feat(api): pass tile order to inpaint and outpaint pipelines

api/onnx_web/chain/base.py

@@ -9,7 +9,7 @@ from ..device_pool import JobContext
 from ..output import save_image
 from ..params import ImageParams, StageParams
 from ..utils import ServerContext, is_debug
-from .utils import process_tile_grid
+from .utils import process_tile_order
 
 logger = getLogger(__name__)
 
@@ -100,8 +100,12 @@ class ChainPipeline:
 
                     return tile
 
-                image = process_tile_grid(
+                image = process_tile_order(
-                    image, stage_params.tile_size, stage_params.outscale, [stage_tile]
+                    stage_params.tile_order,
+                    image,
+                    stage_params.tile_size,
+                    stage_params.outscale,
+                    [stage_tile],
                 )
             else:
                 logger.info("image within tile size, running stage")

api/onnx_web/chain/blend_inpaint.py

@@ -12,7 +12,7 @@ from ..image import expand_image, mask_filter_none, noise_source_histogram
 from ..output import save_image
 from ..params import Border, ImageParams, Size, SizeChart, StageParams
 from ..utils import ServerContext, is_debug
-from .utils import process_tile_grid
+from .utils import process_tile_order
 
 logger = getLogger(__name__)
 
@@ -101,7 +101,9 @@ def blend_inpaint(
 
         return result.images[0]
 
-    output = process_tile_grid(source_image, SizeChart.auto, 1, [outpaint])
+    output = process_tile_order(
+        stage.tile_order, source_image, SizeChart.auto, 1, [outpaint]
+    )
 
     logger.info("final output image size", output.size)
     return output

api/onnx_web/chain/upscale_outpaint.py

@@ -10,9 +10,9 @@ from ..device_pool import JobContext
 from ..diffusion.load import get_latents_from_seed, get_tile_latents, load_pipeline
 from ..image import expand_image, mask_filter_none, noise_source_histogram
 from ..output import save_image
-from ..params import Border, ImageParams, Size, SizeChart, StageParams
+from ..params import Border, ImageParams, Size, SizeChart, StageParams, TileOrder
 from ..utils import ServerContext, is_debug
-from .utils import process_tile_grid, process_tile_spiral
+from .utils import process_tile_grid, process_tile_order
 
 logger = getLogger(__name__)
 
@@ -120,8 +120,13 @@ def upscale_outpaint(
             "outpainting with an even border, using spiral tiling with %s overlap",
             overlap,
         )
-        output = process_tile_spiral(
+        output = process_tile_order(
-            source_image, SizeChart.auto, 1, [outpaint], overlap=overlap
+            stage.tile_order,
+            source_image,
+            SizeChart.auto,
+            1,
+            [outpaint],
+            overlap=overlap,
         )
     else:
         logger.debug("outpainting with an uneven border, using grid tiling")

api/onnx_web/chain/utils.py

@@ -3,6 +3,8 @@ from typing import List, Protocol, Tuple
 
 from PIL import Image
 
+from ..params import TileOrder
+
 logger = getLogger(__name__)
 
 
@@ -16,6 +18,7 @@ def process_tile_grid(
     tile: int,
     scale: int,
     filters: List[TileCallback],
+    **kwargs,
 ) -> Image.Image:
     width, height = source.size
     image = Image.new("RGB", (width * scale, height * scale))
@@ -46,6 +49,7 @@ def process_tile_spiral(
     scale: int,
     filters: List[TileCallback],
     overlap: float = 0.5,
+    **kwargs,
 ) -> Image.Image:
     if scale != 1:
         raise Exception("unsupported scale")
@@ -87,3 +91,22 @@ def process_tile_spiral(
         image.paste(tile_image, (left * scale, top * scale))
 
     return image
+
+
+def process_tile_order(
+    order: TileOrder,
+    source: Image.Image,
+    tile: int,
+    scale: int,
+    filters: List[TileCallback],
+    **kwargs,
+) -> Image.Image:
+    if order == TileOrder.grid:
+        logger.debug("using grid tile order with tile size: %s", tile)
+        return process_tile_grid(source, tile, scale, filters, **kwargs)
+    elif order == TileOrder.kernel:
+        logger.debug("using kernel tile order with tile size: %s", tile)
+        raise NotImplementedError()
+    elif order == TileOrder.spiral:
+        logger.debug("using spiral tile order with tile size: %s", tile)
+        return process_tile_spiral(source, tile, scale, filters, **kwargs)

