Update Dataset Card/ add loader script

README.md

@@ -1,8 +1,141 @@
 ---
+dataset_info:
+  features:
+    - name: image
+      dtype: image
+    - name: depth
+      dtype: image
+    - name: mask
+      dtype: image
+  splits:
+    - name: train
+      num_examples: 12000
+  download_size: 21573770746
+  dataset_size: 21702540415
+configs:
+  - config_name: all
+    data_files:
+      - split: train
+        path: ["rendered/*.tar.gz", "generated/*.tar.gz"]
+  - config_name: blender
+    data_files:
+      - split: train
+        path: "rendered/*.tar.gz"
+  - config_name: sdxl
+    data_files:
+      - split: train
+        path: "generated/*.tar.gz"
+language:
+- en
 license: gpl-3.0
+tags:
+- vision
+- image segmentation
+- instance segmentation
+- object detection
+- synthetic
+- sim-to-real
+- depth estimation
+- image to image
+annotations_creators:
+- machine-generated
+pretty_name: SynWBM Dataset
+size_categories:
+- 1K<n<10K
+task_categories:
+- object-detection
+- image-segmentation
+- depth-estimation
+- image-to-image
+task_ids:
+- instance-segmentation
+- semantic-segmentation
 ---
-# SynWBM (Synthetic white button mushroom)
+# The SynWBM (Synthetic White Button Mushrooms) Dataset!
 
-A dataset containing synthetic images of white button mushrooms.
+![Sample example](https://huggingface.co/datasets/ABC-iRobotics/SynWBM/resolve/main/example.png "Sample example")
 
-Images were either rendered from a Blender scene, or generated using a Stable Diffusion XL-based workflow.
+Synthetic dataset of white button mushrooms (Agaricus bisporus) with instance segmentation masks and depth maps.
+
+### Dataset Summary
+
+The SynWBM Dataset is a collection of synthetic images of white button mushroom. The dataset incorporates rendered (using Blender) and generated (using Stable Diffusion XL) synthetic images for training mushroom segmentation models. Each image is annotated with instance segmentation masks and depth maps. The dataset explicitly marks synthetic samples based on their creation method (either rendered from the Blender scene or generated using Stable Diffusion XL) to facilitate sim-to-real performance tests on different synthetic datasets. The dataset does not provide real-world samples for testing, it only contains the synthetic training data.
+
+### Supported Tasks and Leaderboards
+
+The dataset supports tasks such as semantic segmentation, instance segmentation, object detection, depth estimation, image-to-image, and pre-training models for sim-to-real transfer.
+
+## Dataset Structure
+
+### Data samples
+
+The samples of the dataset are 1024x1024x3 images in PNG format. The annotations are 1024x1024x1 PNG images representing the instance segmentation masks (using uint16 data format) and 1024x1024x1 PNG images representing depth data.
+
+### Data Fields
+
+The data fields are:
+
+1) 'image': 1024x1024x3 PNG image
+2) 'depth': 1024x1024x1 PNG image
+3) 'mask': 1024x1024x1 unit16 PNG image
+
+⚠️ Note: Instance masks are stored as uint16 PNG images, where each pixel value corresponds to an instance ID. Many default image viewers will render them as black; for visualization, we recommend converting them to RGB with a color palette.
+
+### Data Splits
+
+The dataset contains only a training split for all image collections, but provides three configs (`all`, `blender` and `sdxl`) to load the images generated by different methods.
+
+### Limitations
+
+- The dataset only contains synthetic images; no real-world samples are provided.  
+- Stable Diffusion XL generations may contain artifacts or unrealistic structures.  
+- Depth annotations are derived from rendering/generation pipelines and may not reflect real-world sensor noise.
+
+## Usage
+
+You can load the dataset using 🤗 Datasets:
+
+```python
+from datasets import load_dataset
+
+# Load all synthetic images
+ds = load_dataset("ABC-iRobotics/SynWBM", name="all")
+
+# Load only Blender-rendered images
+ds_blender = load_dataset("ABC-iRobotics/SynWBM", name="blender")
+
+# Load only SDXL-generated images
+ds_sdxl = load_dataset("ABC-iRobotics/SynWBM", name="sdxl")
+
+# Example visualization
+example = ds["train"][0]
+image, mask, depth = example["image"], example["mask"], example["depth"]
+```
+
+### Intended Use
+
+The dataset is intended for research in:
+- instance segmentation of mushrooms
+- sim-to-real transfer learning
+- synthetic-to-real domain adaptation
+- benchmarking data generation pipelines
+
+## Dataset Creation
+
+### Curation Rationale
+
+The dataset was created to train instance segmentation models on synthetic data for mushroom instance segmentation in real-world images.
+
+### Source Data
+
+The data is generated using two methods:
+
+- Blender-rendered images are produced from a fully procedural Blender scene, with annotations generated using the [Blender Annotation Tool (BAT)](https://github.com/ABC-iRobotics/blender_annotation_tool)
+- Stable Diffusion XL images are generated using ComfyUI with a [custom workflow](https://huggingface.co/datasets/ABC-iRobotics/SynWBM/resolve/main/mushroom_workflow.json) provided in this repository.
+
+## Citation Information
+
+Coming Soon
+
+## License
+This dataset is released under [GNU General Public License v3.0](https://www.gnu.org/licenses/gpl-3.0.en.html).

SynWBM.py

@@ -0,0 +1,184 @@
+# 
+ # This file is part of the SynWBM distribution (https://huggingface.co/datasets/ABC-iRobotics/SynWBM).
+ # Copyright (c) 2023 ABC-iRobotics.
+ # 
+ # This program is free software: you can redistribute it and/or modify  
+ # it under the terms of the GNU General Public License as published by  
+ # the Free Software Foundation, version 3.
+ #
+ # This program is distributed in the hope that it will be useful, but 
+ # WITHOUT ANY WARRANTY; without even the implied warranty of 
+ # MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the GNU 
+ # General Public License for more details.
+ #
+ # You should have received a copy of the GNU General Public License 
+ # along with this program. If not, see <http://www.gnu.org/licenses/>.
+ #
+"""SynWBM dataset"""
+
+import sys
+if sys.version_info < (3, 9):
+    from typing import Sequence, Generator, Tuple
+else:
+    from collections.abc import Sequence, Generator
+    Tuple = tuple
+
+from typing import Optional, IO
+
+import datasets
+import itertools
+
+
+# ---- Constants ----
+
+_CITATION = """\
+COMING SOON
+"""
+
+_DESCRIPTION = """\
+A synthetic instance segmentation dataset for white button mushrooms (Agaricus bisporus).
