[pathMNIST] 20250817-140236 | best_acc=0.8220
Browse filesThis view is limited to 50 files because it contains too many changes.
See raw diff
- .gitattributes +24 -0
- pathMNIST/20250817-140236_pathMNIST/README.md +10 -0
- pathMNIST/20250817-140236_pathMNIST/config.json +41 -0
- pathMNIST/20250817-140236_pathMNIST/history.csv +21 -0
- pathMNIST/20250817-140236_pathMNIST/history.json +200 -0
- pathMNIST/20250817-140236_pathMNIST/manifest.json +42 -0
- pathMNIST/20250817-140236_pathMNIST/plots/accuracy.png +0 -0
- pathMNIST/20250817-140236_pathMNIST/plots/best_confusion_epoch_10.png +3 -0
- pathMNIST/20250817-140236_pathMNIST/plots/best_confusion_epoch_16.png +0 -0
- pathMNIST/20250817-140236_pathMNIST/plots/best_confusion_epoch_17.png +0 -0
- pathMNIST/20250817-140236_pathMNIST/plots/best_confusion_epoch_18.png +0 -0
- pathMNIST/20250817-140236_pathMNIST/plots/best_confusion_epoch_19.png +3 -0
- pathMNIST/20250817-140236_pathMNIST/plots/best_confusion_epoch_20.png +3 -0
- pathMNIST/20250817-140236_pathMNIST/plots/best_confusion_epoch_37.png +0 -0
- pathMNIST/20250817-140236_pathMNIST/plots/best_confusion_epoch_7.png +3 -0
- pathMNIST/20250817-140236_pathMNIST/plots/confusion_epoch_1.png +3 -0
- pathMNIST/20250817-140236_pathMNIST/plots/confusion_epoch_10.png +3 -0
- pathMNIST/20250817-140236_pathMNIST/plots/confusion_epoch_11.png +3 -0
- pathMNIST/20250817-140236_pathMNIST/plots/confusion_epoch_12.png +3 -0
- pathMNIST/20250817-140236_pathMNIST/plots/confusion_epoch_13.png +3 -0
- pathMNIST/20250817-140236_pathMNIST/plots/confusion_epoch_14.png +3 -0
- pathMNIST/20250817-140236_pathMNIST/plots/confusion_epoch_15.png +3 -0
- pathMNIST/20250817-140236_pathMNIST/plots/confusion_epoch_16.png +3 -0
- pathMNIST/20250817-140236_pathMNIST/plots/confusion_epoch_17.png +3 -0
- pathMNIST/20250817-140236_pathMNIST/plots/confusion_epoch_18.png +3 -0
- pathMNIST/20250817-140236_pathMNIST/plots/confusion_epoch_19.png +3 -0
- pathMNIST/20250817-140236_pathMNIST/plots/confusion_epoch_2.png +3 -0
- pathMNIST/20250817-140236_pathMNIST/plots/confusion_epoch_20.png +3 -0
- pathMNIST/20250817-140236_pathMNIST/plots/confusion_epoch_21.png +0 -0
- pathMNIST/20250817-140236_pathMNIST/plots/confusion_epoch_22.png +0 -0
- pathMNIST/20250817-140236_pathMNIST/plots/confusion_epoch_23.png +0 -0
- pathMNIST/20250817-140236_pathMNIST/plots/confusion_epoch_24.png +0 -0
- pathMNIST/20250817-140236_pathMNIST/plots/confusion_epoch_25.png +0 -0
- pathMNIST/20250817-140236_pathMNIST/plots/confusion_epoch_26.png +0 -0
- pathMNIST/20250817-140236_pathMNIST/plots/confusion_epoch_27.png +0 -0
- pathMNIST/20250817-140236_pathMNIST/plots/confusion_epoch_28.png +0 -0
- pathMNIST/20250817-140236_pathMNIST/plots/confusion_epoch_29.png +0 -0
- pathMNIST/20250817-140236_pathMNIST/plots/confusion_epoch_3.png +3 -0
- pathMNIST/20250817-140236_pathMNIST/plots/confusion_epoch_30.png +0 -0
- pathMNIST/20250817-140236_pathMNIST/plots/confusion_epoch_31.png +0 -0
- pathMNIST/20250817-140236_pathMNIST/plots/confusion_epoch_32.png +0 -0
