diff --git a/examples/liveportrait_image_example_01.json b/examples/liveportrait_image_example_01.json
new file mode 100644
index 0000000..b741d87
--- /dev/null
+++ b/examples/liveportrait_image_example_01.json
@@ -0,0 +1,1379 @@
+{
+  "last_node_id": 196,
+  "last_link_id": 466,
+  "nodes": [
+    {
+      "id": 129,
+      "type": "LivePortraitLoadCropper",
+      "pos": [
+        -1253,
+        -757
+      ],
+      "size": {
+        "0": 315,
+        "1": 82
+      },
+      "flags": {},
+      "order": 0,
+      "mode": 0,
+      "outputs": [
+        {
+          "name": "cropper",
+          "type": "LPCROPPER",
+          "links": [
+            403,
+            444
+          ],
+          "shape": 3,
+          "slot_index": 0
+        }
+      ],
+      "properties": {
+        "Node name for S&R": "LivePortraitLoadCropper"
+      },
+      "widgets_values": [
+        "CPU",
+        true
+      ]
+    },
+    {
+      "id": 82,
+      "type": "MaskPreview+",
+      "pos": [
+        1380,
+        -820
+      ],
+      "size": {
+        "0": 210,
+        "1": 246
+      },
+      "flags": {},
+      "order": 10,
+      "mode": 0,
+      "inputs": [
+        {
+          "name": "mask",
+          "type": "MASK",
+          "link": 187
+        }
+      ],
+      "properties": {
+        "Node name for S&R": "MaskPreview+"
+      }
+    },
+    {
+      "id": 182,
+      "type": "GetImageSizeAndCount",
+      "pos": [
+        -831,
+        37
+      ],
+      "size": {
+        "0": 210,
+        "1": 86
+      },
+      "flags": {},
+      "order": 11,
+      "mode": 0,
+      "inputs": [
+        {
+          "name": "image",
+          "type": "IMAGE",
+          "link": 436
+        }
+      ],
+      "outputs": [
+        {
+          "name": "image",
+          "type": "IMAGE",
+          "links": [
+            437,
+            443,
+            451
+          ],
+          "shape": 3,
+          "slot_index": 0
+        },
+        {
+          "name": "480 width",
+          "type": "INT",
+          "links": null,
+          "shape": 3
+        },
+        {
+          "name": "480 height",
+          "type": "INT",
+          "links": null,
+          "shape": 3
+        },
+        {
+          "name": "32 count",
+          "type": "INT",
+          "links": null,
+          "shape": 3
+        }
+      ],
+      "properties": {
+        "Node name for S&R": "GetImageSizeAndCount"
+      }
+    },
+    {
+      "id": 134,
+      "type": "GetImageSizeAndCount",
+      "pos": [
+        -193,
+        182
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+      "size": {
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+      "flags": {},
+      "order": 16,
+      "mode": 0,
+      "inputs": [
+        {
+          "name": "image",
+          "type": "IMAGE",
+          "link": 402
+        }
+      ],
+      "outputs": [
+        {
+          "name": "image",
+          "type": "IMAGE",
+          "links": [],
+          "shape": 3,
+          "slot_index": 0
+        },
+        {
+          "name": "256 width",
+          "type": "INT",
+          "links": null,
+          "shape": 3
+        },
+        {
+          "name": "256 height",
+          "type": "INT",
+          "links": null,
+          "shape": 3
+        },
+        {
+          "name": "128 count",
+          "type": "INT",
+          "links": null,
+          "shape": 3
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+      ],
+      "properties": {
+        "Node name for S&R": "GetImageSizeAndCount"
+      }
+    },
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+      "type": "LivePortraitCropper",
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+      "size": {
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+        "1": 246
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+      "flags": {},
+      "order": 13,
+      "mode": 0,
+      "inputs": [
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+          "type": "LPCROPPER",
+          "link": 403,
+          "slot_index": 0
+        },
+        {
+          "name": "source_image",
+          "type": "IMAGE",
+          "link": 437
+        },
+        {
+          "name": "source_image",
+          "type": "IMAGE",
+          "link": null
+        }
+      ],
+      "outputs": [
+        {
+          "name": "cropped_image",
+          "type": "IMAGE",
+          "links": [
+            402
+          ],
+          "shape": 3,
+          "slot_index": 0
+        },
+        {
+          "name": "crop_info",
+          "type": "CROPINFO",
+          "links": [
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+          "shape": 3,
+          "slot_index": 1
+        }
+      ],
+      "properties": {
+        "Node name for S&R": "LivePortraitCropper"
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+      "widgets_values": [
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+        0,
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+    },
+    {
+      "id": 180,
+      "type": "LivePortraitRetargeting",
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+        -311
+      ],
+      "size": {