+The dataset incorporates rendered and generated synthetic images for training mushroom segmentation models.
+"""
+
+_HOMEPAGE = "https://huggingface.co/datasets/ABC-iRobotics/SynWBM"
+
+_LICENSE = "GNU General Public License v3.0"
+
+_LATEST_VERSIONS = {
+    "all": "1.0.0",
+    "blender": "1.0.0",
+    "sdxl": "1.0.0",
+}
+
+BASE_URL = "https://huggingface.co/datasets/ABC-iRobotics/SynWBM/resolve/main/"
+
+
+
+# ---- SynWBM dataset Configs ----
+
+class SynWBMDatasetConfig(datasets.BuilderConfig):
+    """BuilderConfig for SynWBM dataset."""
+
+    def __init__(self, name: str, base_urls: Sequence[str], images_txt: str, version: Optional[str] = None, **kwargs):
+        _version = _LATEST_VERSIONS[name] if version is None else version
+        super(SynWBMDatasetConfig, self).__init__(version=datasets.Version(_version), name=name, **kwargs)
+        with open(images_txt, 'r') as f:
+            image_list = f.readlines()
+        img_urls = []
+        depth_urls = []
+        mask_urls = []
+        for base_url in base_urls:
+            img_urls.extend([base_url + image.strip() for image in image_list])
+            depth_urls.extend([BASE_URL + "depths/" + image.strip() for image in image_list])
+            mask_urls.extend([BASE_URL + "masks/" + image.strip() for image in image_list])
+
+        self._imgs_urls = img_urls
+        self._depth_urls = depth_urls
+        self._masks_urls = mask_urls
+
+
+    @property
+    def features(self):
+        return datasets.Features(
+            {
+                "image": datasets.Image(),
+                "depth": datasets.Image(),
+                "mask": datasets.Image(),
+            }
+        )
+    
+    @property
+    def supervised_keys(self):
+        return None
+
+
+
+# ---- SynWBM dataset Loader ----
+
+class SynWBMDataset(datasets.GeneratorBasedBuilder):
+    """SynWBM dataset."""
+
+    BUILDER_CONFIG_CLASS = SynWBMDatasetConfig
+    BUILDER_CONFIGS = [
+        SynWBMDatasetConfig(
+            name = "all",
+            description = "All images",
+            base_urls = [
+                BASE_URL + "rendered/",
+                BASE_URL + "generated/"
+            ],
+            images_txt = "images.txt"
+        ),
+        SynWBMDatasetConfig(
+            name = "blender",
+            description = "Synthetic images rendered using Blender",
+            base_urls = [
+                BASE_URL + "rendered/"
+            ],
+            images_txt = "images.txt"
+        ),
+        SynWBMDatasetConfig(
+            name = "sdxl",
+            description = "Synthetic images generated by Stable Diffusion XL",
+            base_urls = [
+                BASE_URL + "generated/"
+            ],
+            images_txt = "images.txt"
+        ),
+    ]
+    DEFAULT_WRITER_BATCH_SIZE = 10
+
+    def _info(self):
+        return datasets.DatasetInfo(
+            description=_DESCRIPTION,
+            features=self.config.features,
+            supervised_keys=self.config.supervised_keys,
+            homepage=_HOMEPAGE,
+            license=_LICENSE,
+            citation=_CITATION,
+            version=self.config.version,
+        )
+
+    def _split_generators(self, dl_manager):
+        imgs_paths = dl_manager.download(self.config._imgs_urls)
+        depths_paths = dl_manager.download(self.config._depth_urls)
+        masks_paths = dl_manager.download(self.config._masks_urls)
+
+        imgs_gen = itertools.chain.from_iterable([dl_manager.iter_archive(path) for path in imgs_paths])
+        depths_gen = itertools.chain.from_iterable([dl_manager.iter_archive(path) for path in depths_paths])
+        masks_gen = itertools.chain.from_iterable([dl_manager.iter_archive(path) for path in masks_paths])
+        
+        return [
+            datasets.SplitGenerator(
+                name=datasets.Split.TRAIN,
+                gen_kwargs={
+                    "images": imgs_gen,
+                    "depths": depths_gen,
+                    "masks": masks_gen,
+                },
+            ),
+        ]
+
+    def _generate_examples(
+        self,
+        images: Generator[Tuple[str,IO], None, None],
+        depths: Generator[Tuple[str,IO], None, None],
+        masks: Generator[Tuple[str,IO], None, None],
+    ):
+        for i, (img_info, depth_info, mask_info) in enumerate(zip(images, depths, masks)):
+            img_file_path, img_file_obj = img_info
+            depth_file_path, depth_file_obj = depth_info
+            mask_file_path, mask_file_obj = mask_info
+
+            img_bytes = img_file_obj.read()
+            depth_bytes = depth_file_obj.read()
+            mask_bytes = mask_file_obj.read()
+            img_file_obj.close()
+            depth_file_obj.close()
+            mask_file_obj.close()
+
+            yield i, {
+                "image": {"path": img_file_path, "bytes": img_bytes},
+                "depth": {"path": depth_file_path, "bytes": depth_bytes},
+                "mask": {"path": mask_file_path, "bytes": mask_bytes},
+            }

images.txt

@@ -0,0 +1,20 @@
+0001.tar.gz
+0002.tar.gz
+0003.tar.gz
+0004.tar.gz
+0005.tar.gz
+0006.tar.gz
+0007.tar.gz
+0008.tar.gz
+0009.tar.gz
+0010.tar.gz
+0011.tar.gz
+0012.tar.gz
+0013.tar.gz
+0014.tar.gz
+0015.tar.gz
+0016.tar.gz
+0017.tar.gz
+0018.tar.gz
+0019.tar.gz
+0020.tar.gz

mushroom_worflow.json

@@ -0,0 +1,2066 @@
+{
+  "id": "cddfa9fa-2168-409f-be6c-8ad54459c584",
+  "revision": 0,
+  "last_node_id": 106,
+  "last_link_id": 249,
+  "nodes": [
+    {
+      "id": 60,
+      "type": "IPAdapterEncoder",
+      "pos": [
+        -1402.7646484375,
+        -297.35614013671875
+      ],
+      "size": [
+        315,
+        118
+      ],
+      "flags": {},
+      "order": 14,
+      "mode": 0,
+      "inputs": [
+        {
+          "name": "ipadapter",
+          "type": "IPADAPTER",
+          "link": 95
+        },
+        {
+          "name": "image",
+          "type": "IMAGE",
