diff --git a/.gitattributes b/.gitattributes
index 69e18a2d2973b1a09a9ae399e9c6d876aa2837cd..72dbd4ac8d382f8939ff7a3e7a0654ede33146da 100644
--- a/.gitattributes
+++ b/.gitattributes
@@ -416,3 +416,10 @@ sweep/OCTMNIST/20250817-145733_OCTMNIST/plots/best_confusion_epoch_7.png filter=
 sweep/OCTMNIST/20250817-145733_OCTMNIST/plots/best_confusion_fashionmnist_epoch_10.png filter=lfs diff=lfs merge=lfs -text
 sweep/OCTMNIST/20250817-145733_OCTMNIST/plots/best_confusion_pathmnist_epoch_9.png filter=lfs diff=lfs merge=lfs -text
 sweep/OCTMNIST/20250817-145733_OCTMNIST/plots/best_confusion_qmnist_epoch_10.png filter=lfs diff=lfs merge=lfs -text
+sweep/PneumoniaMNIST/20250817-145755_PneumoniaMNIST/plots/best_confusion_bloodmnist_epoch_10.png filter=lfs diff=lfs merge=lfs -text
+sweep/PneumoniaMNIST/20250817-145755_PneumoniaMNIST/plots/best_confusion_emnist_epoch_10.png filter=lfs diff=lfs merge=lfs -text
+sweep/PneumoniaMNIST/20250817-145755_PneumoniaMNIST/plots/best_confusion_epoch_18.png filter=lfs diff=lfs merge=lfs -text
+sweep/PneumoniaMNIST/20250817-145755_PneumoniaMNIST/plots/best_confusion_epoch_7.png filter=lfs diff=lfs merge=lfs -text
+sweep/PneumoniaMNIST/20250817-145755_PneumoniaMNIST/plots/best_confusion_fashionmnist_epoch_10.png filter=lfs diff=lfs merge=lfs -text
+sweep/PneumoniaMNIST/20250817-145755_PneumoniaMNIST/plots/best_confusion_pathmnist_epoch_9.png filter=lfs diff=lfs merge=lfs -text
+sweep/PneumoniaMNIST/20250817-145755_PneumoniaMNIST/plots/best_confusion_qmnist_epoch_10.png filter=lfs diff=lfs merge=lfs -text
diff --git a/sweep/PneumoniaMNIST/20250817-145755_PneumoniaMNIST/README.md b/sweep/PneumoniaMNIST/20250817-145755_PneumoniaMNIST/README.md
new file mode 100644
index 0000000000000000000000000000000000000000..283951711a0b28d09cc083565ede873c3cb78d1b
--- /dev/null
+++ b/sweep/PneumoniaMNIST/20250817-145755_PneumoniaMNIST/README.md
@@ -0,0 +1,10 @@
+# Pentachora Adaptive Encoded — 20250817-145755
+
+**Dataset:** PneumoniaMNIST
+
+**Contents**
+- `weights/*.safetensors` — encoder, constellation, diagnostic head
+- `config.json`, `manifest.json`
+- `history.json` / `history.csv`
+- `tensorboard/` (and `tensorboard_events.zip`)
+- `plots/` — accuracy, loss, λ, confusion
diff --git a/sweep/PneumoniaMNIST/20250817-145755_PneumoniaMNIST/config.json b/sweep/PneumoniaMNIST/20250817-145755_PneumoniaMNIST/config.json
new file mode 100644
index 0000000000000000000000000000000000000000..1d3f0bf01beaa8bd622761c0c903cf485b5b7f71
--- /dev/null
+++ b/sweep/PneumoniaMNIST/20250817-145755_PneumoniaMNIST/config.json
@@ -0,0 +1,41 @@
+{
+  "augment": false,
+  "base_dim": 56,
+  "batch_size": 1024,
+  "channels": 24,
+  "dataset": "all",
+  "deterministic": true,
+  "deterministic_cublas": false,
+  "epochs": 10,
+  "hf_dataset_dir_template": "{dataset}",
+  "hf_preserve_case": true,
+  "hf_repo_id": "AbstractPhil/pentachora-multi-channel-frequency-encoded",
+  "hf_run_dir_template": "{ts}_{dataset}",
+  "hf_subdir_root": "sweep",
+  "hf_weight_suffix_dataset": true,
+  "img_channels": "auto",
+  "img_size": 28,
+  "input_channels": 1,
+  "input_dim": 784,
+  "lambda_separation": 0.391,
+  "loss_weight_scalar": 0.1,
+  "lr": 0.001,
+  "normalize": true,
+  "note": "",
+  "num_classes": 2,
+  "num_heads": 2,
+  "num_pentachoron_pairs": 2,
+  "per_dataset_norm": true,
+  "proj_dim": null,
+  "seed": 420,
+  "seed_per_dataset": false,
+  "strict_determinism": false,
+  "sweep_all": true,
+  "temp": 0.7,
+  "w_ce": 1.0,
+  "w_diag": 0.1,
+  "w_dual": 1.0,
+  "w_reg": 0.1,
+  "w_rose": 1.0,
+  "weight_decay": 1e-05
+}
\ No newline at end of file
diff --git a/sweep/PneumoniaMNIST/20250817-145755_PneumoniaMNIST/history.csv b/sweep/PneumoniaMNIST/20250817-145755_PneumoniaMNIST/history.csv
new file mode 100644
index 0000000000000000000000000000000000000000..e948ce4c1da8de0fc2473984949a9877b720fcc8
--- /dev/null
+++ b/sweep/PneumoniaMNIST/20250817-145755_PneumoniaMNIST/history.csv
@@ -0,0 +1,11 @@
+epoch,train_loss,train_acc,test_acc,ce,dual,rose,diag,reg,lambda
+1,4.841877270879235,0.6877655055225149,0.375,0.6598899297118693,2.7062805499074414,1.217859198506241,0.18407608971265585,2.3943997648882482,0.5011111497879028
+2,3.559465030137016,0.8804163126593033,0.3733974358974359,0.6126214234425845,1.9919653538434103,0.6488878712273293,0.06134263861579417,2.9985616344866757,0.5019177794456482
+3,3.0643652935805923,0.9122769753610875,0.625,0.5861935540590635,1.7114233736679934,0.4644207184661113,0.03266125593014764,2.990614879303497,0.5021445155143738
+4,2.8278962020258227,0.9258708581138487,0.625,0.5745123072306585,1.569922567224138,0.38188511054700175,0.03410464549593836,2.9816578639799394,0.5018135905265808
+5,2.7112612967381766,0.9260832625318607,0.625,0.5703769210748179,1.4959422966739133,0.345492305928808,0.02108057373430431,2.9734166902106196,0.501556396484375
+6,2.6430217387216417,0.9324553950722175,0.6314102564102564,0.5639829083631478,1.4553470686521182,0.32569220895066336,0.01149460086211271,2.968501377429816,0.501381516456604
+7,2.612011572012176,0.9290569243840272,0.6682692307692307,0.5605364629243933,1.4363136233772984,0.31749552933969233,0.011841479866126886,2.9648182250325115,0.5013386011123657
+8,2.5893774214900946,0.9350042480883602,0.6955128205128205,0.5561998369537782,1.4241855487847794,0.3119003270122087,0.008545661980908177,2.962371250078044,0.5012457966804504
