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fix(ml,#19984): rafraichir les outputs 04-Vision post-renumerotation -- 6 carnets re-executes, 4.6c RECOVERABLE-MACHINE #20329

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Merged
myia-ai-01 merged 8 commits into from
Oct 12, 2026
Merged

fix(ml,#19984): rafraichir les outputs 04-Vision post-renumerotation -- 6 carnets re-executes, 4.6c RECOVERABLE-MACHINE #20329

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dbed83c
Fix: rafraichir les outputs 04-Vision post-renumerotation -- 6 carnet…
claude Oct 11, 2026
98edfa1
Fix: 4.6c re-execute avec jeton ComfyUI canonique -- 2 occurrences re…
claude Oct 11, 2026
448cb24
Fix(papermill-ratchet,#19984): strip blocs metadata.papermill/executi…
claude Oct 11, 2026
beea624
Fix(output-ratchets,#19984): re-exec warm-cache 4.5/4.5d/4.6 -- flood…
claude Oct 11, 2026
bdc9be1
Fix(output-ratchets,#19984): re-parite flood 4.6 -- ultralytics 8.4.155
claude Oct 11, 2026
21a1e7b
Merge branch 'main' into fix/19984-vision-outputs-refresh
jsboige Oct 11, 2026
32b49b0
Fix(ml,#19984): cure source MACHINE_PATH 04-Vision -- .item() sur ten…
claude Oct 11, 2026
2c573a2
fix(ml,#19984): cure v2 outputs 04-Vision -- capture logging a la sou…
claude Oct 11, 2026
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453 changes: 98 additions & 355 deletions ...Notebooks/ML/DataScienceWithAgents/04-Vision/4.4b-Detection-AnchorFree-From-Scratch.ipynb
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431 changes: 111 additions & 320 deletions MyIA.AI.Notebooks/ML/DataScienceWithAgents/04-Vision/4.5-Detection-SOTA-Torchvision.ipynb
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367 changes: 20 additions & 347 deletions MyIA.AI.Notebooks/ML/DataScienceWithAgents/04-Vision/4.5b-Detection-SOTA-Ultralytics.ipynb
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194 changes: 14 additions & 180 deletions MyIA.AI.Notebooks/ML/DataScienceWithAgents/04-Vision/4.5c-YOLOv5-Bench-Ultralytics.ipynb
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Original file line number Diff line number Diff line change
Expand Up @@ -4,13 +4,6 @@
"cell_type": "markdown",
"id": "7fe7a3c1",
"metadata": {
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"source": [
Expand All @@ -30,27 +23,14 @@
"execution_count": 1,
"id": "4f83022c",
"metadata": {
"execution": {
"iopub.execute_input": "2026-09-19T22:30:55.969781Z",
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},
"tags": []
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"device: cpu | torch 2.13.0+cpu | ultralytics 8.4.155\n"
"device: cuda | torch 2.14.0+cu126 | ultralytics 8.4.173\n"
]
}
],
Expand Down Expand Up @@ -81,13 +61,6 @@
"cell_type": "markdown",
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Expand All @@ -101,19 +74,6 @@
"execution_count": 2,
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"outputs": [
Expand Down Expand Up @@ -186,13 +146,6 @@
"cell_type": "markdown",
"id": "13db37dd",
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Expand All @@ -206,19 +159,6 @@
"execution_count": 3,
"id": "9aedef13",
"metadata": {
"execution": {
"iopub.execute_input": "2026-09-19T22:31:01.149968Z",
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"outputs": [
Expand Down Expand Up @@ -259,13 +199,6 @@
"cell_type": "markdown",
"id": "f8180fe7",
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Expand All @@ -279,35 +212,22 @@
"execution_count": 4,
"id": "d9a4b99b",
"metadata": {
"execution": {
"iopub.execute_input": "2026-09-19T22:31:04.002897Z",
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"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"budget commun 4.2f / 4.2g / 4.2h : 1000 images x 6 epoques\n"
"budget commun 4.5 / 4.5b / 4.5c : 1000 images x 6 epoques\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\n",
"yolov5nu fine-tune termine en 81.0 s, params=2,508,659, GFLOPs=0.2\n"
"yolov5nu fine-tune termine en 97.6 s, params=2,508,659, GFLOPs=0.2\n"
]
}
],
Expand Down Expand Up @@ -342,13 +262,6 @@
"cell_type": "markdown",
"id": "772e4a08",
"metadata": {
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"source": [
Expand All @@ -362,27 +275,14 @@
"execution_count": 5,
"id": "fd37fc57",
