From cf708d24667cdaadc9b4e098c4d30e9c1e05561f Mon Sep 17 00:00:00 2001 From: tab888
Date: Wed, 28 Jan 2026 08:48:53 +0800 Subject: [PATCH] value averging model bulild, can use yahoo and csv fron other sources --- __pycache__/engine.cpython-313.pyc | Bin 18150 -> 28398 bytes app.py | 60 +- data_cache/CBA.AX.csv | 8788 +++++++++++++++++ data_cache/CSL.AX.csv | 8091 +++++++++++++++ ...n Evergreen Fund.csv => JPM_EVERGREEN.csv} | 0 data_cache/PML.csv | 5936 +++++++++++ data_cache/SPMO.csv | 2589 +++++ data_cache/SPY.csv | 8306 ++++++++++++++++ data_cache/VOO.csv | 3870 ++++++++ engine.py | 265 +- templates/index.html | 18 + templates/val_avg_cal.html | 446 + 12 files changed, 38342 insertions(+), 27 deletions(-) create mode 100644 data_cache/CBA.AX.csv create mode 100644 data_cache/CSL.AX.csv rename data_cache/{JPMorgan Evergreen Fund.csv => JPM_EVERGREEN.csv} (100%) create mode 100644 data_cache/PML.csv create mode 100644 data_cache/SPMO.csv create mode 100644 data_cache/SPY.csv create mode 100644 data_cache/VOO.csv create mode 100644 templates/val_avg_cal.html diff --git a/__pycache__/engine.cpython-313.pyc b/__pycache__/engine.cpython-313.pyc index 4c0f052eb22aff609ae907fcf986e28606683401..9fbc4de60672a2d3023af1bacc42ce53d81050b0 100644 GIT binary patch delta 12130 zcmaKS3s75En&!P%@3%lNBm`XXvW0or1{;H)V1sQOV;iB^366;@36L$W@RhIwn?$bJ znl8B~*+A}O4BayWo|&qU^v({BXV;$E-kl_!?qsTVYo*9NqHpMKcdsi|sh#Q~PO9_h z-s=7Tb0vYj%-n*bbI
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o1Xreuy1eI8tSo) zY;b>p8vBQxY@zR?^*zEaZEtM-6x)A6xB_680cd-WEPU3krOr9ef|WP2PQ6j+o!Xpy zO^9k>fz95!eJa4
=iGg2K=~bcOF}gvNG6m?j@P& z=8_$5RJehuh8~=WdsmNHnNr^9r2%lje`4POa7_{f;Svd7BB4vfcZrn0Lz*s=#g|Fj P$MOzE@Lwm0PMrS%z<0Da diff --git a/app.py b/app.py index 0526d11..a438b48 100644 --- a/app.py +++ b/app.py @@ -1,6 +1,6 @@ -from flask import Flask, render_template, jsonify +from flask import Flask, render_template,request, jsonify from datetime import datetime, timedelta -from engine import DataEngine +from engine import DataEngine, StrategyEngine import concurrent.futures from flask_caching import Cache import csv, os, logging @@ -9,10 +9,6 @@ from concurrent.futures import ThreadPoolExecutor app = Flask(__name__) cache = Cache(app, config={'CACHE_TYPE': 'SimpleCache'}) -import os -import csv - - @cache.memoize(timeout=3600) def fetch_and_calculate(config): engine = DataEngine(config['symbol'], config['url'], config['provider']) @@ -63,5 +59,57 @@ def run_sync(): report = engine.global_sync() return jsonify(report) +@app.route('/api/backtest', methods=['POST']) +def api_backtest(): + data = request.get_json() or {} + + # 1. Extract and Sanitize Symbol + symbol = data.get('symbol', '').strip().upper() + print(f"DEBUG: Processing {symbol}") + + if not symbol: + return jsonify({"error": "Symbol is required"}), 400 + + try: + # 2. Extract Numerical and Logic Inputs (Matching updated JS keys) + initial = float(data.get('initial_inv', 0)) + monthly = float(data.get('monthly_target', 0)) + start_date = data.get('start_date', '2024-01-01') + + # Robust Boolean Check for toggles + allow_sell = data.get('allow_sell') is True + allow_frac = data.get('allow_fractional') is True + + # 3. Initialize Engines + # DataEngine __init__ now calls ensure_data() to download if missing + data_eng = DataEngine(symbol=symbol) + + if not os.path.exists(data_eng.file_path): + return jsonify({"error": f"Data for {symbol} could not be retrieved."}), 404 + + strat_eng = StrategyEngine(data_eng) + + # 4. Calculation + history = strat_eng.calculate_va_vs_dca( + initial_inv=initial, + monthly_target=monthly, + start_date=start_date, + allow_sell=allow_sell, + allow_fractional=allow_frac + ) + + return jsonify(history) + + except Exception as e: + import traceback + print("CRITICAL ERROR in /api/backtest:") + print(traceback.format_exc()) + return jsonify({"error": "Internal Server Error. Check terminal logs."