+9,2.5724837474126176,0.9430756159728122,0.7339743589743589,0.5544341930212768,1.4143162210208435,0.3069129261103543,0.007188640985900604,2.96101523417989,0.5011981129646301
+10,2.5665453873960873,0.9367034834324554,0.7852564102564102,0.5539359809386092,1.4106371198150194,0.3052761101226434,0.006594080221582087,2.9603679814172583,0.5011875629425049
diff --git a/sweep/PneumoniaMNIST/20250817-145755_PneumoniaMNIST/history.json b/sweep/PneumoniaMNIST/20250817-145755_PneumoniaMNIST/history.json
new file mode 100644
index 0000000000000000000000000000000000000000..b0e0fd04755ab17587e85b9fe6877fa75f10570f
--- /dev/null
+++ b/sweep/PneumoniaMNIST/20250817-145755_PneumoniaMNIST/history.json
@@ -0,0 +1,110 @@
+{
+  "ce": [
+    0.6598899297118693,
+    0.6126214234425845,
+    0.5861935540590635,
+    0.5745123072306585,
+    0.5703769210748179,
+    0.5639829083631478,
+    0.5605364629243933,
+    0.5561998369537782,
+    0.5544341930212768,
+    0.5539359809386092
+  ],
+  "diag": [
+    0.18407608971265585,
+    0.06134263861579417,
+    0.03266125593014764,
+    0.03410464549593836,
+    0.02108057373430431,
+    0.01149460086211271,
+    0.011841479866126886,
+    0.008545661980908177,
+    0.007188640985900604,
+    0.006594080221582087
+  ],
+  "dual": [
+    2.7062805499074414,
+    1.9919653538434103,
+    1.7114233736679934,
+    1.569922567224138,
+    1.4959422966739133,
+    1.4553470686521182,
+    1.4363136233772984,
+    1.4241855487847794,
+    1.4143162210208435,
+    1.4106371198150194
+  ],
+  "lambda": [
+    0.5011111497879028,
+    0.5019177794456482,
+    0.5021445155143738,
+    0.5018135905265808,
+    0.501556396484375,
+    0.501381516456604,
+    0.5013386011123657,
+    0.5012457966804504,
+    0.5011981129646301,
+    0.5011875629425049
+  ],
+  "reg": [
+    2.3943997648882482,
+    2.9985616344866757,
+    2.990614879303497,
+    2.9816578639799394,
+    2.9734166902106196,
+    2.968501377429816,
+    2.9648182250325115,
+    2.962371250078044,
+    2.96101523417989,
+    2.9603679814172583
+  ],
+  "rose": [
+    1.217859198506241,
+    0.6488878712273293,
+    0.4644207184661113,
+    0.38188511054700175,
+    0.345492305928808,
+    0.32569220895066336,
+    0.31749552933969233,
+    0.3119003270122087,
+    0.3069129261103543,
+    0.3052761101226434
+  ],
+  "test_acc": [
+    0.375,
+    0.3733974358974359,
+    0.625,
+    0.625,
+    0.625,
+    0.6314102564102564,
+    0.6682692307692307,
+    0.6955128205128205,
+    0.7339743589743589,
+    0.7852564102564102
+  ],
+  "train_acc": [
+    0.6877655055225149,
+    0.8804163126593033,
+    0.9122769753610875,
+    0.9258708581138487,
+    0.9260832625318607,
+    0.9324553950722175,
+    0.9290569243840272,
+    0.9350042480883602,
+    0.9430756159728122,
+    0.9367034834324554
+  ],
+  "train_loss": [
+    4.841877270879235,
+    3.559465030137016,
+    3.0643652935805923,
+    2.8278962020258227,
+    2.7112612967381766,
+    2.6430217387216417,
+    2.612011572012176,
+    2.5893774214900946,
+    2.5724837474126176,
+    2.5665453873960873
+  ]
+}
\ No newline at end of file
diff --git a/sweep/PneumoniaMNIST/20250817-145755_PneumoniaMNIST/manifest.json b/sweep/PneumoniaMNIST/20250817-145755_PneumoniaMNIST/manifest.json
new file mode 100644
index 0000000000000000000000000000000000000000..a9652626d36145c311d7468be3ebe87bf9a16492
--- /dev/null
+++ b/sweep/PneumoniaMNIST/20250817-145755_PneumoniaMNIST/manifest.json
@@ -0,0 +1,35 @@
+{
+  "class_names": [
+    "normal",
+    "pneumonia"
+  ],
+  "dataset_name": "PneumoniaMNIST",
+  "environment": {
+    "cpu_count": 12,
+    "cuda_available": true,
+    "cuda_device": "NVIDIA A100-SXM4-40GB",
+    "memory_gb": 83.48,
+    "platform": "Linux-6.1.123+-x86_64-with-glibc2.35",
+    "python": "3.11.13 (main, Jun  4 2025, 08:57:29) [GCC 11.4.0]",
+    "torch": "2.6.0+cu124"
+  },
+  "models": {
+    "constellation": {
+      "params": 15689
+    },
+    "diagnostic_head": {
+      "params": 7681
+    },
+    "encoder": {
+      "params": 429897
+    }
+  },
+  "num_classes": 2,
+  "repo_id": "AbstractPhil/pentachora-multi-channel-frequency-encoded",
+  "results": {
+    "best_epoch": 10,
+    "best_test_accuracy": 0.7852564102564102
+  },
+  "subdirectory": "sweep/PneumoniaMNIST/20250817-145755_PneumoniaMNIST",
+  "timestamp": "20250817-145755"
+}
\ No newline at end of file
diff --git a/sweep/PneumoniaMNIST/20250817-145755_PneumoniaMNIST/plots/accuracy.png b/sweep/PneumoniaMNIST/20250817-145755_PneumoniaMNIST/plots/accuracy.png
new file mode 100644
index 0000000000000000000000000000000000000000..7af2494da7fa55e6ee6a9d71e691a5be6de84a09
Binary files /dev/null and b/sweep/PneumoniaMNIST/20250817-145755_PneumoniaMNIST/plots/accuracy.png differ
diff --git a/sweep/PneumoniaMNIST/20250817-145755_PneumoniaMNIST/plots/best_confusion_bloodmnist_epoch_10.png b/sweep/PneumoniaMNIST/20250817-145755_PneumoniaMNIST/plots/best_confusion_bloodmnist_epoch_10.png
new file mode 100644
index 0000000000000000000000000000000000000000..4e45c3420ce3bf196bbaf50437af280a80a5d745
--- /dev/null
+++ b/sweep/PneumoniaMNIST/20250817-145755_PneumoniaMNIST/plots/best_confusion_bloodmnist_epoch_10.png
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:86fdf4dc5d29ee9b3496c78b3f69201358e744ae666dfabb35c94060aeb2dd1e
+size 113279