- pathMNIST/20250817-140236_pathMNIST/plots/confusion_epoch_33.png +0 -0
- pathMNIST/20250817-140236_pathMNIST/plots/confusion_epoch_34.png +0 -0
- pathMNIST/20250817-140236_pathMNIST/plots/confusion_epoch_35.png +0 -0
- pathMNIST/20250817-140236_pathMNIST/plots/confusion_epoch_36.png +0 -0
- pathMNIST/20250817-140236_pathMNIST/plots/confusion_epoch_37.png +0 -0
- pathMNIST/20250817-140236_pathMNIST/plots/confusion_epoch_38.png +0 -0
- pathMNIST/20250817-140236_pathMNIST/plots/confusion_epoch_39.png +0 -0
- pathMNIST/20250817-140236_pathMNIST/plots/confusion_epoch_4.png +3 -0
- pathMNIST/20250817-140236_pathMNIST/plots/confusion_epoch_40.png +0 -0
.gitattributes
CHANGED
@@ -201,3 +201,27 @@ pathMNIST/20250817-135614_pathMNIST/plots/confusion_epoch_6.png filter=lfs diff=
|
|
201 |
pathMNIST/20250817-135614_pathMNIST/plots/confusion_epoch_7.png filter=lfs diff=lfs merge=lfs -text
|
202 |
pathMNIST/20250817-135614_pathMNIST/plots/confusion_epoch_8.png filter=lfs diff=lfs merge=lfs -text
|
203 |
pathMNIST/20250817-135614_pathMNIST/plots/confusion_epoch_9.png filter=lfs diff=lfs merge=lfs -text
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
201 |
pathMNIST/20250817-135614_pathMNIST/plots/confusion_epoch_7.png filter=lfs diff=lfs merge=lfs -text
|
202 |
pathMNIST/20250817-135614_pathMNIST/plots/confusion_epoch_8.png filter=lfs diff=lfs merge=lfs -text
|
203 |
pathMNIST/20250817-135614_pathMNIST/plots/confusion_epoch_9.png filter=lfs diff=lfs merge=lfs -text
|
204 |
+
pathMNIST/20250817-140236_pathMNIST/plots/best_confusion_epoch_10.png filter=lfs diff=lfs merge=lfs -text
|
205 |
+
pathMNIST/20250817-140236_pathMNIST/plots/best_confusion_epoch_19.png filter=lfs diff=lfs merge=lfs -text
|
206 |
+
pathMNIST/20250817-140236_pathMNIST/plots/best_confusion_epoch_20.png filter=lfs diff=lfs merge=lfs -text
|
207 |
+
pathMNIST/20250817-140236_pathMNIST/plots/best_confusion_epoch_7.png filter=lfs diff=lfs merge=lfs -text
|
208 |
+
pathMNIST/20250817-140236_pathMNIST/plots/confusion_epoch_1.png filter=lfs diff=lfs merge=lfs -text
|
209 |
+
pathMNIST/20250817-140236_pathMNIST/plots/confusion_epoch_10.png filter=lfs diff=lfs merge=lfs -text
|
210 |
+
pathMNIST/20250817-140236_pathMNIST/plots/confusion_epoch_11.png filter=lfs diff=lfs merge=lfs -text
|
211 |
+
pathMNIST/20250817-140236_pathMNIST/plots/confusion_epoch_12.png filter=lfs diff=lfs merge=lfs -text
|
212 |
+
pathMNIST/20250817-140236_pathMNIST/plots/confusion_epoch_13.png filter=lfs diff=lfs merge=lfs -text
|
213 |
+
pathMNIST/20250817-140236_pathMNIST/plots/confusion_epoch_14.png filter=lfs diff=lfs merge=lfs -text
|
214 |
+
pathMNIST/20250817-140236_pathMNIST/plots/confusion_epoch_15.png filter=lfs diff=lfs merge=lfs -text
|
215 |
+
pathMNIST/20250817-140236_pathMNIST/plots/confusion_epoch_16.png filter=lfs diff=lfs merge=lfs -text
|
216 |
+
pathMNIST/20250817-140236_pathMNIST/plots/confusion_epoch_17.png filter=lfs diff=lfs merge=lfs -text
|
217 |
+