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+        "1": 130
+      },
+      "flags": {},
+      "order": 17,
+      "mode": 0,
+      "inputs": [
+        {
+          "name": "driving_crop_info",
+          "type": "CROPINFO",
+          "link": 426,
+          "slot_index": 0
+        }
+      ],
+      "outputs": [
+        {
+          "name": "retargeting_info",
+          "type": "RETARGETINGINFO",
+          "links": [],
+          "shape": 3,
+          "slot_index": 0
+        }
+      ],
+      "properties": {
+        "Node name for S&R": "LivePortraitRetargeting"
+      },
+      "widgets_values": [
+        true,
+        1,
+        true,
+        1
+      ]
+    },
+    {
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+      "type": "Note",
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+        "1": 95.92726135253906
+      },
+      "flags": {},
+      "order": 1,
+      "mode": 0,
+      "properties": {
+        "text": ""
+      },
+      "widgets_values": [
+        "If you want to crop your driving video, use this as driving_images instead"
+      ],
+      "color": "#432",
+      "bgcolor": "#653"
+    },
+    {
+      "id": 189,
+      "type": "LivePortraitCropper",
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+        -755
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+      "size": {
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+      "flags": {},
+      "order": 14,
+      "mode": 0,
+      "inputs": [
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+          "type": "LIVEPORTRAITPIPE",
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+          "slot_index": 0
+        },
+        {
+          "name": "cropper",
+          "type": "LPCROPPER",
+          "link": 444
+        },
+        {
+          "name": "source_image",
+          "type": "IMAGE",
+          "link": 445
+        }
+      ],
+      "outputs": [
+        {
+          "name": "cropped_image",
+          "type": "IMAGE",
+          "links": null,
+          "shape": 3,
+          "slot_index": 0
+        },
+        {
+          "name": "crop_info",
+          "type": "CROPINFO",
+          "links": [
+            449
+          ],
+          "shape": 3,
+          "slot_index": 1
+        }
+      ],
+      "properties": {
+        "Node name for S&R": "LivePortraitCropper"
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+      "widgets_values": [
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+        2.3,
+        0,
+        -0.125,
+        0,
+        "large-small",
+        true
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+    {
+      "id": 78,
+      "type": "GetImageSizeAndCount",
+      "pos": [
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+        -572
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+      "size": {
+        "0": 210,
+        "1": 86
+      },
+      "flags": {},
+      "order": 12,
+      "mode": 0,
+      "inputs": [
+        {
+          "name": "image",
+          "type": "IMAGE",
+          "link": 434
+        }
+      ],
+      "outputs": [
+        {
+          "name": "image",
+          "type": "IMAGE",
+          "links": [
+            445,
+            455
+          ],
+          "shape": 3,
+          "slot_index": 0
+        },
+        {
+          "name": "512 width",
+          "type": "INT",
+          "links": null,
+          "shape": 3
+        },
+        {
+          "name": "512 height",
+          "type": "INT",
+          "links": null,
+          "shape": 3
+        },
+        {
+          "name": "1 count",
+          "type": "INT",
+          "links": null,
+          "shape": 3
+        }
+      ],
+      "properties": {
+        "Node name for S&R": "GetImageSizeAndCount"
+      }
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+    {
+      "id": 192,
+      "type": "Reroute",
+      "pos": [
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+        -466
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+      "size": [
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+        26
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+      "flags": {},
+      "order": 15,
+      "mode": 0,
+      "inputs": [
+        {
+          "name": "",
+          "type": "*",
+          "link": 455
+        }
+      ],
+      "outputs": [
+        {
+          "name": "IMAGE",
+          "type": "IMAGE",
+          "links": [
+            456,
+            457
+          ],
+          "slot_index": 0
+        }
+      ],
+      "properties": {
+        "showOutputText": true,
+        "horizontal": false
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+    },
+    {
+      "id": 1,
+      "type": "DownloadAndLoadLivePortraitModels",
+      "pos": [
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+        -870
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+      "size": {
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+        "1": 58
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+      "flags": {},
+      "order": 2,
+      "mode": 0,
+      "outputs": [
+        {
+          "name": "live_portrait_pipe",
+          "type": "LIVEPORTRAITPIPE",
+          "links": [