diff --git a/sweep/PneumoniaMNIST/20250817-145755_PneumoniaMNIST/plots/best_confusion_emnist_epoch_10.png b/sweep/PneumoniaMNIST/20250817-145755_PneumoniaMNIST/plots/best_confusion_emnist_epoch_10.png
new file mode 100644
index 0000000000000000000000000000000000000000..b41a8076fb08c02bb23c6893fc7b0e089de05a18
--- /dev/null
+++ b/sweep/PneumoniaMNIST/20250817-145755_PneumoniaMNIST/plots/best_confusion_emnist_epoch_10.png
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:fb0eed672a887aa95ca82b189ee48391c8cfdcd60d3f7116b70819a656aaad4d
+size 313215
diff --git a/sweep/PneumoniaMNIST/20250817-145755_PneumoniaMNIST/plots/best_confusion_epoch_10.png b/sweep/PneumoniaMNIST/20250817-145755_PneumoniaMNIST/plots/best_confusion_epoch_10.png
new file mode 100644
index 0000000000000000000000000000000000000000..3d0410fc726b4940defa640a49aef2e0da95ff33
Binary files /dev/null and b/sweep/PneumoniaMNIST/20250817-145755_PneumoniaMNIST/plots/best_confusion_epoch_10.png differ
diff --git a/sweep/PneumoniaMNIST/20250817-145755_PneumoniaMNIST/plots/best_confusion_epoch_13.png b/sweep/PneumoniaMNIST/20250817-145755_PneumoniaMNIST/plots/best_confusion_epoch_13.png
new file mode 100644
index 0000000000000000000000000000000000000000..5bee46265f2c3daca06e84dadab686251df2e9b7
Binary files /dev/null and b/sweep/PneumoniaMNIST/20250817-145755_PneumoniaMNIST/plots/best_confusion_epoch_13.png differ
diff --git a/sweep/PneumoniaMNIST/20250817-145755_PneumoniaMNIST/plots/best_confusion_epoch_14.png b/sweep/PneumoniaMNIST/20250817-145755_PneumoniaMNIST/plots/best_confusion_epoch_14.png
new file mode 100644
index 0000000000000000000000000000000000000000..6d3576e8868fe9d5c6d4b3e4ba658dd623e3c578
Binary files /dev/null and b/sweep/PneumoniaMNIST/20250817-145755_PneumoniaMNIST/plots/best_confusion_epoch_14.png differ
diff --git a/sweep/PneumoniaMNIST/20250817-145755_PneumoniaMNIST/plots/best_confusion_epoch_16.png b/sweep/PneumoniaMNIST/20250817-145755_PneumoniaMNIST/plots/best_confusion_epoch_16.png
new file mode 100644
index 0000000000000000000000000000000000000000..1d160cb483512361b109a605f406808b78955131
Binary files /dev/null and b/sweep/PneumoniaMNIST/20250817-145755_PneumoniaMNIST/plots/best_confusion_epoch_16.png differ
diff --git a/sweep/PneumoniaMNIST/20250817-145755_PneumoniaMNIST/plots/best_confusion_epoch_17.png b/sweep/PneumoniaMNIST/20250817-145755_PneumoniaMNIST/plots/best_confusion_epoch_17.png
new file mode 100644
index 0000000000000000000000000000000000000000..7c3bbb01a6584be38303bb9528bd094d476970fb
Binary files /dev/null and b/sweep/PneumoniaMNIST/20250817-145755_PneumoniaMNIST/plots/best_confusion_epoch_17.png differ
diff --git a/sweep/PneumoniaMNIST/20250817-145755_PneumoniaMNIST/plots/best_confusion_epoch_18.png b/sweep/PneumoniaMNIST/20250817-145755_PneumoniaMNIST/plots/best_confusion_epoch_18.png
new file mode 100644
index 0000000000000000000000000000000000000000..96bb87f3d104491a1fe55ce1863ffb6987a5f298
--- /dev/null
+++ b/sweep/PneumoniaMNIST/20250817-145755_PneumoniaMNIST/plots/best_confusion_epoch_18.png
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:a941e277c0d8887349727bce1785fb1c6452c6490df7cadb2b83d57a18d0c353
+size 112793
diff --git a/sweep/PneumoniaMNIST/20250817-145755_PneumoniaMNIST/plots/best_confusion_epoch_19.png b/sweep/PneumoniaMNIST/20250817-145755_PneumoniaMNIST/plots/best_confusion_epoch_19.png
new file mode 100644
index 0000000000000000000000000000000000000000..aa8f4ac430be1e5b8eb6700034f2da0727cb1e6f
Binary files /dev/null and b/sweep/PneumoniaMNIST/20250817-145755_PneumoniaMNIST/plots/best_confusion_epoch_19.png differ
diff --git a/sweep/PneumoniaMNIST/20250817-145755_PneumoniaMNIST/plots/best_confusion_epoch_20.png b/sweep/PneumoniaMNIST/20250817-145755_PneumoniaMNIST/plots/best_confusion_epoch_20.png
new file mode 100644
index 0000000000000000000000000000000000000000..de93a35f7094d2726904a16ae573b22dbba6820d
Binary files /dev/null and b/sweep/PneumoniaMNIST/20250817-145755_PneumoniaMNIST/plots/best_confusion_epoch_20.png differ
diff --git a/sweep/PneumoniaMNIST/20250817-145755_PneumoniaMNIST/plots/best_confusion_epoch_37.png b/sweep/PneumoniaMNIST/20250817-145755_PneumoniaMNIST/plots/best_confusion_epoch_37.png
new file mode 100644
index 0000000000000000000000000000000000000000..c527e3f2fc8d01d95ed9228895754cf058231058
Binary files /dev/null and b/sweep/PneumoniaMNIST/20250817-145755_PneumoniaMNIST/plots/best_confusion_epoch_37.png differ
diff --git a/sweep/PneumoniaMNIST/20250817-145755_PneumoniaMNIST/plots/best_confusion_epoch_7.png b/sweep/PneumoniaMNIST/20250817-145755_PneumoniaMNIST/plots/best_confusion_epoch_7.png
new file mode 100644
index 0000000000000000000000000000000000000000..56afaa9d74ea0cdf6970cd24f036410e7d1527e5
--- /dev/null
+++ b/sweep/PneumoniaMNIST/20250817-145755_PneumoniaMNIST/plots/best_confusion_epoch_7.png
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:ff686bd4da08d051d3cfbba8812e80fc52c1bcb112cfad6e95d3e18384b4593c
+size 127250
diff --git a/sweep/PneumoniaMNIST/20250817-145755_PneumoniaMNIST/plots/best_confusion_fashionmnist_epoch_10.png b/sweep/PneumoniaMNIST/20250817-145755_PneumoniaMNIST/plots/best_confusion_fashionmnist_epoch_10.png
new file mode 100644
index 0000000000000000000000000000000000000000..797e6756f4780d897330a80b6185ac9589f0452f
--- /dev/null
+++ b/sweep/PneumoniaMNIST/20250817-145755_PneumoniaMNIST/plots/best_confusion_fashionmnist_epoch_10.png