}), 500 + +@app.route('/backtest') # This is the URL you will actually visit +def backtest_ui(): + # This sends the HTML file to your browser + return render_template('val_avg_cal.html') + if __name__ == '__main__': app.run(debug=True, host='0.0.0.0', port=5000) \ No newline at end of file diff --git a/data_cache/CBA.AX.csv b/data_cache/CBA.AX.csv new file mode 100644 index 0000000..2350f0a --- /dev/null +++ b/data_cache/CBA.AX.csv @@ -0,0 +1,8788 @@ +date,close,high,low,open,volume +1991-09-30,1.0736992359161377,1.0736992359161377,1.0736992359161377,1.0736992359161377,0 +1991-10-01,1.0736992359161377,1.0736992359161377,1.0736992359161377,1.0736992359161377,0 +1991-10-02,1.0736992359161377,1.0736992359161377,1.0736992359161377,1.0736992359161377,0 +1991-10-03,1.0736992359161377,1.0736992359161377,1.0736992359161377,1.0736992359161377,0 +1991-10-04,1.0736992359161377,1.0736992359161377,1.0736992359161377,1.0736992359161377,0 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+2026-01-22,633.5700073242188,635.6199951171875,631.75,634.4299926757812,6085500 +2026-01-23,633.8300170898438,635.469970703125,631.969970703125,632.8800048828125,5850400 +2026-01-26,637.0900268554688,638.3900146484375,634.52001953125,635.030029296875,9007400 +2026-01-27,640.1599731445312,640.5958862304688,637.8699951171875,638.4199829101562,3194762 diff --git a/engine.py b/engine.py index 28217e0..294e61d 100644 --- a/engine.py +++ b/engine.py @@ -1,56 +1,107 @@ import pandas as pd import requests import os +import csv import shutil from datetime import datetime, time +import yfinance as yf from ta.trend import EMAIndicator from ta.momentum import StochasticOscillator +import math class DataEngine: def __init__(self, symbol=None, url=None, provider=None, data_dir='data_cache'): - self.symbol = symbol - self.url = url - self.provider = provider + # 1. Clean the incoming symbol + self.symbol = symbol.strip().upper() if symbol else None - # Use your robust path logic + # 2. Setup centralized paths base_path = os.path.dirname(os.path.abspath(__file__)) - self.cache_dir = os.path.join(base_path, data_dir) # Use data_dir variable + self.cache_dir = os.path.join(base_path, data_dir) os.makedirs(self.cache_dir, exist_ok=True) + + # 3. Load the master instrument list to find URLs/Providers + # This ensures the engine knows where to go for special tickers + self.master_instruments = self.load_instruments_from_csv('instruments.csv') - # 4. Only set file_path if we actually have a symbol + # 4. Find config from master list or use passed-in arguments + instrument_config = next((i for i in self.master_instruments if i['symbol'] == self.symbol), None) + + if instrument_config: + self.url = instrument_config['url'] + self.provider = instrument_config['provider'] + else: + # Fallback to arguments if ticker isn't in the CSV list + self.url = url + self.provider = provider or 'yahoo' + + # 5. Define final file path for centralized storage if self.symbol: self.file_path = os.path.join(self.cache_dir, f"{self.symbol}.csv") else: self.file_path = None + + self.ensure_data() + + def ensure_data(self): + """Checks if file exists; if not, downloads it.""" + if os.path.exists(self.file_path): + return True # Data is already there + + print(f"DEBUG: {self.symbol} not found in cache. Attempting download...") + + try: + # For a generic ticker like SPY, we use yfinance + import yfinance as yf + df = yf.download(self.symbol, period="max") + + if df.empty: + print(f"ERROR: No data found for {self.symbol}") + return False + + # Clean and save + # 1. If columns are MultiIndex (tuples), take just the first level (the price name) + if isinstance(df.columns, pd.MultiIndex): + df.columns = df.columns.get_level_values(0) + # 2. Reset index to turn 'Date' into a column + df.reset_index(inplace=True) + # 3. Now it is safe to lowercase the column names + df.columns = [str(c).lower() for c in df.columns] + + df.to_csv(self.file_path, index=False) + print(f"DEBUG: Successfully cached {self.symbol}") + return True + + except Exception as e: + print(f"ERROR: Download failed for {self.symbol}: {e}") + return False def load_instruments_from_csv(self, file_path): - import csv instruments = [] - # Updated templates for maximum historical reach TEMPLATES = { 'jpm': "https://am.jpmorgan.com/FundsMarketingHandler/historicalData?cusip={cusip}&country=hk&role=per", - # period1=0 fetches from the earliest available date; interval=1d is daily 