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  =======================================================
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  EDDIE TRAINING STATUS — 2x T4 DDP (SPEED EXP)
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  =======================================================
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- Updated : 2026-09-15 20:43:42 UTC
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- Epoch : 2910
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- Train CE : 0.817091
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  Best CE : 0.809871
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  Cortex base : nan
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- U-loss (Huber): 0.109595
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- Total loss : 0.926686
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  -------------------------------------------------------
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  u target : excess (signed excess of p; ~0 = trust p)
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- excess mean : -0.0096 (p calibrated on avg if ~0)
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  u mean : -0.0421 (should track excess mean)
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- u corr : 0.0248 (Pearson u vs realized excess)
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- u R^2 : -0.0226 (>0 = beats constant)
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- u spread : +0.0156 (excess top-q u minus bottom-q u; want >0)
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- const Huber : 0.1084 (u useful if U-loss < this: not yet)
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  -------------------------------------------------------
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- Speed : 343 samples/s | 1.6 min/epoch
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  Batch/GPU : 32 | GPUs: 2
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  Grad Accum : 8 | Eff BS: 512
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  Samples/ep : 32,000
 
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  =======================================================
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  EDDIE TRAINING STATUS — 2x T4 DDP (SPEED EXP)
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  =======================================================
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+ Updated : 2026-09-15 20:51:30 UTC
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+ Epoch : 2915
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+ Train CE : 0.815521
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  Best CE : 0.809871
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  Cortex base : nan
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+ U-loss (Huber): 0.110363
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+ Total loss : 0.925884
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  -------------------------------------------------------
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  u target : excess (signed excess of p; ~0 = trust p)
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+ excess mean : -0.0010 (p calibrated on avg if ~0)
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  u mean : -0.0421 (should track excess mean)
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+ u corr : 0.0054 (Pearson u vs realized excess)
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+ u R^2 : -0.0326 (>0 = beats constant)
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+ u spread : +0.0010 (excess top-q u minus bottom-q u; want >0)
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+ const Huber : 0.1119 (u useful if U-loss < this: YES)
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  -------------------------------------------------------
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+ Speed : 344 samples/s | 1.6 min/epoch
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  Batch/GPU : 32 | GPUs: 2
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  Grad Accum : 8 | Eff BS: 512
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  Samples/ep : 32,000