"metadata": {
"execution": {
"iopub.execute_input": "2026-09-19T22:32:25.074453Z",
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"status": "completed"
},
"tags": []
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"yolov5nu mAP@0.5 sur 400 images / 817 objets GT : VOC07 11-point 0.909 | VOC10 all-point 0.975\n"
"yolov5nu mAP@0.5 sur 400 images / 817 objets GT : VOC07 11-point 0.909 | VOC10 all-point 0.991\n"
]
}
],
Expand Down Expand Up @@ -465,13 +365,6 @@
"cell_type": "markdown",
"id": "91f83fb8",
"metadata": {
"papermill": {
"duration": 0.003001,
"end_time": "2026-09-19T22:32:28.477960",
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"source": [
Expand All @@ -495,19 +388,6 @@
"execution_count": 6,
"id": "7edf1c58",
"metadata": {
"execution": {
"iopub.execute_input": "2026-09-19T22:32:28.487506Z",
"iopub.status.busy": "2026-09-19T22:32:28.486467Z",
"iopub.status.idle": "2026-09-19T22:33:01.888172Z",
"shell.execute_reply": "2026-09-19T22:33:01.887665Z"
},
"papermill": {
"duration": 33.410223,
"end_time": "2026-09-19T22:33:01.892181",
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"status": "completed"
},
"tags": []
},
"outputs": [
Expand All @@ -521,12 +401,12 @@
" IoU=0.60 AP11 = 0.909\n",
" IoU=0.65 AP11 = 0.909\n",
" IoU=0.70 AP11 = 0.909\n",
" IoU=0.75 AP11 = 0.908\n",
" IoU=0.80 AP11 = 0.908\n",
" IoU=0.85 AP11 = 0.907\n",
" IoU=0.90 AP11 = 0.903\n",
" IoU=0.95 AP11 = 0.772\n",
" mAP@0.5:0.95 = 0.894\n",
" IoU=0.75 AP11 = 0.909\n",
" IoU=0.80 AP11 = 0.909\n",
" IoU=0.85 AP11 = 0.909\n",
" IoU=0.90 AP11 = 0.905\n",
" IoU=0.95 AP11 = 0.757\n",
" mAP@0.5:0.95 = 0.893\n",
" regression OK : AP07@0.5 = 0.909 ~ 0.909 (delta +0.0001)\n"
]
}
Expand Down Expand Up @@ -594,13 +474,6 @@
"cell_type": "markdown",
"id": "b7f88844",
"metadata": {
"papermill": {
"duration": 0.003999,
"end_time": "2026-09-19T22:33:01.900181",
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"status": "completed"
},
"tags": []
},
"source": [
Expand All @@ -618,19 +491,6 @@
"execution_count": 7,
"id": "334dcd10",
"metadata": {
"execution": {
"iopub.execute_input": "2026-09-19T22:33:01.910430Z",
"iopub.status.busy": "2026-09-19T22:33:01.909923Z",
"iopub.status.idle": "2026-09-19T22:33:02.690558Z",
"shell.execute_reply": "2026-09-19T22:33:02.689304Z"
},
"papermill": {
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"end_time": "2026-09-19T22:33:02.691144",
"exception": false,
"start_time": "2026-09-19T22:33:01.904479",
"status": "completed"
},
"tags": []
},
"outputs": [
Expand All @@ -640,9 +500,9 @@
"text": [
"\n",
"modele params GFLOPs VOC07 VOC10 ms/img budget\n",
"4.2g yolo11n 2,590,035 0.1 0.909 0.989 10.3 1000 x 6 en 57 s\n",
"4.2g yolo11s 9,428,179 0.5 0.909 0.993 10.8 1000 x 6 en 54 s\n",
"4.2h yolov5nu 2,508,659 0.2 0.909 0.975 7.4 1000 x 6 en 81 s\n"
"4.5b yolo11n 2,590,035 0.1 0.909 0.989 10.3 1000 x 6 en 57 s\n",
"4.5b yolo11s 9,428,179 0.5 0.909 0.993 10.8 1000 x 6 en 54 s\n",
"4.5c yolov5nu 2,508,659 0.2 0.909 0.991 29.7 1000 x 6 en 98 s\n"
]
}
],
Expand Down Expand Up @@ -677,13 +537,6 @@
"cell_type": "markdown",
"id": "f5445b12",
"metadata": {
"papermill": {
"duration": 0.003037,
"end_time": "2026-09-19T22:33:02.696695",
"exception": false,
"start_time": "2026-09-19T22:33:02.693658",
"status": "completed"
},
"tags": []
},
"source": [
Expand All @@ -700,13 +553,6 @@
"cell_type": "markdown",
"id": "7ad883fd",
"metadata": {
"papermill": {
"duration": 0.00299,
"end_time": "2026-09-19T22:33:02.702686",
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"start_time": "2026-09-19T22:33:02.699696",
"status": "completed"
},
"tags": []
},
"source": [
Expand Down Expand Up @@ -734,19 +580,7 @@
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
"version": "3.11"
},
"papermill": {
"default_parameters": {},
"duration": 130.532183,
"end_time": "2026-09-19T22:33:05.039669",
"environment_variables": {},
"exception": null,
"input_path": "MyIA.AI.Notebooks/ML/DataScienceWithAgents/04-Vision/4.5c-YOLOv5-Bench-Ultralytics.ipynb",
"output_path": "4.5c-YOLOv5-Bench-Ultralytics.ipynb",
"parameters": {},
"start_time": "2026-09-19T22:30:54.507486",
"version": "2.7.0"
"version": "3.13.15"
}
},
"nbformat": 4,
Expand Down
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