| Loading Freckles v40 + CIFAR-10... |
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| Precomputing train set... |
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| Train: 50000 images |
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| ====================================================================== |
| SPATIAL CONV READOUT — All conduit configurations |
| ====================================================================== |
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| ────────────────────────────────────────────────────────────────────── |
| Training: Eigenvalues (S) only — 4ch |
| ────────────────────────────────────────────────────────────────────── |
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| ep 5 train=9.9% test=10.0% |
| ep 10 train=9.9% test=10.0% |
| ep 15 train=13.8% test=15.1% |
| ep 20 train=16.7% test=15.9% |
| ep 25 train=19.4% test=19.0% |
| ep 30 train=20.4% test=20.9% |
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| Eigenvalues (S) only — 4ch |
| Channels: 4, Params: 232,714, Time: 28s |
| Best test: 20.9% |
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| Class Acc |
| ---------------------- |
| airplane 53.3% ██████████ |
| auto 4.3% |
| bird 3.6% |
| cat 0.3% |
| deer 3.3% |
| dog 26.3% █████ |
| frog 51.3% ██████████ |
| horse 7.1% █ |
| ship 8.2% █ |
| truck 51.7% ██████████ |
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| ────────────────────────────────────────────────────────────────────── |
| Training: Friction only — 4ch |
| ────────────────────────────────────────────────────────────────────── |
| ep 5 train=30.0% test=31.6% |
| ep 10 train=38.5% test=38.4% |
| ep 15 train=42.2% test=42.9% |
| ep 20 train=43.7% test=43.3% |
| ep 25 train=45.4% test=45.5% |
| ep 30 train=45.8% test=45.8% |
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| Friction only — 4ch |
| Channels: 4, Params: 232,714, Time: 28s |
| Best test: 45.8% |
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| Class Acc |
| ---------------------- |
| airplane 49.8% █████████ |
| auto 56.2% ███████████ |
| bird 25.8% █████ |
| cat 28.8% █████ |
| deer 33.8% ██████ |
| dog 40.6% ████████ |
| frog 57.5% ███████████ |
| horse 53.3% ██████████ |
| ship 59.9% ███████████ |
| truck 52.0% ██████████ |
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| ────────────────────────────────────────────────────────────────────── |
| Training: Release error only — 1ch |
| ────────────────────────────────────────────────────────────────────── |
| ep 5 train=9.9% test=10.0% |
| ep 10 train=9.8% test=10.0% |
| ep 15 train=10.1% test=10.0% |
| ep 20 train=9.9% test=10.0% |
| ep 25 train=9.9% test=10.0% |
| ep 30 train=10.0% test=10.0% |
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| Release error only — 1ch |
| Channels: 1, Params: 230,986, Time: 27s |
| Best test: 10.0% |
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| Class Acc |
| ---------------------- |
| airplane 0.0% |
| auto 100.0% ████████████████████ |
| bird 0.0% |
| cat 0.0% |
| deer 0.0% |
| dog 0.0% |
| frog 0.0% |
| horse 0.0% |
| ship 0.0% |
| truck 0.0% |
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| ────────────────────────────────────────────────────────────────────── |
| Training: Settle only — 4ch |
| ────────────────────────────────────────────────────────────────────── |
| ep 5 train=9.8% test=10.0% |
| ep 10 train=9.8% test=10.0% |
| ep 15 train=9.9% test=10.0% |
| ep 20 train=9.8% test=10.0% |
| ep 25 train=9.8% test=10.0% |
| ep 30 train=10.0% test=10.0% |
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| Settle only — 4ch |
| Channels: 4, Params: 232,714, Time: 28s |
| Best test: 10.0% |
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| Class Acc |
| ---------------------- |
| airplane 0.0% |
| auto 100.0% ████████████████████ |
| bird 0.0% |
| cat 0.0% |
| deer 0.0% |
| dog 0.0% |
| frog 0.0% |
| horse 0.0% |
| ship 0.0% |
| truck 0.0% |
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| ────────────────────────────────────────────────────────────────────── |
| Training: S + Friction — 8ch |
| ────────────────────────────────────────────────────────────────────── |
| ep 5 train=30.0% test=33.1% |
| ep 10 train=37.0% test=39.8% |
| ep 15 train=40.1% test=41.6% |
| ep 20 train=41.9% test=43.4% |
| ep 25 train=42.9% test=43.8% |
| ep 30 train=43.3% test=44.2% |
