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Update app.py
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app.py
CHANGED
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@@ -1,8 +1,8 @@
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# =========================================================
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# TALib + mplfinance + Gradio
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# 1️⃣ Load Data (Internet only)
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# 2️⃣
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# 3️⃣ Pattern Marking
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# =========================================================
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import yfinance as yf
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@@ -22,7 +22,7 @@ PATTERN_MAP = {p.replace("CDL", ""): p for p in TALIB_PATTERNS}
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PATTERN_CHOICES = ["None"] + list(PATTERN_MAP.keys())
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# ---------------------------------------------------------
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# DATA CLEANING (
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# ---------------------------------------------------------
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def clean_ohlc(df):
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if df is None or df.empty:
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@@ -30,14 +30,14 @@ def clean_ohlc(df):
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df = df.copy()
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#
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if isinstance(df.columns, pd.MultiIndex):
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df.columns = df.columns.get_level_values(0)
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df.columns = list(df.columns)
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df.index.name = None
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# normalize names
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df.columns = [str(c).lower().strip() for c in df.columns]
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# rename to mplfinance standard
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@@ -69,7 +69,7 @@ def clean_ohlc(df):
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return df
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# ---------------------------------------------------------
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# 1️⃣ LOAD DATA (
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# ---------------------------------------------------------
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def load_data(symbol, start_date, end_date):
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if not symbol:
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@@ -87,18 +87,7 @@ def load_data(symbol, start_date, end_date):
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return None, f"❌ Load error: {e}"
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# ---------------------------------------------------------
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# 2️⃣
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# ---------------------------------------------------------
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def chart_type_config(chart_type):
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mapping = {
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"Candlestick": ("candle", True),
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"OHLC": ("ohlc", True),
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"Line": ("line", False)
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}
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return mapping[chart_type]
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# ---------------------------------------------------------
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# 3️⃣ PATTERN MARKER BUILDER
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# ---------------------------------------------------------
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def build_pattern_addplots(df, pattern):
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if pattern == "None":
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@@ -115,12 +104,13 @@ def build_pattern_addplots(df, pattern):
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)
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s = pd.Series(result, index=df.index)
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-
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if (s > 0).any():
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bull = pd.Series(np.nan, index=df.index)
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bull[s > 0] = df["Low"][s > 0] * 0.98
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mpf.make_addplot(
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bull,
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type="scatter",
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@@ -130,10 +120,11 @@ def build_pattern_addplots(df, pattern):
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)
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)
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if (s < 0).any():
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bear = pd.Series(np.nan, index=df.index)
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bear[s < 0] = df["High"][s < 0] * 1.02
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mpf.make_addplot(
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bear,
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type="scatter",
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@@ -143,40 +134,40 @@ def build_pattern_addplots(df, pattern):
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)
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)
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return
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# ---------------------------------------------------------
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# BUILD CHART (NO INTERNET
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# ---------------------------------------------------------
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def build_chart(df, symbol,
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if df is None:
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return None, "❌ Load data first"
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mpf_type, volume = chart_type_config(chart_type)
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addplots = build_pattern_addplots(df, pattern)
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os.makedirs("/tmp", exist_ok=True)
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path = f"/tmp/{symbol}
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fig, _ = mpf.plot(
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df,
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type=
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volume=
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addplot=addplots if
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style="yahoo",
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title=f"{symbol} |
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figscale=1.8,
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returnfig=True
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)
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fig.savefig(path, dpi=150, bbox_inches="tight")
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return path, "✅
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# ---------------------------------------------------------
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# =================== GRADIO UI ===========================
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# ---------------------------------------------------------
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with gr.Blocks(fill_height=True) as app:
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gr.Markdown("## 📊
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state_df = gr.State(None)
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# ---------------- BUILD SECTION ----------------
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with gr.Row():
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with gr.Column(scale=1):
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gr.Markdown("### 2️⃣
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chart_type = gr.Dropdown(
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["Candlestick", "OHLC", "Line"],
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value="Candlestick"
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)
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gr.Markdown("### 3️⃣ Pattern")
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pattern = gr.Dropdown(
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PATTERN_CHOICES,
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value="None"
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@@ -211,7 +196,7 @@ with gr.Blocks(fill_height=True) as app:
