Files
Graphite/graphene/src/layers/imaginate_layer.rs
T
TrueDoctor 7d8f94462a Bundle Graphite using Tauri (#873)
* Setup tauri component for graphite editor

Integrate graphite into tauri app

Split interpreted-executor out of graph-craft

* Add gpu execution node

* General Cleanup
2022-12-07 12:49:34 +01:00

352 lines
11 KiB
Rust

use super::base64_serde;
use super::layer_info::LayerData;
use super::style::{RenderData, ViewMode};
use crate::intersection::{intersect_quad_bez_path, Quad};
use crate::layers::text_layer::FontCache;
use crate::LayerId;
use glam::{DAffine2, DMat2, DVec2};
use kurbo::{Affine, BezPath, Shape as KurboShape};
use serde::{Deserialize, Serialize};
use std::fmt::Write;
#[derive(Clone, PartialEq, Deserialize, Serialize)]
pub struct ImaginateLayer {
// User-configurable layer parameters
pub seed: u64,
pub samples: u32,
pub sampling_method: ImaginateSamplingMethod,
pub use_img2img: bool,
pub denoising_strength: f64,
pub mask_layer_ref: Option<Vec<LayerId>>,
pub mask_paint_mode: ImaginateMaskPaintMode,
pub mask_blur_px: u32,
pub mask_fill_content: ImaginateMaskFillContent,
pub cfg_scale: f64,
pub prompt: String,
pub negative_prompt: String,
pub restore_faces: bool,
pub tiling: bool,
// Image stored in layer after generation completes
pub image_data: Option<ImaginateImageData>,
pub mime: String,
/// 0 is not started, 100 is complete.
pub percent_complete: f64,
// TODO: Have the browser dispose of this blob URL when this is dropped (like when the layer is deleted)
#[serde(skip)]
pub blob_url: Option<String>,
#[serde(skip)]
pub status: ImaginateStatus,
#[serde(skip)]
pub dimensions: DVec2,
}
#[derive(Default, Debug, Clone, PartialEq, Deserialize, Serialize)]
pub enum ImaginateStatus {
#[default]
Idle,
Beginning,
Uploading(f64),
Generating,
Terminating,
Terminated,
}
#[derive(Debug, Clone, Eq, PartialEq, Deserialize, Serialize)]
pub struct ImaginateImageData {
#[serde(serialize_with = "base64_serde::as_base64", deserialize_with = "base64_serde::from_base64")]
pub image_data: std::sync::Arc<Vec<u8>>,
}
#[derive(Debug, Clone, PartialEq, Deserialize, Serialize)]
pub struct ImaginateBaseImage {
pub svg: String,
pub size: DVec2,
}
#[derive(Debug, Default, Clone, Copy, Eq, PartialEq, Deserialize, Serialize)]
pub enum ImaginateMaskPaintMode {
#[default]
Inpaint,
Outpaint,
}
#[derive(Debug, Default, Clone, Copy, Eq, PartialEq, Deserialize, Serialize)]
pub enum ImaginateMaskFillContent {
#[default]
Fill,
Original,
LatentNoise,
LatentNothing,
}
impl ImaginateMaskFillContent {
pub fn list() -> [ImaginateMaskFillContent; 4] {
[
ImaginateMaskFillContent::Fill,
ImaginateMaskFillContent::Original,
ImaginateMaskFillContent::LatentNoise,
ImaginateMaskFillContent::LatentNothing,
]
}
}
impl std::fmt::Display for ImaginateMaskFillContent {
fn fmt(&self, f: &mut std::fmt::Formatter<'_>) -> std::fmt::Result {