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| S + Friction — 8ch |
| Channels: 8, Params: 235,018, Time: 29s |
| Best test: 44.2% |
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| Class Acc |
| ---------------------- |
| airplane 48.3% █████████ |
| auto 52.1% ██████████ |
| bird 29.5% █████ |
| cat 27.3% █████ |
| deer 33.2% ██████ |
| dog 35.2% ███████ |
| frog 58.0% ███████████ |
| horse 50.1% ██████████ |
| ship 58.9% ███████████ |
| truck 49.6% █████████ |
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| ────────────────────────────────────────────────────────────────────── |
| Training: S + Release error — 5ch |
| ────────────────────────────────────────────────────────────────────── |
| ep 5 train=9.8% test=10.0% |
| ep 10 train=9.8% test=10.0% |
| ep 15 train=10.4% test=10.0% |
| ep 20 train=18.3% test=20.2% |
| ep 25 train=22.4% test=23.0% |
| ep 30 train=23.4% test=23.5% |
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| S + Release error — 5ch |
| Channels: 5, Params: 233,290, Time: 29s |
| Best test: 23.8% |
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| Class Acc |
| ---------------------- |
| airplane 46.7% █████████ |
| auto 16.6% ███ |
| bird 1.5% |
| cat 0.4% |
| deer 3.4% |
| dog 33.5% ██████ |
| frog 46.6% █████████ |
| horse 9.2% █ |
| ship 37.2% ███████ |
| truck 39.7% ███████ |
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| ────────────────────────────────────────────────────────────────────── |
| Training: S + Friction + Release — 9ch |
| ────────────────────────────────────────────────────────────────────── |
| ep 5 train=31.0% test=34.0% |
| ep 10 train=37.0% test=38.8% |
| ep 15 train=40.4% test=41.4% |
| ep 20 train=42.6% test=43.2% |
| ep 25 train=43.6% test=43.7% |
| ep 30 train=43.9% test=44.1% |
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| S + Friction + Release — 9ch |
| Channels: 9, Params: 235,594, Time: 30s |
| Best test: 44.2% |
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| Class Acc |
| ---------------------- |
| airplane 48.9% █████████ |
| auto 52.7% ██████████ |
| bird 29.8% █████ |
| cat 28.0% █████ |
| deer 32.4% ██████ |
| dog 35.0% ███████ |
| frog 56.4% ███████████ |
| horse 49.0% █████████ |
| ship 58.6% ███████████ |
| truck 49.8% █████████ |
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| ────────────────────────────────────────────────────────────────────── |
| Training: FULL CONDUIT — 13ch |
| ────────────────────────────────────────────────────────────────────── |
| ep 5 train=29.7% test=31.5% |
| ep 10 train=37.1% test=37.7% |
| ep 15 train=40.6% test=41.3% |
| ep 20 train=42.4% test=43.1% |
| ep 25 train=43.6% test=43.7% |
| ep 30 train=44.3% test=44.5% |
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| FULL CONDUIT — 13ch |
| Channels: 13, Params: 237,898, Time: 31s |
| Best test: 44.6% |
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| Class Acc |
| ---------------------- |
| airplane 48.4% █████████ |
| auto 55.3% ███████████ |
| bird 27.3% █████ |
| cat 27.8% █████ |
| deer 33.2% ██████ |
| dog 36.7% ███████ |
| frog 57.0% ███████████ |
| horse 51.2% ██████████ |
| ship 58.2% ███████████ |
| truck 50.2% ██████████ |
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| ====================================================================== |
| SCOREBOARD — Spatial Conv Readout |
| ====================================================================== |
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| Configuration Channels Params Test Acc |
| ----------------------------------------------------------------- |
| Chance — — 10.0% |
| Release error only — 1ch E 230,986 10.0% |
| Settle only — 4ch T 232,714 10.0% |
| Eigenvalues (S) only — 4ch S 232,714 20.9% |
| S + Release error — 5ch SE 233,290 23.8% |
| S + Friction + Release — 9ch SFE 235,594 44.2% |
| S + Friction — 8ch SF 235,018 44.2% |
| FULL CONDUIT — 13ch SFET 237,898 44.6% |
| Friction only — 4ch F 232,714 45.8% |
|
|
| --- REFERENCE (from earlier) --- |
| Linear probe (friction flat) — — 24.3% |
| Linear probe (S flat) — — 21.0% |
| Patchwork + calibrated embeds — 530K 48.0% |
| Scatter + conv (raw S) — 2.9M 70.5% |
| CNN condensed (SGD) — 730K 74.7% |
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| S-only conv: 20.9% |
| Best conduit: 45.8% (Friction only — 4ch) |
| Conduit lift: +24.8pp |
| vs scatter+conv reference: -24.7pp |
