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if __name__ == "__main__":
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main()
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main()
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