Add responsive infer example

models/spleen_ct_segmentation_real_time/LICENSE

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models/spleen_ct_segmentation_real_time/configs/inference.json

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+{
+    "imports": [
+        "$from collections import defaultdict"
+    ],
+    "bundle_root": "will override",
+    "device": "$torch.device('cpu')",
+    "network_def": {
+        "_target_": "UNet",
+        "spatial_dims": 3,
+        "in_channels": 1,
+        "out_channels": 2,
+        "channels": [
+            2,
+            2,
+            4,
+            8,
+            4
+        ],
+        "strides": [
+            2,
+            2,
+            2,
+            2
+        ],
+        "num_res_units": 2,
+        "norm": "batch"
+    },
+    "network": "$@network_def.to(@device)",
+    "dataflow": "$defaultdict()",
+    "preprocessing": {
+        "_target_": "Compose",
+        "transforms": [
+            {
+                "_target_": "EnsureChannelFirstd",
+                "keys": "image"
+            },
+            {
+                "_target_": "ScaleIntensityd",
+                "keys": "image"
+            },
+            {
+                "_target_": "RandRotated",
+                "_disabled_": true,
+                "keys": "image"
+            }
+        ]
+    },
+    "dataset": {
+        "_target_": "Dataset",
+        "data": [
+            "@dataflow"
+        ],
+        "transform": "@preprocessing"
+    },
+    "dataloader": {
+        "_target_": "DataLoader",
+        "dataset": "@dataset",
+        "batch_size": 1,
+        "shuffle": false,
+        "num_workers": 0
+    },
+    "inferer": {
+        "_target_": "SlidingWindowInferer",
+        "roi_size": [
+            64,
+            64,
+            32
+        ],
+        "sw_batch_size": 4,
+        "overlap": 0.25
+    },
+    "postprocessing": {
+        "_target_": "Compose",
+        "transforms": [
+            {
+                "_target_": "Activationsd",
+                "keys": "pred",
+                "softmax": true
+            },
+            {
+                "_target_": "AsDiscreted",
+                "keys": "pred",
+                "argmax": true
+            }
+        ]
+    },
+    "evaluator": {
+        "_target_": "SupervisedEvaluator",
+        "device": "@device",
+        "val_data_loader": "@dataloader",
+        "network": "@network",
+        "inferer": "@inferer",
+        "postprocessing": "@postprocessing",
+        "amp": false,
+        "epoch_length": 1
+    },
+    "run": [
+        "[email protected]()",
+        "[email protected](@evaluator.state.output[0])"
+    ]
+}

models/spleen_ct_segmentation_real_time/configs/logging.conf

@@ -0,0 +1,28 @@
+[loggers]
+keys=root
+
+[handlers]
+keys=consoleHandler, fileHandler
+
+[formatters]
+keys=fullFormatter
+
+[logger_root]
+level=INFO
+handlers=consoleHandler, fileHandler
+
+[handler_consoleHandler]
+class=StreamHandler
+level=INFO
+formatter=fullFormatter
+args=(sys.stdout,)
+
+
+[handler_fileHandler]
+class=FileHandler
+level=DEBUG
+formatter=fullFormatter
+args=('./spleen1.log', 'a')
+
+[formatter_fullFormatter]
+format=%(asctime)s - %(name)s - %(levelname)s - %(message)s