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Merge branch 'main' into feat/ip-adapter

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This commit is contained in:
blessedcoolant
2023-09-05 15:22:15 +12:00
parent 99fe95ab03 42ee95ee97
commit f44496a579
37 changed files with 1298 additions and 450 deletions
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9
invokeai/frontend/web/src/features/nodes/util/graphBuilders/addSDXLRefinerToGraph.ts
View File

@ -10,7 +10,8 @@ import {
CANVAS_OUTPUT,
INPAINT_IMAGE_RESIZE_UP,
LATENTS_TO_IMAGE,
MASK_BLUR,
MASK_COMBINE,
MASK_RESIZE_UP,
METADATA_ACCUMULATOR,
SDXL_CANVAS_IMAGE_TO_IMAGE_GRAPH,
SDXL_CANVAS_INPAINT_GRAPH,
@ -46,6 +47,8 @@ export const addSDXLRefinerToGraph = (
const { seamlessXAxis, seamlessYAxis, vaePrecision } = state.generation;
const { boundingBoxScaleMethod } = state.canvas;
const fp32 = vaePrecision === 'fp32';
const isUsingScaledDimensions = ['auto', 'manual'].includes(
boundingBoxScaleMethod
);
@ -231,7 +234,7 @@ export const addSDXLRefinerToGraph = (
type: 'create_denoise_mask',
id: SDXL_REFINER_INPAINT_CREATE_MASK,
is_intermediate: true,
fp32: vaePrecision === 'fp32' ? true : false,
fp32,
};
if (isUsingScaledDimensions) {
@ -257,7 +260,7 @@ export const addSDXLRefinerToGraph = (
graph.edges.push(
{
source: {
node_id: MASK_BLUR,
node_id: isUsingScaledDimensions ? MASK_RESIZE_UP : MASK_COMBINE,
field: 'image',
},
destination: {

17
invokeai/frontend/web/src/features/nodes/util/graphBuilders/addVAEToGraph.ts
View File

@ -2,6 +2,7 @@ import { RootState } from 'app/store/store';
import { NonNullableGraph } from 'features/nodes/types/types';
import { MetadataAccumulatorInvocation } from 'services/api/types';
import {
CANVAS_COHERENCE_INPAINT_CREATE_MASK,
CANVAS_IMAGE_TO_IMAGE_GRAPH,
CANVAS_INPAINT_GRAPH,
CANVAS_OUTPAINT_GRAPH,
@ -31,7 +32,7 @@ export const addVAEToGraph = (
graph: NonNullableGraph,
modelLoaderNodeId: string = MAIN_MODEL_LOADER
): void => {
const { vae } = state.generation;
const { vae, canvasCoherenceMode } = state.generation;
const { boundingBoxScaleMethod } = state.canvas;
const { shouldUseSDXLRefiner } = state.sdxl;
@ -146,6 +147,20 @@ export const addVAEToGraph = (
},
}
);
// Handle Coherence Mode
if (canvasCoherenceMode !== 'unmasked') {
graph.edges.push({
source: {
node_id: isAutoVae ? modelLoaderNodeId : VAE_LOADER,
field: isAutoVae && isOnnxModel ? 'vae_decoder' : 'vae',
},
destination: {
node_id: CANVAS_COHERENCE_INPAINT_CREATE_MASK,
field: 'vae',
},
});
}
}
if (shouldUseSDXLRefiner) {

6
invokeai/frontend/web/src/features/nodes/util/graphBuilders/buildCanvasImageToImageGraph.ts
View File

@ -59,6 +59,8 @@ export const buildCanvasImageToImageGraph = (
shouldAutoSave,
} = state.canvas;
const fp32 = vaePrecision === 'fp32';
const isUsingScaledDimensions = ['auto', 'manual'].includes(
boundingBoxScaleMethod
);
@ -245,7 +247,7 @@ export const buildCanvasImageToImageGraph = (
id: LATENTS_TO_IMAGE,
type: 'l2i',
is_intermediate: true,
fp32: vaePrecision === 'fp32' ? true : false,
fp32,
};
graph.nodes[CANVAS_OUTPUT] = {
id: CANVAS_OUTPUT,
@ -292,7 +294,7 @@ export const buildCanvasImageToImageGraph = (
type: 'l2i',
id: CANVAS_OUTPUT,
is_intermediate: !shouldAutoSave,
fp32: vaePrecision === 'fp32' ? true : false,
fp32,
};
(graph.nodes[IMAGE_TO_LATENTS] as ImageToLatentsInvocation).image =

140
invokeai/frontend/web/src/features/nodes/util/graphBuilders/buildCanvasInpaintGraph.ts
View File