'yahoo': "https://query1.finance.yahoo.com/v8/finance/chart/{cusip}?period1=0&period2=9999999999&interval=1d&events=history", - # FT remains 30-day window; Smart Append logic in fetch_data handles the history 'agi': "https://markets.ft.com/data/funds/tearsheet/historical?s={cusip}" } try: - abs_path = os.path.join(os.path.dirname(__file__), file_path) + # Get absolute path relative to this script + abs_path = os.path.join(os.path.dirname(os.path.abspath(__file__)), file_path) if not os.path.exists(abs_path): - print(f"Error: {file_path} not found.") + print(f"Error: Master list {file_path} not found at {abs_path}") return [] with open(abs_path, mode='r', encoding='utf-8-sig') as csvfile: reader = csv.DictReader(csvfile) + # Clean header names (lowercase + remove whitespace) reader.fieldnames = [name.strip().lower() for name in reader.fieldnames] for row in reader: - symbol = row.get('symbol', '').strip() - cusip = row.get('cusip', '').strip() - provider = row.get('provider', 'jpm').strip().lower() + # Use .get() with fallback to avoid KeyErrors + symbol = (row.get('symbol') or '').strip().upper() + cusip = (row.get('cusip') or '').strip() + provider = (row.get('provider') or 'jpm').strip().lower() if symbol and cusip: template = TEMPLATES.get(provider, TEMPLATES['jpm']) @@ -60,14 +111,37 @@ class DataEngine: "symbol": symbol, "url": url, "provider": provider, - "cusip": cusip # Added this so sync_all can use it if needed + "cusip": cusip }) - + except Exception as e: - print(f"CSV Loading Error: {e}") + print(f"CRITICAL: Failed to load instruments.csv: {e}") + return instruments - # URL_CONFIG = load_instruments_from_csv('instruments.csv') - + + def _ensure_data_exists(self): + if not os.path.exists(self.file_path): + # Check if this symbol exists in our master CSV mapping + match = next((i for i in self.instruments if i['symbol'].upper() == self.symbol), None) + + if match: + print(f"DEBUG: Found {self.symbol} in master list. Fetching from {match['provider']}...") + self._download_from_provider(match) + else: + print(f"DEBUG: {self.symbol} not in master list. Trying generic Yahoo Finance...") + self._download_generic_yahoo() + + def _download_generic_yahoo(self): + """Standard yfinance fallback""" + try: + df = yf.download(self.symbol, period="max") + if not df.empty: + df.reset_index(inplace=True) + df.columns = [c.lower() for c in df.columns] + df.to_csv(self.file_path, index=False) + except Exception as e: + print(f"Yahoo fallback failed: {e}") + def global_sync(self): """Backup, Sync all instruments, and return a summary report.""" # 1. Run Maintenance/Backup @@ -348,4 +422,153 @@ class DataEngine: "last_ema100": get_ema_offset(100), "last_ema200": get_ema_offset(200), "kd_values": f"{k_val}/{d_val}" if k_val != "N/A" else "N/A" - } \ No newline at end of file + } + +class StrategyEngine: + """ + Handles financial strategy simulations and backtesting. + This class takes a DataEngine instance to access files. + """ + def __init__(self, data_engine): + # 1. Save the engine object (The 'Supplier') + self.data_engine = data_engine + + # 2. Extract the symbol from the supplier so the chef knows the name + # We don't need .strip() here because DataEngine already did it! + self.symbol = data_engine.symbol + + def _find_file(self): + # Try the uppercase version first + upper_path = os.path.join(self.data_dir, f"{self.symbol}.csv") + # Try the lowercase version second + lower_path = os.path.join(self.data_dir, f"{self.symbol.lower()}.csv") + + if os.path.exists(upper_path): + return upper_path + elif os.path.exists(lower_path): + return lower_path + + # If neither exists, print a very specific message to your terminal + print(f"ERROR: Searched for {upper_path} AND {lower_path} - Neither found!") + return None + + def load_data(self): + df = pd.read_csv(self.file_path) + # Standardize column names to lowercase to avoid 'Price' vs 'price' issues + df.columns = [c.lower() for c in df.columns] + + # Map common variations to a single 'price' column + if 'adj close' in df.columns: + df = df.rename(columns={'adj close': 'close'}) + elif 'close' in df.columns: + df = df.rename(columns={'close': 'close'}) + + return df + + def