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:00d501420bf6523e45a44916c427b4b0050afef176c3373ba85e837c81da7bc2
+size 131300
diff --git a/sweep/PneumoniaMNIST/20250817-145755_PneumoniaMNIST/plots/best_confusion_kmnist_epoch_9.png b/sweep/PneumoniaMNIST/20250817-145755_PneumoniaMNIST/plots/best_confusion_kmnist_epoch_9.png
new file mode 100644
index 0000000000000000000000000000000000000000..1a7000deab7280c88f997e8fbadc7aa2909095cc
Binary files /dev/null and b/sweep/PneumoniaMNIST/20250817-145755_PneumoniaMNIST/plots/best_confusion_kmnist_epoch_9.png differ
diff --git a/sweep/PneumoniaMNIST/20250817-145755_PneumoniaMNIST/plots/best_confusion_mnist_epoch_9.png b/sweep/PneumoniaMNIST/20250817-145755_PneumoniaMNIST/plots/best_confusion_mnist_epoch_9.png
new file mode 100644
index 0000000000000000000000000000000000000000..150550dff5665683523246ae3a72137d99f0aebb
Binary files /dev/null and b/sweep/PneumoniaMNIST/20250817-145755_PneumoniaMNIST/plots/best_confusion_mnist_epoch_9.png differ
diff --git a/sweep/PneumoniaMNIST/20250817-145755_PneumoniaMNIST/plots/best_confusion_octmnist_epoch_10.png b/sweep/PneumoniaMNIST/20250817-145755_PneumoniaMNIST/plots/best_confusion_octmnist_epoch_10.png
new file mode 100644
index 0000000000000000000000000000000000000000..731c9119a6d667a90d91a9bc8e774aa04e3b7251
Binary files /dev/null and b/sweep/PneumoniaMNIST/20250817-145755_PneumoniaMNIST/plots/best_confusion_octmnist_epoch_10.png differ
diff --git a/sweep/PneumoniaMNIST/20250817-145755_PneumoniaMNIST/plots/best_confusion_pathmnist_epoch_9.png b/sweep/PneumoniaMNIST/20250817-145755_PneumoniaMNIST/plots/best_confusion_pathmnist_epoch_9.png
new file mode 100644
index 0000000000000000000000000000000000000000..901f55a8c7e77860e8ce80b32f2a0880cd54f2f8
--- /dev/null
+++ b/sweep/PneumoniaMNIST/20250817-145755_PneumoniaMNIST/plots/best_confusion_pathmnist_epoch_9.png
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:ab374bb1d79d84adbcf13c8b0966f686068a7f96459fa19ebdb6da3d6bb8b440
+size 132713
diff --git a/sweep/PneumoniaMNIST/20250817-145755_PneumoniaMNIST/plots/best_confusion_pneumoniamnist_epoch_10.png b/sweep/PneumoniaMNIST/20250817-145755_PneumoniaMNIST/plots/best_confusion_pneumoniamnist_epoch_10.png
new file mode 100644
index 0000000000000000000000000000000000000000..a7a9cb64e4e77bde2aefd1f988cd9712b7781de6
Binary files /dev/null and b/sweep/PneumoniaMNIST/20250817-145755_PneumoniaMNIST/plots/best_confusion_pneumoniamnist_epoch_10.png differ
diff --git a/sweep/PneumoniaMNIST/20250817-145755_PneumoniaMNIST/plots/best_confusion_qmnist_epoch_10.png b/sweep/PneumoniaMNIST/20250817-145755_PneumoniaMNIST/plots/best_confusion_qmnist_epoch_10.png
new file mode 100644
index 0000000000000000000000000000000000000000..cff43b7a1116eb0feb3051a0e9ba6b34a443ab2f
--- /dev/null
+++ b/sweep/PneumoniaMNIST/20250817-145755_PneumoniaMNIST/plots/best_confusion_qmnist_epoch_10.png
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:5834b3153e3be07d70ba7256feed33d18b9597b60db74c1baeef08ff7941d6c9
+size 101097
diff --git a/sweep/PneumoniaMNIST/20250817-145755_PneumoniaMNIST/plots/confusion_epoch_1.png b/sweep/PneumoniaMNIST/20250817-145755_PneumoniaMNIST/plots/confusion_epoch_1.png
new file mode 100644
index 0000000000000000000000000000000000000000..01639680b1e0fabef626cb7855d7c0676c4ddc96
Binary files /dev/null and b/sweep/PneumoniaMNIST/20250817-145755_PneumoniaMNIST/plots/confusion_epoch_1.png differ
diff --git a/sweep/PneumoniaMNIST/20250817-145755_PneumoniaMNIST/plots/confusion_epoch_10.png b/sweep/PneumoniaMNIST/20250817-145755_PneumoniaMNIST/plots/confusion_epoch_10.png
new file mode 100644
index 0000000000000000000000000000000000000000..4f14fbbb9d37c6e715916662e422fa7e8a88f5a0
Binary files /dev/null and b/sweep/PneumoniaMNIST/20250817-145755_PneumoniaMNIST/plots/confusion_epoch_10.png differ
diff --git a/sweep/PneumoniaMNIST/20250817-145755_PneumoniaMNIST/plots/confusion_epoch_11.png b/sweep/PneumoniaMNIST/20250817-145755_PneumoniaMNIST/plots/confusion_epoch_11.png
new file mode 100644
index 0000000000000000000000000000000000000000..be5046cb5835272dc99d3d96ac0bbb8377eb64cc
Binary files /dev/null and b/sweep/PneumoniaMNIST/20250817-145755_PneumoniaMNIST/plots/confusion_epoch_11.png differ
diff --git a/sweep/PneumoniaMNIST/20250817-145755_PneumoniaMNIST/plots/confusion_epoch_12.png b/sweep/PneumoniaMNIST/20250817-145755_PneumoniaMNIST/plots/confusion_epoch_12.png
new file mode 100644
index 0000000000000000000000000000000000000000..3e9e05dd082e51cfaaef077ce3a06c82c5d8b1dc
Binary files /dev/null and b/sweep/PneumoniaMNIST/20250817-145755_PneumoniaMNIST/plots/confusion_epoch_12.png differ
diff --git a/sweep/PneumoniaMNIST/20250817-145755_PneumoniaMNIST/plots/confusion_epoch_13.png b/sweep/PneumoniaMNIST/20250817-145755_PneumoniaMNIST/plots/confusion_epoch_13.png
new file mode 100644
index 0000000000000000000000000000000000000000..173c8e95c37d63e4184a11a8ead9bfa2308983af
Binary files /dev/null and b/sweep/PneumoniaMNIST/20250817-145755_PneumoniaMNIST/plots/confusion_epoch_13.png differ
diff --git a/sweep/PneumoniaMNIST/20250817-145755_PneumoniaMNIST/plots/confusion_epoch_14.png b/sweep/PneumoniaMNIST/20250817-145755_PneumoniaMNIST/plots/confusion_epoch_14.png
new file mode 100644
index 0000000000000000000000000000000000000000..32b942060190c2c4ad651a2ea1820f0382c9c735
