add file manager

lama_cleaner/app/package.json

@@ -30,7 +30,8 @@
     "react-dom": "^17.0.2",
     "react-feather": "^2.0.10",
     "react-hotkeys-hook": "^3.4.7",
-    "react-scripts": "4.0.3",
+    "react-photo-album": "^2.0.0",
+    "react-scripts": "5.0.1",
     "react-use": "^17.3.1",
     "react-zoom-pan-pinch": "^2.1.3",
     "recoil": "^0.6.1",
@@ -38,7 +39,7 @@
     "typescript": "4.x"
   },
   "scripts": {
-    "start": "react-scripts start",
+    "start": "cross-env GENERATE_SOURCEMAP=false react-scripts start",
     "build": "cross-env GENERATE_SOURCEMAP=false react-scripts build",
     "test": "react-scripts test",
     "eject": "react-scripts eject"
@@ -65,8 +66,8 @@
     "eslint-plugin-import": "^2.25.2",
     "eslint-plugin-jsx-a11y": "^6.4.1",
     "eslint-plugin-prettier": "^4.0.0",
-    "eslint-plugin-react": "^7.26.1",
+    "eslint-plugin-react": "^7.27.1",
-    "eslint-plugin-react-hooks": "^4.2.0",
+    "eslint-plugin-react-hooks": "^4.3.0",
     "prettier": "^2.4.1",
     "sass": "^1.49.9"
   }

lama_cleaner/app/src/adapters/inpainting.ts

@@ -164,3 +164,16 @@ export async function postInteractiveSeg(
     throw new Error(`Something went wrong: ${error}`)
   }
 }
+
+export async function getMediaFile(filename: string) {
+  const res = await fetch(`${API_ENDPOINT}/media/${filename}`, {
+    method: 'GET',
+  })
+  if (res.ok) {
+    const blob = await res.blob()
+    const file = new File([blob], filename)
+    return file
+  }
+  const errMsg = await res.text()
+  throw new Error(errMsg)
+}

lama_cleaner/app/src/components/FileManager/FileManager.scss

@@ -0,0 +1,27 @@
+.file-manager-modal {
+  color: var(--text-color);
+  height: 90%;
+  width: 80%;
+}
+
+.file-manager {
+  overflow: auto;
+  border-radius: 8px;
+}
+
+.react-photo-album.react-photo-album--columns {
+  height: 80vh;
+}
+
+.react-photo-album--photo {
+  border-radius: 8px;
+  border: 1px solid transparent;
+
+  // transform-origin: 0 0;
+  transition: transform 0.25s, visibility 0.25s ease-in;
+
+  &:hover {
+    border: 1px solid var(--border-color);
+    transform: scale(1.01);
+  }
+}