pathMNIST/20250817-140236_pathMNIST/plots/confusion_epoch_18.png filter=lfs diff=lfs merge=lfs -text
|
218 |
+
pathMNIST/20250817-140236_pathMNIST/plots/confusion_epoch_19.png filter=lfs diff=lfs merge=lfs -text
|
219 |
+
pathMNIST/20250817-140236_pathMNIST/plots/confusion_epoch_2.png filter=lfs diff=lfs merge=lfs -text
|
220 |
+
pathMNIST/20250817-140236_pathMNIST/plots/confusion_epoch_20.png filter=lfs diff=lfs merge=lfs -text
|
221 |
+
pathMNIST/20250817-140236_pathMNIST/plots/confusion_epoch_3.png filter=lfs diff=lfs merge=lfs -text
|
222 |
+
pathMNIST/20250817-140236_pathMNIST/plots/confusion_epoch_4.png filter=lfs diff=lfs merge=lfs -text
|
223 |
+
pathMNIST/20250817-140236_pathMNIST/plots/confusion_epoch_5.png filter=lfs diff=lfs merge=lfs -text
|
224 |
+
pathMNIST/20250817-140236_pathMNIST/plots/confusion_epoch_6.png filter=lfs diff=lfs merge=lfs -text
|
225 |
+
pathMNIST/20250817-140236_pathMNIST/plots/confusion_epoch_7.png filter=lfs diff=lfs merge=lfs -text
|
226 |
+
pathMNIST/20250817-140236_pathMNIST/plots/confusion_epoch_8.png filter=lfs diff=lfs merge=lfs -text
|
227 |
+
pathMNIST/20250817-140236_pathMNIST/plots/confusion_epoch_9.png filter=lfs diff=lfs merge=lfs -text
|
pathMNIST/20250817-140236_pathMNIST/README.md
ADDED
@@ -0,0 +1,10 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
1 |
+
# Pentachora Adaptive Encoded — 20250817-140236
|
2 |
+
|
3 |
+
**Dataset:** pathMNIST
|
4 |
+
|
5 |
+
**Contents**
|
6 |
+
- `weights/*.safetensors` — encoder, constellation, diagnostic head
|
7 |
+
- `config.json`, `manifest.json`
|
8 |
+
- `history.json` / `history.csv`
|
9 |
+
- `tensorboard/` (and `tensorboard_events.zip`)
|
10 |
+
- `plots/` — accuracy, loss, λ, confusion
|
pathMNIST/20250817-140236_pathMNIST/config.json
ADDED
@@ -0,0 +1,41 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
1 |
+
{
|
2 |
+
"augment": false,
|
3 |
+
"base_dim": 112,
|
4 |
+
"batch_size": 1024,
|
5 |
+
"channels": 24,
|
6 |
+
"dataset": "pathMNIST",
|
7 |
+
"deterministic": true,
|
8 |
+
"deterministic_cublas": false,
|
9 |
+
"epochs": 20,
|
10 |
+
"hf_dataset_dir_template": "{dataset}",
|
11 |
+
"hf_preserve_case": true,
|
12 |
+
"hf_repo_id": "AbstractPhil/pentachora-multi-channel-frequency-encoded",
|
13 |
+
"hf_run_dir_template": "{ts}_{dataset}",
|
14 |
+
"hf_subdir_root": "",
|
15 |
+
"hf_weight_suffix_dataset": true,
|
16 |
+
"img_channels": "auto",
|
17 |
+
"img_size": 28,
|
18 |
+
"input_channels": 3,
|
19 |
+
"input_dim": 2352,
|
20 |
+
"lambda_separation": 0.391,
|
21 |
+
"loss_weight_scalar": 0.1,
|
22 |
+
"lr": 0.001,
|
23 |
+
"normalize": true,
|
24 |
+
"note": "This should be a more efficient variation, I had accidentally resized the last to 32 instead of leaving it the correct size.",
|
25 |
+
"num_classes": 9,
|
26 |
+
"num_heads": 2,
|
27 |
+
"num_pentachoron_pairs": 1,
|
28 |
+
"per_dataset_norm": true,
|
29 |
+
"proj_dim": null,
|
30 |
+
"seed": 420,
|
31 |
+
"seed_per_dataset": false,
|
32 |
+
"strict_determinism": false,
|
33 |
+
