Epoch 10 - 24.20% acc
Browse files- weights/run_002_v2_16patch_4tilewormholes_d768_4layer_20251130_045437/README.md +39 -0
- weights/run_002_v2_16patch_4tilewormholes_d768_4layer_20251130_045437/best.safetensors +3 -0
- weights/run_002_v2_16patch_4tilewormholes_d768_4layer_20251130_045437/config.json +35 -0
- weights/run_002_v2_16patch_4tilewormholes_d768_4layer_20251130_045437/tensorboard/events.out.tfevents.1764478481.c46210e51d85.42116.0 +3 -0
- weights/run_002_v2_16patch_4tilewormholes_d768_4layer_20251130_045437/training_config.json +36 -0
- weights/run_002_v2_16patch_4tilewormholes_d768_4layer_20251130_045437/training_history.json +46 -0
weights/run_002_v2_16patch_4tilewormholes_d768_4layer_20251130_045437/README.md
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# Run: run_002_v2_16patch_4tilewormholes_d768_4layer_20251130_045437
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## Results
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- **Best Accuracy**: 24.20%
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- **Dataset**: cifar100
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- **Epochs**: 200
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- **Model Version**: V2
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## Model Config
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| Parameter | Value |
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|-----------|-------|
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| Dim | 768 |
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| Layers | 4 |
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| Heads | 12 |
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| Scales | [64, 128, 192, 256, 320, 384, 448, 512] |
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## Wormhole Routing (V2)
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| Parameter | Value |
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|-----------|-------|
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| Mode | hybrid |
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| Wormholes/Position | 16 |
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| Temperature | 0.05 |
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| Tiles | 24 |
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| Tile Wormholes | 6 |
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## Training Config
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| Parameter | Value |
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|-----------|-------|
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| Learning Rate | 0.0005 |
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| Weight Decay | 0.1 |
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| Batch Size | 128 |
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| CE Weight | 1.0 |
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| Contrast Weight | 0.5 |
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## Key Findings Applied
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- Routing learns from task pressure (no auxiliary routing losses)
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- Gradients verified to flow through router
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- Cross-contrastive aligns patch↔scale features
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weights/run_002_v2_16patch_4tilewormholes_d768_4layer_20251130_045437/best.safetensors
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version https://git-lfs.github.com/spec/v1
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oid sha256:6c9771cfb701fc5f39b9ca349a2feb3caafce4cebfa158435d659229e1275607
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size 156046704
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weights/run_002_v2_16patch_4tilewormholes_d768_4layer_20251130_045437/config.json
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{
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"architecture": "DavidBeans_V2",
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"model_type": "david_beans_v2",
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"image_size": 32,
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"patch_size": 4,
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"in_channels": 3,
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"dim": 768,
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"num_layers": 4,
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"num_heads": 12,
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"mlp_ratio": 4.0,
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"num_wormholes": 16,
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"wormhole_temperature": 0.05,
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"wormhole_mode": "hybrid",
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"cantor_weight": 0.3,
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"num_tiles": 24,
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"tile_wormholes": 6,
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"scales": [
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64,
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128,
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192,
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256,
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320,
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384,
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448,
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512
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],
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"num_classes": 100,
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"use_belly": true,
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"belly_expand": 2.0,
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"contrast_temperature": 0.07,
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"contrast_weight": 0.5,
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"routing_weight": 0.0,
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"dropout": 0.15,
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"pooling": "cls"
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}
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weights/run_002_v2_16patch_4tilewormholes_d768_4layer_20251130_045437/tensorboard/events.out.tfevents.1764478481.c46210e51d85.42116.0
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version https://git-lfs.github.com/spec/v1
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oid sha256:ad7f75a3b1839c38ef620074e1c157e012829646e5c8b1b9699e3099afbdd71a
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size 38393
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weights/run_002_v2_16patch_4tilewormholes_d768_4layer_20251130_045437/training_config.json
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{
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"run_name": "16patch_4tilewormholes_d768_4layer",
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"run_number": null,
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"model_version": 2,
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"dataset": "cifar100",
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"image_size": 32,
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"batch_size": 128,
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"num_workers": 4,
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"epochs": 200,
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"warmup_epochs": 15,
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"learning_rate": 0.0005,
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"weight_decay": 0.1,
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"betas": [
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0.9,
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0.999
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],
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"scheduler": "cosine",
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"min_lr": 1e-06,
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"ce_weight": 1.0,
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"contrast_weight": 0.5,
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"gradient_clip": 1.0,
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"label_smoothing": 0.15,
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"use_augmentation": true,
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"mixup_alpha": 0.3,
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"cutmix_alpha": 1.0,
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"save_interval": 10,
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"output_dir": "./checkpoints/cifar100_v2",
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"resume_from": null,
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"use_tensorboard": true,
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"log_interval": 50,
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"log_routing": true,
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"push_to_hub": true,
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"hub_repo_id": "AbstractPhil/geovit-david-beans",
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"hub_private": false,
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"device": "cuda"
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}
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weights/run_002_v2_16patch_4tilewormholes_d768_4layer_20251130_045437/training_history.json
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{
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"loss": [
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10.382154626112717,
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"ce": [
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"contrast": [
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],
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"lr": [
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]
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}
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