lama_cleaner/app/src/components/FileManager/FileManager.tsx

@@ -0,0 +1,90 @@
+import React, { ReactNode, useEffect, useMemo, useState } from 'react'
+import PhotoAlbum, { RenderPhoto } from 'react-photo-album'
+import Modal from '../shared/Modal'
+
+interface Photo {
+  src: string
+  height: number
+  width: number
+}
+
+interface Filename {
+  name: string
+  height: number
+  width: number
+}
+
+const renderPhoto: RenderPhoto = ({
+  layout,
+  layoutOptions,
+  imageProps: { alt, style, ...restImageProps },
+}) => (
+  <div
+    style={{
+      boxSizing: 'content-box',
+      alignItems: 'center',
+    }}
+  >
+    <img
+      alt={alt}
+      style={{ ...style, width: '100%', padding: 0 }}
+      {...restImageProps}
+    />
+  </div>
+)
+
+interface Props {
+  show: boolean
+  onClose: () => void
+  onPhotoClick: (filename: string) => void
+}
+
+export default function FileManager(props: Props) {
+  const { show, onClose, onPhotoClick } = props
+  const [filenames, setFileNames] = useState<Filename[]>([])
+
+  const onClick = ({ index }: { index: number }) => {
+    onPhotoClick(filenames[index].name)
+  }
+
+  useEffect(() => {
+    const fetchData = async () => {
+      const res = await fetch('/medias')
+      if (res.ok) {
+        const newFilenames = await res.json()
+        setFileNames(newFilenames)
+      }
+    }
+
+    fetchData()
+  }, [])
+
+  const photos = useMemo(() => {
+    return filenames.map((filename: Filename) => {
+      const width = 256
+      const height = filename.height * (width / filename.width)
+      const src = `/media_thumbnail/${filename.name}?width=${width}&height=${height}`
+      return { src, height, width }
+    })
+  }, [filenames])
+
+  return (
+    <Modal
+      onClose={onClose}
+      title="Files"
+      className="file-manager-modal"
+      show={show}
+    >
+      <div className="file-manager">
+        <PhotoAlbum
+          layout="columns"
+          photos={photos}
+          renderPhoto={renderPhoto}
+          spacing={6}
+          padding={4}
+          onClick={onClick}
+        />
+      </div>
+    </Modal>
+  )
+}

lama_cleaner/app/src/components/Header/Header.tsx

@@ -1,4 +1,4 @@
-import { ArrowUpTrayIcon } from '@heroicons/react/24/outline'
+import { FolderIcon, PhotoIcon } from '@heroicons/react/24/outline'
 import { PlayIcon } from '@radix-ui/react-icons'
 import React, { useState } from 'react'
 import { useRecoilState, useRecoilValue } from 'recoil'
@@ -9,6 +9,7 @@ import {
   isSDState,
   maskState,
   runManuallyState,
+  showFileManagerState,
 } from '../../store/Atoms'
 import Button from '../shared/Button'
 import Shortcuts from '../Shortcuts/Shortcuts'
@@ -18,6 +19,7 @@ import PromptInput from './PromptInput'
 import CoffeeIcon from '../CoffeeIcon/CoffeeIcon'
 import emitter, { EVENT_CUSTOM_MASK } from '../../event'
 import { useImage } from '../../utils'
+import useHotKey from '../../hooks/useHotkey'
 
 const Header = () => {
   const isInpainting = useRecoilValue(isInpaintingState)
@@ -29,6 +31,17 @@ const Header = () => {
   const isSD = useRecoilValue(isSDState)
   const runManually = useRecoilValue(runManuallyState)
   const [openMaskPopover, setOpenMaskPopover] = useState(false)
+  const [showFileManager, setShowFileManager] =
+    useRecoilState(showFileManagerState)
+
+  useHotKey(
+    'f',
+    () => {
+      setShowFileManager(!showFileManager)
+    },
+    {},
+    [showFileManager]
+  )
 
   const renderHeader = () => {
     return (
@@ -41,10 +54,20 @@ const Header = () => {
             gap: 8,
           }}
         >
+          <Button
+            icon={<FolderIcon />}
+            style={{ border: 0 }}
+            toolTip="Open File Manager"
+            tooltipPosition="bottom"
+            onClick={() => {
+              setShowFileManager(true)
+            }}
+          />
+
           <label htmlFor={uploadElemId}>
             <Button
-              icon={<ArrowUpTrayIcon />}
+              icon={<PhotoIcon />}
-              style={{ border: 0 }}
+              style={{ border: 0, gap: 0 }}
               disabled={isInpainting}
               toolTip="Upload image"
               tooltipPosition="bottom"
@@ -62,7 +85,6 @@ const Header = () => {
                 }}
                 accept="image/png, image/jpeg"
               />
-              Image
             </Button>
           </label>
 