@ -6,6 +6,7 @@ import {
ImageBlurInvocation,
ImageDTO,
ImageToLatentsInvocation,
MaskEdgeInvocation,
NoiseInvocation,
RandomIntInvocation,
RangeOfSizeInvocation,
@ -18,6 +19,8 @@ import { addVAEToGraph } from './addVAEToGraph';
import { addWatermarkerToGraph } from './addWatermarkerToGraph';
import {
CANVAS_COHERENCE_DENOISE_LATENTS,
CANVAS_COHERENCE_INPAINT_CREATE_MASK,
CANVAS_COHERENCE_MASK_EDGE,
CANVAS_COHERENCE_NOISE,
CANVAS_COHERENCE_NOISE_INCREMENT,
CANVAS_INPAINT_GRAPH,
@ -67,6 +70,7 @@ export const buildCanvasInpaintGraph = (
shouldUseCpuNoise,
maskBlur,
maskBlurMethod,
canvasCoherenceMode,
canvasCoherenceSteps,
canvasCoherenceStrength,
clipSkip,
@ -89,6 +93,12 @@ export const buildCanvasInpaintGraph = (
shouldAutoSave,
} = state.canvas;
const fp32 = vaePrecision === 'fp32';
const isUsingScaledDimensions = ['auto', 'manual'].includes(
boundingBoxScaleMethod
);
let modelLoaderNodeId = MAIN_MODEL_LOADER;
const use_cpu = shouldUseNoiseSettings
@ -133,13 +143,7 @@ export const buildCanvasInpaintGraph = (
type: 'i2l',
id: INPAINT_IMAGE,
is_intermediate: true,
fp32: vaePrecision === 'fp32' ? true : false,
},
[INPAINT_CREATE_MASK]: {
type: 'create_denoise_mask',
id: INPAINT_CREATE_MASK,
is_intermediate: true,
fp32: vaePrecision === 'fp32' ? true : false,
fp32,
},
[NOISE]: {
type: 'noise',
@ -147,6 +151,12 @@ export const buildCanvasInpaintGraph = (
use_cpu,
is_intermediate: true,
},
[INPAINT_CREATE_MASK]: {
type: 'create_denoise_mask',
id: INPAINT_CREATE_MASK,
is_intermediate: true,
fp32,
},
[DENOISE_LATENTS]: {
type: 'denoise_latents',
id: DENOISE_LATENTS,
@ -171,7 +181,7 @@ export const buildCanvasInpaintGraph = (
},
[CANVAS_COHERENCE_DENOISE_LATENTS]: {
type: 'denoise_latents',
id: DENOISE_LATENTS,
id: CANVAS_COHERENCE_DENOISE_LATENTS,
is_intermediate: true,
steps: canvasCoherenceSteps,
cfg_scale: cfg_scale,
@ -183,7 +193,7 @@ export const buildCanvasInpaintGraph = (
type: 'l2i',
id: LATENTS_TO_IMAGE,
is_intermediate: true,
fp32: vaePrecision === 'fp32' ? true : false,
fp32,
},
[CANVAS_OUTPUT]: {
type: 'color_correct',
@ -418,7 +428,7 @@ export const buildCanvasInpaintGraph = (
};
// Handle Scale Before Processing
if (['auto', 'manual'].includes(boundingBoxScaleMethod)) {
if (isUsingScaledDimensions) {
const scaledWidth: number = scaledBoundingBoxDimensions.width;
const scaledHeight: number = scaledBoundingBoxDimensions.height;
@ -581,6 +591,116 @@ export const buildCanvasInpaintGraph = (
);
}
// Handle Coherence Mode
if (canvasCoherenceMode !== 'unmasked') {
// Create Mask If Coherence Mode Is Not Full
graph.nodes[CANVAS_COHERENCE_INPAINT_CREATE_MASK] = {
type: 'create_denoise_mask',
id: CANVAS_COHERENCE_INPAINT_CREATE_MASK,
is_intermediate: true,
fp32,
};
// Handle Image Input For Mask Creation
if (isUsingScaledDimensions) {
graph.edges.push({
source: {
node_id: INPAINT_IMAGE_RESIZE_UP,
field: 'image',
},
destination: {
node_id: CANVAS_COHERENCE_INPAINT_CREATE_MASK,
field: 'image',
},
});
} else {
graph.nodes[CANVAS_COHERENCE_INPAINT_CREATE_MASK] = {
...(graph.nodes[
CANVAS_COHERENCE_INPAINT_CREATE_MASK
] as CreateDenoiseMaskInvocation),
image: canvasInitImage,
};
}
// Create Mask If Coherence Mode Is Mask
if (canvasCoherenceMode === 'mask') {
if (isUsingScaledDimensions) {
graph.edges.push({
source: {
node_id: MASK_RESIZE_UP,
field: 'image',
},
destination: {
node_id: CANVAS_COHERENCE_INPAINT_CREATE_MASK,
field: 'mask',
},
});
} else {
graph.nodes[CANVAS_COHERENCE_INPAINT_CREATE_MASK] = {
...(graph.nodes[
CANVAS_COHERENCE_INPAINT_CREATE_MASK
] as CreateDenoiseMaskInvocation),
mask: canvasMaskImage,
};
}
}
// Create Mask Edge If Coherence Mode Is Edge
if (canvasCoherenceMode === 'edge') {
graph.nodes[CANVAS_COHERENCE_MASK_EDGE] = {
type: 'mask_edge',
id: CANVAS_COHERENCE_MASK_EDGE,
is_intermediate: true,
edge_blur: maskBlur,
edge_size: maskBlur * 2,
low_threshold: 100,
high_threshold: 200,
};
// Handle Scaled Dimensions For Mask Edge
if (isUsingScaledDimensions) {
graph.edges.push({
source: {
node_id: MASK_RESIZE_UP,
field: 'image',
},
destination: {
node_id: CANVAS_COHERENCE_MASK_EDGE,
field: 'image',
},
});
} else {
graph.nodes[CANVAS_COHERENCE_MASK_EDGE] = {
...(graph.nodes[CANVAS_COHERENCE_MASK_EDGE] as MaskEdgeInvocation),
image: canvasMaskImage,
};
}
graph.edges.push({
source: {
node_id: CANVAS_COHERENCE_MASK_EDGE,
field: 'image',
},
destination: {
node_id: CANVAS_COHERENCE_INPAINT_CREATE_MASK,
field: 'mask',
},
});
}
// Plug Denoise Mask To Coherence Denoise Latents
graph.edges.push({
source: {
node_id: CANVAS_COHERENCE_INPAINT_CREATE_MASK,
field: 'denoise_mask',
},
destination: {
node_id: CANVAS_COHERENCE_DENOISE_LATENTS,
field: 'denoise_mask',
},
});
}
// Handle Seed
if (shouldRandomizeSeed) {
// Random int node to generate the starting seed

209
invokeai/frontend/web/src/features/nodes/util/graphBuilders/buildCanvasOutpaintGraph.ts
View File