+            446,
+            448
+          ],
+          "shape": 3,
+          "slot_index": 0
+        }
+      ],
+      "properties": {
+        "Node name for S&R": "DownloadAndLoadLivePortraitModels"
+      },
+      "widgets_values": [
+        "fp16"
+      ]
+    },
+    {
+      "id": 8,
+      "type": "VHS_LoadVideo",
+      "pos": [
+        -1253,
+        28
+      ],
+      "size": [
+        340.1555480957031,
+        572.1555480957031
+      ],
+      "flags": {},
+      "order": 8,
+      "mode": 0,
+      "inputs": [
+        {
+          "name": "meta_batch",
+          "type": "VHS_BatchManager",
+          "link": null
+        },
+        {
+          "name": "vae",
+          "type": "VAE",
+          "link": null
+        },
+        {
+          "name": "frame_load_cap",
+          "type": "INT",
+          "link": 302,
+          "widget": {
+            "name": "frame_load_cap"
+          }
+        }
+      ],
+      "outputs": [
+        {
+          "name": "IMAGE",
+          "type": "IMAGE",
+          "links": [
+            436
+          ],
+          "shape": 3,
+          "slot_index": 0
+        },
+        {
+          "name": "frame_count",
+          "type": "INT",
+          "links": null,
+          "shape": 3
+        },
+        {
+          "name": "audio",
+          "type": "VHS_AUDIO",
+          "links": null,
+          "shape": 3
+        },
+        {
+          "name": "video_info",
+          "type": "VHS_VIDEOINFO",
+          "links": null,
+          "shape": 3
+        }
+      ],
+      "properties": {
+        "Node name for S&R": "VHS_LoadVideo"
+      },
+      "widgets_values": {
+        "video": "d6.mp4",
+        "force_rate": 0,
+        "force_size": "Disabled",
+        "custom_width": 512,
+        "custom_height": 512,
+        "frame_load_cap": 32,
+        "skip_first_frames": 0,
+        "select_every_nth": 1,
+        "choose video to upload": "image",
+        "videopreview": {
+          "hidden": false,
+          "paused": false,
+          "params": {
+            "frame_load_cap": 32,
+            "skip_first_frames": 0,
+            "force_rate": 0,
+            "filename": "d6.mp4",
+            "type": "input",
+            "format": "video/mp4",
+            "select_every_nth": 1
+          }
+        }
+      }
+    },
+    {
+      "id": 186,
+      "type": "ImageConcanate",
+      "pos": [
+        1019,
+        28
+      ],
+      "size": {
+        "0": 315,
+        "1": 102
+      },
+      "flags": {},
+      "order": 21,
+      "mode": 0,
+      "inputs": [
+        {
+          "name": "image1",
+          "type": "IMAGE",
+          "link": 443
+        },
+        {
+          "name": "image2",
+          "type": "IMAGE",
+          "link": 440
+        }
+      ],
+      "outputs": [
+        {
+          "name": "IMAGE",
+          "type": "IMAGE",
+          "links": [
+            441
+          ],
+          "shape": 3,
+          "slot_index": 0
+        }
+      ],
+      "properties": {
+        "Node name for S&R": "ImageConcanate"
+      },
+      "widgets_values": [
+        "right",
+        true
+      ]
+    },
+    {
+      "id": 187,
+      "type": "Note",
+      "pos": [
+        118,
+        -243
+      ],
+      "size": {
+        "0": 210,
+        "1": 58
+      },
+      "flags": {},
+      "order": 3,
+      "mode": 0,
+      "properties": {
+        "text": ""
+      },
+      "widgets_values": [
+        "Connect this if you want to use the eye/lip retargeting mode"
+      ],
+      "color": "#432",
+      "bgcolor": "#653"
+    },
+    {
+      "id": 83,
+      "type": "CreateShapeMask",
+      "pos": [
+        660,
+        -820
+      ],
+      "size": {
+        "0": 315,
+        "1": 270
+      },
+      "flags": {},
+      "order": 4,
+      "mode": 0,
+      "outputs": [
+        {
+          "name": "mask",
+          "type": "MASK",
+          "links": [
+            192
+          ],
+          "shape": 3,
+          "slot_index": 0
+        },
+        {
+          "name": "mask_inverted",
+          "type": "MASK",
+          "links": null,
+          "shape": 3
+        }
+      ],
+      "properties": {
+        "Node name for S&R": "CreateShapeMask"
+      },
+      "widgets_values": [
+        "square",
+        1,
+        256,
+        256,
+        0,
+        512,
+        512,
+        480,
+        480
+      ]
+    },
+    {
+      "id": 81,
+      "type": "GrowMaskWithBlur",
+      "pos": [
+        1030,
+        -820
+      ],
+      "size": {
+        "0": 315,
+        "1": 246
+      },
+      "flags": {},
+      "order": 7,
+      "mode": 0,
+      "inputs": [
+        {
+          "name": "mask",
+          "type": "MASK",
+          "link": 192,
+          "slot_index": 0
+        }
+      ],
+      "outputs": [
+        {
+          "name": "mask",
+          "type": "MASK",
+          "links": [
+            187,
+            463
+          ],
+          "shape": 3,
+          "slot_index": 0
+        },
+        {
+          "name": "mask_inverted",
+          "type": "MASK",
+          "links": null,
+          "shape": 3
+        }
+      ],
+      "properties": {