api/onnx_web/diffusion/run.py

@@ -151,10 +151,11 @@ def run_inpaint_pipeline(
     mask_filter: Any,
     strength: float,
     fill_color: str,
+    tile_order: str,
 ) -> None:
     # device = job.get_device()
     # progress = job.get_progress_callback()
-    stage = StageParams()
+    stage = StageParams(tile_order=tile_order)
 
     image = upscale_outpaint(
         job,

api/onnx_web/params.py

@@ -14,6 +14,12 @@ class SizeChart(IntEnum):
     hd64k = 2**16
 
 
+class TileOrder:
+    grid = "grid"
+    kernel = "kernel"
+    spiral = "spiral"
+
+
 Param = Union[str, int, float]
 Point = Tuple[int, int]
 
@@ -122,13 +128,15 @@ class StageParams:
     def __init__(
         self,
         name: Optional[str] = None,
-        tile_size: int = SizeChart.auto,
         outscale: int = 1,
+        tile_order: str = TileOrder.grid,
+        tile_size: int = SizeChart.auto,
         # batch_size: int = 1,
     ) -> None:
         self.name = name
-        self.tile_size = tile_size
         self.outscale = outscale
+        self.tile_order = tile_order
+        self.tile_size = tile_size
 
 
 class UpscaleParams:

api/onnx_web/serve.py

@@ -64,7 +64,7 @@ from .image import (  # mask filters; noise sources
     noise_source_uniform,
 )
 from .output import json_params, make_output_name
-from .params import Border, DeviceParams, ImageParams, Size, StageParams, UpscaleParams
+from .params import Border, DeviceParams, ImageParams, Size, StageParams, UpscaleParams, TileOrder
 from .utils import (
     ServerContext,
     base_join,
@@ -589,6 +589,7 @@ def inpaint():
         get_config_value("strength", "max"),
         get_config_value("strength", "min"),
     )
+    tile_order = get_from_list(request.args, "tileOrder", [TileOrder.grid, TileOrder.kernel, TileOrder.spiral])
 
     output = make_output_name(
         context,
@@ -604,6 +605,7 @@ def inpaint():
             noise_source.__name__,
             strength,
             fill_color,
+            tile_order,
         ),
     )
     logger.info("inpaint job queued for: %s", output)
@@ -625,6 +627,7 @@ def inpaint():
         mask_filter,
         strength,
         fill_color,
+        tile_order,
         needs_device=device,
     )
 

api/params.json

@@ -66,10 +66,6 @@
     "default": "histogram",
     "keys": []
   },
-  "order": {
-    "default": "spiral",
-    "keys": []
-  },
   "outscale": {
     "default": 1,
     "min": 1,
@@ -118,6 +114,10 @@
     "max": 1,
     "step": 0.01
   },
+  "tileOrder": {
+    "default": "spiral",
+    "keys": []
+  },
   "top": {
     "default": 0,
     "min": 0,

gui/src/components/tab/Inpaint.tsx

@@ -1,5 +1,5 @@
 import { doesExist, mustExist } from '@apextoaster/js-utils';
-import { Box, Button, FormControl, FormControlLabel, InputLabel, Select, Stack } from '@mui/material';
+import { Box, Button, FormControl, FormControlLabel, InputLabel, MenuItem, Select, Stack } from '@mui/material';
 import * as React from 'react';
 import { useContext } from 'react';
 import { useMutation, useQuery, useQueryClient } from 'react-query';
@@ -161,7 +161,7 @@ export function Inpaint() {
                 tileOrder: e.target.value,
               });
             }}
-          ></Select>
+          >{['grid', 'kernel', 'spiral'].map((name) => <MenuItem key={name} value={name}>{name}</MenuItem>)}</Select>
         </FormControl>
         <Stack direction='row' spacing={2}>
           <FormControlLabel