lama_cleaner/app/src/components/Shortcuts/ShortcutsModal.tsx

@@ -67,6 +67,7 @@ export default function ShortcutsModal() {
         <ShortCut content="Toggle Dark Mode" keys={['Shift', 'D']} />
         <ShortCut content="Toggle Hotkeys Dialog" keys={['H']} />
         <ShortCut content="Toggle Settings Dialog" keys={['S']} />
+        <ShortCut content="Toggle File Manager" keys={['F']} />
       </div>
     </Modal>
   )

lama_cleaner/app/src/components/Workspace.tsx

@@ -1,4 +1,4 @@
-import React, { useCallback, useEffect } from 'react'
+import React, { useCallback, useEffect, useState } from 'react'
 import { useRecoilState, useRecoilValue } from 'recoil'
 import Editor from './Editor/Editor'
 import ShortcutsModal from './Shortcuts/ShortcutsModal'
@@ -10,15 +10,18 @@ import {
   isPaintByExampleState,
   isSDState,
   settingState,
+  showFileManagerState,
   toastState,
 } from '../store/Atoms'
 import {
   currentModel,
+  getMediaFile,
   modelDownloaded,
   switchModel,
 } from '../adapters/inpainting'
 import SidePanel from './SidePanel/SidePanel'
 import PESidePanel from './SidePanel/PESidePanel'
+import FileManager from './FileManager/FileManager'
 
 const Workspace = () => {
   const [file, setFile] = useRecoilState(fileState)
@@ -27,6 +30,9 @@ const Workspace = () => {
   const isSD = useRecoilValue(isSDState)
   const isPaintByExample = useRecoilValue(isPaintByExampleState)
 
+  const [showFileManager, setShowFileManager] =
+    useRecoilState(showFileManagerState)
+
   const onSettingClose = async () => {
     const curModel = await currentModel().then(res => res.text())
     if (curModel === settings.model) {
@@ -92,6 +98,17 @@ const Workspace = () => {
     <>
       {isSD ? <SidePanel /> : <></>}
       {isPaintByExample ? <PESidePanel /> : <></>}
+      <FileManager
+        show={showFileManager}
+        onClose={() => {
+          setShowFileManager(false)
+        }}
+        onPhotoClick={async (filename: string) => {
+          const newFile = await getMediaFile(filename)
+          setFile(newFile)
+          setShowFileManager(false)
+        }}
+      />
       <Editor />
       <SettingModal onClose={onSettingClose} />
       <ShortcutsModal />

lama_cleaner/app/src/components/shared/Modal.scss

@@ -32,7 +32,7 @@
   grid-auto-rows: max-content;
   row-gap: 1rem;
   place-self: center;
-  padding: 2rem;
+  padding: 25px;
   border-radius: 0.95rem;
 
   &:focus {

lama_cleaner/app/src/store/Atoms.tsx

@@ -41,6 +41,7 @@ interface AppState {
   isInteractiveSeg: boolean
   isInteractiveSegRunning: boolean
   interactiveSegClicks: number[][]
+  showFileManager: boolean
 }
 
 export const appState = atom<AppState>({
@@ -53,6 +54,7 @@ export const appState = atom<AppState>({
     isInteractiveSeg: false,
     isInteractiveSegRunning: false,
     interactiveSegClicks: [],
+    showFileManager: false,
   },
 })
 
@@ -78,6 +80,18 @@ export const isInpaintingState = selector({
   },
 })
 
+export const showFileManagerState = selector({
+  key: 'showFileManager',
+  get: ({ get }) => {
+    const app = get(appState)
+    return app.showFileManager
+  },
+  set: ({ get, set }, newValue: any) => {
+    const app = get(appState)
+    set(appState, { ...app, showFileManager: newValue })
+  },
+})
+
 export const fileState = selector({
   key: 'fileState',
   get: ({ get }) => {

lama_cleaner/app/src/styles/_index.scss

@@ -7,6 +7,7 @@
 // App
 @use './App';
 @use '../components/Editor/Editor';
+@use '../components/FileManager/FileManager';
 @use '../components/LandingPage/LandingPage';
 @use '../components/Header/Header';
 @use '../components/Header/PromptInput';