@ -2,7 +2,6 @@ import { logger } from 'app/logging/logger';
import { RootState } from 'app/store/store';
import { NonNullableGraph } from 'features/nodes/types/types';
import {
ImageBlurInvocation,
ImageDTO,
ImageToLatentsInvocation,
InfillPatchMatchInvocation,
@ -19,6 +18,8 @@ import { addVAEToGraph } from './addVAEToGraph';
import { addWatermarkerToGraph } from './addWatermarkerToGraph';
import {
CANVAS_COHERENCE_DENOISE_LATENTS,
CANVAS_COHERENCE_INPAINT_CREATE_MASK,
CANVAS_COHERENCE_MASK_EDGE,
CANVAS_COHERENCE_NOISE,
CANVAS_COHERENCE_NOISE_INCREMENT,
CANVAS_OUTPAINT_GRAPH,
@ -34,7 +35,6 @@ import {
ITERATE,
LATENTS_TO_IMAGE,
MAIN_MODEL_LOADER,
MASK_BLUR,
MASK_COMBINE,
MASK_FROM_ALPHA,
MASK_RESIZE_DOWN,
@ -71,10 +71,11 @@ export const buildCanvasOutpaintGraph = (
shouldUseNoiseSettings,
shouldUseCpuNoise,
maskBlur,
maskBlurMethod,
canvasCoherenceMode,
canvasCoherenceSteps,
canvasCoherenceStrength,
tileSize,
infillTileSize,
infillPatchmatchDownscaleSize,
infillMethod,
clipSkip,
seamlessXAxis,
@ -96,6 +97,12 @@ export const buildCanvasOutpaintGraph = (
shouldAutoSave,
} = state.canvas;
const fp32 = vaePrecision === 'fp32';
const isUsingScaledDimensions = ['auto', 'manual'].includes(
boundingBoxScaleMethod
);
let modelLoaderNodeId = MAIN_MODEL_LOADER;
const use_cpu = shouldUseNoiseSettings
@ -141,18 +148,11 @@ export const buildCanvasOutpaintGraph = (
is_intermediate: true,
mask2: canvasMaskImage,
},
[MASK_BLUR]: {
type: 'img_blur',
id: MASK_BLUR,
is_intermediate: true,
radius: maskBlur,
blur_type: maskBlurMethod,
},
[INPAINT_IMAGE]: {
type: 'i2l',
id: INPAINT_IMAGE,
is_intermediate: true,
fp32: vaePrecision === 'fp32' ? true : false,
fp32,
},
[NOISE]: {
type: 'noise',
@ -164,7 +164,7 @@ export const buildCanvasOutpaintGraph = (
type: 'create_denoise_mask',
id: INPAINT_CREATE_MASK,
is_intermediate: true,
fp32: vaePrecision === 'fp32' ? true : false,
fp32,
},
[DENOISE_LATENTS]: {
type: 'denoise_latents',
@ -202,7 +202,7 @@ export const buildCanvasOutpaintGraph = (
type: 'l2i',
id: LATENTS_TO_IMAGE,
is_intermediate: true,
fp32: vaePrecision === 'fp32' ? true : false,
fp32,
},
[CANVAS_OUTPUT]: {
type: 'color_correct',
@ -333,7 +333,7 @@ export const buildCanvasOutpaintGraph = (
// Create Inpaint Mask
{
source: {
node_id: MASK_BLUR,
node_id: isUsingScaledDimensions ? MASK_RESIZE_UP : MASK_COMBINE,
field: 'image',
},
destination: {
@ -443,6 +443,16 @@ export const buildCanvasOutpaintGraph = (
field: 'latents',
},
},
{
source: {
node_id: INPAINT_INFILL,
field: 'image',
},
destination: {
node_id: INPAINT_CREATE_MASK,
field: 'image',
},
},
// Decode the result from Inpaint
{
source: {
@ -463,6 +473,7 @@ export const buildCanvasOutpaintGraph = (
type: 'infill_patchmatch',
id: INPAINT_INFILL,
is_intermediate: true,
downscale: infillPatchmatchDownscaleSize,
};
}
@ -474,17 +485,25 @@ export const buildCanvasOutpaintGraph = (
};
}
if (infillMethod === 'cv2') {
graph.nodes[INPAINT_INFILL] = {
type: 'infill_cv2',
id: INPAINT_INFILL,
is_intermediate: true,
};
}
if (infillMethod === 'tile') {
graph.nodes[INPAINT_INFILL] = {
type: 'infill_tile',
id: INPAINT_INFILL,
is_intermediate: true,
tile_size: tileSize,
tile_size: infillTileSize,
};
}
// Handle Scale Before Processing
if (['auto', 'manual'].includes(boundingBoxScaleMethod)) {
if (isUsingScaledDimensions) {
const scaledWidth: number = scaledBoundingBoxDimensions.width;
const scaledHeight: number = scaledBoundingBoxDimensions.height;
@ -546,16 +565,6 @@ export const buildCanvasOutpaintGraph = (
field: 'image',
},
},
{
source: {
node_id: INPAINT_INFILL,
field: 'image',
},
destination: {
node_id: INPAINT_CREATE_MASK,
field: 'image',
},
},
// Take combined mask and resize and then blur
{
source: {
@ -567,16 +576,7 @@ export const buildCanvasOutpaintGraph = (
field: 'image',
},
},
{
source: {
node_id: MASK_RESIZE_UP,
field: 'image',
},
destination: {
node_id: MASK_BLUR,
field: 'image',
},
},
// Resize Results Down
{
source: {
@ -658,32 +658,8 @@ export const buildCanvasOutpaintGraph = (
...(graph.nodes[INPAINT_IMAGE] as ImageToLatentsInvocation),
image: canvasInitImage,
};
graph.nodes[MASK_BLUR] = {
...(graph.nodes[MASK_BLUR] as ImageBlurInvocation),
};
graph.edges.push(
// Take combined mask and plug it to blur
{
source: {
node_id: MASK_COMBINE,
field: 'image',
},
destination: {
node_id: MASK_BLUR,
field: 'image',
},
},
{
source: {
node_id: INPAINT_INFILL,
field: 'image',
},
destination: {
node_id: INPAINT_CREATE_MASK,
field: 'image',
},
},
// Color Correct The Inpainted Result
{
source: {
@ -707,7 +683,7 @@ export const buildCanvasOutpaintGraph = (
},
{
source: {
node_id: MASK_BLUR,
node_id: MASK_COMBINE,
field: 'image',
},
destination: {
@ -718,6 +694,115 @@ export const buildCanvasOutpaintGraph = (
);
}
// Handle Coherence Mode
if (canvasCoherenceMode !== 'unmasked') {
graph.nodes[CANVAS_COHERENCE_INPAINT_CREATE_MASK] = {
type: 'create_denoise_mask',
id: CANVAS_COHERENCE_INPAINT_CREATE_MASK,
is_intermediate: true,
fp32,
};
// Handle Image Input For Mask Creation
graph.edges.push({
source: {
node_id: INPAINT_INFILL,
field: 'image',
},
destination: {
node_id: CANVAS_COHERENCE_INPAINT_CREATE_MASK,
field: 'image',
},
});
// Create Mask If Coherence Mode Is Mask
if (canvasCoherenceMode === 'mask') {
if (isUsingScaledDimensions) {
graph.edges.push({
source: {
node_id: MASK_RESIZE_UP,
field: 'image',
},
destination: {
node_id: CANVAS_COHERENCE_INPAINT_CREATE_MASK,
field: 'mask',
},
});
} else {
graph.edges.push({
source: {
node_id: MASK_COMBINE,
field: 'image',
},
destination: {
node_id: CANVAS_COHERENCE_INPAINT_CREATE_MASK,
field: 'mask',
},
});
}
}
if (canvasCoherenceMode === 'edge') {
graph.nodes[CANVAS_COHERENCE_MASK_EDGE] = {
type: 'mask_edge',
id: CANVAS_COHERENCE_MASK_EDGE,
is_intermediate: true,
edge_blur: maskBlur,
edge_size: maskBlur * 2,
low_threshold: 100,
high_threshold: 200,
};
// Handle Scaled Dimensions For Mask Edge
if (isUsingScaledDimensions) {
graph.edges.push({
source: {
node_id: MASK_RESIZE_UP,
field: 'image',
},
destination: {
node_id: CANVAS_COHERENCE_MASK_EDGE,
field: 'image',
},
});
} else {
graph.edges.push({
source: {
node_id: MASK_COMBINE,
field: 'image',
},
destination: {
node_id: CANVAS_COHERENCE_MASK_EDGE,
field: 'image',
},
});
}
graph.edges.push({
source: {
node_id: CANVAS_COHERENCE_MASK_EDGE,
field: 'image',
},
destination: {
node_id: CANVAS_COHERENCE_INPAINT_CREATE_MASK,
field: 'mask',
},
});
}
// Plug Denoise Mask To Coherence Denoise Latents
graph.edges.push({
source: {
node_id: CANVAS_COHERENCE_INPAINT_CREATE_MASK,
field: 'denoise_mask',
},
destination: {
node_id: CANVAS_COHERENCE_DENOISE_LATENTS,
field: 'denoise_mask',
},
});
}
// Handle Seed
if (shouldRandomizeSeed) {
// Random int node to generate the starting seed

