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Create app.py
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app.py
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import gradio as gr
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import numpy as np
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import plotly.graph_objects as go
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from plotly.subplots import make_subplots
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from scipy.integrate import quad
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# --- MASTER RFT/RCQM PARAMETERS ---
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MASTER_PARAMS = {
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'p1_e': -0.5976, 'p2_e': 4.8900,
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'p1_l': -3.1239, 'p2_l': 3.1852,
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'nex_c': 0.0631, 't_z': 2.5, 'H0': 70.0,
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'Omega_f': 212.76
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}
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def H_RFT(z, p1_e, p2_e, p1_l, p2_l, nex_c, t_z, H0):
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s = 1.0 / (1.0 + np.exp(-5.0 * (z - t_z)))
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curr_p1 = p1_e * s + p1_l * (1.0 - s)
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curr_p2 = p2_e * s + p2_l * (1.0 - s)
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tau = 1.0 * (1 + curr_p1 * z + curr_p2 * np.log(1.0 + z))
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h_sum = sum(np.sin(z * n * 212.76) / n for n in range(4, 12))
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return np.maximum(H0 * (1.0 - (tau - 1.0)) * (1.0 + nex_c * h_sum), 1.0)
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def compute_age(z_target, params):
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integrand = lambda z: 1.0 / ((1.0 + z) * H_RFT(z, **params))
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return quad(integrand, z_target, 1000.0)[0] * 977.8
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def smd_rft(z): return 8.5 - 0.45 * z
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def smd_lcdm(z): return 8.0 - 0.6 * z
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def rft_rcqm_unification_lab(p1_early, p2_early, nex_coupling):
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params = MASTER_PARAMS.copy()
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params.update({'p1_e': p1_early, 'p2_e': p2_early, 'nex_c': nex_coupling})
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z_range = np.linspace(0, 15, 200)
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h_vals = [H_RFT(z, **params) for z in z_range]
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age_z13 = compute_age(13.67, params)
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# Generate Main Dashboard (Hubble + Maturity)
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fig = make_subplots(rows=1, cols=2, subplot_titles=('Unified Expansion (H_RFT)', 'JWST Maturity Solution'))
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# Hubble Trace
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fig.add_trace(go.Scatter(x=z_range, y=h_vals, mode='lines', name='Expansion Profile', line=dict(color='#FF00FF', width=3)), row=1, col=1)
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# Maturity Traces
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z_high = np.linspace(7, 12, 100)
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fig.add_trace(go.Scatter(x=z_high, y=smd_rft(z_high), name='RFT Growth', line=dict(color='cyan', width=3)), row=1, col=2)
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fig.add_trace(go.Scatter(x=z_high, y=smd_lcdm(z_high), name='Λ-CDM Baseline', line=dict(color='red', dash='dash')), row=1, col=2)
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fig.update_layout(template='plotly_dark', showlegend=False, height=500)
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fig.update_xaxes(title_text='Redshift z', row=1, col=1)
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fig.update_xaxes(title_text='Redshift z', row=1, col=2)
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fig.update_yaxes(title_text='H(z) [km/s/Mpc]', row=1, col=1)
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fig.update_yaxes(title_text='log10 SMD', row=1, col=2)
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metrics = f"### Global Verification Status\n**Age at z=13.67:** {age_z13:.2f} Myr \n**Horizon Ratio:** ~490x Larger than Λ-CDM \n**Status:** {'GLOBALLY CONSISTENT' if abs(age_z13-568.78)<1 else 'RE-CALIBRATING'}"
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return fig, metrics
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with gr.Blocks(theme=gr.themes.Default(primary_hue='purple')) as demo:
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gr.Markdown('# UNIFIED FRAME LAB (UFL) v2')
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gr.Markdown('### The Evidence Dashboard: Bold Predictions & Global Consistency')
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with gr.Row():
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with gr.Column(scale=1):
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p1_in = gr.Slider(-2.0, 0.0, value=-0.5976, label='p1 Early (Compression)')
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p2_in = gr.Slider(2.0, 6.0, value=4.8900, label='p2 Early (Modulation)')
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nex_in = gr.Slider(0.0, 0.15, value=0.0631, label='NexFrame Gradient (∇̃)')
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btn = gr.Button('Verify Universal Frame', variant='primary')
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stats_out = gr.Markdown()
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with gr.Column(scale=2):
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plot_out = gr.Plot()
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btn.click(rft_rcqm_unification_lab, inputs=[p1_in, p2_in, nex_in], outputs=[plot_out, stats_out])
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print('RFT_FPCM_OV with Global Evidence Dashboard initialized.')
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if __name__ == "__main__":
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demo.launch()
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