Add ONNX graphs: BUSI.onnx, BUSI.onnx.config.json, BUSI.onnx.provenance.json (tools/hf_onnx_export.py)

BUSI.onnx

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:456eb2eaaf3521af2eeab4e7c5e53658ffa3929455697b5343992a567ef1066c
+size 124133727

BUSI.onnx.config.json

@@ -0,0 +1,30 @@
+{
+  "schema": "medotter/model-sidecar/v1",
+  "model": {
+    "graph": "onnx",
+    "args": {
+      "input_channel": 3,
+      "num_classes": 1
+    }
+  },
+  "inference": {
+    "normalize": {
+      "mean": [
+        0.485,
+        0.456,
+        0.406
+      ],
+      "std": [
+        58.395,
+        57.12,
+        57.375
+      ]
+    },
+    "scale": 255.0,
+    "size": [
+      256,
+      256
+    ],
+    "threshold": 0.5
+  }
+}

BUSI.onnx.provenance.json

@@ -0,0 +1,229 @@
+{
+  "schema": "medotter/graph-provenance/v1",
+  "source": {
+    "file": "BUSI.pth",
+    "sha256": "71de8401a1099ea945d443bbd887699a55083a444b582d716f0e4f2f9f5762e8",
+    "reference": "BUSI.pth",
+    "model": "G_CASCADE",
+    "declaration_source": "sidecar",
+    "declaration": [
+      {
+        "file": "BUSI.pth.config.json",
+        "sha256": "a73a9c49ac2d1497de7cdd610e2ceef2d867e7ce544b803f906b6fb640bb4c97"
+      }
+    ],
+    "float32_vs_float64": {
+      "shape": [
+        1,
+        3,
+        256,
+        256
+      ],
+      "torch": "ok",
+      "float64": "ok",
+      "threads": 6,
+      "max_abs_diff": 5.7591826202685326e-05,
+      "scale": 23.836627773508027,
+      "rel_diff": 2.416106286086858e-06
+    }
+  },
+  "graph": {
+    "kind": "onnx",
+    "file": "BUSI.onnx",
+    "sha256": "456eb2eaaf3521af2eeab4e7c5e53658ffa3929455697b5343992a567ef1066c",
+    "bytes": 124133727,
+    "opset": 17,
+    "dynamic": false,
+    "reason": "trace_specialised",
+    "input": "image",
+    "output": "logits",
+    "input_channel": 3,
+    "num_classes": 1,
+    "size": [
+      256,
+      256
+    ]
+  },
+  "exporter": {
+    "api": "torch.onnx.export",
+    "name": "torchscript",
+    "dynamo": false,
+    "registered_symbolics": {
+      "aten::roll": 17
+    },
+    "producer": "pytorch 2.13.0",
+    "torch": "2.13.0+cpu",
+    "onnx": "1.22.0",
+    "onnxruntime": "1.29.0"
+  },
+  "verification_input": {
+    "kind": "smooth_random_field",
+    "distribution": "normal",
+    "coarse_factor": 16,
+    "min_coarse": 4,
+    "interpolation": "bilinear",
+    "align_corners": false,
+    "seed": 0
+  },
+  "attempts": [
+    {
+      "mode": "dynamic",
+      "exporter": "torchscript",
+      "outcome": "fell_back",
+      "reason": "trace_specialised",
+      "error": null,
+      "verification": [
+        {
+          "shape": [
+            1,
+            3,
+            256,
+            256
+          ],
+          "torch": "ok",
+          "graph": "ok",
+          "max_abs_diff": 2.872943878173828e-05,
+          "scale": 23.836624145507812,
+          "rel_diff": 1.2052645796805315e-06
+        },
+        {
+          "shape": [
+            1,
+            3,
+            320,
+            320
+          ],
+          "torch": "ok",
+          "graph": "error",
+          "max_abs_diff": null,
+          "scale": null,
+          "rel_diff": null,
+          "graph_error": "Fail: [ONNXRuntimeError] : 1 : FAIL : Non-zero status code returned while running Add node. Name:'/inner/decoder/gcb4/gcb4.0/graph_conv/dilated_knn_graph/Add_2' Status Message: /onnxruntime_src/onnxruntime/core/providers/cpu/math/element_wise_ops.h:563 void onnxruntime::BroadcastIterator::Init(ptrdiff_t, ptrdiff_t) axis == 1 || axis == largest was false. Attempting to broadcast an axis by a dimension other than 1. 64 by 100",
+          "error": "Fail: [ONNXRuntimeError] : 1 : FAIL : Non-zero status code returned while running Add node. Name:'/inner/decoder/gcb4/gcb4.0/graph_conv/dilated_knn_graph/Add_2' Status Message: /onnxruntime_src/onnxruntime/core/providers/cpu/math/element_wise_ops.h:563 void onnxruntime::BroadcastIterator::Init(ptrdiff_t, ptrdiff_t) axis == 1 || axis == largest was false. Attempting to broadcast an axis by a dimension other than 1. 64 by 100"
+        },
+        {
+          "shape": [
+            1,
+            3,
+            224,
+            224
+          ],
+          "torch": "ok",
+          "graph": "error",
+          "max_abs_diff": null,
+          "scale": null,
+          "rel_diff": null,