8
invokeai/frontend/web/src/features/nodes/util/graphBuilders/buildCanvasSDXLImageToImageGraph.ts
View File

@ -67,6 +67,8 @@ export const buildCanvasSDXLImageToImageGraph = (
shouldAutoSave,
} = state.canvas;
const fp32 = vaePrecision === 'fp32';
const isUsingScaledDimensions = ['auto', 'manual'].includes(
boundingBoxScaleMethod
);
@ -133,7 +135,7 @@ export const buildCanvasSDXLImageToImageGraph = (
type: 'i2l',
id: IMAGE_TO_LATENTS,
is_intermediate: true,
fp32: vaePrecision === 'fp32' ? true : false,
fp32,
},
[SDXL_DENOISE_LATENTS]: {
type: 'denoise_latents',
@ -258,7 +260,7 @@ export const buildCanvasSDXLImageToImageGraph = (
id: LATENTS_TO_IMAGE,
type: 'l2i',
is_intermediate: true,
fp32: vaePrecision === 'fp32' ? true : false,
fp32,
};
graph.nodes[CANVAS_OUTPUT] = {
id: CANVAS_OUTPUT,
@ -305,7 +307,7 @@ export const buildCanvasSDXLImageToImageGraph = (
type: 'l2i',
id: CANVAS_OUTPUT,
is_intermediate: !shouldAutoSave,
fp32: vaePrecision === 'fp32' ? true : false,
fp32,
};
(graph.nodes[IMAGE_TO_LATENTS] as ImageToLatentsInvocation).image =

130
invokeai/frontend/web/src/features/nodes/util/graphBuilders/buildCanvasSDXLInpaintGraph.ts
View File