+          "link": 96
+        },
+        {
+          "name": "mask",
+          "shape": 7,
+          "type": "MASK",
+          "link": null
+        },
+        {
+          "name": "clip_vision",
+          "shape": 7,
+          "type": "CLIP_VISION",
+          "link": 97
+        }
+      ],
+      "outputs": [
+        {
+          "name": "pos_embed",
+          "shape": 3,
+          "type": "EMBEDS",
+          "slot_index": 0,
+          "links": [
+            99
+          ]
+        },
+        {
+          "name": "neg_embed",
+          "shape": 3,
+          "type": "EMBEDS",
+          "slot_index": 1,
+          "links": [
+            102
+          ]
+        }
+      ],
+      "properties": {
+        "Node name for S&R": "IPAdapterEncoder"
+      },
+      "widgets_values": [
+        1
+      ]
+    },
+    {
+      "id": 58,
+      "type": "IPAdapterEncoder",
+      "pos": [
+        -1399.978515625,
+        -455.05572509765625
+      ],
+      "size": [
+        315,
+        118
+      ],
+      "flags": {},
+      "order": 13,
+      "mode": 0,
+      "inputs": [
+        {
+          "name": "ipadapter",
+          "type": "IPADAPTER",
+          "link": 92
+        },
+        {
+          "name": "image",
+          "type": "IMAGE",
+          "link": 248
+        },
+        {
+          "name": "mask",
+          "shape": 7,
+          "type": "MASK",
+          "link": null
+        },
+        {
+          "name": "clip_vision",
+          "shape": 7,
+          "type": "CLIP_VISION",
+          "link": 94
+        }
+      ],
+      "outputs": [
+        {
+          "name": "pos_embed",
+          "shape": 3,
+          "type": "EMBEDS",
+          "slot_index": 0,
+          "links": [
+            98
+          ]
+        },
+        {
+          "name": "neg_embed",
+          "shape": 3,
+          "type": "EMBEDS",
+          "slot_index": 1,
+          "links": [
+            101
+          ]
+        }
+      ],
+      "properties": {
+        "Node name for S&R": "IPAdapterEncoder"
+      },
+      "widgets_values": [
+        1
+      ]
+    },
+    {
+      "id": 57,
+      "type": "IPAdapterCombineEmbeds",
+      "pos": [
+        -1045.979736328125,
+        -427.05572509765625
+      ],
+      "size": [
+        315,
+        138
+      ],
+      "flags": {
+        "collapsed": true
+      },
+      "order": 17,
+      "mode": 0,
+      "inputs": [
+        {
+          "name": "embed1",
+          "type": "EMBEDS",
+          "link": 98
+        },
+        {
+          "name": "embed2",
+          "shape": 7,
+          "type": "EMBEDS",
+          "link": 99
+        },
+        {
+          "name": "embed3",
+          "shape": 7,
+          "type": "EMBEDS",
+          "link": null
+        },
+        {
+          "name": "embed4",
+          "shape": 7,
+          "type": "EMBEDS",
+          "link": null
+        },
+        {
+          "name": "embed5",
+          "shape": 7,
+          "type": "EMBEDS",
+          "link": null
+        }
+      ],
+      "outputs": [
+        {
+          "name": "EMBEDS",
+          "shape": 3,
+          "type": "EMBEDS",
+          "slot_index": 0,
+          "links": [
+            100
+          ]
+        }
+      ],
+      "properties": {
+        "Node name for S&R": "IPAdapterCombineEmbeds"
+      },
+      "widgets_values": [
+        "concat"
+      ]
+    },
+    {
+      "id": 61,
+      "type": "IPAdapterCombineEmbeds",
+      "pos": [
+        -1045.979736328125,
+        -249.05575561523438
+      ],
+      "size": [
+        315,
+        138
+      ],
+      "flags": {
+        "collapsed": true
+      },
+      "order": 18,
+      "mode": 0,
+      "inputs": [
+        {
+          "name": "embed1",
+          "type": "EMBEDS",
+          "link": 101
+        },
+        {
+          "name": "embed2",
+          "shape": 7,
+          "type": "EMBEDS",
+          "link": 102
+        },
+        {
+          "name": "embed3",
+          "shape": 7,
+          "type": "EMBEDS",
+          "link": null
+        },
+        {
+          "name": "embed4",
+          "shape": 7,
+          "type": "EMBEDS",
+          "link": null
+        },
+        {
+          "name": "embed5",
+          "shape": 7,
+          "type": "EMBEDS",
+          "link": null
+        }
+      ],
+      "outputs": [
+        {
+          "name": "EMBEDS",
+          "shape": 3,
+          "type": "EMBEDS",
+          "slot_index": 0,
+          "links": [
+            103
+          ]
+        }
+      ],
+      "properties": {
+        "Node name for S&R": "IPAdapterCombineEmbeds"
+      },
+      "widgets_values": [
+        "concat"
+      ]
+    },
+    {
+      "id": 73,
+      "type": "Reroute",
+      "pos": [
+        -863.97998046875,
+        -178.0557098388672
+      ],
+      "size": [
+        75,
+        26
+      ],
+      "flags": {},
+      "order": 9,
+      "mode": 0,
+      "inputs": [
+        {
+          "name": "",
+          "type": "*",
+          "link": 132
+        }
+      ],
+      "outputs": [
+        {
+          "name": "",
+          "type": "CLIP_VISION",
+          "slot_index": 0,
+          "links": [
+            131
+          ]
+        }
+      ],
+      "properties": {
+        "showOutputText": false,
+        "horizontal": false
+      }
+    },
+    {
+      "id": 71,
+      "type": "Reroute",
+      "pos": [
+        -896.9801025390625,
+        -567.056396484375
+      ],
+      "size": [
+        75,
+        26
+      ],
+      "flags": {},
+      "order": 16,
+      "mode": 0,
+      "inputs": [
+        {
+          "name": "",
+          "type": "*",
+          "link": 127
+        }
+      ],
+      "outputs": [
+        {
+          "name": "",
+          "type": "MODEL",
+          "slot_index": 0,
+          "links": [
+            128
+          ]
+        }