lama_cleaner/file_manager/__init__.py

@@ -0,0 +1 @@
+from .file_manager import FileManager

lama_cleaner/file_manager/file_manager.py

@@ -0,0 +1,186 @@
+# Copy from https://github.com/silentsokolov/flask-thumbnails/blob/master/flask_thumbnails/thumbnail.py
+import os
+from functools import lru_cache
+from io import BytesIO
+
+from PIL import Image, ImageOps, PngImagePlugin
+LARGE_ENOUGH_NUMBER = 100
+PngImagePlugin.MAX_TEXT_CHUNK = LARGE_ENOUGH_NUMBER * (1024**2)
+from .storage_backends import FilesystemStorageBackend
+from .utils import aspect_to_string, generate_filename, glob_img
+
+
+class FileManager:
+    def __init__(self, app=None):
+        self.app = app
+        self._default_root_directory = "media"
+        self._default_thumbnail_directory = "media"
+        self._default_root_url = "/"
+        self._default_thumbnail_root_url = "/"
+        self._default_format = "JPEG"
+
+        if app is not None:
+            self.init_app(app)
+
+    def init_app(self, app):
+        if self.app is None:
+            self.app = app
+        app.thumbnail_instance = self
+
+        if not hasattr(app, "extensions"):
+            app.extensions = {}
+
+        if "thumbnail" in app.extensions:
+            raise RuntimeError("Flask-thumbnail extension already initialized")
+
+        app.extensions["thumbnail"] = self
+
+        app.config.setdefault("THUMBNAIL_MEDIA_ROOT", self._default_root_directory)
+        app.config.setdefault("THUMBNAIL_MEDIA_THUMBNAIL_ROOT", self._default_thumbnail_directory)
+        app.config.setdefault("THUMBNAIL_MEDIA_URL", self._default_root_url)
+        app.config.setdefault("THUMBNAIL_MEDIA_THUMBNAIL_URL", self._default_thumbnail_root_url)
+        app.config.setdefault("THUMBNAIL_DEFAULT_FORMAT", self._default_format)
+
+    @property
+    def root_directory(self):
+        path = self.app.config["THUMBNAIL_MEDIA_ROOT"]
+
+        if os.path.isabs(path):
+            return path
+        else:
+            return os.path.join(self.app.root_path, path)
+
+    @property
+    def thumbnail_directory(self):
+        path = self.app.config["THUMBNAIL_MEDIA_THUMBNAIL_ROOT"]
+
+        if os.path.isabs(path):
+            return path
+        else:
+            return os.path.join(self.app.root_path, path)
+
+    @property
+    def root_url(self):
+        return self.app.config["THUMBNAIL_MEDIA_URL"]
+
+    @property
+    @lru_cache()
+    def media_names(self):
+        names = sorted([it.name for it in glob_img(self.root_directory)])
+        res = []
+        for name in names:
+            img = Image.open(os.path.join(self.root_directory, name))
+            res.append({"name": name, "height": img.height, "width": img.width})
+        return res
+
+    @property
+    def thumbnail_url(self):
+        return self.app.config["THUMBNAIL_MEDIA_THUMBNAIL_URL"]
+
+    def get_thumbnail(self, original_filename, width, height, **options):
+        storage = FilesystemStorageBackend(self.app)
+        crop = options.get("crop", "fit")
+        background = options.get("background")
+        quality = options.get("quality", 90)
+
+        original_path, original_filename = os.path.split(original_filename)
+        original_filepath = os.path.join(self.root_directory, original_path, original_filename)
+        image = Image.open(BytesIO(storage.read(original_filepath)))
+
+        # keep ratio resize
+        if width is not None:
+            height = int(image.height * width / image.width)
+        else:
+            width = int(image.width * height / image.height)
+
+        thumbnail_size = (width, height)
+
+        thumbnail_filename = generate_filename(
+            original_filename, aspect_to_string(thumbnail_size), crop, background, quality
+        )
+
+        thumbnail_filepath = os.path.join(
+            self.thumbnail_directory, original_path, thumbnail_filename
+        )
+        thumbnail_url = os.path.join(self.thumbnail_url, original_path, thumbnail_filename)
+
+        if storage.exists(thumbnail_filepath):
+            return thumbnail_url, (width, height)
+
+        try:
+            image.load()
+        except (IOError, OSError):
+            self.app.logger.warning("Thumbnail not load image: %s", original_filepath)
+            return thumbnail_url, (width, height)
+
+        # get original image format
+        options["format"] = options.get("format", image.format)
+
+        image = self._create_thumbnail(image, thumbnail_size, crop, background=background)
+
+        raw_data = self.get_raw_data(image, **options)
+        storage.save(thumbnail_filepath, raw_data)
+
+        return thumbnail_url, (width, height)
+
+    def get_raw_data(self, image, **options):
+        data = {
+            "format": self._get_format(image, **options),
+            "quality": options.get("quality", 90),
+        }
+
+        _file = BytesIO()
+        image.save(_file, **data)
+        return _file.getvalue()
+
+    @staticmethod
+    def colormode(image, colormode="RGB"):
+        if colormode == "RGB" or colormode == "RGBA":
+            if image.mode == "RGBA":
+                return image
+            if image.mode == "LA":
+                return image.convert("RGBA")
+            return image.convert(colormode)
+
+        if colormode == "GRAY":
+            return image.convert("L")
+
+        return image.convert(colormode)
+
+    @staticmethod
+    def background(original_image, color=0xFF):
+        size = (max(original_image.size),) * 2
+        image = Image.new("L", size, color)
+        image.paste(
+            original_image,
+            tuple(map(lambda x: (x[0] - x[1]) / 2, zip(size, original_image.size))),
+        )
+
+        return image
+
+    def _get_format(self, image, **options):
+        if options.get("format"):
+            return options.get("format")
+        if image.format:
+            return image.format
+
+        return self.app.config["THUMBNAIL_DEFAULT_FORMAT"]
+
+    def _create_thumbnail(self, image, size, crop="fit", background=None):
+        try:
+            resample = Image.Resampling.LANCZOS
+        except AttributeError:  # pylint: disable=raise-missing-from
+            resample = Image.ANTIALIAS
+
+        if crop == "fit":
+            image = ImageOps.fit(image, size, resample)
+        else:
+            image = image.copy()
+            image.thumbnail(size, resample=resample)
+
+        if background is not None:
+            image = self.background(image)
+
+        image = self.colormode(image)
+
+        return image