+        "Node name for S&R": "GrowMaskWithBlur"
+      },
+      "widgets_values": [
+        0,
+        0,
+        true,
+        false,
+        13.9,
+        1,
+        1,
+        false
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+    {
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+      "type": "LivePortraitComposite",
+      "pos": [
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+        -427
+      ],
+      "size": {
+        "0": 355.20001220703125,
+        "1": 86
+      },
+      "flags": {},
+      "order": 19,
+      "mode": 0,
+      "inputs": [
+        {
+          "name": "source_image",
+          "type": "IMAGE",
+          "link": 457
+        },
+        {
+          "name": "cropped_image",
+          "type": "IMAGE",
+          "link": 454
+        },
+        {
+          "name": "liveportrait_out",
+          "type": "LP_OUT",
+          "link": 452
+        },
+        {
+          "name": "mask",
+          "type": "MASK",
+          "link": 463
+        }
+      ],
+      "outputs": [
+        {
+          "name": "full_images",
+          "type": "IMAGE",
+          "links": [
+            458
+          ],
+          "shape": 3,
+          "slot_index": 0
+        },
+        {
+          "name": "mask",
+          "type": "MASK",
+          "links": null,
+          "shape": 3
+        }
+      ],
+      "properties": {
+        "Node name for S&R": "LivePortraitComposite"
+      }
+    },
+    {
+      "id": 181,
+      "type": "GetImageSizeAndCount",
+      "pos": [
+        1612,
+        -297
+      ],
+      "size": {
+        "0": 210,
+        "1": 86
+      },
+      "flags": {},
+      "order": 20,
+      "mode": 0,
+      "inputs": [
+        {
+          "name": "image",
+          "type": "IMAGE",
+          "link": 458
+        }
+      ],
+      "outputs": [
+        {
+          "name": "image",
+          "type": "IMAGE",
+          "links": [
+            440
+          ],
+          "shape": 3,
+          "slot_index": 0
+        },
+        {
+          "name": "512 width",
+          "type": "INT",
+          "links": null,
+          "shape": 3
+        },
+        {
+          "name": "512 height",
+          "type": "INT",
+          "links": null,
+          "shape": 3
+        },
+        {
+          "name": "32 count",
+          "type": "INT",
+          "links": null,
+          "shape": 3
+        }
+      ],
+      "properties": {
+        "Node name for S&R": "GetImageSizeAndCount"
+      }
+    },
+    {
+      "id": 133,
+      "type": "PrimitiveNode",
+      "pos": [
+        -1541,
+        -13
+      ],
+      "size": {
+        "0": 210,
+        "1": 82
+      },
+      "flags": {},
+      "order": 5,
+      "mode": 0,
+      "outputs": [
+        {
+          "name": "INT",
+          "type": "INT",
+          "links": [
+            302
+          ],
+          "widget": {
+            "name": "frame_load_cap"
+          },
+          "slot_index": 0
+        }
+      ],
+      "title": "frame_load_cap",
+      "properties": {
+        "Run widget replace on values": false
+      },
+      "widgets_values": [
+        32,
+        "fixed"
+      ]
+    },
+    {
+      "id": 165,
+      "type": "ImageResizeKJ",
+      "pos": [
+        -873,
+        -573
+      ],
+      "size": {
+        "0": 315,
+        "1": 242
+      },
+      "flags": {},
+      "order": 9,
+      "mode": 0,
+      "inputs": [
+        {
+          "name": "image",
+          "type": "IMAGE",
+          "link": 466
+        },
+        {
+          "name": "get_image_size",
+          "type": "IMAGE",
+          "link": null
+        },
+        {
+          "name": "width_input",
+          "type": "INT",
+          "link": null,
+          "widget": {
+            "name": "width_input"
+          }
+        },
+        {
+          "name": "height_input",
+          "type": "INT",
+          "link": null,
+          "widget": {
+            "name": "height_input"
+          }
+        }
+      ],
+      "outputs": [
+        {
+          "name": "IMAGE",
+          "type": "IMAGE",
+          "links": [
+            434
+          ],
+          "shape": 3,
+          "slot_index": 0
+        },
+        {
+          "name": "width",
+          "type": "INT",
+          "links": null,
+          "shape": 3
+        },
+        {
+          "name": "height",
+          "type": "INT",
+          "links": null,
+          "shape": 3
+        }
+      ],
+      "properties": {
+        "Node name for S&R": "ImageResizeKJ"
+      },
+      "widgets_values": [
+        512,
+        512,
+        "lanczos",
+        true,
+        2,
+        0,
+        0
+      ]
+    },
+    {
+      "id": 196,
+      "type": "LoadImage",
+      "pos": [
+        -1256,
+        -572
+      ],
+      "size": [
+        315,
+        314
+      ],
+      "flags": {},
+      "order": 6,
+      "mode": 0,
+      "outputs": [
+        {
+          "name": "IMAGE",
+          "type": "IMAGE",
+          "links": [
+            466
+          ],
+          "shape": 3,
+          "slot_index": 0
+        },
+        {
+          "name": "MASK",
+          "type": "MASK",
