Publish models v2 (form)

README.md

@@ -16,10 +16,12 @@ Models for **Spotter**, a quiet AI spotter for new gym-goers and people returnin
 (Knight Hacks IX). The iPhone app runs the pose model on-device; the form model scores reps.
 The app reads `manifest.json` on launch and downloads any model that changed.
 
-Manifest version **1**, published 2026-10-10T09:04:25+00:00.
+Manifest version **2**, published 2026-10-10T17:03:35+00:00.
 
 | Model | Format | Path | Size |
 |---|---|---|---|
+| `form-quality-label-onnx` | onnx | `form/form_quality_label.onnx` | 0.9 MB |
+| `form-quality-score-onnx` | onnx | `form/form_quality_score.onnx` | 0.2 MB |
 | `pose-256-coreml` | coreml | `pose/yolov8n-pose-256.mlpackage` | 6.7 MB |
 | `pose-320-coreml` | coreml | `pose/yolov8n-pose-320.mlpackage` | 6.7 MB |
 | `pose-320-onnx` | onnx | `pose/yolov8n-pose-320.onnx` | 13.3 MB |
@@ -35,12 +37,12 @@ Manifest version **1**, published 2026-10-10T09:04:25+00:00.
 
 ## Form quality
 
-- `spotter.ml.form_quality` version ?
+- `spotter.ml.form_quality` version 4
   from Databricks Unity Catalog, as two ONNX graphs: `label` (clean, partial_range, knees_in,
   forward_lean, fast_lowering, other) and `score` (quality, clip to 0-1).
-- Inputs, one row per rep: see manifest.
+- Inputs, one row per rep: `exercise_id`, `range_deg`, `weight_kg`.
   `exercise_id` is a string; unseen exercises are ignored. Numeric inputs may be missing (NaN).
-- Held-out metrics: n/a.
+- Held-out metrics: label_accuracy 0.188, label_macro_f1 0.2427, quality_mae 0.0807, quality_r2 0.153, test_lifters 40.0, test_reps 35816.0.
 - **Limitations:** a baseline gradient-boosted model trained on labels derived from the phone's
   rule flags and synthetic sessions, not hand-labelled clips. Expect it to be replaced.
 

form/form_quality_label.onnx

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:dd95793c9ce7591819db35b649159b3733fab593d2be68bc023c2e5dcc7e6015
+size 866866

form/form_quality_score.onnx

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:c2406c62fbaee0a415d5085894969f4e5b45bc2e474c649d62d3abed55a2b5ea
+size 179478

manifest.json

@@ -1,7 +1,7 @@
 {
   "schema": 1,
-  "version": 1,
-  "published_at": "2026-10-10T09:04:25+00:00",
+  "version": 2,
+  "published_at": "2026-10-10T17:03:35+00:00",
   "repo": "bubblesmal/spotter-models",
   "models": {
     "pose-320-coreml": {
@@ -62,10 +62,62 @@
           "md5": "1c723684a348f8d3d26a500aef3e340c"
         }
       ]
+    },
+    "form-quality-label-onnx": {
+      "format": "onnx",
+      "path": "form/form_quality_label.onnx",
+      "inputs": [
+        "exercise_id",
+        "range_deg",
+        "weight_kg"
+      ],
+      "output": "label (string)",
+      "uc_model": "spotter.ml.form_quality",
+      "uc_version": "4",
+      "files": [
+        {
+          "path": "form/form_quality_label.onnx",
+          "size": 866866,
+          "md5": "46af17b1d0948ff0821ed5b29ae9b5df"
+        }
+      ]
+    },
+    "form-quality-score-onnx": {
+      "format": "onnx",
+      "path": "form/form_quality_score.onnx",
+      "inputs": [
+        "exercise_id",
+        "range_deg",
+        "weight_kg"
+      ],
+      "output": "quality before clipping to 0-1",
+      "uc_model": "spotter.ml.form_quality",
+      "uc_version": "4",
+      "files": [
+        {
+          "path": "form/form_quality_score.onnx",
+          "size": 179478,
+          "md5": "704fc63db1b8bd93be4f649e8dc51904"
+        }
+      ]
     }
   },
   "sources": {
-    "pose": "e864f6edf93045c257de046685874fec0df23d2030161098f5280853f6c99105"
+    "pose": "e864f6edf93045c257de046685874fec0df23d2030161098f5280853f6c99105",
+    "form": "757dce930d499b16b1959fdb506614de9b9e9f27024e0ff57a2787fe67b08659"
   },
-  "form": {}
+  "form": {
+    "uc_model": "spotter.ml.form_quality",
+    "uc_alias": "champion",
+    "uc_version": "4",
+    "run_id": "1cd5473eb34943cd838ff0d9efa50b10",
+    "metrics": {
+      "label_accuracy": 0.188,
+      "label_macro_f1": 0.2427,
+      "quality_mae": 0.0807,
+      "quality_r2": 0.153,
+      "test_lifters": 40.0,
+      "test_reps": 35816.0
+    }
+  }
 }