+          "graph_error": "Fail: [ONNXRuntimeError] : 1 : FAIL : Non-zero status code returned while running Add node. Name:'/inner/decoder/gcb4/gcb4.0/graph_conv/dilated_knn_graph/Add_2' Status Message: /onnxruntime_src/onnxruntime/core/providers/cpu/math/element_wise_ops.h:563 void onnxruntime::BroadcastIterator::Init(ptrdiff_t, ptrdiff_t) axis == 1 || axis == largest was false. Attempting to broadcast an axis by a dimension other than 1. 49 by 64",
+          "error": "Fail: [ONNXRuntimeError] : 1 : FAIL : Non-zero status code returned while running Add node. Name:'/inner/decoder/gcb4/gcb4.0/graph_conv/dilated_knn_graph/Add_2' Status Message: /onnxruntime_src/onnxruntime/core/providers/cpu/math/element_wise_ops.h:563 void onnxruntime::BroadcastIterator::Init(ptrdiff_t, ptrdiff_t) axis == 1 || axis == largest was false. Attempting to broadcast an axis by a dimension other than 1. 49 by 64"
+        },
+        {
+          "shape": [
+            1,
+            3,
+            512,
+            512
+          ],
+          "torch": "ok",
+          "graph": "error",
+          "max_abs_diff": null,
+          "scale": null,
+          "rel_diff": null,
+          "graph_error": "Fail: [ONNXRuntimeError] : 1 : FAIL : Non-zero status code returned while running Add node. Name:'/inner/decoder/gcb4/gcb4.0/graph_conv/dilated_knn_graph/Add_2' Status Message: /onnxruntime_src/onnxruntime/core/providers/cpu/math/element_wise_ops.h:563 void onnxruntime::BroadcastIterator::Init(ptrdiff_t, ptrdiff_t) axis == 1 || axis == largest was false. Attempting to broadcast an axis by a dimension other than 1. 64 by 256",
+          "error": "Fail: [ONNXRuntimeError] : 1 : FAIL : Non-zero status code returned while running Add node. Name:'/inner/decoder/gcb4/gcb4.0/graph_conv/dilated_knn_graph/Add_2' Status Message: /onnxruntime_src/onnxruntime/core/providers/cpu/math/element_wise_ops.h:563 void onnxruntime::BroadcastIterator::Init(ptrdiff_t, ptrdiff_t) axis == 1 || axis == largest was false. Attempting to broadcast an axis by a dimension other than 1. 64 by 256"
+        },
+        {
+          "shape": [
+            2,
+            3,
+            256,
+            256
+          ],
+          "torch": "ok",
+          "graph": "ok",
+          "max_abs_diff": 0.03668785095214844,
+          "scale": 23.83662986755371,
+          "rel_diff": 0.0015391375020714542
+        }
+      ]
+    },
+    {
+      "mode": "static",
+      "exporter": "torchscript",
+      "outcome": "kept",
+      "reason": "trace_specialised",
+      "error": null,
+      "verification": [
+        {
+          "shape": [
+            1,
+            3,
+            256,
+            256
+          ],
+          "torch": "ok",
+          "graph": "ok",
+          "max_abs_diff": 3.0994415283203125e-05,
+          "scale": 23.836624145507812,
+          "rel_diff": 1.3002854386594945e-06
+        }
+      ]
+    }
+  ],
+  "verification": [
+    {
+      "shape": [
+        1,
+        3,
+        256,
+        256
+      ],
+      "torch": "ok",
+      "graph": "ok",
+      "max_abs_diff": 3.0994415283203125e-05,
+      "scale": 23.836624145507812,
+      "rel_diff": 1.3002854386594945e-06
+    }
+  ],
+  "exported_at": "2026-09-07T15:50:08+00:00",
+  "release": {
+    "repo": "MedOtter/G_CASCADE",
+    "revision": "4eb4e9da9c9ebb6f6a6da384cd12a3e77928e85d",
+    "pth_file": "BUSI.pth",
+    "pth_sha256": "71de8401a1099ea945d443bbd887699a55083a444b582d716f0e4f2f9f5762e8",
+    "sidecar_sha256": "402e4863796b2530120ab02b07d1cb1732e28237a9d98398dec1bbc4a73d5594",
+    "sidecar_source": "existing",
+    "group": "checkout_only",
+    "reference_check": {
+      "dataset": "BUSI",
+      "split": "train",
+      "samples": 4,
+      "reproducible": true,
+      "status": "pass",
+      "sizes": [
+        {
+          "size": [
+            256,
+            256
+          ],
+          "predict_masks_equal": 4,
+          "pixels": 262144,
+          "disagreeing_pixels": 0,
+          "unexplained_pixels": 0,
+          "max_abs_diff": 5.340576171875e-05,
+          "scale": 31.195919036865234,
+          "rel_diff": 1.7119470548579983e-06,
+          "float32_vs_float64": {
+            "max_abs_diff": 4.9843137109206737e-05,
+            "scale": 31.195931295611484,
+            "rel_diff": 1.5977448032211325e-06,
+            "samples": 4,
+            "of": 4,
+            "complete": true
+          }
+        }
+      ]
+    },
+    "tool": "tools/hf_onnx_export.py",
+    "stamped_at": "2026-09-07T15:50:25+00:00"
+  }
+}