+          "links": null,
+          "shape": 3
+        }
+      ],
+      "properties": {
+        "Node name for S&R": "LoadImage"
+      },
+      "widgets_values": [
+        "oldman.jpg",
+        "image"
+      ]
+    },
+    {
+      "id": 190,
+      "type": "LivePortraitProcess",
+      "pos": [
+        551,
+        -383
+      ],
+      "size": {
+        "0": 430.8000183105469,
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+      "flags": {},
+      "order": 18,
+      "mode": 0,
+      "inputs": [
+        {
+          "name": "pipeline",
+          "type": "LIVEPORTRAITPIPE",
+          "link": 448
+        },
+        {
+          "name": "crop_info",
+          "type": "CROPINFO",
+          "link": 449
+        },
+        {
+          "name": "source_image",
+          "type": "IMAGE",
+          "link": 456
+        },
+        {
+          "name": "driving_images",
+          "type": "IMAGE",
+          "link": 451
+        },
+        {
+          "name": "opt_retargeting_info",
+          "type": "RETARGETINGINFO",
+          "link": null
+        }
+      ],
+      "outputs": [
+        {
+          "name": "cropped_image",
+          "type": "IMAGE",
+          "links": [
+            454
+          ],
+          "shape": 3,
+          "slot_index": 0
+        },
+        {
+          "name": "output",
+          "type": "LP_OUT",
+          "links": [
+            452
+          ],
+          "shape": 3,
+          "slot_index": 1
+        }
+      ],
+      "properties": {
+        "Node name for S&R": "LivePortraitProcess"
+      },
+      "widgets_values": [
+        false,
+        0.03,
+        true,
+        1,
+        "constant",
+        "relative",
+        0.000003
+      ]
+    },
+    {
+      "id": 168,
+      "type": "VHS_VideoCombine",
+      "pos": [
+        1495,
+        -143
+      ],
+      "size": [
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+        865.69873046875
+      ],
+      "flags": {},
+      "order": 22,
+      "mode": 0,
+      "inputs": [
+        {
+          "name": "images",
+          "type": "IMAGE",
+          "link": 441
+        },
+        {
+          "name": "audio",
+          "type": "VHS_AUDIO",
+          "link": null
+        },
+        {
+          "name": "meta_batch",
+          "type": "VHS_BatchManager",
+          "link": null
+        },
+        {
+          "name": "vae",
+          "type": "VAE",
+          "link": null
+        }
+      ],
+      "outputs": [
+        {
+          "name": "Filenames",
+          "type": "VHS_FILENAMES",
+          "links": null,
+          "shape": 3
+        }
+      ],
+      "properties": {
+        "Node name for S&R": "VHS_VideoCombine"
+      },
+      "widgets_values": {
+        "frame_rate": 24,
+        "loop_count": 0,
+        "filename_prefix": "LivePortrait",
+        "format": "video/h264-mp4",
+        "pix_fmt": "yuv420p",
+        "crf": 19,
+        "save_metadata": true,
+        "pingpong": false,
+        "save_output": false,
+        "videopreview": {
+          "hidden": false,
+          "paused": false,
+          "params": {
+            "filename": "LivePortrait_00001.mp4",
+            "subfolder": "",
+            "type": "temp",
+            "format": "video/h264-mp4",
+            "frame_rate": 24
+          }
+        }
+      }
+    }
+  ],
+  "links": [
+    [
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+      81,
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+      "IMAGE"
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+    ],
+    [
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+      "IMAGE"
+    ],
+    [
+      441,
+      186,
+      0,
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+      0,
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+    [
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+      0,
+      "IMAGE"
+    ],
+    [
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+      0,
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+      1,
+      "LPCROPPER"
+    ],
+    [
+      445,
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+      189,
+      2,
+      "IMAGE"
+    ],
+    [
+      446,
+      1,
+      0,
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+      0,
+      "LIVEPORTRAITPIPE"
+    ],
+    [
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+      1,
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+      190,
+      0,
+      "LIVEPORTRAITPIPE"
+    ],
+    [
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+      1,
+      190,
+      1,
+      "CROPINFO"
+    ],
+    [
+      451,
+      182,
+      0,
+      190,
+      3,
+      "IMAGE"
+    ],
+    [
+      452,
+      190,
+      1,
+      191,
+      2,
+      "LP_OUT"
+    ],
+    [
+      454,
+      190,
+      0,
+      191,
+      1,
+      "IMAGE"
+    ],
+    [
+      455,
+      78,
+      0,
+      192,
+      0,
+      "*"
+    ],
+    [
+      456,
+      192,
+      0,
+      190,
+      2,
+      "IMAGE"
+    ],
+    [
+      457,
+      192,
+      0,
+      191,
+      0,
+      "IMAGE"
+    ],
+    [
+      458,
+      191,
+      0,
+      181,
+      0,
+      "IMAGE"
+    ],
+    [
