Update README.md

README.md

@@ -1,6 +1,81 @@
 ---
 license: mit
 ---
+# V2 good news
+
+The decoder is differentiating. The features will be useful downstream.
+
+```
+Note: Environment variable`HF_TOKEN` is set and is the current active token independently from the token you've just configured.
+WARNING:huggingface_hub._login:Note: Environment variable`HF_TOKEN` is set and is the current active token independently from the token you've just configured.
+
+======================================================================
+SVAE v2 CONDUIT TRAINER — version2_v2_conduit_proto_2
+======================================================================
+
+  Fresh PatchSVAEv2 from random init
+  Total params: 2,729,731
+
+  Dataset: 16 noise types, 1,280,000 samples/epoch
+  Image size: 64×64
+  Batch size: 256
+
+  Initial conduit profile:
+    S:         [2.512, 2.120, 1.776, 1.402]
+    S_std:     [0.1320, 0.1130, 0.1230, 0.1728]
+    log_fric:  [2.651, 4.560, 3.362, 2.203] ± [1.131, 1.041, 0.715, 0.704]
+    fric_raw:  mean=75.9 max=103510
+    settle:    [1.24, 2.26, 2.42, 1.00] (>2: 22.9%)
+    char_c:    [0.5088, -2.6330, 4.8154, -3.6899]
+    refine:    mean=6.46e-04 max=1.12e-03
+    fric_cv:   [4.4544, 1.8980, 2.1396, 3.3616]
+
+  Initial MSE (random decoder): 2.0875
+======================================================================
+Ep 1/50: 100%|████████████████████| 5000/5000 [06:11<00:00, 13.44it/s, mse=0.0257 cv=1.027]
+
+  ep  1 | recon=0.0848 val=0.0280 ★ BEST | er=3.84 Sd=0.0954 cv=1.027 | 372s
+    S:         [2.609, 2.196, 1.677, 1.220]
+    S_std:     [0.1011, 0.1239, 0.1332, 0.1699]
+    log_fric:  [2.355, 3.985, 3.071, 2.151] ± [0.871, 0.664, 0.479, 0.662]
+    fric_raw:  mean=40.0 max=363409
+    settle:    [1.12, 2.29, 2.84, 1.00] (>2: 29.3%)
+    char_c:    [0.3458, -2.1159, 4.3382, -3.5587]
+    refine:    mean=6.49e-04 max=1.14e-03
+    fric_cv:   [4.1030, 0.7286, 1.8343, 3.0191]
+    types: gaus=0.026 unif=0.012 unif=0.032 pois=0.010 pink=0.005 brow=0.006 salt=0.122 spar=0.018 bloc=0.012 grad=0.015 chec=0.010 mixe=0.013 stru=0.018 cauc=0.080 expo=0.024 lapl=0.045
+  💾 /content/version2_v2_conduit_proto_2_checkpoints/best.pt (29.4MB, ep1, MSE=0.028021)
+Processing Files (1 / 1)      : 100%
+ 30.8MB / 30.8MB, 25.7MB/s  
+New Data Upload               : 100%
+ 30.8MB / 30.8MB, 25.7MB/s  
+  ...oto_2_checkpoints/best.pt: 100%
+ 30.8MB / 30.8MB            
+Processing Files (1 / 1)      : 100%
+ 30.8MB / 30.8MB,  0.00B/s  
+New Data Upload               : 
+  0.00B /  0.00B,  0.00B/s  
+  ...oto_2_checkpoints/best.pt: 100%
+ 30.8MB / 30.8MB            
+No files have been modified since last commit. Skipping to prevent empty commit.
+WARNING:huggingface_hub.hf_api:No files have been modified since last commit. Skipping to prevent empty commit.
+  ☁️  Pushed ep1
+Ep 2/50: 100%|████████████████████| 5000/5000 [06:13<00:00, 13.40it/s, mse=0.0323 cv=1.000]
+
+  ep  2 | recon=0.0832 val=0.0327  | er=3.76 Sd=0.1165 cv=1.000 | 373s
+    S:         [2.707, 2.329, 1.400, 1.113]
+    S_std:     [0.0788, 0.0877, 0.1419, 0.1255]
+    log_fric:  [2.375, 3.785, 2.958, 2.175] ± [0.883, 0.508, 0.450, 0.681]
+    fric_raw:  mean=32.1 max=104752
+    settle:    [1.15, 2.26, 3.01, 1.00] (>2: 30.0%)
+    char_c:    [0.2042, -1.5304, 3.7516, -3.3900]
+    refine:    mean=6.46e-04 max=1.12e-03
+    fric_cv:   [4.2588, 0.8009, 1.4941, 3.3563]
+    types: gaus=0.032 unif=0.011 unif=0.043 pois=0.008 pink=0.002 brow=0.002 salt=0.157 spar=0.020 bloc=0.007 grad=0.011 chec=0.005 mixe=0.012 stru=0.019 cauc=0.107 expo=0.029 lapl=0.060
+Ep 3/50:  20%|████                | 1019/5000 [01:16<04:56, 13.45it/s, mse=0.0328 cv=0.906]
+```
+
+
 # V2 Redux - full decoder overhaul
 
 Cascade bottlenecking didn't cut it, the decoder still bypassed the specifications.