+      ],
+      "properties": {
+        "showOutputText": false,
+        "horizontal": false
+      }
+    },
+    {
+      "id": 32,
+      "type": "IPAdapterModelLoader",
+      "pos": [
+        -1757.978515625,
+        -513.05615234375
+      ],
+      "size": [
+        315,
+        58
+      ],
+      "flags": {},
+      "order": 0,
+      "mode": 0,
+      "inputs": [],
+      "outputs": [
+        {
+          "name": "IPADAPTER",
+          "shape": 3,
+          "type": "IPADAPTER",
+          "slot_index": 0,
+          "links": [
+            92,
+            95,
+            107
+          ]
+        }
+      ],
+      "properties": {
+        "Node name for S&R": "IPAdapterModelLoader"
+      },
+      "widgets_values": [
+        "ip-adapter_xl.pth"
+      ]
+    },
+    {
+      "id": 34,
+      "type": "CLIPVisionLoader",
+      "pos": [
+        -1759.978515625,
+        -179.0557098388672
+      ],
+      "size": [
+        315,
+        58
+      ],
+      "flags": {},
+      "order": 1,
+      "mode": 0,
+      "inputs": [],
+      "outputs": [
+        {
+          "name": "CLIP_VISION",
+          "shape": 3,
+          "type": "CLIP_VISION",
+          "slot_index": 0,
+          "links": [
+            94,
+            97,
+            132
+          ]
+        }
+      ],
+      "properties": {
+        "Node name for S&R": "CLIPVisionLoader"
+      },
+      "widgets_values": [
+        "CLIP-ViT-bigG-14-laion2B-39B-b160k.safetensors"
+      ]
+    },
+    {
+      "id": 19,
+      "type": "Reroute",
+      "pos": [
+        -1749.978515625,
+        -574.056396484375
+      ],
+      "size": [
+        75,
+        26
+      ],
+      "flags": {},
+      "order": 11,
+      "mode": 0,
+      "inputs": [
+        {
+          "name": "",
+          "type": "*",
+          "link": 12
+        }
+      ],
+      "outputs": [
+        {
+          "name": "",
+          "type": "MODEL",
+          "slot_index": 0,
+          "links": [
+            127
+          ]
+        }
+      ],
+      "properties": {
+        "showOutputText": false,
+        "horizontal": false
+      }
+    },
+    {
+      "id": 29,
+      "type": "ImageInvert",
+      "pos": [
+        595.5363159179688,
+        271.03204345703125
+      ],
+      "size": [
+        210,
+        26
+      ],
+      "flags": {},
+      "order": 19,
+      "mode": 0,
+      "inputs": [
+        {
+          "name": "image",
+          "type": "IMAGE",
+          "link": 188
+        }
+      ],
+      "outputs": [
+        {
+          "name": "IMAGE",
+          "shape": 3,
+          "type": "IMAGE",
+          "slot_index": 0,
+          "links": [
+            110
+          ]
+        }
+      ],
+      "properties": {
+        "Node name for S&R": "ImageInvert"
+      },
+      "widgets_values": []
+    },
+    {
+      "id": 25,
+      "type": "Reroute",
+      "pos": [
+        -1351,
+        428
+      ],
+      "size": [
+        75,
+        26
+      ],
+      "flags": {},
+      "order": 12,
+      "mode": 0,
+      "inputs": [
+        {
+          "name": "",
+          "type": "*",
+          "link": 91
+        }
+      ],
+      "outputs": [
+        {
+          "name": "",
+          "type": "VAE",
+          "slot_index": 0,
+          "links": [
+            152
+          ]
+        }
+      ],
+      "properties": {
+        "showOutputText": false,
+        "horizontal": false
+      }
+    },
+    {
+      "id": 80,
+      "type": "Reroute",
+      "pos": [
+        1328,
+        -196
+      ],
+      "size": [
+        75,
+        26
+      ],
+      "flags": {},
+      "order": 30,
+      "mode": 0,
+      "inputs": [
+        {
+          "name": "",
+          "type": "*",
+          "link": 209
+        }
+      ],
+      "outputs": [
+        {
+          "name": "",
+          "type": "CONDITIONING",
+          "slot_index": 0,
+          "links": [
+            149
+          ]
+        }
+      ],
+      "properties": {
+        "showOutputText": false,
+        "horizontal": false
+      }
+    },
+    {
+      "id": 81,
+      "type": "Reroute",
+      "pos": [
+        1328,
+        -172
+      ],
+      "size": [
+        75,
+        26
+      ],
+      "flags": {},
+      "order": 31,
+      "mode": 0,
+      "inputs": [
+        {
+          "name": "",
+          "type": "*",
+          "link": 210
+        }
+      ],
+      "outputs": [
+        {
+          "name": "",
+          "type": "CONDITIONING",
+          "slot_index": 0,
+          "links": [
+            151
+          ]
+        }
+      ],
+      "properties": {
+        "showOutputText": false,
+        "horizontal": false
+      }
+    },
+    {
+      "id": 16,
+      "type": "ControlNetLoader",
+      "pos": [
+        491.5364685058594,
+        164.03208923339844
+      ],
+      "size": [
+        315,
+        58
+      ],
+      "flags": {},
+      "order": 2,
+      "mode": 0,
+      "inputs": [],
+      "outputs": [
+        {
+          "name": "CONTROL_NET",
+          "shape": 3,
+          "type": "CONTROL_NET",
+          "slot_index": 0,
+          "links": [
+            142
+          ]
+        }
+      ],
+      "properties": {
+        "Node name for S&R": "ControlNetLoader"
+      },
+      "widgets_values": [
+        "diffusers_xl_depth_full.safetensors"
+      ]
+    },
+    {
+      "id": 41,
+      "type": "EmptyLatentImage",
+      "pos": [
+        1301.51318359375,
+        -108.30872344970703
+      ],
+      "size": [
+        315,
+        106
+      ],
+      "flags": {
+        "collapsed": true
+      },
+      "order": 3,
+      "mode": 0,
+      "inputs": [],
+      "outputs": [
+        {
+          "name": "LATENT",
+          "shape": 3,
+          "type": "LATENT",
+          "slot_index": 0,
+          "links": [
+            125
+          ]
+        }
+      ],
+      "properties": {