@ -6,6 +6,7 @@ import {
ImageBlurInvocation,
ImageDTO,
ImageToLatentsInvocation,
MaskEdgeInvocation,
NoiseInvocation,
RandomIntInvocation,
RangeOfSizeInvocation,
@ -19,6 +20,8 @@ import { addVAEToGraph } from './addVAEToGraph';
import { addWatermarkerToGraph } from './addWatermarkerToGraph';
import {
CANVAS_COHERENCE_DENOISE_LATENTS,
CANVAS_COHERENCE_INPAINT_CREATE_MASK,
CANVAS_COHERENCE_MASK_EDGE,
CANVAS_COHERENCE_NOISE,
CANVAS_COHERENCE_NOISE_INCREMENT,
CANVAS_OUTPUT,
@ -68,6 +71,7 @@ export const buildCanvasSDXLInpaintGraph = (
shouldUseCpuNoise,
maskBlur,
maskBlurMethod,
canvasCoherenceMode,
canvasCoherenceSteps,
canvasCoherenceStrength,
seamlessXAxis,
@ -96,6 +100,12 @@ export const buildCanvasSDXLInpaintGraph = (
shouldAutoSave,
} = state.canvas;
const fp32 = vaePrecision === 'fp32';
const isUsingScaledDimensions = ['auto', 'manual'].includes(
boundingBoxScaleMethod
);
let modelLoaderNodeId = SDXL_MODEL_LOADER;
const use_cpu = shouldUseNoiseSettings
@ -137,7 +147,7 @@ export const buildCanvasSDXLInpaintGraph = (
type: 'i2l',
id: INPAINT_IMAGE,
is_intermediate: true,
fp32: vaePrecision === 'fp32' ? true : false,
fp32,
},
[NOISE]: {
type: 'noise',
@ -149,7 +159,7 @@ export const buildCanvasSDXLInpaintGraph = (
type: 'create_denoise_mask',
id: INPAINT_CREATE_MASK,
is_intermediate: true,
fp32: vaePrecision === 'fp32' ? true : false,
fp32,
},
[SDXL_DENOISE_LATENTS]: {
type: 'denoise_latents',
@ -177,7 +187,7 @@ export const buildCanvasSDXLInpaintGraph = (
},
[CANVAS_COHERENCE_DENOISE_LATENTS]: {
type: 'denoise_latents',
id: SDXL_DENOISE_LATENTS,
id: CANVAS_COHERENCE_DENOISE_LATENTS,
is_intermediate: true,
steps: canvasCoherenceSteps,
cfg_scale: cfg_scale,
@ -189,7 +199,7 @@ export const buildCanvasSDXLInpaintGraph = (
type: 'l2i',
id: LATENTS_TO_IMAGE,
is_intermediate: true,
fp32: vaePrecision === 'fp32' ? true : false,
fp32,
},
[CANVAS_OUTPUT]: {
type: 'color_correct',
@ -433,7 +443,7 @@ export const buildCanvasSDXLInpaintGraph = (
};
// Handle Scale Before Processing
if (['auto', 'manual'].includes(boundingBoxScaleMethod)) {
if (isUsingScaledDimensions) {
const scaledWidth: number = scaledBoundingBoxDimensions.width;
const scaledHeight: number = scaledBoundingBoxDimensions.height;
@ -596,6 +606,116 @@ export const buildCanvasSDXLInpaintGraph = (
);
}
// Handle Coherence Mode
if (canvasCoherenceMode !== 'unmasked') {
// Create Mask If Coherence Mode Is Not Full
graph.nodes[CANVAS_COHERENCE_INPAINT_CREATE_MASK] = {
type: 'create_denoise_mask',
id: CANVAS_COHERENCE_INPAINT_CREATE_MASK,
is_intermediate: true,
fp32,
};
// Handle Image Input For Mask Creation
if (isUsingScaledDimensions) {
graph.edges.push({
source: {
node_id: INPAINT_IMAGE_RESIZE_UP,
field: 'image',
},
destination: {
node_id: CANVAS_COHERENCE_INPAINT_CREATE_MASK,
field: 'image',
},
});
} else {
graph.nodes[CANVAS_COHERENCE_INPAINT_CREATE_MASK] = {
...(graph.nodes[
CANVAS_COHERENCE_INPAINT_CREATE_MASK
] as CreateDenoiseMaskInvocation),
image: canvasInitImage,
};
}
// Create Mask If Coherence Mode Is Mask
if (canvasCoherenceMode === 'mask') {
if (isUsingScaledDimensions) {
graph.edges.push({
source: {
node_id: MASK_RESIZE_UP,
field: 'image',
},
destination: {
node_id: CANVAS_COHERENCE_INPAINT_CREATE_MASK,
field: 'mask',
},
});
} else {
graph.nodes[CANVAS_COHERENCE_INPAINT_CREATE_MASK] = {
...(graph.nodes[
CANVAS_COHERENCE_INPAINT_CREATE_MASK
] as CreateDenoiseMaskInvocation),
mask: canvasMaskImage,
};
}
}
// Create Mask Edge If Coherence Mode Is Edge
if (canvasCoherenceMode === 'edge') {
graph.nodes[CANVAS_COHERENCE_MASK_EDGE] = {
type: 'mask_edge',
id: CANVAS_COHERENCE_MASK_EDGE,
is_intermediate: true,
edge_blur: maskBlur,
edge_size: maskBlur * 2,
low_threshold: 100,
high_threshold: 200,
};
// Handle Scaled Dimensions For Mask Edge
if (isUsingScaledDimensions) {
graph.edges.push({
source: {
node_id: MASK_RESIZE_UP,
field: 'image',
},
destination: {
node_id: CANVAS_COHERENCE_MASK_EDGE,
field: 'image',
},
});
} else {
graph.nodes[CANVAS_COHERENCE_MASK_EDGE] = {
...(graph.nodes[CANVAS_COHERENCE_MASK_EDGE] as MaskEdgeInvocation),
image: canvasMaskImage,
};
}
graph.edges.push({
source: {
node_id: CANVAS_COHERENCE_MASK_EDGE,
field: 'image',
},
destination: {
node_id: CANVAS_COHERENCE_INPAINT_CREATE_MASK,
field: 'mask',
},
});
}
// Plug Denoise Mask To Coherence Denoise Latents
graph.edges.push({
source: {
node_id: CANVAS_COHERENCE_INPAINT_CREATE_MASK,
field: 'denoise_mask',
},
destination: {
node_id: CANVAS_COHERENCE_DENOISE_LATENTS,
field: 'denoise_mask',
},
});
}
// Handle Seed
if (shouldRandomizeSeed) {
// Random int node to generate the starting seed

