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RalliV1 Strategy: A Masterpiece for Those with Analysis Paralysis

Nickname: Six-Condition Maniac, Parameter Tuner's Delight Occupation: Wants everything, misses nothing Timeframe: 5 minutes (main) + 1 hour (info layer)

I. What Is This Strategy?​

Simply put, RalliV1 is:

  • A complex strategy with 6 buy conditions
  • A tuning maniac with 12 adjustable parameters
  • Uses a pile of technical indicators (EMA, SMA, HMA, RSI, EWO...)
  • Born to "never miss any opportunity"

It's like someone with a three-page dating checklist: must be handsome, must be rich, must be gentle, must be funny, must cook... Result? So many conditions, hard to find anyone satisfied 🤣

II. Core Configuration: "Layer Upon Layer" In Plain Terms​

Take-Profit Rules (ROI Table)​

Time        Profit Target
────────────────────
0 minutes    4%      → Just bought, want 4%!
40 minutes   3.2%    → Didn't hit it, lower expectations
87 minutes   1.8%    → Lower a bit more
201 minutes  0%      → Whatever, just get out

Translation: Full of confidence at entry, aiming for 4% profit; after some time, just let it go; eventually let trailing stop decide.

Like dating:

  • Just met: I want the perfect partner!
  • 3 months later: Close enough is fine...
  • 6 months later: Anyone decent will do 🤣

Stop-Loss Rules​

Fixed stop-loss: Lose 30% and cut (that's a big heart...)
Trailing stop: Activates at 3% profit, triggers on 0.5% pullback
Custom stop-loss: Holding 140 minutes with no profit → 0.5% tight stop

Translation:

  • Fixed stop-loss at 30%, that takes some serious psychological strength
  • But trailing stop protects - after 3% profit, starts "locking in gains"
  • If holding for 2+ hours without profit, tightens stop and bails

III. 6 Buy Conditions: I've Categorized Them For You​

This strategy has an insane number of buy conditions. Let me break them into 3 categories:

🎯 Category 1: Downtrend Group (3 conditions)​

Core Logic: MA < EMA100, looking for reversal opportunities in downtrend

Plain English:

"It's a downtrend, prices are suppressed. I want to find those moments when EWO shows possible reversal and RSI shows oversold."

Representative Conditions: #1, #2, #3

Classic Lines:

  • Condition #1: MA < EMA100 AND close < MA * 0.975 AND EWO > 2.327

    "Down, but EWO shows bounce signs, let's bottom-fish!"

  • Condition #2: MA < EMA100 AND close < MA * 0.955 AND RSI < 25

    "Down even more! RSI below 25, this time it's really the bottom!"

  • Condition #3: MA < EMA100 AND EWO < -20.988

    "EWO dropped to extreme negative, bounce is coming!"

📈 Category 2: Uptrend Group (3 conditions)​

Core Logic: MA > EMA100, looking for pullback entries in uptrend

Plain English:

"It's an uptrend, wait for pullbacks to enter."

Representative Conditions: #4, #5, #6

Classic Lines:

  • Condition #4: MA > EMA100 AND close < MA * 0.975 AND RSI < 60

    "Pullback opportunity in uptrend! RSI not overbought yet, can buy!"

  • Condition #5: MA > EMA100 AND close < MA * 0.955 AND RSI < 25

    "Rallying well then suddenly dropping? Bottom-fish!"

  • Condition #6: MA > EMA100 AND EWO < -20.988

    "EWO went negative in uptrend, great opportunity to pick up bargains!"

🔧 Category 3: Special Conditions Group​

Common Requirements Across All Conditions:

ConditionThresholdPlain English
RSI_fast4 < x < 35Fast RSI not too extreme
volume> 0Must have volume
close< ma_sell * high_offsetPrice not too high

Translation: No matter which condition, must meet three basic requirements: "volume is normal", "RSI not too extreme", "price not too high".

IV. Protection Mechanism: 4-Layer "Fuse"​

This strategy has four layers of stop-loss protection, like four fuses:

FuseTrigger ConditionPlain English
ROI Take-ProfitProfit target hit"Made the target, bail!"
Trailing Stop0.5% pullback after 3% profit"Profits shrinking, protect principal!"
Custom Stop-Loss140 minutes with no profit"Held forever with no gain, stop!"
Fixed Stop-LossLose 30%"Giving up, cut loss!"

