Delete app.py
Browse files
app.py
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import gradio as gr
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from collections import deque, Counter
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# =====================
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# STATE
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# =====================
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history = deque(maxlen=400)
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last10 = [None] * 10
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selected_index = {"idx": None}
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# =====================
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# HELPERS
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# =====================
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def bs(n):
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return "S" if n <= 4 else "B"
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def run_length(data):
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if len(data) < 2:
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return 1
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r = 1
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for i in range(len(data)-1, 0, -1):
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if data[i] == data[i-1]:
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r += 1
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else:
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break
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return r
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def bias_ratio(data):
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if not data:
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return 0.5
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c = Counter(data)
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return c["B"] / len(data)
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# =====================
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# ENGINE
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# =====================
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def predict():
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if len(history) < 15:
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return "WAIT", 0.50, "Not enough data"
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data = list(history)
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w5, w8, w13 = data[-5:], data[-8:], data[-13:]
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b5 = bias_ratio(w5)
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b13 = bias_ratio(w13)
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avg_bias = (b5 + bias_ratio(w8) + b13) / 3
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run = run_length(data)
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pred = "BIG" if avg_bias >= 0.5 else "SMALL"
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conf = 0.55
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conf += 0.08 if run <= 2 else 0.03 if run == 3 else -0.15
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conf += 0.05 if abs(b5 - b13) < 0.15 else -0.05
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conf = max(0.35, min(conf, 0.75))
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status = "GO" if conf >= 0.60 else "WARN"
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return pred, round(conf, 2), status
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# =====================
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# RENDER
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# =====================
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def render():
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boxes = ["" if x is None else str(x) for x in last10]
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pred, conf, status = predict()
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out = f"""Prediction : {pred}
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Confidence : {conf}
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Status : {status}"""
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return boxes + [out]
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# =====================
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# INPUT
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# =====================
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def add_number(n):
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# fill selected box if exists
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if selected_index["idx"] is not None:
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idx = selected_index["idx"]
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last10[idx] = n
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history.append(bs(n))
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selected_index["idx"] = None
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else:
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# shift left
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last10.pop(0)
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last10.append(n)
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history.append(bs(n))
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return render()
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def select_box(idx):
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selected_index["idx"] = idx
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return render()
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def backspace():
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idx = selected_index["idx"]
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if idx is not None and last10[idx] is not None:
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last10[idx] = None
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if history:
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history.pop()
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return render()
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def reset_all():
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history.clear()
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for i in range(10):
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last10[i] = None
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selected_index["idx"] = None
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return render()
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# =====================
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# UI
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# =====================
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with gr.Blocks(theme=gr.themes.Soft()) as demo:
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gr.Markdown("## 🧠 Big / Small Prediction Engine")
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# last 10 boxes
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with gr.Row():
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boxes = []
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for i in range(10):
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b = gr.Button("", size="sm")
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b.click(select_box,
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inputs=gr.Number(value=i, visible=False),
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outputs=[])
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boxes.append(b)
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with gr.Row():
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out_box = gr.Textbox(label="Engine Output", lines=4)
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back_btn = gr.Button("⌫ BACKSPACE", size="sm")
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back_btn.click(backspace, outputs=boxes + [out_box])
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gr.Markdown("### Quick Input")
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with gr.Row():
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for i in range(5):
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gr.Button(str(i), size="sm").click(
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add_number,
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inputs=gr.Number(value=i, visible=False),
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outputs=boxes + [out_box],
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)
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with gr.Row():
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for i in range(5, 10):
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gr.Button(str(i), size="sm").click(
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add_number,
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inputs=gr.Number(value=i, visible=False),
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outputs=boxes + [out_box],
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)
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gr.Markdown("---")
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gr.Button("RESET ALL DATA", variant="stop").click(
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reset_all,
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outputs=boxes + [out_box]
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)
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demo.launch()
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