Publish stopped run: training

README.md

@@ -0,0 +1,16 @@
+---
+license: bsd-3-clause
+tags: [fireviewer]
+---
+
+# ConvNeXt-Tiny · six catégories d’alerte
+
+Statut : **training**.
+
+Corpus : `fireviewer/fireviewer_fire_smoke_flame_v3_native`, révision `8c8b197fa1c928217529a04bff434fb70a66614e`.
+
+Classes : ['human_useful_fire', 'domestic_origin', 'suspect_origin', 'fire_road_urban', 'forest_natural_area_wildfire', 'negative'].
+
+Voir `data_receipt.json`, `gpu.json`, `training_setup.json` et les métriques de validation/test.
+
+Les checkpoints `best` et `last` sont conservés lorsqu’une époque a été évaluée. Une interruption avant la première validation ne produit pas de faux best.

architecture.json

@@ -0,0 +1,13 @@
+{
+  "architecture": "torchvision.convnext_tiny",
+  "weights": "IMAGENET1K_V1",
+  "classes": [
+    "human_useful_fire",
+    "domestic_origin",
+    "suspect_origin",
+    "fire_road_urban",
+    "forest_natural_area_wildfire",
+    "negative"
+  ],
+  "excluded_missing_labels": 191
+}

best.pth

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+version https://git-lfs.github.com/spec/v1
+oid sha256:c535fd1fb8c5b16bb5f561b1a10ef041eb6634b717ffe0590c7510740e0ac4cf
+size 334132459

class_mapping.json

@@ -0,0 +1,8 @@
+{
+  "0": "human_useful_fire",
+  "1": "domestic_origin",
+  "2": "suspect_origin",
+  "3": "fire_road_urban",
+  "4": "forest_natural_area_wildfire",
+  "5": "negative"
+}

compute_budget.json

@@ -0,0 +1,12 @@
+{
+  "estimated_compute_units": 1.3353026221672695,
+  "safety_compute_units": 1.6691282777090868,
+  "max_compute_units": 75.0,
+  "hours_until_training_stop": 29.414792462189993,
+  "rate_units_per_hour": 1.94,
+  "safety_factor": 1.25,
+  "export_reserve_units": 2.0,
+  "metering": "estimated from Colab displayed rate; not an official billing meter",
+  "training_deadline_utc": "2026-11-13T01:39:52.631289+00:00",
+  "release_deadline_utc": "2026-11-13T02:29:21.703454+00:00"
+}

data_receipt.json

@@ -0,0 +1,19 @@
+{
+  "dataset": "fireviewer/fireviewer_fire_smoke_flame_v3_native",
+  "revision": "8c8b197fa1c928217529a04bff434fb70a66614e",
+  "format": "records",
+  "images": 103239,
+  "splits": {
+    "test": 13523,
+    "train": 78450,
+    "validation": 11266
+  },
+  "class_counts": {
+    "1": 57781,
+    "0": 77214
+  },
+  "classes": [
+    "fire",
+    "smoke"
+  ]
+}

gpu.json

@@ -0,0 +1,6 @@
+{
+  "name": "NVIDIA L4",
+  "vram_gib": 22.03,
+  "bf16_native": true,
+  "cpu_threads": 12
+}

hf_repository.json

@@ -0,0 +1,3 @@
+{
+  "repo_id": "fireviewer/convnext-tiny-alert-categories-v2"
+}