lama_cleaner/file_manager/storage_backends.py

@@ -0,0 +1,46 @@
+# Copy from https://github.com/silentsokolov/flask-thumbnails/blob/master/flask_thumbnails/storage_backends.py
+import errno
+import os
+from abc import ABC, abstractmethod
+
+
+class BaseStorageBackend(ABC):
+    def __init__(self, app=None):
+        self.app = app
+
+    @abstractmethod
+    def read(self, filepath, mode="rb", **kwargs):
+        raise NotImplementedError
+
+    @abstractmethod
+    def exists(self, filepath):
+        raise NotImplementedError
+
+    @abstractmethod
+    def save(self, filepath, data):
+        raise NotImplementedError
+
+
+class FilesystemStorageBackend(BaseStorageBackend):
+    def read(self, filepath, mode="rb", **kwargs):
+        with open(filepath, mode) as f:  # pylint: disable=unspecified-encoding
+            return f.read()
+
+    def exists(self, filepath):
+        return os.path.exists(filepath)
+
+    def save(self, filepath, data):
+        directory = os.path.dirname(filepath)
+
+        if not os.path.exists(directory):
+            try:
+                os.makedirs(directory)
+            except OSError as e:
+                if e.errno != errno.EEXIST:
+                    raise
+
+        if not os.path.isdir(directory):
+            raise IOError("{} is not a directory".format(directory))
+
+        with open(filepath, "wb") as f:
+            f.write(data)