Binary files /dev/null and b/sweep/PneumoniaMNIST/20250817-145755_PneumoniaMNIST/plots/confusion_epoch_14.png differ
diff --git a/sweep/PneumoniaMNIST/20250817-145755_PneumoniaMNIST/plots/confusion_epoch_15.png b/sweep/PneumoniaMNIST/20250817-145755_PneumoniaMNIST/plots/confusion_epoch_15.png
new file mode 100644
index 0000000000000000000000000000000000000000..8418e279267a6cf7806788e6428c28037ad42127
Binary files /dev/null and b/sweep/PneumoniaMNIST/20250817-145755_PneumoniaMNIST/plots/confusion_epoch_15.png differ
diff --git a/sweep/PneumoniaMNIST/20250817-145755_PneumoniaMNIST/plots/confusion_epoch_16.png b/sweep/PneumoniaMNIST/20250817-145755_PneumoniaMNIST/plots/confusion_epoch_16.png
new file mode 100644
index 0000000000000000000000000000000000000000..626ef9a796918f2c8569bebfd9df43bdfe234f4a
Binary files /dev/null and b/sweep/PneumoniaMNIST/20250817-145755_PneumoniaMNIST/plots/confusion_epoch_16.png differ
diff --git a/sweep/PneumoniaMNIST/20250817-145755_PneumoniaMNIST/plots/confusion_epoch_17.png b/sweep/PneumoniaMNIST/20250817-145755_PneumoniaMNIST/plots/confusion_epoch_17.png
new file mode 100644
index 0000000000000000000000000000000000000000..7af8d9935f02882293465240345641ee8040236c
Binary files /dev/null and b/sweep/PneumoniaMNIST/20250817-145755_PneumoniaMNIST/plots/confusion_epoch_17.png differ
diff --git a/sweep/PneumoniaMNIST/20250817-145755_PneumoniaMNIST/plots/confusion_epoch_18.png b/sweep/PneumoniaMNIST/20250817-145755_PneumoniaMNIST/plots/confusion_epoch_18.png
new file mode 100644
index 0000000000000000000000000000000000000000..fa7921a1859498b8f50ba30c3680b7ba6b2f89e6
Binary files /dev/null and b/sweep/PneumoniaMNIST/20250817-145755_PneumoniaMNIST/plots/confusion_epoch_18.png differ
diff --git a/sweep/PneumoniaMNIST/20250817-145755_PneumoniaMNIST/plots/confusion_epoch_19.png b/sweep/PneumoniaMNIST/20250817-145755_PneumoniaMNIST/plots/confusion_epoch_19.png
new file mode 100644
index 0000000000000000000000000000000000000000..297fe0970cf2819df7d86df693154468af544bff
Binary files /dev/null and b/sweep/PneumoniaMNIST/20250817-145755_PneumoniaMNIST/plots/confusion_epoch_19.png differ
diff --git a/sweep/PneumoniaMNIST/20250817-145755_PneumoniaMNIST/plots/confusion_epoch_2.png b/sweep/PneumoniaMNIST/20250817-145755_PneumoniaMNIST/plots/confusion_epoch_2.png
new file mode 100644
index 0000000000000000000000000000000000000000..6b0d424134638160786a3f5cc3882e8b47299220
Binary files /dev/null and b/sweep/PneumoniaMNIST/20250817-145755_PneumoniaMNIST/plots/confusion_epoch_2.png differ
diff --git a/sweep/PneumoniaMNIST/20250817-145755_PneumoniaMNIST/plots/confusion_epoch_20.png b/sweep/PneumoniaMNIST/20250817-145755_PneumoniaMNIST/plots/confusion_epoch_20.png
new file mode 100644
index 0000000000000000000000000000000000000000..84ee990a49408b2eefb0c35872bc9d82c129b909
Binary files /dev/null and b/sweep/PneumoniaMNIST/20250817-145755_PneumoniaMNIST/plots/confusion_epoch_20.png differ
diff --git a/sweep/PneumoniaMNIST/20250817-145755_PneumoniaMNIST/plots/confusion_epoch_21.png b/sweep/PneumoniaMNIST/20250817-145755_PneumoniaMNIST/plots/confusion_epoch_21.png
new file mode 100644
index 0000000000000000000000000000000000000000..7deb740d4685097a4ed478145b3de6833c60f712
Binary files /dev/null and b/sweep/PneumoniaMNIST/20250817-145755_PneumoniaMNIST/plots/confusion_epoch_21.png differ
diff --git a/sweep/PneumoniaMNIST/20250817-145755_PneumoniaMNIST/plots/confusion_epoch_22.png b/sweep/PneumoniaMNIST/20250817-145755_PneumoniaMNIST/plots/confusion_epoch_22.png
new file mode 100644
index 0000000000000000000000000000000000000000..2019d8b8d4c02647e1aec82a402954e25c0ab3f2
Binary files /dev/null and b/sweep/PneumoniaMNIST/20250817-145755_PneumoniaMNIST/plots/confusion_epoch_22.png differ
diff --git a/sweep/PneumoniaMNIST/20250817-145755_PneumoniaMNIST/plots/confusion_epoch_23.png b/sweep/PneumoniaMNIST/20250817-145755_PneumoniaMNIST/plots/confusion_epoch_23.png
new file mode 100644
index 0000000000000000000000000000000000000000..2c5de217196c25a65d13739335193c248f2d961d
Binary files /dev/null and b/sweep/PneumoniaMNIST/20250817-145755_PneumoniaMNIST/plots/confusion_epoch_23.png differ
diff --git a/sweep/PneumoniaMNIST/20250817-145755_PneumoniaMNIST/plots/confusion_epoch_24.png b/sweep/PneumoniaMNIST/20250817-145755_PneumoniaMNIST/plots/confusion_epoch_24.png
new file mode 100644
index 0000000000000000000000000000000000000000..4eccb153cce28766ac4132846159a16567da4a7f
Binary files /dev/null and b/sweep/PneumoniaMNIST/20250817-145755_PneumoniaMNIST/plots/confusion_epoch_24.png differ
diff --git a/sweep/PneumoniaMNIST/20250817-145755_PneumoniaMNIST/plots/confusion_epoch_25.png b/sweep/PneumoniaMNIST/20250817-145755_PneumoniaMNIST/plots/confusion_epoch_25.png
new file mode 100644
index 0000000000000000000000000000000000000000..4178637c6ce5f2c75ba64554d38b68385e7910ee
Binary files /dev/null and b/sweep/PneumoniaMNIST/20250817-145755_PneumoniaMNIST/plots/confusion_epoch_25.png differ
diff --git a/sweep/PneumoniaMNIST/20250817-145755_PneumoniaMNIST/plots/confusion_epoch_26.png b/sweep/PneumoniaMNIST/20250817-145755_PneumoniaMNIST/plots/confusion_epoch_26.png
new file mode 100644
index 0000000000000000000000000000000000000000..4044d488910dc78ad711c427ccfd1008dc4ed574
Binary files /dev/null and b/sweep/PneumoniaMNIST/20250817-145755_PneumoniaMNIST/plots/confusion_epoch_26.png differ