"sweep_all": false,
|
34 |
+
"temp": 0.7,
|
35 |
+
"w_ce": 1.0,
|
36 |
+
"w_diag": 0.1,
|
37 |
+
"w_dual": 1.0,
|
38 |
+
"w_reg": 0.1,
|
39 |
+
"w_rose": 1.0,
|
40 |
+
"weight_decay": 1e-05
|
41 |
+
}
|
pathMNIST/20250817-140236_pathMNIST/history.csv
ADDED
@@ -0,0 +1,21 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
1 |
+
epoch,train_loss,train_acc,test_acc,ce,dual,rose,diag,reg,lambda
|
2 |
+
1,4.659859115131442,0.5601471176496733,0.6690807799442897,1.8106153360223383,1.9358907711495823,0.695668788773573,0.06495728216298056,2.1118848916715907,0.5078087449073792
|
3 |
+
2,3.7592840269727863,0.6630294679763545,0.6047353760445683,1.390628339359562,1.5842515065238827,0.49863174449465497,0.026893328900470793,2.830831060251017,0.510659396648407
|
4 |
+
3,3.2524622414948077,0.7490221787635006,0.7178272980501392,1.0725587051366932,1.453161535429856,0.4353310256948725,0.023672355376516793,2.8904373146246853,0.513374388217926
|
5 |
+
4,2.88987169649777,0.7849126627850127,0.7331476323119778,0.8365777969794822,1.364685630458181,0.3933370935132204,0.020454609490339268,2.9322570527869916,0.5164731740951538
|
6 |
+
5,2.6519425008777957,0.7977910129339082,0.7859331476323119,0.682532149048094,1.3051070992144125,0.36743599791819054,0.01804382280853119,2.9506288668681124,0.5185374617576599
|
7 |
+
6,2.4888942993197465,0.821114271745411,0.7775766016713092,0.5789887328016275,1.2643024735866353,0.3479844345093367,0.015866699583329733,2.960319861321297,0.5206474661827087
|
8 |
+
7,2.387398724354841,0.8647717676341171,0.7976323119777159,0.5124692122569809,1.2390593598909316,0.33763209222698165,0.014523213984497473,2.9678574627179812,0.5233737826347351
|
9 |
+
8,2.279295801528269,0.8897617671896528,0.7958217270194986,0.44629906636035954,1.2121296209559727,0.3229351647682013,0.012244941630709558,2.96707445413008,0.5247930884361267
|
10 |
+
9,2.1975438215238867,0.9036401617849682,0.7785515320334262,0.3935821841619212,1.192976271037478,0.3136195791467592,0.011102443773019137,2.9625553012270416,0.5267199873924255
|
11 |
+
10,2.1159300571431308,0.9180074669985333,0.8220055710306406,0.34672903621444184,1.170480071409495,0.3013863065419311,0.009461068528993234,2.963885479362505,0.5277498960494995
|
12 |
+
11,2.057099957906743,0.9275523356593627,0.8037604456824513,0.3127639418302883,1.1539582797827055,0.2933128450564731,0.00835341071511134,2.9622955667193165,0.5285857915878296
|
13 |
+
12,1.994561923356092,0.9372305435797147,0.7272980501392757,0.27911422612179737,1.135299722747467,0.2837002085836163,0.007055840121567332,2.9574217294458762,0.5287200212478638
|
14 |
+
13,1.942273771859809,0.945308680385795,0.723816155988858,0.25051046591651954,1.1195643883322848,0.27604574900642226,0.006062744208985129,2.955468883100703,0.5293441414833069
|
15 |
+
14,1.9072813094046397,0.9506644739766212,0.7653203342618384,0.23057078556848307,1.1102408238255006,0.27093929573188197,0.005366180165446415,2.949937768022539,0.529622495174408
|
16 |
+