history.csv

@@ -0,0 +1,2 @@
+epoch,train/loss,train/accuracy,train/lr,val/macro_f1,val/accuracy,val/loss,val/human_useful_fire/precision,val/human_useful_fire/recall,val/human_useful_fire/f1,val/human_useful_fire/support,val/domestic_origin/precision,val/domestic_origin/recall,val/domestic_origin/f1,val/domestic_origin/support,val/suspect_origin/precision,val/suspect_origin/recall,val/suspect_origin/f1,val/suspect_origin/support,val/fire_road_urban/precision,val/fire_road_urban/recall,val/fire_road_urban/f1,val/fire_road_urban/support,val/forest_natural_area_wildfire/precision,val/forest_natural_area_wildfire/recall,val/forest_natural_area_wildfire/f1,val/forest_natural_area_wildfire/support,val/negative/precision,val/negative/recall,val/negative/f1,val/negative/support,estimated_compute_units,safety_compute_units,max_compute_units,hours_until_training_stop
+1,0.8770372211528201,0.8020125657659498,9.999999999999999e-05,0.7295007869819345,0.8529856723324731,0.8040603750975365,0.5947712418300654,0.7,0.6431095406360424,260.0,0.3372093023255814,0.6041666666666666,0.43283582089552236,48.0,0.6683995544002971,0.7853403141361257,0.7221664994984955,2292.0,0.878167641325536,0.8037466547725245,0.8393106660456451,1121.0,0.8337825696316262,0.785774767146486,0.8090671316477768,1181.0,0.9554299018792616,0.9068666140489345,0.9305150631681244,6335.0,3.9091507657183544,4.886438457147943,75.0,28.08806661453512

last.pth

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+version https://git-lfs.github.com/spec/v1
+oid sha256:c535fd1fb8c5b16bb5f561b1a10ef041eb6634b717ffe0590c7510740e0ac4cf
+size 334132459

live_status.json

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+{
+  "phase": "Classification validation",
+  "epoch": 1,
+  "step": 1405,
+  "steps": 1405,
+  "estimated_compute_units": 3.8970977631992763,
+  "safety_compute_units": 4.871372203999096,
+  "max_compute_units": 75.0,
+  "hours_until_training_stop": 28.094279502696462
+}

requirements_freeze.txt

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resume.json

@@ -0,0 +1,8 @@
+{
+  "checkpoint": "/content/drive/MyDrive/FireViewer_trainings/convnext-tiny-alert-categories/20261111T193708Z/last.pth",
+  "previous_image_size": 1080,
+  "image_size": 920,
+  "partial_epoch_replayed": true,
+  "completed_epochs": 0,
+  "optimizer_restored": true
+}

run_status.json

@@ -0,0 +1,20 @@
+{
+  "status": "training",
+  "dataset": "fireviewer/fireviewer_fire_smoke_flame_v3_native",
+  "revision": "8c8b197fa1c928217529a04bff434fb70a66614e",
+  "gpu": {
+    "name": "NVIDIA L4",
+    "vram_gib": 22.03,
+    "bf16_native": true,
+    "cpu_threads": 12
+  },
+  "patience": 7,
+  "completed_epochs": 1,
+  "best_validation_metric": 0.7295007869819345,
+  "compute_budget": {
+    "estimated_compute_units": 3.9104585175116857,
+    "safety_compute_units": 4.8880731468896075,
+    "max_compute_units": 75.0,
+    "hours_until_training_stop": 28.087392516268626
+  }
+}

tensorboard/events.out.tfevents.1794428099.7c7159f138c8.4107.0

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+version https://git-lfs.github.com/spec/v1
+oid sha256:1e31c8a1c580ab0b9a4ed65d1d25d79835554bc338422994746eca2be31d4c97
+size 2181

training_setup.json

@@ -0,0 +1,17 @@
+{
+  "architecture": "ConvNeXt-Tiny",
+  "micro_batch": 8,
+  "grad_accum_steps": 4,
+  "effective_batch": 32,
+  "lr": 0.0003,
+  "max_epochs": 75,
+  "patience": 7,
+  "image_size": 920,
+  "amp": "torch.bfloat16",
+  "workers": 4,
+  "max_compute_units": 75.0,
+  "estimated_units_per_hour": 1.94,
+  "credit_rate_safety_factor": 1.25,
+  "export_reserve_units": 2.0,
+  "automatic_runtime_release": true
+}

validation_confusion.csv

@@ -0,0 +1,7 @@
+,human_useful_fire,domestic_origin,suspect_origin,fire_road_urban,forest_natural_area_wildfire,negative
+human_useful_fire,182,13,38,4,8,15
+domestic_origin,7,29,11,0,0,1
+suspect_origin,74,24,1800,94,114,186
+fire_road_urban,5,5,195,901,5,10
+forest_natural_area_wildfire,9,0,178,10,928,56
+negative,29,15,471,17,58,5745