+        "Node name for S&R": "EmptyLatentImage"
+      },
+      "widgets_values": [
+        1024,
+        1024,
+        1
+      ]
+    },
+    {
+      "id": 94,
+      "type": "Reroute",
+      "pos": [
+        -26.942672729492188,
+        528.9847412109375
+      ],
+      "size": [
+        75,
+        26
+      ],
+      "flags": {},
+      "order": 10,
+      "mode": 0,
+      "inputs": [
+        {
+          "name": "",
+          "type": "*",
+          "widget": {
+            "name": "value"
+          },
+          "link": 192
+        }
+      ],
+      "outputs": [
+        {
+          "name": "",
+          "type": "STRING",
+          "links": [
+            193
+          ]
+        }
+      ],
+      "properties": {
+        "showOutputText": false,
+        "horizontal": false
+      }
+    },
+    {
+      "id": 93,
+      "type": "StringStrip",
+      "pos": [
+        448.05731201171875,
+        504.9847412109375
+      ],
+      "size": [
+        329,
+        134
+      ],
+      "flags": {},
+      "order": 20,
+      "mode": 0,
+      "inputs": [
+        {
+          "name": "input_string",
+          "type": "STRING",
+          "link": 194
+        },
+        {
+          "name": "strings_to_remove",
+          "type": "STRING",
+          "widget": {
+            "name": "strings_to_remove"
+          },
+          "link": 193
+        }
+      ],
+      "outputs": [
+        {
+          "name": "modified_string",
+          "type": "STRING",
+          "links": [
+            196
+          ]
+        }
+      ],
+      "properties": {},
+      "widgets_values": [
+        "",
+        true,
+        false,
+        true
+      ]
+    },
+    {
+      "id": 96,
+      "type": "StringStrip",
+      "pos": [
+        798.057373046875,
+        505.9847412109375
+      ],
+      "size": [
+        321,
+        160
+      ],
+      "flags": {},
+      "order": 22,
+      "mode": 0,
+      "inputs": [
+        {
+          "name": "input_string",
+          "type": "STRING",
+          "link": 196
+        }
+      ],
+      "outputs": [
+        {
+          "name": "modified_string",
+          "type": "STRING",
+          "links": [
+            197
+          ]
+        }
+      ],
+      "properties": {},
+      "widgets_values": [
+        "/\n.png",
+        true,
+        false,
+        true
+      ]
+    },
+    {
+      "id": 8,
+      "type": "VAEDecode",
+      "pos": [
+        1932,
+        412
+      ],
+      "size": [
+        210,
+        46
+      ],
+      "flags": {},
+      "order": 33,
+      "mode": 0,
+      "inputs": [
+        {
+          "name": "samples",
+          "type": "LATENT",
+          "link": 7
+        },
+        {
+          "name": "vae",
+          "type": "VAE",
+          "link": 152
+        }
+      ],
+      "outputs": [
+        {
+          "name": "IMAGE",
+          "type": "IMAGE",
+          "slot_index": 0,
+          "links": [
+            31,
+            198
+          ]
+        }
+      ],
+      "properties": {
+        "Node name for S&R": "VAEDecode"
+      },
+      "widgets_values": []
+    },
+    {
+      "id": 97,
+      "type": "SaveImage",
+      "pos": [
+        2333.057373046875,
+        476.9847106933594
+      ],
+      "size": [
+        315,
+        270
+      ],
+      "flags": {},
+      "order": 35,
+      "mode": 0,
+      "inputs": [
+        {
+          "name": "images",
+          "type": "IMAGE",
+          "link": 198
+        },
+        {
+          "name": "filename_prefix",
+          "type": "STRING",
+          "widget": {
+            "name": "filename_prefix"
+          },
+          "link": 199
+        }
+      ],
+      "outputs": [],
+      "properties": {},
+      "widgets_values": [
+        "ComfyUI"
+      ]
+    },
+    {
+      "id": 95,
+      "type": "StringPreview",
+      "pos": [
+        1233.057373046875,
+        502.9847412109375
+      ],
+      "size": [
+        334,
+        92
+      ],
+      "flags": {},
+      "order": 24,
+      "mode": 0,
+      "inputs": [
+        {
+          "name": "input_string",
+          "type": "STRING",
+          "link": 197
+        }
+      ],
+      "outputs": [
+        {
+          "name": "output_string",
+          "type": "STRING",
+          "links": [
+            199
+          ]
+        }
+      ],
+      "properties": {},
+      "widgets_values": [
+        "2000_2"
+      ]
+    },
+    {
+      "id": 92,
+      "type": "PrimitiveString",
+      "pos": [
+        -402.94268798828125,
+        198.9847412109375
+      ],
+      "size": [
+        315,
+        58
+      ],
+      "flags": {},
+      "order": 4,
+      "mode": 0,
+      "inputs": [],
+      "outputs": [
+        {
+          "name": "STRING",
+          "type": "STRING",
+          "links": [
+            189,
+            192
+          ]
+        }
+      ],
+      "properties": {
+        "Node name for S&R": "PrimitiveString"
+      },
+      "widgets_values": [
+        "/home/artur/work/render_out/depth"
+      ]
+    },
+    {
+      "id": 7,
+      "type": "CLIPTextEncode",
+      "pos": [
+        414.48797607421875,
+        -8.51099967956543
+      ],
+      "size": [
+        332.2826843261719,
+        88
+      ],
+      "flags": {},
+      "order": 28,
+      "mode": 0,
+      "inputs": [
+        {
+          "name": "clip",
+          "type": "CLIP",
+          "link": 237
+        }
+      ],
+      "outputs": [
+        {
+          "name": "CONDITIONING",
+          "type": "CONDITIONING",
+          "slot_index": 0,
+          "links": [
+            136
+          ]
+        }
+      ],
+      "title": "CLIP Text Encode (Prompt) NEGATIVE",
+      "properties": {
+        "Node name for S&R": "CLIPTextEncode"
+      },
+      "widgets_values": [
+        ""
+      ]
+    },
+    {
+      "id": 28,
+      "type": "ControlNetApplyAdvanced",