This design is practical: Take profits if possible, stop if not, never hold stubbornly! But 30% fixed stop is indeed intense 😅

V. Sell Logic: Even Flashier Than Buying​

5.1 Sell Signals (2 conditions)​

Condition #1: Uptrend Confirmation Exit

HMA50 > EMA100 AND
close > SMA9 AND
close > ma_sell * 1.0 AND
RSI_fast > RSI_slow

Plain English:

"Price broke above moving averages, RSI momentum is up, gained enough, time to bail!"

Condition #2: Downtrend Exit

close < EMA100 AND
close > ma_sell * 0.991 AND
RSI_fast > RSI_slow

Plain English:

"Downtrend, but price bounced a bit, better exit early!"

5.2 Sell Confirmation: Strategy That "Refuses" to Sell​

This strategy has a confirm_trade_exit function:

if RSI < 45 AND HMA50 > EMA100:
    return False  # Refuse to sell!

Plain English:

"Wait! Sell signal triggered, but RSI hasn't hit 45, and trend is still up, I'll hold a bit more!"

It's like: your girlfriend says "let's break up", you say "no, I think there's still hope" 🤣

VI. This Strategy's "Personality Traits"​

✅ Pros (Compliments)​

  1. Many signals: 6 buy conditions, basically finds entry in any market
  2. Tunable parameters: 12 parameters to optimize, fits different assets
  3. Smart stop-loss: Custom stop-loss function, won't stubbornly hold
  4. Has opinions: Sell confirmation mechanism, refuses to sell easily in uptrend
  5. EWO innovation: Uses Elliott Wave Oscillator for trend judgment, interesting

⚠️ Cons (Criticism)​

  1. Too complex: 6 buy conditions + 12 parameters, headache just looking at it
  2. Easy to overfit: More parameters = easier to "memorize answers"
  3. High computation: EMA, HMA, EWO pile of indicators, CPU under pressure
  4. Overlapping conditions: Some conditions are basically the same, feels like padding
  5. Unused 1-hour timeframe: Declared in code but not used, sitting on resources

VII. Applicable Scenarios: When to Use It?​

Market EnvironmentRecommendationReason
📈 Slow bull oscillation⭐⭐⭐⭐⭐ PerfectMultiple conditions catch pullbacks, lots of opportunities
🔄 Range oscillation⭐⭐⭐⭐☆ GoodFrequent signals, watch for fees
📉 One-sided downtrend⭐⭐☆☆☆ CarefulMay have frequent stop-losses
⚡ Rapid surge⭐⭐⭐☆☆ OkaySome conditions may miss entries

VIII. Summary: How's This Strategy Really?​

One-Sentence Review​

"Too many conditions to remember, too many parameters to tune, but design philosophy is worth learning."

Who Should Use It?​

  • ✅ Parameter tuning enthusiasts (12 parameters await you)
  • ✅ Quantitative researchers (learn complex strategy design)
  • ✅ Patient players (needs repeated backtesting and optimization)
  • ✅ Well-capitalized players (multiple assets to diversify risk)

Who Shouldn't Use It?​

  • ❌ Beginners (too complex, easy to get confused)
  • ❌ Simplicity seekers (300+ lines of code)
  • ❌ Parameter-haters (12 parameters will drive you crazy)
  • ❌ Small capital players (fees may eat profits)

My Recommendations​

  1. Use default parameters first: Don't rush to tune, see baseline performance
  2. Tune in batches: Only adjust 1-2 parameters at a time
  3. Walk-Forward analysis: Verify parameter stability, avoid overfitting
  4. Control position sizing: No matter how good the strategy, don't go all-in

IX. What Markets Can This Strategy Make Money In?​

9.1 Core Logic: Building a "Safety Net" with Complexity​

RalliV1 is a classic "want everything" strategy. 300+ lines of code - that's like a long academic paper! 📚

Its Profit Philosophy:

  • Many conditions → Miss no opportunity
  • Many parameters → Can fit any asset
  • Smart stop-loss → Control risk

Three Key Points:

  • EMA Offset: Price discount/premium relative to EMA determines entry/exit timing
  • EWO Judgment: Elliott Wave Oscillator determines trend strength
  • RSI Filtering: Multi-layer RSI (fast/slow/standard) prevents extreme market conditions

9.2 Performance in Different Markets (Plain English)​

Market TypeRatingPlain English Explanation
📈 Slow bull oscillation⭐⭐⭐⭐⭐All conditions find opportunities, awesome!
🔄 Range oscillation⭐⭐⭐⭐☆Many signals, but watch fees
📉 One-sided downtrend⭐⭐☆☆☆Many conditions can't stop the fall, frequent stop-losses
⚡️ Rapid surge⭐⭐⭐☆☆Some conditions may miss the boat

One-Sentence Summary: Oscillating uptrend markets are heaven, one-sided downtrend markets are hell.