15,1.8681508034429284,0.9568425263345037,0.8096100278551532,0.2098774407635986,1.0983694198952922,0.2648963150890558,0.004571091689162287,2.9455051436954736,0.5297714471817017
|
17 |
+
16,1.8375973905784362,0.9611760522689897,0.7901114206128134,0.193257239101182,1.0889317030440204,0.26018208449822255,0.003929158052567564,2.9483343453676234,0.5298238396644592
|
18 |
+
17,1.8127772287133694,0.9661096048713276,0.7725626740947075,0.18088678718527199,1.080849434737179,0.2560018021465169,0.003371205801026932,2.947020624927894,0.5298754572868347
|
19 |
+
18,1.794456538483696,0.968298591048491,0.7848189415041783,0.17117965616137776,1.0751225131263447,0.25324893548513094,0.002974246704385156,2.9460800319381533,0.5298526883125305
|
20 |
+
19,1.7826664680385331,0.970209787101649,0.7980501392757661,0.16532043153203602,1.071217057174977,0.2511709220662711,0.0027775913435343046,2.9468028801081685,0.529840886592865
|
21 |
+
20,1.7737643328914272,0.9722654340192898,0.8040389972144847,0.1600169881842519,1.068881682424716,0.2499136851479665,0.0026434738550516804,2.946876287174212,0.5298202037811279
|
pathMNIST/20250817-140236_pathMNIST/history.json
ADDED
@@ -0,0 +1,200 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
1 |
+
{
|
2 |
+
"ce": [
|
3 |
+
1.8106153360223383,
|
4 |
+
1.390628339359562,
|
5 |
+
1.0725587051366932,
|
6 |
+
0.8365777969794822,
|
7 |
+
0.682532149048094,
|
8 |
+
0.5789887328016275,
|
9 |
+
0.5124692122569809,
|
10 |
+
0.44629906636035954,
|
11 |
+
0.3935821841619212,
|
12 |
+
0.34672903621444184,
|
13 |
+
0.3127639418302883,
|
14 |
+
0.27911422612179737,
|
15 |
+
0.25051046591651954,
|
16 |
+
0.23057078556848307,
|
17 |
+
0.2098774407635986,
|
18 |
+
0.193257239101182,
|
19 |
+
0.18088678718527199,
|
20 |
+
0.17117965616137776,
|
21 |
+
0.16532043153203602,
|
22 |
+
0.1600169881842519
|
23 |
+
],
|
24 |
+
"diag": [
|
25 |
+
0.06495728216298056,
|
26 |
+
0.026893328900470793,
|
27 |
+
0.023672355376516793,
|
28 |
+
0.020454609490339268,
|
29 |
+
0.01804382280853119,
|
30 |
+
0.015866699583329733,
|
31 |
+
0.014523213984497473,
|
32 |
+
0.012244941630709558,
|
33 |
+
0.011102443773019137,
|
34 |
+
0.009461068528993234,
|
35 |
+
0.00835341071511134,
|
36 |
+
0.007055840121567332,
|
37 |
+
0.006062744208985129,
|
38 |
+
0.005366180165446415,
|
39 |
+
0.004571091689162287,
|
40 |
+
0.003929158052567564,
|
41 |
+
0.003371205801026932,
|
42 |
+
0.002974246704385156,
|
43 |
+
0.0027775913435343046,
|
44 |
+
0.0026434738550516804
|
45 |
+
],
|
46 |
+
"dual": [
|
47 |
+
1.9358907711495823,
|
48 |
+
1.5842515065238827,
|
49 |
+
1.453161535429856,
|
50 |
+
1.364685630458181,
|
51 |
+
1.3051070992144125,
|
52 |
+
1.2643024735866353,
|
53 |
+
1.2390593598909316,
|
54 |
+
1.2121296209559727,
|
55 |
+
1.192976271037478,
|
56 |
+
1.170480071409495,
|
57 |
+
1.1539582797827055,
|
58 |
+
1.135299722747467,
|
59 |
+
1.1195643883322848,
|
60 |
+
1.1102408238255006,
|
61 |
+
1.0983694198952922,
|
62 |
+
1.0889317030440204,
|
63 |
+
1.080849434737179,
|
64 |
+
1.0751225131263447,
|
65 |
+
1.071217057174977,