+      "pos": [
+        860.7362670898438,
+        175.53208923339844
+      ],
+      "size": [
+        340.20001220703125,
+        186
+      ],
+      "flags": {},
+      "order": 29,
+      "mode": 0,
+      "inputs": [
+        {
+          "name": "positive",
+          "type": "CONDITIONING",
+          "link": 147
+        },
+        {
+          "name": "negative",
+          "type": "CONDITIONING",
+          "link": 136
+        },
+        {
+          "name": "control_net",
+          "type": "CONTROL_NET",
+          "link": 142
+        },
+        {
+          "name": "image",
+          "type": "IMAGE",
+          "link": 110
+        },
+        {
+          "name": "vae",
+          "shape": 7,
+          "type": "VAE",
+          "link": null
+        }
+      ],
+      "outputs": [
+        {
+          "name": "positive",
+          "shape": 3,
+          "type": "CONDITIONING",
+          "slot_index": 0,
+          "links": [
+            209
+          ]
+        },
+        {
+          "name": "negative",
+          "shape": 3,
+          "type": "CONDITIONING",
+          "slot_index": 1,
+          "links": [
+            210
+          ]
+        }
+      ],
+      "properties": {
+        "Node name for S&R": "ControlNetApplyAdvanced"
+      },
+      "widgets_values": [
+        1,
+        0,
+        0.8
+      ]
+    },
+    {
+      "id": 75,
+      "type": "Reroute",
+      "pos": [
+        412.4879150390625,
+        -215.51109313964844
+      ],
+      "size": [
+        75,
+        26
+      ],
+      "flags": {},
+      "order": 26,
+      "mode": 0,
+      "inputs": [
+        {
+          "name": "",
+          "type": "*",
+          "link": 238
+        }
+      ],
+      "outputs": [
+        {
+          "name": "",
+          "type": "MODEL",
+          "slot_index": 0,
+          "links": [
+            212
+          ]
+        }
+      ],
+      "properties": {
+        "showOutputText": false,
+        "horizontal": false
+      }
+    },
+    {
+      "id": 65,
+      "type": "LoraLoader",
+      "pos": [
+        39.966773986816406,
+        -105.82550048828125
+      ],
+      "size": [
+        317,
+        130
+      ],
+      "flags": {},
+      "order": 25,
+      "mode": 0,
+      "inputs": [
+        {
+          "name": "model",
+          "type": "MODEL",
+          "link": 240
+        },
+        {
+          "name": "clip",
+          "type": "CLIP",
+          "link": 235
+        }
+      ],
+      "outputs": [
+        {
+          "name": "MODEL",
+          "shape": 3,
+          "type": "MODEL",
+          "slot_index": 0,
+          "links": [
+            238
+          ]
+        },
+        {
+          "name": "CLIP",
+          "shape": 3,
+          "type": "CLIP",
+          "slot_index": 1,
+          "links": [
+            236,
+            237
+          ]
+        }
+      ],
+      "properties": {
+        "Node name for S&R": "LoraLoader"
+      },
+      "widgets_values": [
+        "White_Button_Mushroom_epoch_8.safetensors",
+        1,
+        1
+      ]
+    },
+    {
+      "id": 82,
+      "type": "LoraLoader",
+      "pos": [
+        -302.2332458496094,
+        -107.45370483398438
+      ],
+      "size": [
+        315,
+        126
+      ],
+      "flags": {},
+      "order": 23,
+      "mode": 0,
+      "inputs": [
+        {
+          "name": "model",
+          "type": "MODEL",
+          "link": 242
+        },
+        {
+          "name": "clip",
+          "type": "CLIP",
+          "link": 223
+        }
+      ],
+      "outputs": [
+        {
+          "name": "MODEL",
+          "shape": 3,
+          "type": "MODEL",
+          "slot_index": 0,
+          "links": [
+            240
+          ]
+        },
+        {
+          "name": "CLIP",
+          "shape": 3,
+          "type": "CLIP",
+          "slot_index": 1,
+          "links": [
+            235
+          ]
+        }
+      ],
+      "properties": {
+        "Node name for S&R": "LoraLoader"
+      },
+      "widgets_values": [
+        "Compost.safetensors",
+        0.2,
+        0.2
+      ]
+    },
+    {
+      "id": 4,
+      "type": "CheckpointLoaderSimple",
+      "pos": [
+        -2251,
+        -96
+      ],
+      "size": [
+        315,
+        98
+      ],
+      "flags": {},
+      "order": 5,
+      "mode": 0,
+      "inputs": [],
+      "outputs": [
+        {
+          "name": "MODEL",
+          "type": "MODEL",
+          "slot_index": 0,
+          "links": [
+            12
+          ]
+        },
+        {
+          "name": "CLIP",
+          "type": "CLIP",
+          "slot_index": 1,
+          "links": [
+            223
+          ]
+        },
+        {
+          "name": "VAE",
+          "type": "VAE",
+          "slot_index": 2,
+          "links": [
+            91
+          ]
+        }
+      ],
+      "properties": {
+        "Node name for S&R": "CheckpointLoaderSimple"
+      },
+      "widgets_values": [
+        "sd_xl_base_1.0.safetensors"
+      ]
+    },
+    {
+      "id": 6,
+      "type": "CLIPTextEncode",
+      "pos": [
+        408.48797607421875,
+        -146.51101684570312
+      ],
+      "size": [
+        340.7587890625,
+        98.18131256103516
+      ],
+      "flags": {},
+      "order": 27,
+      "mode": 0,
+      "inputs": [
+        {
+          "name": "clip",
+          "type": "CLIP",
+          "link": 236
+        }
+      ],
+      "outputs": [
+        {
+          "name": "CONDITIONING",
+          "type": "CONDITIONING",
+          "slot_index": 0,
+          "links": [
+            147
+          ]
+        }
+      ],
+      "title": "CLIP Text Encode (Prompt) POSITIVE",
+      "properties": {
+        "Node name for S&R": "CLIPTextEncode"
+      },
+      "widgets_values": [
+        "white button mushrooms on dark black soil compost mycelium"