diff --git a/sweep/PneumoniaMNIST/20250817-145755_PneumoniaMNIST/plots/confusion_epoch_27.png b/sweep/PneumoniaMNIST/20250817-145755_PneumoniaMNIST/plots/confusion_epoch_27.png
new file mode 100644
index 0000000000000000000000000000000000000000..46151ea3271d4dad56c6c0e6634a737bb5352816
Binary files /dev/null and b/sweep/PneumoniaMNIST/20250817-145755_PneumoniaMNIST/plots/confusion_epoch_27.png differ
diff --git a/sweep/PneumoniaMNIST/20250817-145755_PneumoniaMNIST/plots/confusion_epoch_28.png b/sweep/PneumoniaMNIST/20250817-145755_PneumoniaMNIST/plots/confusion_epoch_28.png
new file mode 100644
index 0000000000000000000000000000000000000000..3d6349e935efab230e836ad78dc9bf4056304bca
Binary files /dev/null and b/sweep/PneumoniaMNIST/20250817-145755_PneumoniaMNIST/plots/confusion_epoch_28.png differ
diff --git a/sweep/PneumoniaMNIST/20250817-145755_PneumoniaMNIST/plots/confusion_epoch_29.png b/sweep/PneumoniaMNIST/20250817-145755_PneumoniaMNIST/plots/confusion_epoch_29.png
new file mode 100644
index 0000000000000000000000000000000000000000..3661f8dbdef8de6d9d8784635cb28f2f34dd89d2
Binary files /dev/null and b/sweep/PneumoniaMNIST/20250817-145755_PneumoniaMNIST/plots/confusion_epoch_29.png differ
diff --git a/sweep/PneumoniaMNIST/20250817-145755_PneumoniaMNIST/plots/confusion_epoch_3.png b/sweep/PneumoniaMNIST/20250817-145755_PneumoniaMNIST/plots/confusion_epoch_3.png
new file mode 100644
index 0000000000000000000000000000000000000000..3952d5af11e23b4baf7d4eaab97717db43782ffe
Binary files /dev/null and b/sweep/PneumoniaMNIST/20250817-145755_PneumoniaMNIST/plots/confusion_epoch_3.png differ
diff --git a/sweep/PneumoniaMNIST/20250817-145755_PneumoniaMNIST/plots/confusion_epoch_30.png b/sweep/PneumoniaMNIST/20250817-145755_PneumoniaMNIST/plots/confusion_epoch_30.png
new file mode 100644
index 0000000000000000000000000000000000000000..d68e21deacfdf8481ef627e386da085803d0d191
Binary files /dev/null and b/sweep/PneumoniaMNIST/20250817-145755_PneumoniaMNIST/plots/confusion_epoch_30.png differ
diff --git a/sweep/PneumoniaMNIST/20250817-145755_PneumoniaMNIST/plots/confusion_epoch_31.png b/sweep/PneumoniaMNIST/20250817-145755_PneumoniaMNIST/plots/confusion_epoch_31.png
new file mode 100644
index 0000000000000000000000000000000000000000..722d65ad39a284997b4777ec61056e1c9703f203
Binary files /dev/null and b/sweep/PneumoniaMNIST/20250817-145755_PneumoniaMNIST/plots/confusion_epoch_31.png differ
diff --git a/sweep/PneumoniaMNIST/20250817-145755_PneumoniaMNIST/plots/confusion_epoch_32.png b/sweep/PneumoniaMNIST/20250817-145755_PneumoniaMNIST/plots/confusion_epoch_32.png
new file mode 100644
index 0000000000000000000000000000000000000000..538920da4f34aec145d66278fa9cf9083ab36dc6
Binary files /dev/null and b/sweep/PneumoniaMNIST/20250817-145755_PneumoniaMNIST/plots/confusion_epoch_32.png differ
diff --git a/sweep/PneumoniaMNIST/20250817-145755_PneumoniaMNIST/plots/confusion_epoch_33.png b/sweep/PneumoniaMNIST/20250817-145755_PneumoniaMNIST/plots/confusion_epoch_33.png
new file mode 100644
index 0000000000000000000000000000000000000000..abaa0786c7ae928da68bc5e114c0d4b0b78ab811
Binary files /dev/null and b/sweep/PneumoniaMNIST/20250817-145755_PneumoniaMNIST/plots/confusion_epoch_33.png differ
diff --git a/sweep/PneumoniaMNIST/20250817-145755_PneumoniaMNIST/plots/confusion_epoch_34.png b/sweep/PneumoniaMNIST/20250817-145755_PneumoniaMNIST/plots/confusion_epoch_34.png
new file mode 100644
index 0000000000000000000000000000000000000000..1b289c30a180f30f81698b1511dcda2e1cdf1117
Binary files /dev/null and b/sweep/PneumoniaMNIST/20250817-145755_PneumoniaMNIST/plots/confusion_epoch_34.png differ
diff --git a/sweep/PneumoniaMNIST/20250817-145755_PneumoniaMNIST/plots/confusion_epoch_35.png b/sweep/PneumoniaMNIST/20250817-145755_PneumoniaMNIST/plots/confusion_epoch_35.png
new file mode 100644
index 0000000000000000000000000000000000000000..a8e576c7da5d67457b0e850936a3dfbe68256f2b
Binary files /dev/null and b/sweep/PneumoniaMNIST/20250817-145755_PneumoniaMNIST/plots/confusion_epoch_35.png differ
diff --git a/sweep/PneumoniaMNIST/20250817-145755_PneumoniaMNIST/plots/confusion_epoch_36.png b/sweep/PneumoniaMNIST/20250817-145755_PneumoniaMNIST/plots/confusion_epoch_36.png
new file mode 100644
index 0000000000000000000000000000000000000000..98b3ad8ad9026b4c221ead8c83df297c2eb06102
Binary files /dev/null and b/sweep/PneumoniaMNIST/20250817-145755_PneumoniaMNIST/plots/confusion_epoch_36.png differ
diff --git a/sweep/PneumoniaMNIST/20250817-145755_PneumoniaMNIST/plots/confusion_epoch_37.png b/sweep/PneumoniaMNIST/20250817-145755_PneumoniaMNIST/plots/confusion_epoch_37.png
new file mode 100644
index 0000000000000000000000000000000000000000..920c6958d3e69e44d99b546c10b379153337dd73
Binary files /dev/null and b/sweep/PneumoniaMNIST/20250817-145755_PneumoniaMNIST/plots/confusion_epoch_37.png differ
diff --git a/sweep/PneumoniaMNIST/20250817-145755_PneumoniaMNIST/plots/confusion_epoch_38.png b/sweep/PneumoniaMNIST/20250817-145755_PneumoniaMNIST/plots/confusion_epoch_38.png
new file mode 100644
index 0000000000000000000000000000000000000000..90337838e9b318e3caef2968dae7c80b38871264
Binary files /dev/null and b/sweep/PneumoniaMNIST/20250817-145755_PneumoniaMNIST/plots/confusion_epoch_38.png differ
diff --git a/sweep/PneumoniaMNIST/20250817-145755_PneumoniaMNIST/plots/confusion_epoch_39.png b/sweep/PneumoniaMNIST/20250817-145755_PneumoniaMNIST/plots/confusion_epoch_39.png