calculate_va_vs_dca(self, initial_inv, monthly_target, start_date, allow_sell=True, allow_fractional=True): + import math + + # 1. Load and Prepare Data + df = pd.read_csv(self.data_engine.file_path) + df['date'] = pd.to_datetime(df['date']) + df = df.sort_values('date') + + # 2. Identify the "Anchor Day" and the "Absolute Latest Day" + start_dt_obj = pd.to_datetime(start_date) + anchor_day = start_dt_obj.day + latest_csv_date = df['date'].max() # This captures 2026-01-27 + + # 3. Filter data starting from your start_date + df_filtered = df[df['date'] >= start_dt_obj].copy() + + # 4. Select recurring monthly days (The first trading day on/after the anchor day) + monthly_df = df_filtered[df_filtered['date'].dt.day >= anchor_day].groupby([ + df_filtered['date'].dt.year, + df_filtered['date'].dt.month + ], as_index=False).first() + + # 5. FORCE LAST ROW: If the latest date from CSV isn't in our list, append it + if monthly_df.empty or monthly_df.iloc[-1]['date'] != latest_csv_date: + last_row = df_filtered[df_filtered['date'] == latest_csv_date] + monthly_df = pd.concat([monthly_df, last_row]).drop_duplicates(subset=['date']) + + # 6. Finalize index for the strategy loop + monthly_df.index = pd.to_datetime(monthly_df['date']) + + if monthly_df.empty: + return [] + + # Helper for share calculation based on user toggle + def get_shares(cash, prc): + if prc <= 0: return 0 + return cash / prc if allow_fractional else math.floor(cash / prc) + + # 2. Initial Setup + va_shares = 0 + dca_shares = 0 + va_invested = 0 + dca_invested = 0 + va_target_value = 0 + history = [] + + # 3. Strategy Loop + for i, row in monthly_df.iterrows(): + actual_date_str = i.strftime('%Y-%m-%d') + price = float(row['close']) + + if i == monthly_df.index[0]: + # --- MONTH 0: INITIAL DEPOSIT --- + actual_inv = initial_inv # This is the 'va_diff' + dca_actual_inv = initial_inv + + va_target_value = initial_inv + diff = 0 + + va_new_shares = get_shares(actual_inv, price) + dca_new_shares = va_new_shares + + else: + # --- MONTH 1+: DVA vs DCA --- + + # DCA Logic + dca_actual_inv = monthly_target + dca_new_shares = get_shares(dca_actual_inv, price) + + # DVA Logic (Fixed Value Path) + va_target_value += monthly_target + + # Gap calculation: Target vs. current value BEFORE this month's investment + current_va_val_pre = va_shares * price + diff = va_target_value - current_va_val_pre + + # Apply Buy/Sell constraints + actual_inv = diff if (diff >= 0 or allow_sell) else 0 + va_new_shares = get_shares(actual_inv, price) + + # --- STATE UPDATES (Must happen for both Month 0 and Month 1+) --- + va_shares += va_new_shares + dca_shares += dca_new_shares + + va_invested += actual_inv + dca_invested += dca_actual_inv + + # --- Unified History Append --- + # We calculate these here so they are ALWAYS defined for every row + history.append({ + "date": actual_date_str, + "price": round(price, 2), + "dca_value": round(dca_shares * price, 2), + "dca_invested": round(dca_invested, 2), + "dca_shares_trans": round(dca_new_shares, 4), + "dca_shares_total": round(dca_shares, 4), + "va_value": round(va_shares * price, 2), # Becomes 'Current Portfolio Value' + "va_invested": round(va_invested, 2), # Becomes 'Total Invested' + "va_diff": round(actual_inv, 2), + "va_shares_trans": round(va_new_shares, 4), + "va_shares_total": round(va_shares, 4), + "va_target_value": round(va_target_value, 2) # Used for next goal + }) + # Debugging print + print(f"Date: {i.strftime('%Y-%m')}, Target: {va_target_value:.2f}, Portfolio: {va_invested:.2f}, Diff: {diff:.2f}") + + return history \ No newline at end of file diff --git a/templates/index.html b/templates/index.html index 22fbb49..b7b7c50 100644 --- a/templates/index.html +++ b/templates/index.html @@ -297,6 +297,24 @@ window.onload = function() { loadData(); }; + scales: { + y: { + ticks: { + callback: function(value) { + return '$' + value.toLocaleString(); + } + } + } +} +const vaROI = ((last.va_value - last.va_invested) / last.va_invested * 100).toFixed(2); +const dcaROI = ((last.dca_value - last.dca_invested) / last.dca_invested * 100).toFixed(2); + +summaryText.innerHTML = ` +
+
VA ROI:
${vaROI}%
+
DCA ROI:
${dcaROI}%
+
+`;