|
66 |
+
1.068881682424716
|
67 |
+
],
|
68 |
+
"lambda": [
|
69 |
+
0.5078087449073792,
|
70 |
+
0.510659396648407,
|
71 |
+
0.513374388217926,
|
72 |
+
0.5164731740951538,
|
73 |
+
0.5185374617576599,
|
74 |
+
0.5206474661827087,
|
75 |
+
0.5233737826347351,
|
76 |
+
0.5247930884361267,
|
77 |
+
0.5267199873924255,
|
78 |
+
0.5277498960494995,
|
79 |
+
0.5285857915878296,
|
80 |
+
0.5287200212478638,
|
81 |
+
0.5293441414833069,
|
82 |
+
0.529622495174408,
|
83 |
+
0.5297714471817017,
|
84 |
+
0.5298238396644592,
|
85 |
+
0.5298754572868347,
|
86 |
+
0.5298526883125305,
|
87 |
+
0.529840886592865,
|
88 |
+
0.5298202037811279
|
89 |
+
],
|
90 |
+
"reg": [
|
91 |
+
2.1118848916715907,
|
92 |
+
2.830831060251017,
|
93 |
+
2.8904373146246853,
|
94 |
+
2.9322570527869916,
|
95 |
+
2.9506288668681124,
|
96 |
+
2.960319861321297,
|
97 |
+
2.9678574627179812,
|
98 |
+
2.96707445413008,
|
99 |
+
2.9625553012270416,
|
100 |
+
2.963885479362505,
|
101 |
+
2.9622955667193165,
|
102 |
+
2.9574217294458762,
|
103 |
+
2.955468883100703,
|
104 |
+
2.949937768022539,
|
105 |
+
2.9455051436954736,
|
106 |
+
2.9483343453676234,
|
107 |
+
2.947020624927894,
|
108 |
+
2.9460800319381533,
|
109 |
+
2.9468028801081685,
|
110 |
+
2.946876287174212
|
111 |
+
],
|
112 |
+
"rose": [
|
113 |
+
0.695668788773573,
|
114 |
+
0.49863174449465497,
|
115 |
+
0.4353310256948725,
|
116 |
+
0.3933370935132204,
|
117 |
+
0.36743599791819054,
|
118 |
+
0.3479844345093367,
|
119 |
+
0.33763209222698165,
|
120 |
+
0.3229351647682013,
|
121 |
+
0.3136195791467592,
|
122 |
+
0.3013863065419311,
|
123 |
+
0.2933128450564731,
|
124 |
+
0.2837002085836163,
|
125 |
+
0.27604574900642226,
|
126 |
+
0.27093929573188197,
|
127 |
+
0.2648963150890558,
|
128 |
+
0.26018208449822255,
|
129 |
+
0.2560018021465169,
|
130 |
+
0.25324893548513094,
|
131 |
+
0.2511709220662711,
|
132 |
+
0.2499136851479665
|
133 |
+
],
|
134 |
+
"test_acc": [
|
135 |
+
0.6690807799442897,
|
136 |
+
0.6047353760445683,
|
137 |
+
0.7178272980501392,
|
138 |
+
0.7331476323119778,
|
139 |
+
0.7859331476323119,
|
140 |
+
0.7775766016713092,
|
141 |
+
0.7976323119777159,
|
142 |
+
0.7958217270194986,
|
143 |
+
0.7785515320334262,
|
144 |
+
0.8220055710306406,
|
145 |
+
0.8037604456824513,
|
146 |
+
0.7272980501392757,
|
147 |
+
0.723816155988858,
|
148 |
+
0.7653203342618384,
|
149 |
+
0.8096100278551532,
|
150 |
+
0.7901114206128134,
|
151 |
+
0.7725626740947075,
|
152 |
+
0.7848189415041783,
|
153 |
+
0.7980501392757661,
|
154 |
+
0.8040389972144847
|
155 |
+
],
|
156 |
+
"train_acc": [
|
157 |
+
0.5601471176496733,
|
158 |
+
0.6630294679763545,
|
159 |
+
0.7490221787635006,
|
160 |
+
0.7849126627850127,
|
161 |
+
0.7977910129339082,
|
162 |
+
0.821114271745411,
|
163 |
+
0.8647717676341171,
|
164 |
+
0.8897617671896528,
|
165 |
+
0.9036401617849682,
|
166 |
+
0.9180074669985333,
|
167 |
+
0.9275523356593627,
|
168 |
+
0.9372305435797147,
|
169 |
+
0.945308680385795,
|
170 |
+
0.9506644739766212,
|
171 |
+
0.9568425263345037,