215
invokeai/frontend/web/src/features/nodes/util/graphBuilders/buildCanvasSDXLOutpaintGraph.ts
View File

@ -2,7 +2,6 @@ import { logger } from 'app/logging/logger';
import { RootState } from 'app/store/store';
import { NonNullableGraph } from 'features/nodes/types/types';
import {
ImageBlurInvocation,
ImageDTO,
ImageToLatentsInvocation,
InfillPatchMatchInvocation,
@ -20,6 +19,8 @@ import { addVAEToGraph } from './addVAEToGraph';
import { addWatermarkerToGraph } from './addWatermarkerToGraph';
import {
CANVAS_COHERENCE_DENOISE_LATENTS,
CANVAS_COHERENCE_INPAINT_CREATE_MASK,
CANVAS_COHERENCE_MASK_EDGE,
CANVAS_COHERENCE_NOISE,
CANVAS_COHERENCE_NOISE_INCREMENT,
CANVAS_OUTPUT,
@ -31,7 +32,6 @@ import {
INPAINT_INFILL_RESIZE_DOWN,
ITERATE,
LATENTS_TO_IMAGE,
MASK_BLUR,
MASK_COMBINE,
MASK_FROM_ALPHA,
MASK_RESIZE_DOWN,
@ -72,10 +72,11 @@ export const buildCanvasSDXLOutpaintGraph = (
shouldUseNoiseSettings,
shouldUseCpuNoise,
maskBlur,
maskBlurMethod,
canvasCoherenceMode,
canvasCoherenceSteps,
canvasCoherenceStrength,
tileSize,
infillTileSize,
infillPatchmatchDownscaleSize,
infillMethod,
seamlessXAxis,
seamlessYAxis,
@ -103,6 +104,12 @@ export const buildCanvasSDXLOutpaintGraph = (
shouldAutoSave,
} = state.canvas;
const fp32 = vaePrecision === 'fp32';
const isUsingScaledDimensions = ['auto', 'manual'].includes(
boundingBoxScaleMethod
);
let modelLoaderNodeId = SDXL_MODEL_LOADER;
const use_cpu = shouldUseNoiseSettings
@ -145,18 +152,11 @@ export const buildCanvasSDXLOutpaintGraph = (
is_intermediate: true,
mask2: canvasMaskImage,
},
[MASK_BLUR]: {
type: 'img_blur',
id: MASK_BLUR,
is_intermediate: true,
radius: maskBlur,
blur_type: maskBlurMethod,
},
[INPAINT_IMAGE]: {
type: 'i2l',
id: INPAINT_IMAGE,
is_intermediate: true,
fp32: vaePrecision === 'fp32' ? true : false,
fp32,
},
[NOISE]: {
type: 'noise',
@ -168,7 +168,7 @@ export const buildCanvasSDXLOutpaintGraph = (
type: 'create_denoise_mask',
id: INPAINT_CREATE_MASK,
is_intermediate: true,
fp32: vaePrecision === 'fp32' ? true : false,
fp32,
},
[SDXL_DENOISE_LATENTS]: {
type: 'denoise_latents',
@ -208,7 +208,7 @@ export const buildCanvasSDXLOutpaintGraph = (
type: 'l2i',
id: LATENTS_TO_IMAGE,
is_intermediate: true,
fp32: vaePrecision === 'fp32' ? true : false,
fp32,
},
[CANVAS_OUTPUT]: {
type: 'color_correct',
@ -348,7 +348,7 @@ export const buildCanvasSDXLOutpaintGraph = (
// Create Inpaint Mask
{
source: {
node_id: MASK_BLUR,
node_id: isUsingScaledDimensions ? MASK_RESIZE_UP : MASK_COMBINE,
field: 'image',
},
destination: {
@ -410,7 +410,7 @@ export const buildCanvasSDXLOutpaintGraph = (
},
{
source: {
node_id: SDXL_MODEL_LOADER,
node_id: modelLoaderNodeId,
field: 'unet',
},
destination: {
@ -458,6 +458,16 @@ export const buildCanvasSDXLOutpaintGraph = (
field: 'latents',
},
},
{
source: {
node_id: INPAINT_INFILL,
field: 'image',
},
destination: {
node_id: INPAINT_CREATE_MASK,
field: 'image',
},
},
// Decode inpainted latents to image
{
source: {
@ -473,12 +483,12 @@ export const buildCanvasSDXLOutpaintGraph = (
};
// Add Infill Nodes
if (infillMethod === 'patchmatch') {
graph.nodes[INPAINT_INFILL] = {
type: 'infill_patchmatch',
id: INPAINT_INFILL,
is_intermediate: true,
downscale: infillPatchmatchDownscaleSize,
};
}
@ -490,17 +500,25 @@ export const buildCanvasSDXLOutpaintGraph = (
};
}
if (infillMethod === 'cv2') {
graph.nodes[INPAINT_INFILL] = {
type: 'infill_cv2',
id: INPAINT_INFILL,
is_intermediate: true,
};
}
if (infillMethod === 'tile') {
graph.nodes[INPAINT_INFILL] = {
type: 'infill_tile',
id: INPAINT_INFILL,
is_intermediate: true,
tile_size: tileSize,
tile_size: infillTileSize,
};
}
// Handle Scale Before Processing
if (['auto', 'manual'].includes(boundingBoxScaleMethod)) {
if (isUsingScaledDimensions) {
const scaledWidth: number = scaledBoundingBoxDimensions.width;
const scaledHeight: number = scaledBoundingBoxDimensions.height;
@ -562,16 +580,7 @@ export const buildCanvasSDXLOutpaintGraph = (
field: 'image',
},
},
{
source: {
node_id: INPAINT_INFILL,
field: 'image',
},
destination: {
node_id: INPAINT_CREATE_MASK,
field: 'image',
},
},
// Take combined mask and resize and then blur
{
source: {
@ -583,16 +592,7 @@ export const buildCanvasSDXLOutpaintGraph = (
field: 'image',
},
},
{
source: {
node_id: MASK_RESIZE_UP,
field: 'image',
},
destination: {
node_id: MASK_BLUR,
field: 'image',
},
},
// Resize Results Down
{
source: {
@ -674,32 +674,8 @@ export const buildCanvasSDXLOutpaintGraph = (
...(graph.nodes[INPAINT_IMAGE] as ImageToLatentsInvocation),
image: canvasInitImage,
};
graph.nodes[MASK_BLUR] = {
...(graph.nodes[MASK_BLUR] as ImageBlurInvocation),
};
graph.edges.push(
// Take combined mask and plug it to blur
{
source: {
node_id: MASK_COMBINE,
field: 'image',
},
destination: {
node_id: MASK_BLUR,
field: 'image',
},
},
{
source: {
node_id: INPAINT_INFILL,
field: 'image',
},
destination: {
node_id: INPAINT_CREATE_MASK,
field: 'image',
},
},
// Color Correct The Inpainted Result
{
source: {
@ -723,7 +699,7 @@ export const buildCanvasSDXLOutpaintGraph = (
},
{
source: {
node_id: MASK_BLUR,
node_id: MASK_COMBINE,
field: 'image',
},
destination: {
@ -734,7 +710,116 @@ export const buildCanvasSDXLOutpaintGraph = (
);
}
// Handle seed
// Handle Coherence Mode
if (canvasCoherenceMode !== 'unmasked') {
graph.nodes[CANVAS_COHERENCE_INPAINT_CREATE_MASK] = {
type: 'create_denoise_mask',
id: CANVAS_COHERENCE_INPAINT_CREATE_MASK,
is_intermediate: true,
fp32,
};
// Handle Image Input For Mask Creation
graph.edges.push({
source: {
node_id: INPAINT_INFILL,
field: 'image',
},
destination: {
node_id: CANVAS_COHERENCE_INPAINT_CREATE_MASK,
field: 'image',
},
});
// Create Mask If Coherence Mode Is Mask
if (canvasCoherenceMode === 'mask') {
if (isUsingScaledDimensions) {
graph.edges.push({
source: {
node_id: MASK_RESIZE_UP,
field: 'image',
},
destination: {
node_id: CANVAS_COHERENCE_INPAINT_CREATE_MASK,
field: 'mask',
},
});
} else {
graph.edges.push({
source: {
node_id: MASK_COMBINE,
field: 'image',
},
destination: {
node_id: CANVAS_COHERENCE_INPAINT_CREATE_MASK,
field: 'mask',
},
});
}
}
if (canvasCoherenceMode === 'edge') {
graph.nodes[CANVAS_COHERENCE_MASK_EDGE] = {
type: 'mask_edge',
id: CANVAS_COHERENCE_MASK_EDGE,
is_intermediate: true,
edge_blur: maskBlur,
edge_size: maskBlur * 2,
low_threshold: 100,
high_threshold: 200,
};
// Handle Scaled Dimensions For Mask Edge
if (isUsingScaledDimensions) {
graph.edges.push({
source: {
node_id: MASK_RESIZE_UP,
field: 'image',
},
destination: {
node_id: CANVAS_COHERENCE_MASK_EDGE,
field: 'image',
},
});
} else {
graph.edges.push({
source: {
node_id: MASK_COMBINE,
field: 'image',
},
destination: {
node_id: CANVAS_COHERENCE_MASK_EDGE,
field: 'image',
},
});
}
graph.edges.push({
source: {
node_id: CANVAS_COHERENCE_MASK_EDGE,
field: 'image',
},
destination: {
node_id: CANVAS_COHERENCE_INPAINT_CREATE_MASK,
field: 'mask',
},
});
}
// Plug Denoise Mask To Coherence Denoise Latents
graph.edges.push({
source: {
node_id: CANVAS_COHERENCE_INPAINT_CREATE_MASK,
field: 'denoise_mask',
},
destination: {
node_id: CANVAS_COHERENCE_DENOISE_LATENTS,
field: 'denoise_mask',
},
});
}
// Handle Seed
if (shouldRandomizeSeed) {
// Random int node to generate the starting seed
const randomIntNode: RandomIntInvocation = {