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build_btn = gr.Button("Build Chart", variant="primary")
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with gr.Column(scale=3):
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chart = gr.Image(label="Chart
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build_status = gr.Textbox(label="Build Status")
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# ---------------- EVENTS ----------------
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build_btn.click(
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build_chart,
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inputs=[state_df, symbol,
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outputs=[chart, build_status]
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)
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# =========================================================
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# TALib + mplfinance + Gradio
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# 1️⃣ Load Data (Internet only)
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+
# 2️⃣ Pattern Selection
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# 3️⃣ Build Candlestick Chart + Pattern Marking
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# =========================================================
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import yfinance as yf
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PATTERN_CHOICES = ["None"] + list(PATTERN_MAP.keys())
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# ---------------------------------------------------------
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# DATA CLEANING (MultiIndex SAFE)
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# ---------------------------------------------------------
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def clean_ohlc(df):
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if df is None or df.empty:
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df = df.copy()
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# ---- MultiIndex handling ----
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if isinstance(df.columns, pd.MultiIndex):
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df.columns = df.columns.get_level_values(0)
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df.columns = list(df.columns)
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df.index.name = None
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# normalize column names
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df.columns = [str(c).lower().strip() for c in df.columns]
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# rename to mplfinance standard
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return df
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# ---------------------------------------------------------
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# 1️⃣ LOAD DATA (Internet only)
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# ---------------------------------------------------------
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def load_data(symbol, start_date, end_date):
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if not symbol:
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return None, f"❌ Load error: {e}"
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# ---------------------------------------------------------
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# 2️⃣ PATTERN MARKER BUILDER
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# ---------------------------------------------------------
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def build_pattern_addplots(df, pattern):
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if pattern == "None":
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)
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s = pd.Series(result, index=df.index)
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addplots = []
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# bullish
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if (s > 0).any():
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bull = pd.Series(np.nan, index=df.index)
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bull[s > 0] = df["Low"][s > 0] * 0.98
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addplots.append(
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mpf.make_addplot(
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bull,
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type="scatter",
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)
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)
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# bearish
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if (s < 0).any():
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bear = pd.Series(np.nan, index=df.index)
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bear[s < 0] = df["High"][s < 0] * 1.02
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addplots.append(
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mpf.make_addplot(
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bear,
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type="scatter",
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)
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)
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return addplots
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# ---------------------------------------------------------
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# 3️⃣ BUILD CANDLESTICK CHART (NO INTERNET)
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# ---------------------------------------------------------
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def build_chart(df, symbol, pattern):
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if df is None:
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return None, "❌ Load data first"
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addplots = build_pattern_addplots(df, pattern)
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has_volume = "Volume" in df.columns
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os.makedirs("/tmp", exist_ok=True)
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path = f"/tmp/{symbol}_candlestick_{pattern}.png"
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fig, _ = mpf.plot(
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df,
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type="candle",
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volume=has_volume,
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addplot=addplots if addplots else None,
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style="yahoo",
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title=f"{symbol} | Candlestick | {pattern}",
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figscale=1.8,
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returnfig=True
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)
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fig.savefig(path, dpi=150, bbox_inches="tight")
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return path, "✅ Candlestick chart built successfully"
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# ---------------------------------------------------------
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# =================== GRADIO UI ===========================
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# ---------------------------------------------------------
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with gr.Blocks(fill_height=True) as app:
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gr.Markdown("## 📊 Candlestick Pattern Analyzer (Clean 3-Step App)")
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state_df = gr.State(None)
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# ---------------- BUILD SECTION ----------------
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with gr.Row():
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with gr.Column(scale=1):
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gr.Markdown("### 2️⃣ Pattern")
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pattern = gr.Dropdown(
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PATTERN_CHOICES,
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value="None"
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build_btn = gr.Button("Build Chart", variant="primary")
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with gr.Column(scale=3):
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chart = gr.Image(label="Candlestick Chart", height=600)
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build_status = gr.Textbox(label="Build Status")
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# ---------------- EVENTS ----------------
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build_btn.click(
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build_chart,
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inputs=[state_df, symbol, pattern],
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outputs=[chart, build_status]
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)
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