lama_cleaner/file_manager/utils.py

@@ -0,0 +1,67 @@
+# Copy from: https://github.com/silentsokolov/flask-thumbnails/blob/master/flask_thumbnails/utils.py
+import importlib
+import os
+from pathlib import Path
+
+from typing import Union
+
+
+def generate_filename(original_filename, *options):
+    name, ext = os.path.splitext(original_filename)
+    for v in options:
+        if v:
+            name += "_%s" % v
+    name += ext
+
+    return name
+
+
+def parse_size(size):
+    if isinstance(size, int):
+        # If the size parameter is a single number, assume square aspect.
+        return [size, size]
+
+    if isinstance(size, (tuple, list)):
+        if len(size) == 1:
+            # If single value tuple/list is provided, exand it to two elements
+            return size + type(size)(size)
+        return size
+
+    try:
+        thumbnail_size = [int(x) for x in size.lower().split("x", 1)]
+    except ValueError:
+        raise ValueError(  # pylint: disable=raise-missing-from
+            "Bad thumbnail size format. Valid format is INTxINT."
+        )
+
+    if len(thumbnail_size) == 1:
+        # If the size parameter only contains a single integer, assume square aspect.
+        thumbnail_size.append(thumbnail_size[0])
+
+    return thumbnail_size
+
+
+def aspect_to_string(size):
+    if isinstance(size, str):
+        return size
+
+    return "x".join(map(str, size))
+
+
+IMG_SUFFIX = {'.jpg', '.jpeg', '.png'}
+
+
+def glob_img(p: Union[Path, str], recursive: bool = False):
+    p = Path(p)
+    if p.is_file() and p.suffix in IMG_SUFFIX:
+        yield p
+    else:
+        if recursive:
+            files = Path(p).glob("**/*.*")
+        else:
+            files = Path(p).glob("*.*")
+
+        for it in files:
+            if it.suffix not in IMG_SUFFIX:
+                continue
+            yield it

lama_cleaner/parse_args.py

@@ -1,6 +1,9 @@
 import os
 import imghdr
 import argparse
+from pathlib import Path
+
+from loguru import logger
 
 
 def parse_args():
@@ -48,7 +51,12 @@ def parse_args():
         help="Set window size for GUI",
     )
     parser.add_argument(
-        "--input", type=str, help="Path to image you want to load by default"
+        "--input", type=str,
+        help="If input is image, it will be load by default. If input is directory, all images will be loaded to file manager"
+    )
+    parser.add_argument(
+        "--output-dir", type=str,
+        help="Only required when --input is directory. Output directory for all processed images"
     )
     parser.add_argument("--disable-model-switch", action="store_true", help="Disable model switch in frontend")
     parser.add_argument("--debug", action="store_true")
@@ -57,8 +65,20 @@ def parse_args():
     if args.input is not None:
         if not os.path.exists(args.input):
             parser.error(f"invalid --input: {args.input} not exists")
-        if imghdr.what(args.input) is None:
+        if os.path.isfile(args.input):
-            parser.error(f"invalid --input: {args.input} is not a valid image file")
+            if imghdr.what(args.input) is None:
+                parser.error(f"invalid --input: {args.input} is not a valid image file")
+        else:
+            if args.output_dir is None:
+                parser.error(f"invalid --input: {args.input} is a directory, --output-dir is required")
+            else:
+                output_dir = Path(args.output_dir)
+                if not output_dir.exists():
+                    logger.info(f"Creating output directory: {output_dir}")
+                    output_dir.mkdir(parents=True)
+                else:
+                    if not output_dir.is_dir():
+                        parser.error(f"invalid --output-dir: {output_dir} is not a directory")
 
     if args.model == 'sd1.5' and not args.sd_run_local:
         if not args.hf_access_token.startswith("hf_"):

lama_cleaner/server.py

@@ -20,6 +20,7 @@ from loguru import logger
 from lama_cleaner.interactive_seg import InteractiveSeg, Click
 from lama_cleaner.model_manager import ModelManager
 from lama_cleaner.schema import Config
+from lama_cleaner.file_manager import FileManager
 
 try:
     torch._C._jit_override_can_fuse_on_cpu(False)
@@ -29,7 +30,8 @@ try:
 except:
     pass
 