new file mode 100644
index 0000000000000000000000000000000000000000..8d574d38262667c6dd3da42be1c8d41e01c2138a
Binary files /dev/null and b/sweep/PneumoniaMNIST/20250817-145755_PneumoniaMNIST/plots/confusion_epoch_39.png differ
diff --git a/sweep/PneumoniaMNIST/20250817-145755_PneumoniaMNIST/plots/confusion_epoch_4.png b/sweep/PneumoniaMNIST/20250817-145755_PneumoniaMNIST/plots/confusion_epoch_4.png
new file mode 100644
index 0000000000000000000000000000000000000000..5d46b3419c9b0c9543c4e942bc689eb8b9ace78d
Binary files /dev/null and b/sweep/PneumoniaMNIST/20250817-145755_PneumoniaMNIST/plots/confusion_epoch_4.png differ
diff --git a/sweep/PneumoniaMNIST/20250817-145755_PneumoniaMNIST/plots/confusion_epoch_40.png b/sweep/PneumoniaMNIST/20250817-145755_PneumoniaMNIST/plots/confusion_epoch_40.png
new file mode 100644
index 0000000000000000000000000000000000000000..0aebbf0afbefc318ea9e52646a0664f489deffb9
Binary files /dev/null and b/sweep/PneumoniaMNIST/20250817-145755_PneumoniaMNIST/plots/confusion_epoch_40.png differ
diff --git a/sweep/PneumoniaMNIST/20250817-145755_PneumoniaMNIST/plots/confusion_epoch_41.png b/sweep/PneumoniaMNIST/20250817-145755_PneumoniaMNIST/plots/confusion_epoch_41.png
new file mode 100644
index 0000000000000000000000000000000000000000..c7c87e68a7911c84ee65ee659d909a8287d4cabd
Binary files /dev/null and b/sweep/PneumoniaMNIST/20250817-145755_PneumoniaMNIST/plots/confusion_epoch_41.png differ
diff --git a/sweep/PneumoniaMNIST/20250817-145755_PneumoniaMNIST/plots/confusion_epoch_42.png b/sweep/PneumoniaMNIST/20250817-145755_PneumoniaMNIST/plots/confusion_epoch_42.png
new file mode 100644
index 0000000000000000000000000000000000000000..ed5406e784f1f6d10ddda0905b98d305c81972a1
Binary files /dev/null and b/sweep/PneumoniaMNIST/20250817-145755_PneumoniaMNIST/plots/confusion_epoch_42.png differ
diff --git a/sweep/PneumoniaMNIST/20250817-145755_PneumoniaMNIST/plots/confusion_epoch_43.png b/sweep/PneumoniaMNIST/20250817-145755_PneumoniaMNIST/plots/confusion_epoch_43.png
new file mode 100644
index 0000000000000000000000000000000000000000..9ceebae9edbfd2096f52c44594302c8f127dcc17
Binary files /dev/null and b/sweep/PneumoniaMNIST/20250817-145755_PneumoniaMNIST/plots/confusion_epoch_43.png differ
diff --git a/sweep/PneumoniaMNIST/20250817-145755_PneumoniaMNIST/plots/confusion_epoch_44.png b/sweep/PneumoniaMNIST/20250817-145755_PneumoniaMNIST/plots/confusion_epoch_44.png
new file mode 100644
index 0000000000000000000000000000000000000000..ab6b3c7bee997069ff22b9ff2e8f66948c947d6b
Binary files /dev/null and b/sweep/PneumoniaMNIST/20250817-145755_PneumoniaMNIST/plots/confusion_epoch_44.png differ
diff --git a/sweep/PneumoniaMNIST/20250817-145755_PneumoniaMNIST/plots/confusion_epoch_45.png b/sweep/PneumoniaMNIST/20250817-145755_PneumoniaMNIST/plots/confusion_epoch_45.png
new file mode 100644
index 0000000000000000000000000000000000000000..44c0b5703167ff95569b38232ce8501f8fb9bea2
Binary files /dev/null and b/sweep/PneumoniaMNIST/20250817-145755_PneumoniaMNIST/plots/confusion_epoch_45.png differ
diff --git a/sweep/PneumoniaMNIST/20250817-145755_PneumoniaMNIST/plots/confusion_epoch_46.png b/sweep/PneumoniaMNIST/20250817-145755_PneumoniaMNIST/plots/confusion_epoch_46.png
new file mode 100644
index 0000000000000000000000000000000000000000..3c64705ae8a3eccebba8f77dbdf73af3a9ef441e
Binary files /dev/null and b/sweep/PneumoniaMNIST/20250817-145755_PneumoniaMNIST/plots/confusion_epoch_46.png differ
diff --git a/sweep/PneumoniaMNIST/20250817-145755_PneumoniaMNIST/plots/confusion_epoch_47.png b/sweep/PneumoniaMNIST/20250817-145755_PneumoniaMNIST/plots/confusion_epoch_47.png
new file mode 100644
index 0000000000000000000000000000000000000000..14699d9e422cdbcf23d16e10dd7a21adecbf9f6b
Binary files /dev/null and b/sweep/PneumoniaMNIST/20250817-145755_PneumoniaMNIST/plots/confusion_epoch_47.png differ
diff --git a/sweep/PneumoniaMNIST/20250817-145755_PneumoniaMNIST/plots/confusion_epoch_48.png b/sweep/PneumoniaMNIST/20250817-145755_PneumoniaMNIST/plots/confusion_epoch_48.png
new file mode 100644
index 0000000000000000000000000000000000000000..4dc3af8520252347d9c82360d30264f6450a24f2
Binary files /dev/null and b/sweep/PneumoniaMNIST/20250817-145755_PneumoniaMNIST/plots/confusion_epoch_48.png differ
diff --git a/sweep/PneumoniaMNIST/20250817-145755_PneumoniaMNIST/plots/confusion_epoch_49.png b/sweep/PneumoniaMNIST/20250817-145755_PneumoniaMNIST/plots/confusion_epoch_49.png
new file mode 100644
index 0000000000000000000000000000000000000000..6f5a80e40743ecd30fc0b3ef62ba5432d6e0c49b
Binary files /dev/null and b/sweep/PneumoniaMNIST/20250817-145755_PneumoniaMNIST/plots/confusion_epoch_49.png differ
diff --git a/sweep/PneumoniaMNIST/20250817-145755_PneumoniaMNIST/plots/confusion_epoch_5.png b/sweep/PneumoniaMNIST/20250817-145755_PneumoniaMNIST/plots/confusion_epoch_5.png
new file mode 100644
index 0000000000000000000000000000000000000000..5985daad28482ae25d40580bf581fe6b10caff22
Binary files /dev/null and b/sweep/PneumoniaMNIST/20250817-145755_PneumoniaMNIST/plots/confusion_epoch_5.png differ
diff --git a/sweep/PneumoniaMNIST/20250817-145755_PneumoniaMNIST/plots/confusion_epoch_50.png b/sweep/PneumoniaMNIST/20250817-145755_PneumoniaMNIST/plots/confusion_epoch_50.png
new file mode 100644
index 0000000000000000000000000000000000000000..bebfb7f3429ff776ed2dc7111e2f35207f8b3b13