+      ]
+    },
+    {
+      "id": 56,
+      "type": "IPAdapterEmbeds",
+      "pos": [
+        -757.97998046875,
+        -529.056396484375
+      ],
+      "size": [
+        315,
+        254
+      ],
+      "flags": {},
+      "order": 21,
+      "mode": 0,
+      "inputs": [
+        {
+          "name": "model",
+          "type": "MODEL",
+          "link": 128
+        },
+        {
+          "name": "ipadapter",
+          "type": "IPADAPTER",
+          "link": 107
+        },
+        {
+          "name": "pos_embed",
+          "type": "EMBEDS",
+          "link": 100
+        },
+        {
+          "name": "neg_embed",
+          "shape": 7,
+          "type": "EMBEDS",
+          "link": 103
+        },
+        {
+          "name": "attn_mask",
+          "shape": 7,
+          "type": "MASK",
+          "link": null
+        },
+        {
+          "name": "clip_vision",
+          "shape": 7,
+          "type": "CLIP_VISION",
+          "link": 131
+        }
+      ],
+      "outputs": [
+        {
+          "name": "MODEL",
+          "shape": 3,
+          "type": "MODEL",
+          "slot_index": 0,
+          "links": [
+            242
+          ]
+        }
+      ],
+      "properties": {
+        "Node name for S&R": "IPAdapterEmbeds"
+      },
+      "widgets_values": [
+        1,
+        "style transfer",
+        0,
+        1,
+        "V only"
+      ]
+    },
+    {
+      "id": 91,
+      "type": "LoadImageListFromDir //Inspire",
+      "pos": [
+        -26.942672729492188,
+        197.9847412109375
+      ],
+      "size": [
+        428.4000244140625,
+        170
+      ],
+      "flags": {},
+      "order": 15,
+      "mode": 0,
+      "inputs": [
+        {
+          "name": "start_index",
+          "shape": 7,
+          "type": "INT",
+          "widget": {
+            "name": "start_index"
+          },
+          "link": 249
+        },
+        {
+          "name": "directory",
+          "type": "STRING",
+          "widget": {
+            "name": "directory"
+          },
+          "link": 189
+        }
+      ],
+      "outputs": [
+        {
+          "name": "IMAGE",
+          "shape": 6,
+          "type": "IMAGE",
+          "links": [
+            188
+          ]
+        },
+        {
+          "name": "MASK",
+          "shape": 6,
+          "type": "MASK",
+          "links": null
+        },
+        {
+          "name": "FILE PATH",
+          "shape": 6,
+          "type": "STRING",
+          "links": [
+            194
+          ]
+        }
+      ],
+      "properties": {
+        "Node name for S&R": "LoadImageListFromDir //Inspire"
+      },
+      "widgets_values": [
+        "",
+        1,
+        0,
+        false
+      ]
+    },
+    {
+      "id": 36,
+      "type": "LoadImage",
+      "pos": [
+        -2158.5791015625,
+        -849.2562866210938
+      ],
+      "size": [
+        210,
+        314
+      ],
+      "flags": {},
+      "order": 6,
+      "mode": 0,
+      "inputs": [],
+      "outputs": [
+        {
+          "name": "IMAGE",
+          "shape": 3,
+          "type": "IMAGE",
+          "slot_index": 0,
+          "links": [
+            248
+          ]
+        },
+        {
+          "name": "MASK",
+          "shape": 3,
+          "type": "MASK",
+          "links": null
+        }
+      ],
+      "properties": {
+        "Node name for S&R": "LoadImage"
+      },
+      "widgets_values": [
+        "2022_10_15_0245_cropped.png",
+        "image"
+      ]
+    },
+    {
+      "id": 59,
+      "type": "LoadImage",
+      "pos": [
+        -2151.176513671875,
+        -463.45556640625
+      ],
+      "size": [
+        210,
+        314
+      ],
+      "flags": {},
+      "order": 7,
+      "mode": 0,
+      "inputs": [],
+      "outputs": [
+        {
+          "name": "IMAGE",
+          "shape": 3,
+          "type": "IMAGE",
+          "slot_index": 0,
+          "links": [
+            96
+          ]
+        },
+        {
+          "name": "MASK",
+          "shape": 3,
+          "type": "MASK",
+          "links": null
+        }
+      ],
+      "properties": {
+        "Node name for S&R": "LoadImage"
+      },
+      "widgets_values": [
+        "2022_10_24_1500_cropped.png",
+        "image"
+      ]
+    },
+    {
+      "id": 3,
+      "type": "KSampler",
+      "pos": [
+        1499.51318359375,
+        -212.3086700439453
+      ],
+      "size": [
+        315,
+        262
+      ],
+      "flags": {},
+      "order": 32,
+      "mode": 0,
+      "inputs": [
+        {
+          "name": "model",
+          "type": "MODEL",
+          "link": 212
+        },
+        {
+          "name": "positive",
+          "type": "CONDITIONING",
+          "link": 149
+        },
+        {
+          "name": "negative",
+          "type": "CONDITIONING",
+          "link": 151
+        },
+        {
+          "name": "latent_image",
+          "type": "LATENT",
+          "link": 125
+        }
+      ],
+      "outputs": [
+        {
+          "name": "LATENT",
+          "type": "LATENT",
+          "slot_index": 0,
+          "links": [
+            7
+          ]
+        }
+      ],
+      "properties": {
+        "Node name for S&R": "KSampler"
+      },
+      "widgets_values": [
+        6000,
+        "increment",
+        30,
+        8,
+        "euler",
+        "karras",
+        1
+      ]
+    },
+    {
+      "id": 106,
+      "type": "UN_BetterInt",
+      "pos": [
+        -406.17694091796875,
+        305.2798156738281
+      ],
+      "size": [
+        315,
+        82
+      ],
+      "flags": {},
+      "order": 8,
+      "mode": 0,
+      "inputs": [],
+      "outputs": [
+        {
+          "name": "value",
+          "type": "INT",
+          "links": [
+            249
+          ]
+        }
+      ],
+      "properties": {
+        "Node name for S&R": "UN_BetterInt"