-from flask import Flask, request, send_file, cli, make_response
+from flask import Flask, request, send_file, cli, make_response, send_from_directory, jsonify
+from flask_caching import Cache
 
 # Disable ability for Flask to display warning about using a development server in a production environment.
 # https://gist.github.com/jerblack/735b9953ba1ab6234abb43174210d356
@@ -65,15 +67,15 @@ class NoFlaskwebgui(logging.Filter):
 
 logging.getLogger("werkzeug").addFilter(NoFlaskwebgui())
 
+cache = Cache(config={'CACHE_TYPE': 'SimpleCache'}, with_jinja2_ext=False)
+
 app = Flask(__name__, static_folder=os.path.join(BUILD_DIR, "static"))
 app.config["JSON_AS_ASCII"] = False
 CORS(app, expose_headers=["Content-Disposition"])
-# MAX_BUFFER_SIZE = 50 * 1000 * 1000  # 50 MB
+cache.init_app(app)
-# async_mode 优先级: eventlet/gevent_uwsgi/gevent/threading
-# only threading works on macOS
-# socketio = SocketIO(app, max_http_buffer_size=MAX_BUFFER_SIZE, async_mode='threading')
 
 model: ModelManager = None
+thumb = FileManager(app)
 interactive_seg_model: InteractiveSeg = None
 device = None
 input_image_path: str = None
@@ -93,6 +95,38 @@ def diffuser_callback(i, t, latents):
     # socketio.emit('diffusion_step', {'diffusion_step': step})
 
 
+@app.route("/medias")
+def medias():
+    # all images in input folder
+    return jsonify(thumb.media_names), 200
+
+
+@app.route('/media/<filename>')
+def media_file(filename):
+    return send_from_directory(app.config['THUMBNAIL_MEDIA_ROOT'], filename)
+
+
+@app.route('/media_thumbnail/<filename>')
+def media_thumbnail_file(filename):
+    args = request.args
+    width = args.get('width')
+    height = args.get('height')
+    if width is None and height is None:
+        width = 256
+    if width:
+        width = int(float(width))
+    if height:
+        height = int(float(height))
+
+    thumb_filename, (width, height) = thumb.get_thumbnail(filename, width, height)
+    thumb_filepath = f"{app.config['THUMBNAIL_MEDIA_THUMBNAIL_ROOT']}{thumb_filename}"
+
+    response = make_response(send_file(thumb_filepath))
+    response.headers["X-Width"] = str(width)
+    response.headers["X-Height"] = str(height)
+    return response
+
+
 @app.route("/inpaint", methods=["POST"])
 def process():
     input = request.files
@@ -294,12 +328,17 @@ def main(args):
     global is_desktop
 
     device = torch.device(args.device)
-    input_image_path = args.input
     is_disable_model_switch = args.disable_model_switch
     is_desktop = args.gui
     if is_disable_model_switch:
         logger.info(f"Start with --disable-model-switch, model switch on frontend is disable")
 
+    if os.path.isdir(args.input):
+        app.config["THUMBNAIL_MEDIA_ROOT"] = args.input
+        app.config["THUMBNAIL_MEDIA_THUMBNAIL_ROOT"] = os.path.join(args.output_dir, 'thumbnails')
+    else:
+        input_image_path = args.input
+
     model = ModelManager(
         name=args.model,
         device=device,