|
172 |
+
0.9611760522689897,
|
173 |
+
0.9661096048713276,
|
174 |
+
0.968298591048491,
|
175 |
+
0.970209787101649,
|
176 |
+
0.9722654340192898
|
177 |
+
],
|
178 |
+
"train_loss": [
|
179 |
+
4.659859115131442,
|
180 |
+
3.7592840269727863,
|
181 |
+
3.2524622414948077,
|
182 |
+
2.88987169649777,
|
183 |
+
2.6519425008777957,
|
184 |
+
2.4888942993197465,
|
185 |
+
2.387398724354841,
|
186 |
+
2.279295801528269,
|
187 |
+
2.1975438215238867,
|
188 |
+
2.1159300571431308,
|
189 |
+
2.057099957906743,
|
190 |
+
1.994561923356092,
|
191 |
+
1.942273771859809,
|
192 |
+
1.9072813094046397,
|
193 |
+
1.8681508034429284,
|
194 |
+
1.8375973905784362,
|
195 |
+
1.8127772287133694,
|
196 |
+
1.794456538483696,
|
197 |
+
1.7826664680385331,
|
198 |
+
1.7737643328914272
|
199 |
+
]
|
200 |
+
}
|
pathMNIST/20250817-140236_pathMNIST/manifest.json
ADDED
@@ -0,0 +1,42 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
1 |
+
{
|
2 |
+
"class_names": [
|
3 |
+
"adipose",
|
4 |
+
"background",
|
5 |
+
"debris",
|
6 |
+
"lymphocytes",
|
7 |
+
"mucus",
|
8 |
+
"smooth muscle",
|
9 |
+
"normal colon mucosa",
|
10 |
+
"cancer-associated stroma",
|
11 |
+
"colorectal adenocarcinoma epithelium"
|
12 |
+
],
|
13 |
+
"dataset_name": "pathMNIST",
|
14 |
+
"environment": {
|
15 |
+
"cpu_count": 12,
|
16 |
+
"cuda_available": true,
|
17 |
+
"cuda_device": "NVIDIA A100-SXM4-40GB",
|
18 |
+
"memory_gb": 83.48,
|
19 |
+
"platform": "Linux-6.1.123+-x86_64-with-glibc2.35",
|
20 |
+
"python": "3.11.13 (main, Jun 4 2025, 08:57:29) [GCC 11.4.0]",
|
21 |
+
"torch": "2.6.0+cu124"
|
22 |
+
},
|
23 |
+
"models": {
|
24 |
+
"constellation": {
|
25 |
+
"params": 59545
|
26 |
+
},
|
27 |
+
"diagnostic_head": {
|
28 |
+
"params": 14849
|
29 |
+
},
|
30 |
+
"encoder": {
|
31 |
+
"params": 1021361
|
32 |
+
}
|
33 |
+
},
|
34 |
+
"num_classes": 9,
|
35 |
+
"repo_id": "AbstractPhil/pentachora-multi-channel-frequency-encoded",
|
36 |
+
"results": {
|
37 |
+
"best_epoch": 10,
|
38 |
+
"best_test_accuracy": 0.8220055710306406
|
39 |
+
},
|
40 |
+
"subdirectory": "pathMNIST/20250817-140236_pathMNIST",
|
41 |
+
"timestamp": "20250817-140236"
|
42 |
+
}
|
pathMNIST/20250817-140236_pathMNIST/plots/accuracy.png
ADDED
![]() |
pathMNIST/20250817-140236_pathMNIST/plots/best_confusion_epoch_10.png
ADDED
![]() |
Git LFS Details
|
pathMNIST/20250817-140236_pathMNIST/plots/best_confusion_epoch_16.png
ADDED
![]() |
pathMNIST/20250817-140236_pathMNIST/plots/best_confusion_epoch_17.png
ADDED
![]() |
pathMNIST/20250817-140236_pathMNIST/plots/best_confusion_epoch_18.png
ADDED
![]() |
pathMNIST/20250817-140236_pathMNIST/plots/best_confusion_epoch_19.png
ADDED
![]() |
Git LFS Details
|
pathMNIST/20250817-140236_pathMNIST/plots/best_confusion_epoch_20.png
ADDED
![]() |
Git LFS Details
|
pathMNIST/20250817-140236_pathMNIST/plots/best_confusion_epoch_37.png
ADDED
![]() |
pathMNIST/20250817-140236_pathMNIST/plots/best_confusion_epoch_7.png
ADDED
![]() |
Git LFS Details
|
