update with new lr scheduler api in inference

configs/inference.json

@@ -78,7 +78,7 @@
         "num_train_timesteps": 1000,
         "beta_start": 0.0015,
         "beta_end": 0.0195,
-        "beta_schedule": "scaled_linear",
+        "schedule": "scaled_linear_beta",
         "clip_sample": false
     },
     "noise": "$torch.randn([1]+@latent_shape).to(@device)",

configs/metadata.json

@@ -1,7 +1,8 @@
 {
     "schema": "https://github.com/Project-MONAI/MONAI-extra-test-data/releases/download/0.8.1/meta_schema_generator_ldm_20230507.json",
-    "version": "1.0.5",
+    "version": "1.0.6",
     "changelog": {
+        "1.0.6": "update with new lr scheduler api in inference",
         "1.0.5": "fix the wrong GPU index issue of multi-node",
         "1.0.4": "update with new lr scheduler api",
         "1.0.3": "update required packages",

configs/train_diffusion.json

@@ -64,15 +64,15 @@
         "beta_start": 0.0015,
         "beta_end": 0.0195
     },
-    "inferer": {
-        "_target_": "generative.inferers.LatentDiffusionInferer",
-        "scheduler": "@noise_scheduler",
-        "scale_factor": "@scale_factor"
-    },
     "loss": {
         "_target_": "torch.nn.MSELoss"
     },
     "train": {
+        "inferer": {
+            "_target_": "generative.inferers.LatentDiffusionInferer",
+            "scheduler": "@noise_scheduler",
+            "scale_factor": "@scale_factor"
+        },
         "crop_transforms": [
             {
                 "_target_": "CenterSpatialCropd",
@@ -140,7 +140,7 @@
             "optimizer": "@optimizer",
             "loss_function": "@loss",
             "latent_shape": "@latent_shape",
-            "inferer": "@inferer",
+            "inferer": "@train#inferer",
             "key_train_metric": "$None",
             "train_handlers": "@train#handlers"
         }