Binary files /dev/null and b/sweep/PneumoniaMNIST/20250817-145755_PneumoniaMNIST/plots/confusion_epoch_50.png differ
diff --git a/sweep/PneumoniaMNIST/20250817-145755_PneumoniaMNIST/plots/confusion_epoch_6.png b/sweep/PneumoniaMNIST/20250817-145755_PneumoniaMNIST/plots/confusion_epoch_6.png
new file mode 100644
index 0000000000000000000000000000000000000000..d62897907758178d1bc328a745e741a862c04120
Binary files /dev/null and b/sweep/PneumoniaMNIST/20250817-145755_PneumoniaMNIST/plots/confusion_epoch_6.png differ
diff --git a/sweep/PneumoniaMNIST/20250817-145755_PneumoniaMNIST/plots/confusion_epoch_7.png b/sweep/PneumoniaMNIST/20250817-145755_PneumoniaMNIST/plots/confusion_epoch_7.png
new file mode 100644
index 0000000000000000000000000000000000000000..e2c26fbcb25538fe39c4982c1c89aa629f5875f8
Binary files /dev/null and b/sweep/PneumoniaMNIST/20250817-145755_PneumoniaMNIST/plots/confusion_epoch_7.png differ
diff --git a/sweep/PneumoniaMNIST/20250817-145755_PneumoniaMNIST/plots/confusion_epoch_8.png b/sweep/PneumoniaMNIST/20250817-145755_PneumoniaMNIST/plots/confusion_epoch_8.png
new file mode 100644
index 0000000000000000000000000000000000000000..635316a3d3d5661b6292672aec765a4634249fc4
Binary files /dev/null and b/sweep/PneumoniaMNIST/20250817-145755_PneumoniaMNIST/plots/confusion_epoch_8.png differ
diff --git a/sweep/PneumoniaMNIST/20250817-145755_PneumoniaMNIST/plots/confusion_epoch_9.png b/sweep/PneumoniaMNIST/20250817-145755_PneumoniaMNIST/plots/confusion_epoch_9.png
new file mode 100644
index 0000000000000000000000000000000000000000..e1df3521715fbf2415158dba5b6cf500b78c282a
Binary files /dev/null and b/sweep/PneumoniaMNIST/20250817-145755_PneumoniaMNIST/plots/confusion_epoch_9.png differ
diff --git a/sweep/PneumoniaMNIST/20250817-145755_PneumoniaMNIST/plots/lambda.png b/sweep/PneumoniaMNIST/20250817-145755_PneumoniaMNIST/plots/lambda.png
new file mode 100644
index 0000000000000000000000000000000000000000..aacafd5e373114b262e9a71979ba86e5e4c63d25
Binary files /dev/null and b/sweep/PneumoniaMNIST/20250817-145755_PneumoniaMNIST/plots/lambda.png differ
diff --git a/sweep/PneumoniaMNIST/20250817-145755_PneumoniaMNIST/plots/loss_components.png b/sweep/PneumoniaMNIST/20250817-145755_PneumoniaMNIST/plots/loss_components.png
new file mode 100644
index 0000000000000000000000000000000000000000..323d2ee4245553d0219fe79c4c7dbbbf42433212
Binary files /dev/null and b/sweep/PneumoniaMNIST/20250817-145755_PneumoniaMNIST/plots/loss_components.png differ
diff --git a/sweep/PneumoniaMNIST/20250817-145755_PneumoniaMNIST/tensorboard/events.out.tfevents.1755442660.5fef8660e4a5.56113.9 b/sweep/PneumoniaMNIST/20250817-145755_PneumoniaMNIST/tensorboard/events.out.tfevents.1755442660.5fef8660e4a5.56113.9
new file mode 100644
index 0000000000000000000000000000000000000000..57abfe6bef375b52fe2e311b9b9f627937b011ff
--- /dev/null
+++ b/sweep/PneumoniaMNIST/20250817-145755_PneumoniaMNIST/tensorboard/events.out.tfevents.1755442660.5fef8660e4a5.56113.9
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:50ffa730e461a41a98818086b98d2e8769b841745084bf9cc2aa796995e8d85b
+size 16472
diff --git a/sweep/PneumoniaMNIST/20250817-145755_PneumoniaMNIST/tensorboard_events.zip b/sweep/PneumoniaMNIST/20250817-145755_PneumoniaMNIST/tensorboard_events.zip
new file mode 100644
index 0000000000000000000000000000000000000000..9ae25ab21985612d8c354b834eb88a956032fd79
--- /dev/null
+++ b/sweep/PneumoniaMNIST/20250817-145755_PneumoniaMNIST/tensorboard_events.zip
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:9e43df09224a921483365b5f0b5ea04b3d41397d4142d6b183d6a4949bfa7ca4
+size 5958
diff --git a/sweep/PneumoniaMNIST/20250817-145755_PneumoniaMNIST/weights/constellation_PneumoniaMNIST.safetensors b/sweep/PneumoniaMNIST/20250817-145755_PneumoniaMNIST/weights/constellation_PneumoniaMNIST.safetensors
new file mode 100644
index 0000000000000000000000000000000000000000..2502942c0cc587f83d93f1728bdf446a71656c1b
--- /dev/null
+++ b/sweep/PneumoniaMNIST/20250817-145755_PneumoniaMNIST/weights/constellation_PneumoniaMNIST.safetensors
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:131f32a378a3564af2acb4c0638a6acd0bfb46c96fd0f6fc68e5887d13f19807
+size 65036
diff --git a/sweep/PneumoniaMNIST/20250817-145755_PneumoniaMNIST/weights/diagnostic_head_PneumoniaMNIST.safetensors b/sweep/PneumoniaMNIST/20250817-145755_PneumoniaMNIST/weights/diagnostic_head_PneumoniaMNIST.safetensors
new file mode 100644
index 0000000000000000000000000000000000000000..7f778bc79be5aa34139acb578cf74b8268bc986f
--- /dev/null
+++ b/sweep/PneumoniaMNIST/20250817-145755_PneumoniaMNIST/weights/diagnostic_head_PneumoniaMNIST.safetensors
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:2bccb8789cb6e513db03013ad1b0c836cc861691af059b0225293476848f4fa6
+size 31172
diff --git a/sweep/PneumoniaMNIST/20250817-145755_PneumoniaMNIST/weights/encoder_PneumoniaMNIST.safetensors b/sweep/PneumoniaMNIST/20250817-145755_PneumoniaMNIST/weights/encoder_PneumoniaMNIST.safetensors
new file mode 100644
index 0000000000000000000000000000000000000000..19ec4d33322593fbe130b676f9728c95bb0f98ee
--- /dev/null
+++ b/sweep/PneumoniaMNIST/20250817-145755_PneumoniaMNIST/weights/encoder_PneumoniaMNIST.safetensors
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:29d0ac1fa492b3f6f5c3ad4be3359a425a0cec2c4f4ef1a4669a991d230f2333
+size 1731664