pathMNIST/20250817-140236_pathMNIST/plots/confusion_epoch_1.png
ADDED
![]() |
Git LFS Details
|
pathMNIST/20250817-140236_pathMNIST/plots/confusion_epoch_10.png
ADDED
![]() |
Git LFS Details
|
pathMNIST/20250817-140236_pathMNIST/plots/confusion_epoch_11.png
ADDED
![]() |
Git LFS Details
|
pathMNIST/20250817-140236_pathMNIST/plots/confusion_epoch_12.png
ADDED
![]() |
Git LFS Details
|
pathMNIST/20250817-140236_pathMNIST/plots/confusion_epoch_13.png
ADDED
![]() |
Git LFS Details
|
pathMNIST/20250817-140236_pathMNIST/plots/confusion_epoch_14.png
ADDED
![]() |
Git LFS Details
|
pathMNIST/20250817-140236_pathMNIST/plots/confusion_epoch_15.png
ADDED
![]() |
Git LFS Details
|
pathMNIST/20250817-140236_pathMNIST/plots/confusion_epoch_16.png
ADDED
![]() |
Git LFS Details
|
pathMNIST/20250817-140236_pathMNIST/plots/confusion_epoch_17.png
ADDED
![]() |
Git LFS Details
|
pathMNIST/20250817-140236_pathMNIST/plots/confusion_epoch_18.png
ADDED
![]() |
Git LFS Details
|
pathMNIST/20250817-140236_pathMNIST/plots/confusion_epoch_19.png
ADDED
![]() |
Git LFS Details
|
pathMNIST/20250817-140236_pathMNIST/plots/confusion_epoch_2.png
ADDED
![]() |
Git LFS Details
|
pathMNIST/20250817-140236_pathMNIST/plots/confusion_epoch_20.png
ADDED
![]() |
Git LFS Details
|
pathMNIST/20250817-140236_pathMNIST/plots/confusion_epoch_21.png
ADDED
![]() |
pathMNIST/20250817-140236_pathMNIST/plots/confusion_epoch_22.png
ADDED
![]() |
pathMNIST/20250817-140236_pathMNIST/plots/confusion_epoch_23.png
ADDED
![]() |
pathMNIST/20250817-140236_pathMNIST/plots/confusion_epoch_24.png
ADDED
![]() |
pathMNIST/20250817-140236_pathMNIST/plots/confusion_epoch_25.png
ADDED
![]() |
pathMNIST/20250817-140236_pathMNIST/plots/confusion_epoch_26.png
ADDED
![]() |
pathMNIST/20250817-140236_pathMNIST/plots/confusion_epoch_27.png
ADDED
![]() |
pathMNIST/20250817-140236_pathMNIST/plots/confusion_epoch_28.png
ADDED
![]() |
pathMNIST/20250817-140236_pathMNIST/plots/confusion_epoch_29.png
ADDED
![]() |
pathMNIST/20250817-140236_pathMNIST/plots/confusion_epoch_3.png
ADDED
![]() |
Git LFS Details
|
pathMNIST/20250817-140236_pathMNIST/plots/confusion_epoch_30.png
ADDED
![]() |
pathMNIST/20250817-140236_pathMNIST/plots/confusion_epoch_31.png
ADDED
![]() |
pathMNIST/20250817-140236_pathMNIST/plots/confusion_epoch_32.png
ADDED
![]() |
pathMNIST/20250817-140236_pathMNIST/plots/confusion_epoch_33.png
ADDED
![]() |
pathMNIST/20250817-140236_pathMNIST/plots/confusion_epoch_34.png
ADDED
![]() |
pathMNIST/20250817-140236_pathMNIST/plots/confusion_epoch_35.png
ADDED
![]() |
pathMNIST/20250817-140236_pathMNIST/plots/confusion_epoch_36.png
ADDED
![]() |
pathMNIST/20250817-140236_pathMNIST/plots/confusion_epoch_37.png
ADDED
![]() |
pathMNIST/20250817-140236_pathMNIST/plots/confusion_epoch_38.png
ADDED
![]() |
pathMNIST/20250817-140236_pathMNIST/plots/confusion_epoch_39.png
ADDED
![]() |
pathMNIST/20250817-140236_pathMNIST/plots/confusion_epoch_4.png
ADDED
![]() |
Git LFS Details
|
pathMNIST/20250817-140236_pathMNIST/plots/confusion_epoch_40.png
ADDED
![]() |