+      463,
+      81,
+      0,
+      191,
+      3,
+      "MASK"
+    ],
+    [
+      466,
+      196,
+      0,
+      165,
+      0,
+      "IMAGE"
+    ]
+  ],
+  "groups": [],
+  "config": {},
+  "extra": {
+    "ds": {
+      "scale": 0.5644739300537774,
+      "offset": {
+        "0": 1531.7385101344028,
+        "1": 1081.4586534396992
+      }
+    }
+  },
+  "version": 0.4
+}
\ No newline at end of file
diff --git a/examples/liveportrait_realtime_example_01.json b/examples/liveportrait_realtime_example_01.json
new file mode 100644
index 0000000..38f1cf2
--- /dev/null
+++ b/examples/liveportrait_realtime_example_01.json
@@ -0,0 +1,631 @@
+{
+  "last_node_id": 202,
+  "last_link_id": 476,
+  "nodes": [
+    {
+      "id": 129,
+      "type": "LivePortraitLoadCropper",
+      "pos": [
+        -1050,
+        -740
+      ],
+      "size": {
+        "0": 315,
+        "1": 82
+      },
+      "flags": {},
+      "order": 0,
+      "mode": 0,
+      "outputs": [
+        {
+          "name": "cropper",
+          "type": "LPCROPPER",
+          "links": [
+            444
+          ],
+          "shape": 3,
+          "slot_index": 0
+        }
+      ],
+      "properties": {
+        "Node name for S&R": "LivePortraitLoadCropper"
+      },
+      "widgets_values": [
+        "CPU",
+        true
+      ]
+    },
+    {
+      "id": 1,
+      "type": "DownloadAndLoadLivePortraitModels",
+      "pos": [
+        -1040,
+        -850
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+      "size": {
+        "0": 302.43463134765625,
+        "1": 58
+      },
+      "flags": {},
+      "order": 1,
+      "mode": 0,
+      "outputs": [
+        {
+          "name": "live_portrait_pipe",
+          "type": "LIVEPORTRAITPIPE",
+          "links": [
+            446,
+            448
+          ],
+          "shape": 3,
+          "slot_index": 0
+        }
+      ],
+      "properties": {
+        "Node name for S&R": "DownloadAndLoadLivePortraitModels"
+      },
+      "widgets_values": [
+        "fp16"
+      ]
+    },
+    {
+      "id": 165,
+      "type": "ImageResizeKJ",
+      "pos": [
+        -670,
+        -560
+      ],
+      "size": {
+        "0": 315,
+        "1": 242
+      },
+      "flags": {},
+      "order": 4,
+      "mode": 0,
+      "inputs": [
+        {
+          "name": "image",
+          "type": "IMAGE",
+          "link": 466
+        },
+        {
+          "name": "get_image_size",
+          "type": "IMAGE",
+          "link": null
+        },
+        {
+          "name": "width_input",
+          "type": "INT",
+          "link": null,
+          "widget": {
+            "name": "width_input"
+          }
+        },
+        {
+          "name": "height_input",
+          "type": "INT",
+          "link": null,
+          "widget": {
+            "name": "height_input"
+          }
+        }
+      ],
+      "outputs": [
+        {
+          "name": "IMAGE",
+          "type": "IMAGE",
+          "links": [
+            434
+          ],
+          "shape": 3,
+          "slot_index": 0
+        },
+        {
+          "name": "width",
+          "type": "INT",
+          "links": null,
+          "shape": 3
+        },
+        {
+          "name": "height",
+          "type": "INT",
+          "links": null,
+          "shape": 3
+        }
+      ],
+      "properties": {
+        "Node name for S&R": "ImageResizeKJ"
+      },
+      "widgets_values": [
+        512,
+        512,
+        "lanczos",
+        true,
+        2,
+        0,
+        0
+      ]
+    },
+    {
+      "id": 196,
+      "type": "LoadImage",
+      "pos": [
+        -1050,
+        -550
+      ],
+      "size": [
+        315,
+        314
+      ],
+      "flags": {},
+      "order": 2,
+      "mode": 0,
+      "outputs": [
+        {
+          "name": "IMAGE",
+          "type": "IMAGE",
+          "links": [
+            466
+          ],
+          "shape": 3,
+          "slot_index": 0
+        },
+        {
+          "name": "MASK",
+          "type": "MASK",
+          "links": null,
+          "shape": 3
+        }
+      ],
+      "properties": {
+        "Node name for S&R": "LoadImage"
+      },
+      "widgets_values": [
+        "oldman.jpg",
+        "image"
+      ]
+    },
+    {
+      "id": 199,
+      "type": "GetImageSizeAndCount",
+      "pos": [
+        202,
+        -239
+      ],
+      "size": {
+        "0": 210,
+        "1": 86
+      },
+      "flags": {},
+      "order": 5,
+      "mode": 0,
+      "inputs": [
+        {
+          "name": "image",
+          "type": "IMAGE",
+          "link": 474
+        }
+      ],
+      "outputs": [
+        {
+          "name": "image",
+          "type": "IMAGE",
+          "links": [
+            472
+          ],
+          "shape": 3,
+          "slot_index": 0
+        },
+        {
+          "name": "512 width",
+          "type": "INT",
+          "links": null,
+          "shape": 3
+        },
+        {
+          "name": "512 height",
+          "type": "INT",
+          "links": null,
+          "shape": 3
+        },
+        {
+          "name": "1 count",
+          "type": "INT",
+          "links": null,