6
invokeai/frontend/web/src/features/nodes/util/graphBuilders/buildCanvasSDXLTextToImageGraph.ts
View File

@ -61,6 +61,8 @@ export const buildCanvasSDXLTextToImageGraph = (
shouldAutoSave,
} = state.canvas;
const fp32 = vaePrecision === 'fp32';
const isUsingScaledDimensions = ['auto', 'manual'].includes(
boundingBoxScaleMethod
);
@ -252,7 +254,7 @@ export const buildCanvasSDXLTextToImageGraph = (
id: LATENTS_TO_IMAGE,
type: isUsingOnnxModel ? 'l2i_onnx' : 'l2i',
is_intermediate: true,
fp32: vaePrecision === 'fp32' ? true : false,
fp32,
};
graph.nodes[CANVAS_OUTPUT] = {
@ -290,7 +292,7 @@ export const buildCanvasSDXLTextToImageGraph = (
type: isUsingOnnxModel ? 'l2i_onnx' : 'l2i',
id: CANVAS_OUTPUT,
is_intermediate: !shouldAutoSave,
fp32: vaePrecision === 'fp32' ? true : false,
fp32,
};
graph.edges.push({

6
invokeai/frontend/web/src/features/nodes/util/graphBuilders/buildCanvasTextToImageGraph.ts
View File