+      },
+      "widgets_values": [
+        6000,
+        "increment"
+      ]
+    },
+    {
+      "id": 30,
+      "type": "PreviewImage",
+      "pos": [
+        2301.2001953125,
+        -368.3000793457031
+      ],
+      "size": [
+        700.1572265625,
+        584.0711669921875
+      ],
+      "flags": {},
+      "order": 34,
+      "mode": 0,
+      "inputs": [
+        {
+          "name": "images",
+          "type": "IMAGE",
+          "link": 31
+        }
+      ],
+      "outputs": [],
+      "properties": {
+        "Node name for S&R": "PreviewImage"
+      },
+      "widgets_values": []
+    }
+  ],
+  "links": [
+    [
+      7,
+      3,
+      0,
+      8,
+      0,
+      "LATENT"
+    ],
+    [
+      12,
+      4,
+      0,
+      19,
+      0,
+      "*"
+    ],
+    [
+      31,
+      8,
+      0,
+      30,
+      0,
+      "IMAGE"
+    ],
+    [
+      91,
+      4,
+      2,
+      25,
+      0,
+      "*"
+    ],
+    [
+      92,
+      32,
+      0,
+      58,
+      0,
+      "IPADAPTER"
+    ],
+    [
+      94,
+      34,
+      0,
+      58,
+      3,
+      "CLIP_VISION"
+    ],
+    [
+      95,
+      32,
+      0,
+      60,
+      0,
+      "IPADAPTER"
+    ],
+    [
+      96,
+      59,
+      0,
+      60,
+      1,
+      "IMAGE"
+    ],
+    [
+      97,
+      34,
+      0,
+      60,
+      3,
+      "CLIP_VISION"
+    ],
+    [
+      98,
+      58,
+      0,
+      57,
+      0,
+      "EMBEDS"
+    ],
+    [
+      99,
+      60,
+      0,
+      57,
+      1,
+      "EMBEDS"
+    ],
+    [
+      100,
+      57,
+      0,
+      56,
+      2,
+      "EMBEDS"
+    ],
+    [
+      101,
+      58,
+      1,
+      61,
+      0,
+      "EMBEDS"
+    ],
+    [
+      102,
+      60,
+      1,
+      61,
+      1,
+      "EMBEDS"
+    ],
+    [
+      103,
+      61,
+      0,
+      56,
+      3,
+      "EMBEDS"
+    ],
+    [
+      107,
+      32,
+      0,
+      56,
+      1,
+      "IPADAPTER"
+    ],
+    [
+      110,
+      29,
+      0,
+      28,
+      3,
+      "IMAGE"
+    ],
+    [
+      125,
+      41,
+      0,
+      3,
+      3,
+      "LATENT"
+    ],
+    [
+      127,
+      19,
+      0,
+      71,
+      0,
+      "*"
+    ],
+    [
+      128,
+      71,
+      0,
+      56,
+      0,
+      "MODEL"
+    ],
+    [
+      131,
+      73,
+      0,
+      56,
+      5,
+      "CLIP_VISION"
+    ],
+    [
+      132,
+      34,
+      0,
+      73,
+      0,
+      "*"
+    ],
+    [
+      136,
+      7,
+      0,
+      28,
+      1,
+      "CONDITIONING"
+    ],
+    [
+      142,
+      16,
+      0,
+      28,
+      2,
+      "CONTROL_NET"
+    ],
+    [
+      147,
+      6,
+      0,
+      28,
+      0,
+      "CONDITIONING"
+    ],
+    [
+      149,
+      80,
+      0,
+      3,
+      1,
+      "CONDITIONING"
+    ],
+    [
+      151,
+      81,
+      0,
+      3,
+      2,
+      "CONDITIONING"
+    ],
+    [
+      152,
+      25,
+      0,
+      8,
+      1,
+      "VAE"
+    ],
+    [
+      188,
+      91,
+      0,
+      29,
+      0,
+      "IMAGE"
+    ],
+    [
+      189,
+      92,
+      0,
+      91,
+      1,
+      "STRING"
+    ],
+    [
+      192,
+      92,
+      0,
+      94,
+      0,
+      "*"
+    ],
+    [
+      193,
+      94,
+      0,
+      93,
+      1,
+      "STRING"
+    ],
+    [
+      194,
+      91,
+      2,
+      93,
+      0,
+      "STRING"
+    ],
+    [
+      196,
+      93,
+      0,
+      96,
+      0,
+      "STRING"
+    ],
+    [
+      197,
+      96,
+      0,
+      95,
+      0,
+      "STRING"
+    ],
+    [
+      198,
+      8,
+      0,
+      97,
+      0,
+      "IMAGE"
+    ],
+    [
+      199,
+      95,
+      0,
+      97,
+      1,
+      "STRING"
+    ],
+    [
+      209,
+      28,
+      0,
+      80,
+      0,
+      "*"
+    ],
+    [
+      210,
+      28,
+      1,
+      81,
+      0,
+      "*"
+    ],
+    [
+      212,
+      75,
+      0,
+      3,
+      0,
+      "MODEL"
+    ],
+    [
+      223,
+      4,
+      1,
+      82,
+      1,
+      "CLIP"
+    ],
+    [
+      235,
+      82,
+      1,
+      65,
+      1,
+      "CLIP"
+    ],
+    [
+      236,
+      65,
+      1,
+      6,
+      0,
+      "CLIP"
+    ],
+    [
+      237,
+      65,
+      1,
+      7,
+      0,
+      "CLIP"
+    ],
+    [
+      238,
+      65,
+      0,
+      75,
+      0,
+      "*"
+    ],
+    [
+      240,
+      82,
+      0,
+      65,
+      0,
+      "MODEL"
+    ],
+    [
+      242,
+      56,
+      0,
+      82,
+      0,
+      "MODEL"
+    ],
+    [
+      248,
+      36,
+      0,
+      58,
+      1,
+      "IMAGE"
+    ],
+    [
+      249,
+      106,
+      0,
+      91,
+      0,
+      "INT"
+    ]
+  ],
+  "groups": [
+    {
+      "id": 1,
+      "title": "IP-Adapter",
+      "bounding": [
+        -1767,
+        -644,
+        1347,
+        537
+      ],
+      "color": "#8A8",
+      "font_size": 24,
+      "flags": {}
+    },
+    {
+      "id": 2,
+      "title": "LoRA+Prompt",
+      "bounding": [
+        -345,
+        -279,
+        1117,
+        359
+      ],
+      "color": "#3f789e",
+      "font_size": 24,
+      "flags": {}
+    },
+    {
+      "id": 3,
+      "title": "ControlNet",
+      "bounding": [
+        441.0002746582031,
+        86.00005340576172,
+        794.800048828125,
+        349.6000061035156
+      ],
+      "color": "#a1309b",
+      "font_size": 24,
+      "flags": {}
+    },
+    {
+      "id": 4,
+      "title": "Sampler",
+      "bounding": [
+        1293,
+        -299,
+        543,
+        369
+      ],
+      "color": "#A88",
+      "font_size": 24,
+      "flags": {}
+    }
+  ],
+  "config": {},
+  "extra": {
+    "ds": {
+      "scale": 0.8264462809917358,
+      "offset": [
+        -150.47616127149874,
+        285.1432503003019
+      ]
+    }
+  },
+  "version": 0.4
+}