+          "shape": 3
+        }
+      ],
+      "properties": {
+        "Node name for S&R": "GetImageSizeAndCount"
+      }
+    },
+    {
+      "id": 78,
+      "type": "GetImageSizeAndCount",
+      "pos": [
+        -310,
+        -550
+      ],
+      "size": {
+        "0": 210,
+        "1": 86
+      },
+      "flags": {},
+      "order": 7,
+      "mode": 0,
+      "inputs": [
+        {
+          "name": "image",
+          "type": "IMAGE",
+          "link": 434
+        }
+      ],
+      "outputs": [
+        {
+          "name": "image",
+          "type": "IMAGE",
+          "links": [
+            445,
+            475
+          ],
+          "shape": 3,
+          "slot_index": 0
+        },
+        {
+          "name": "512 width",
+          "type": "INT",
+          "links": null,
+          "shape": 3
+        },
+        {
+          "name": "512 height",
+          "type": "INT",
+          "links": null,
+          "shape": 3
+        },
+        {
+          "name": "1 count",
+          "type": "INT",
+          "links": null,
+          "shape": 3
+        }
+      ],
+      "properties": {
+        "Node name for S&R": "GetImageSizeAndCount"
+      }
+    },
+    {
+      "id": 189,
+      "type": "LivePortraitCropper",
+      "pos": [
+        -48,
+        -851
+      ],
+      "size": {
+        "0": 330,
+        "1": 242
+      },
+      "flags": {},
+      "order": 8,
+      "mode": 0,
+      "inputs": [
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+          "name": "pipeline",
+          "type": "LIVEPORTRAITPIPE",
+          "link": 446,
+          "slot_index": 0
+        },
+        {
+          "name": "cropper",
+          "type": "LPCROPPER",
+          "link": 444
+        },
+        {
+          "name": "source_image",
+          "type": "IMAGE",
+          "link": 445
+        }
+      ],
+      "outputs": [
+        {
+          "name": "cropped_image",
+          "type": "IMAGE",
+          "links": null,
+          "shape": 3,
+          "slot_index": 0
+        },
+        {
+          "name": "crop_info",
+          "type": "CROPINFO",
+          "links": [
+            449
+          ],
+          "shape": 3,
+          "slot_index": 1
+        }
+      ],
+      "properties": {
+        "Node name for S&R": "LivePortraitCropper"
+      },
+      "widgets_values": [
+        512,
+        2.3,
+        0,
+        -0.125,
+        0,
+        "large-small",
+        true
+      ]
+    },
+    {
+      "id": 202,
+      "type": "PreviewImage",
+      "pos": [
+        147.3814710186748,
+        -76.18841642883467
+      ],
+      "size": {
+        "0": 521.2196044921875,
+        "1": 566.1187133789062
+      },
+      "flags": {},
+      "order": 6,
+      "mode": 0,
+      "inputs": [
+        {
+          "name": "images",
+          "type": "IMAGE",
+          "link": 476
+        }
+      ],
+      "properties": {
+        "Node name for S&R": "PreviewImage"
+      }
+    },
+    {
+      "id": 201,
+      "type": "ImageGrabPIL",
+      "pos": [
+        -208,
+        -232
+      ],
+      "size": {
+        "0": 315,
+        "1": 178
+      },
+      "flags": {},
+      "order": 3,
+      "mode": 0,
+      "outputs": [
+        {
+          "name": "image",
+          "type": "IMAGE",
+          "links": [
+            474,
+            476
+          ],
+          "shape": 3,
+          "slot_index": 0
+        }
+      ],
+      "properties": {
+        "Node name for S&R": "ImageGrabPIL"
+      },
+      "widgets_values": [
+        0,
+        0,
+        512,
+        512,
+        1,
+        0.1
+      ]
+    },
+    {
+      "id": 190,
+      "type": "LivePortraitProcess",
+      "pos": [
+        563,
+        -418
+      ],
+      "size": {
+        "0": 430.8000183105469,
+        "1": 282
+      },
+      "flags": {},
+      "order": 9,
+      "mode": 0,
+      "inputs": [
+        {
+          "name": "pipeline",
+          "type": "LIVEPORTRAITPIPE",
+          "link": 448
+        },
+        {
+          "name": "crop_info",
+          "type": "CROPINFO",
+          "link": 449
+        },
+        {
+          "name": "source_image",
+          "type": "IMAGE",
+          "link": 475
+        },
+        {
+          "name": "driving_images",
+          "type": "IMAGE",
+          "link": 472
+        },
+        {
+          "name": "opt_retargeting_info",
+          "type": "RETARGETINGINFO",
+          "link": null
+        }
+      ],
+      "outputs": [
+        {
+          "name": "cropped_image",
+          "type": "IMAGE",
+          "links": [
+            470
+          ],
+          "shape": 3,
+          "slot_index": 0
+        },
+        {
+          "name": "output",
+          "type": "LP_OUT",
+          "links": [],
+          "shape": 3,
+          "slot_index": 1
+        }
+      ],
+      "properties": {
+        "Node name for S&R": "LivePortraitProcess"
+      },
+      "widgets_values": [
+        false,
+        0.03,
+        false,
+        1,
+        "constant",
+        "single_frame",
+        0.000003
+      ]
+    },
+    {
+      "id": 198,
+      "type": "PreviewImage",
+      "pos": [
+        1027,