@ -59,6 +59,8 @@ export const buildCanvasTextToImageGraph = (
shouldAutoSave,
} = state.canvas;
const fp32 = vaePrecision === 'fp32';
const isUsingScaledDimensions = ['auto', 'manual'].includes(
boundingBoxScaleMethod
);
@ -238,7 +240,7 @@ export const buildCanvasTextToImageGraph = (
id: LATENTS_TO_IMAGE,
type: isUsingOnnxModel ? 'l2i_onnx' : 'l2i',
is_intermediate: true,
fp32: vaePrecision === 'fp32' ? true : false,
fp32,
};
graph.nodes[CANVAS_OUTPUT] = {
@ -276,7 +278,7 @@ export const buildCanvasTextToImageGraph = (
type: isUsingOnnxModel ? 'l2i_onnx' : 'l2i',
id: CANVAS_OUTPUT,
is_intermediate: !shouldAutoSave,
fp32: vaePrecision === 'fp32' ? true : false,
fp32,
};
graph.edges.push({

6
invokeai/frontend/web/src/features/nodes/util/graphBuilders/buildLinearImageToImageGraph.ts
View File

@ -84,6 +84,8 @@ export const buildLinearImageToImageGraph = (
throw new Error('No model found in state');
}
const fp32 = vaePrecision === 'fp32';
let modelLoaderNodeId = MAIN_MODEL_LOADER;
const use_cpu = shouldUseNoiseSettings
@ -122,7 +124,7 @@ export const buildLinearImageToImageGraph = (
[LATENTS_TO_IMAGE]: {
type: 'l2i',
id: LATENTS_TO_IMAGE,
fp32: vaePrecision === 'fp32' ? true : false,
fp32,
},
[DENOISE_LATENTS]: {
type: 'denoise_latents',
@ -140,7 +142,7 @@ export const buildLinearImageToImageGraph = (
// image: {
// image_name: initialImage.image_name,
// },
fp32: vaePrecision === 'fp32' ? true : false,
fp32,
},
},
edges: [

6
invokeai/frontend/web/src/features/nodes/util/graphBuilders/buildLinearSDXLImageToImageGraph.ts
View File

@ -84,6 +84,8 @@ export const buildLinearSDXLImageToImageGraph = (
throw new Error('No model found in state');
}
const fp32 = vaePrecision === 'fp32';
// Model Loader ID
let modelLoaderNodeId = SDXL_MODEL_LOADER;
@ -124,7 +126,7 @@ export const buildLinearSDXLImageToImageGraph = (
[LATENTS_TO_IMAGE]: {
type: 'l2i',
id: LATENTS_TO_IMAGE,
fp32: vaePrecision === 'fp32' ? true : false,
fp32,
},
[SDXL_DENOISE_LATENTS]: {
type: 'denoise_latents',
@ -144,7 +146,7 @@ export const buildLinearSDXLImageToImageGraph = (
// image: {
// image_name: initialImage.image_name,
// },
fp32: vaePrecision === 'fp32' ? true : false,
fp32,
},
},
edges: [

4
invokeai/frontend/web/src/features/nodes/util/graphBuilders/buildLinearSDXLTextToImageGraph.ts
View File

@ -62,6 +62,8 @@ export const buildLinearSDXLTextToImageGraph = (
throw new Error('No model found in state');
}
const fp32 = vaePrecision === 'fp32';
// Construct Style Prompt
const { craftedPositiveStylePrompt, craftedNegativeStylePrompt } =
craftSDXLStylePrompt(state, shouldConcatSDXLStylePrompt);
@ -118,7 +120,7 @@ export const buildLinearSDXLTextToImageGraph = (
[LATENTS_TO_IMAGE]: {
type: 'l2i',
id: LATENTS_TO_IMAGE,
fp32: vaePrecision === 'fp32' ? true : false,
fp32,
},
},
edges: [

4
invokeai/frontend/web/src/features/nodes/util/graphBuilders/buildLinearTextToImageGraph.ts
View File

@ -57,6 +57,8 @@ export const buildLinearTextToImageGraph = (
throw new Error('No model found in state');
}
const fp32 = vaePrecision === 'fp32';
const isUsingOnnxModel = model.model_type === 'onnx';
let modelLoaderNodeId = isUsingOnnxModel
@ -139,7 +141,7 @@ export const buildLinearTextToImageGraph = (
[LATENTS_TO_IMAGE]: {
type: isUsingOnnxModel ? 'l2i_onnx' : 'l2i',
id: LATENTS_TO_IMAGE,
fp32: vaePrecision === 'fp32' ? true : false,
fp32,
},
},
edges: [

4
invokeai/frontend/web/src/features/nodes/util/graphBuilders/constants.ts
View File

@ -27,11 +27,15 @@ export const INPAINT_INFILL = 'inpaint_infill';
export const INPAINT_INFILL_RESIZE_DOWN = 'inpaint_infill_resize_down';
export const INPAINT_FINAL_IMAGE = 'inpaint_final_image';
export const INPAINT_CREATE_MASK = 'inpaint_create_mask';
export const INPAINT_MASK = 'inpaint_mask';
export const CANVAS_COHERENCE_DENOISE_LATENTS =
'canvas_coherence_denoise_latents';
export const CANVAS_COHERENCE_NOISE = 'canvas_coherence_noise';
export const CANVAS_COHERENCE_NOISE_INCREMENT =
'canvas_coherence_noise_increment';
export const CANVAS_COHERENCE_MASK_EDGE = 'canvas_coherence_mask_edge';
export const CANVAS_COHERENCE_INPAINT_CREATE_MASK =
'canvas_coherence_inpaint_create_mask';
export const MASK_FROM_ALPHA = 'tomask';
export const MASK_EDGE = 'mask_edge';
export const MASK_BLUR = 'mask_blur';