Update README.md

README.md

@@ -1,3 +1,169 @@
----
-license: mit
----
+---
+license: mit
+---
+This version essentially imploded, and yet the geometry held the entire time through a cutmix gauntlet that could not be overcome.
+
+```
+======================================================================
+CHAOS-NATIVE DUAL-STREAM PROBE
+======================================================================
+
+Loading model...
+  Model loaded from: ./checkpoints_dualstream/20251008_163456_chaos_native/model_epoch_149.safetensors
+  Parameters: 41,132,926
+
+Loading data...
+  Test samples: 10000
+  Probe samples: 5000
+
+======================================================================
+PROBE 1: Dual-Stream Analysis
+======================================================================
+
+[1.1] Extracting stream features...
+Extracting:   0%|          | 0/40 [00:00<?, ?it/s]
+  Model output keys: ['logits', 'visual_features', 'geometric_features', 'pe_features', 'cantor_measure', 'visual_stream', 'geometric_stream']
+    logits: torch.Size([128, 100])
+    visual_features: torch.Size([128, 512])
+    geometric_features: torch.Size([128, 256])
+    pe_features: torch.Size([65, 24])
+    cantor_measure: torch.Size([65])
+    visual_stream: torch.Size([128, 65, 512])
+    geometric_stream: torch.Size([128, 8, 256])
+Extracting: 100%|██████████| 40/40 [00:02<00:00, 18.99it/s]
+
+  Visual features shape: (5000, 100)
+  Geometric features shape: (5000, 256)
+
+[1.2] Analyzing stream dimensionality...
+  Visual stream: 1/100 dims for 90% variance
+  Geometric stream: 1/256 dims for 90% variance
+  Visual intrinsic dim: 1.04
+  Geometric intrinsic dim: 1.01
+
+[1.3] Measuring stream independence...
+  Mean abs correlation: 0.2077
+  Max abs correlation: 0.9985
+  Interpretation: Independent
+
+[1.4] Testing class separability per stream...
+  Visual stream probe: 0.0227
+  Geometric stream probe: 0.0227
+  Visual advantage: +0.0000
+
+======================================================================
+PROBE 2: Geometric Stream Health
+======================================================================
+
+[2.1] Collecting geometric health metrics...
+Health metrics: 100%|██████████| 40/40 [00:02<00:00, 18.90it/s]
+
+  Token Diversity: 0.2820 ± 0.0025
+  Feature Diversity: 1.3960 ± 0.0029
+  Mean Norm: 22.2937 ± 0.0464
+  Status: ✓ Healthy
+
+======================================================================
+PROBE 3: Chaos Tolerance (CutMix Robustness)
+======================================================================
+
+[3.0] Testing alpha=0.0...
+  Accuracy: 0.0221
+  Geometric mean norm: 22.2951
+
+[3.2] Testing alpha=0.2...
+  Accuracy: 0.0173
+  Geometric mean norm: 22.3495
+
+[3.5] Testing alpha=0.5...
+  Accuracy: 0.0165
+  Geometric mean norm: 22.3517
+
+[3.10] Testing alpha=1.0...
+  Accuracy: 0.0174
+  Geometric mean norm: 22.3580
+
+[3.15] Testing alpha=1.5...
+  Accuracy: 0.0161
+  Geometric mean norm: 22.3592
+
+[3.20] Testing alpha=2.0...
+  Accuracy: 0.0164
+  Geometric mean norm: 22.3624
+
+  Clean accuracy (α=0.0): 0.0221
+  Extreme chaos (α=2.0): 0.0164
+  Chaos tolerance: 74.21%
+  Interpretation: Good
+
+======================================================================
+PROBE 4: Clean vs Mixed Image Analysis
+======================================================================
+
+[4.1] Testing on clean images...
+  Accuracy: 0.0221
+  Mean confidence: 0.0120
+
+[4.2] Testing on mixed images (α=1.0)...
+  Accuracy: 0.0160
+  Mean confidence: 0.0106
+
+  Performance gap: 0.0061
+  Confidence gap: 0.0014
+  Adaptation: Strong
+
+======================================================================
+PROBE 5: Geometric Stream Stability
+======================================================================
+
+[5.1] Testing Gaussian noise robustness...
+  Noise σ=0.0: norm=22.2937
+  Noise σ=0.1: norm=22.2945
+  Noise σ=0.2: norm=22.2965
+  Noise σ=0.3: norm=22.2948
+
+[5.2] Testing CutMix stability...
+  Norm range across CutMix: 0.0704
+  Status: ✓ Stable
+
+======================================================================
+Results saved to: probe_chaos_results/chaos_probe_results.json
+======================================================================
+
+======================================================================
+Generating visualizations...
+======================================================================
+
+[Viz 1] Chaos tolerance curve...
+[Viz 2] Stream correlation heatmap...
+[Viz 3] Geometric stability...
+
+Visualizations saved to: probe_chaos_results
+
+======================================================================
+CHAOS-NATIVE PROBE SUMMARY
+======================================================================
+
+[Dual-Stream Analysis]
+  Visual intrinsic dim: 1.04
+  Geometric intrinsic dim: 1.01
+  Stream independence: 0.2077
+
+[Geometric Health]
+  Mean norm: 22.2937
+  Token diversity: 0.2820
+
+[Chaos Tolerance]
+  Clean accuracy: 0.0221
+  Max chaos accuracy: 0.0164
+  Tolerance score: 74.21%
+
+[Clean vs Mixed]
+  Clean accuracy: 0.0221
+  Mixed accuracy: 0.0160
+  Performance gap: 0.0061
+
+[Geometric Stability]
+  Noise stable: True
+  CutMix stable: True
+```