X. Want to Run This Strategy? Check These Configs First​

10.1 Trading Pair Configuration​

Config ItemRecommendedComment
Trading pairs5-20Not too many, computation will explode
Timeframe5mDefault is fine, don't change
Startup candles200Need 200 candles to calculate indicators

10.2 Key Config File Settings​

# Stop-loss
stoploss: -0.30  # 30% stop, big heart

# Trailing stop
trailing_stop: true
trailing_stop_positive: 0.005
trailing_stop_positive_offset: 0.03
trailing_only_offset_is_reached: true

# Sell settings
use_sell_signal: true
sell_profit_only: true
sell_profit_offset: 0.01

10.3 Hardware Requirements (Important!)​

This strategy has massive computation, demanding on VPS memory:

Trading PairsMinimum MemoryRecommended MemoryExperience
1-10 pairs2GB4GBDecent
10-30 pairs4GB8GBA bit laggy
30+ pairs8GB16GBOld computer might not handle it

Warning: Too many trading pairs and calculations may timeout, 5-minute candles might not finish computing! 😅

10.4 Backtest vs. Live Trading​

Backtesting looks great, but be careful in live:

  • Many parameters → Easy to overfit historical data
  • Complex conditions → Live may behave differently than backtest
  • High computation → Live may have delays

Recommended Process:

  1. Backtest with default parameters, see baseline
  2. Use Walk-Forward analysis, verify parameter stability
  3. Paper trade, verify live performance
  4. Small position live, confirm before scaling

Don't go all-in at the start, complex strategies are more prone to issues!

XI. Bonus: The Author's "Little Secrets"​

Looking carefully at the code, you'll find some interesting things:

  1. 1-hour timeframe declared but unused

    "I declared the 1h info layer, but... I'm just not using it~"

  2. EMA offset parameters

    "I don't use EMA values directly, I use EMA * 0.975 offsets, want to buy cheaper!"

  3. Custom stop-loss function

    "If you hold 140 minutes without profit, I'll tighten the stop and force you out!"

  4. Sell confirmation refusal mechanism

    "Sell signal triggered? Wait, let me check RSI and trend, looks like it could still go up... not selling!"

XII. The Final Final​

One-Sentence Review​

"Complex but comprehensive, suitable for players willing to spend time tuning parameters."

Who Should Use It?​

  • ✅ Quantitative researchers (learn complex strategy design)
  • ✅ Parameter tuning enthusiasts (12 parameters await you)
  • ✅ Patient players (need repeated backtesting)
  • ✅ Multi-asset diversified players (suitable for running multiple coins)

Who Shouldn't Use It?​

  • ❌ Beginners (too complex, easy to get confused)
  • ❌ Parameter-haters (too many parameters)
  • ❌ Simplicity seekers (code too long)
  • ❌ Small capital players (fees may eat profits)

Manual Trader Advice​

If you want to borrow this strategy for manual trading...

Forget it! 😂

This strategy has too many conditions, impossible to calculate manually. But you can borrow some ideas:

  • Use EMA offset to judge buy/sell timing
  • Use EWO to judge trend strength
  • Use multi-layer RSI to filter false signals

Simplify to 2-3 conditions for realistic manual trading.

XIII. ⚠️ Risk Re-emphasis (Must Read)​

Backtesting Is Beautiful, Live Trading Needs Caution​

RalliV1's historical backtest may be extremely good - but there's a trap:

Because of many parameters, the strategy easily "fits" past market optimal solutions, but this doesn't guarantee future profits.

Simply put: You're memorizing answers, not learning knowledge. 😅

Hidden Risks of Complex Strategies​

In live trading, complex logic may cause:

  • Calculation delay: Candle updated but indicators not computed yet
  • Signal conflict: Multiple conditions may give contradictory signals
  • Unstable parameters: Today's optimal parameters may fail tomorrow
  • Overfitting risk: More complex strategies more easily overfit historical data

My Recommendations (Honest Truth)​

1. Use default parameters first, don't rush to optimize
2. Use Walk-Forward analysis to verify parameter stability
3. Paper trade for at least 1 month
4. Live position控制在总资金的 10% 以内
5. If consecutive losses, stop immediately, re-evaluate

Remember: No matter how good the strategy, the market will humble you without warning. Light position testing, survival is most important!

Final Reminder: Complex strategies are like precision instruments - they look impressive but break more easily. Simple and reliable is often more important than complex and perfect! 🙏