+        -409
+      ],
+      "size": [
+        521.2195999999999,
+        566.1186964538573
+      ],
+      "flags": {},
+      "order": 10,
+      "mode": 0,
+      "inputs": [
+        {
+          "name": "images",
+          "type": "IMAGE",
+          "link": 470
+        }
+      ],
+      "properties": {
+        "Node name for S&R": "PreviewImage"
+      }
+    }
+  ],
+  "links": [
+    [
+      434,
+      165,
+      0,
+      78,
+      0,
+      "IMAGE"
+    ],
+    [
+      444,
+      129,
+      0,
+      189,
+      1,
+      "LPCROPPER"
+    ],
+    [
+      445,
+      78,
+      0,
+      189,
+      2,
+      "IMAGE"
+    ],
+    [
+      446,
+      1,
+      0,
+      189,
+      0,
+      "LIVEPORTRAITPIPE"
+    ],
+    [
+      448,
+      1,
+      0,
+      190,
+      0,
+      "LIVEPORTRAITPIPE"
+    ],
+    [
+      449,
+      189,
+      1,
+      190,
+      1,
+      "CROPINFO"
+    ],
+    [
+      466,
+      196,
+      0,
+      165,
+      0,
+      "IMAGE"
+    ],
+    [
+      470,
+      190,
+      0,
+      198,
+      0,
+      "IMAGE"
+    ],
+    [
+      472,
+      199,
+      0,
+      190,
+      3,
+      "IMAGE"
+    ],
+    [
+      474,
+      201,
+      0,
+      199,
+      0,
+      "IMAGE"
+    ],
+    [
+      475,
+      78,
+      0,
+      190,
+      2,
+      "IMAGE"
+    ],
+    [
+      476,
+      201,
+      0,
+      202,
+      0,
+      "IMAGE"
+    ]
+  ],
+  "groups": [],
+  "config": {},
+  "extra": {
+    "ds": {
+      "scale": 0.7513148009015781,
+      "offset": {
+        "0": 1419.6048777240007,
+        "1": 976.38813725403
+      }
+    }
+  },
+  "version": 0.4
+}
\ No newline at end of file
diff --git a/liveportrait/utils/crop.py b/liveportrait/utils/crop.py
index b88fb13..567e54d 100644
--- a/liveportrait/utils/crop.py
+++ b/liveportrait/utils/crop.py
@@ -155,7 +155,14 @@ def parse_pt2_from_pt9(pt9, use_lip=True):
 
 def parse_pt2_from_pt68(pt68, use_lip=True):
     '''
-face = {"keypoints": ['right cheekbone 1', 'right cheekbone 2', 'right cheek 1', 'right cheek 2', 'right cheek 3', 'right cheek 4', 'right cheek 5', 'right chin', 'chin center', 'left chin', 'left cheek 5', 'left cheek 4', 'left cheek 3', 'left cheek 2', 'left cheek 1', 'left cheekbone 2', 'left cheekbone 1', 'right eyebrow 1', 'right eyebrow 2', 'right eyebrow 3', 'right eyebrow 4', 'right eyebrow 5', 'left eyebrow 1', 'left eyebrow 2', 'left eyebrow 3', 'left eyebrow 4', 'left eyebrow 5', 'nasal bridge 1', 'nasal bridge 2', 'nasal bridge 3', 'nasal bridge 4', 'right nasal wing 1', 'right nasal wing 2', 'nasal wing center', 'left nasal wing 1', 'left nasal wing 2', 'right eye eye corner 1', 'right eye upper eyelid 1', 'right eye upper eyelid 2', 'right eye eye corner 2', 'right eye lower eyelid 2', 'right eye lower eyelid 1', 'left eye eye corner 1', 'left eye upper eyelid 1', 'left eye upper eyelid 2', 'left eye eye corner 2', 'left eye lower eyelid 2', 'left eye lower eyelid 1', 'right mouth corner', 'upper lip outer edge 1', 'upper lip outer edge 2', 'upper lip outer edge 3', 'upper lip outer edge 4', 'upper lip outer edge 5', 'left mouth corner', 'lower lip outer edge 5', 'lower lip outer edge 4', 'lower lip outer edge 3', 'lower lip outer edge 2', 'lower lip outer edge 1', 'upper lip inter edge 1', 'upper lip inter edge 2', 'upper lip inter edge 3', 'upper lip inter edge 4', 'upper lip inter edge 5', 'lower lip inter edge 3', 'lower lip inter edge 2', 'lower lip inter edge 1'], "skeleton": []}
+face = {"keypoints": ['right cheekbone 1', 'right cheekbone 2', 'right cheek 1', 'right cheek 2', 'right cheek 3', 'right cheek 4', 'right cheek 5', 'right chin', 'chin center', 
+'left chin', 'left cheek 5', 'left cheek 4', 'left cheek 3', 'left cheek 2', 'left cheek 1', 'left cheekbone 2', 'left cheekbone 1', 'right eyebrow 1', 'right eyebrow 2', 'right eyebrow 3', 
+'right eyebrow 4', 'right eyebrow 5', 'left eyebrow 1', 'left eyebrow 2', 'left eyebrow 3', 'left eyebrow 4', 'left eyebrow 5', 'nasal bridge 1', 'nasal bridge 2', 'nasal bridge 3', 'nasal bridge 4', 
+'right nasal wing 1', 'right nasal wing 2', 'nasal wing center', 'left nasal wing 1', 'left nasal wing 2', 'right eye eye corner 1', 'right eye upper eyelid 1', 'right eye upper eyelid 2', 
+'right eye eye corner 2', 'right eye lower eyelid 2', 'right eye lower eyelid 1', 'left eye eye corner 1', 'left eye upper eyelid 1', 'left eye upper eyelid 2', 'left eye eye corner 2', 'left eye lower eyelid 2', 
+'left eye lower eyelid 1', 'right mouth corner', 'upper lip outer edge 1', 'upper lip outer edge 2', 'upper lip outer edge 3', 'upper lip outer edge 4', 'upper lip outer edge 5', 'left mouth corner', 
+'lower lip outer edge 5', 'lower lip outer edge 4', 'lower lip outer edge 3', 'lower lip outer edge 2', 'lower lip outer edge 1', 'upper lip inter edge 1', 'upper lip inter edge 2', 'upper lip inter edge 3', 
+'upper lip inter edge 4', 'upper lip inter edge 5', 'lower lip inter edge 3', 'lower lip inter edge 2', 'lower lip inter edge 1'], "skeleton": []}
 
 
     '''
@@ -456,4 +463,3 @@ def average_bbox_lst(bbox_lst):
         return None
     bbox_arr = np.array(bbox_lst)
     return np.mean(bbox_arr, axis=0).tolist()
-