match self {
ImaginateMaskFillContent::Fill => write!(f, "Smeared Surroundings"),
ImaginateMaskFillContent::Original => write!(f, "Original Base Image"),
ImaginateMaskFillContent::LatentNoise => write!(f, "Randomness (Latent Noise)"),
ImaginateMaskFillContent::LatentNothing => write!(f, "Neutral (Latent Nothing)"),
}
}
}
#[derive(Debug, Default, Copy, Clone, Eq, PartialEq, Deserialize, Serialize)]
pub enum ImaginateSamplingMethod {
#[default]
EulerA,
Euler,
LMS,
Heun,
DPM2,
DPM2A,
DPMPlusPlus2sA,
DPMPlusPlus2m,
DPMFast,
DPMAdaptive,
LMSKarras,
DPM2Karras,
DPM2AKarras,
DPMPlusPlus2sAKarras,
DPMPlusPlus2mKarras,
DDIM,
PLMS,
}
impl ImaginateSamplingMethod {
pub fn api_value(&self) -> &str {
match self {
ImaginateSamplingMethod::EulerA => "Euler a",
ImaginateSamplingMethod::Euler => "Euler",
ImaginateSamplingMethod::LMS => "LMS",
ImaginateSamplingMethod::Heun => "Heun",
ImaginateSamplingMethod::DPM2 => "DPM2",
ImaginateSamplingMethod::DPM2A => "DPM2 a",
ImaginateSamplingMethod::DPMPlusPlus2sA => "DPM++ 2S a",
ImaginateSamplingMethod::DPMPlusPlus2m => "DPM++ 2M",
ImaginateSamplingMethod::DPMFast => "DPM fast",
ImaginateSamplingMethod::DPMAdaptive => "DPM adaptive",
ImaginateSamplingMethod::LMSKarras => "LMS Karras",
ImaginateSamplingMethod::DPM2Karras => "DPM2 Karras",
ImaginateSamplingMethod::DPM2AKarras => "DPM2 a Karras",
ImaginateSamplingMethod::DPMPlusPlus2sAKarras => "DPM++ 2S a Karras",
ImaginateSamplingMethod::DPMPlusPlus2mKarras => "DPM++ 2M Karras",
ImaginateSamplingMethod::DDIM => "DDIM",
ImaginateSamplingMethod::PLMS => "PLMS",
}
}
pub fn list() -> [ImaginateSamplingMethod; 17] {
[
ImaginateSamplingMethod::EulerA,
ImaginateSamplingMethod::Euler,
ImaginateSamplingMethod::LMS,
ImaginateSamplingMethod::Heun,
ImaginateSamplingMethod::DPM2,
ImaginateSamplingMethod::DPM2A,
ImaginateSamplingMethod::DPMPlusPlus2sA,
ImaginateSamplingMethod::DPMPlusPlus2m,
ImaginateSamplingMethod::DPMFast,
ImaginateSamplingMethod::DPMAdaptive,
ImaginateSamplingMethod::LMSKarras,
ImaginateSamplingMethod::DPM2Karras,
ImaginateSamplingMethod::DPM2AKarras,
ImaginateSamplingMethod::DPMPlusPlus2sAKarras,
ImaginateSamplingMethod::DPMPlusPlus2mKarras,
ImaginateSamplingMethod::DDIM,
ImaginateSamplingMethod::PLMS,
]
}
}
impl std::fmt::Display for ImaginateSamplingMethod {
fn fmt(&self, f: &mut std::fmt::Formatter<'_>) -> std::fmt::Result {
match self {
ImaginateSamplingMethod::EulerA => write!(f, "Euler A (Recommended)"),
ImaginateSamplingMethod::Euler => write!(f, "Euler"),
ImaginateSamplingMethod::LMS => write!(f, "LMS"),
ImaginateSamplingMethod::Heun => write!(f, "Heun"),
ImaginateSamplingMethod::DPM2 => write!(f, "DPM2"),
ImaginateSamplingMethod::DPM2A => write!(f, "DPM2 A"),
ImaginateSamplingMethod::DPMPlusPlus2sA => write!(f, "DPM++ 2S a"),
ImaginateSamplingMethod::DPMPlusPlus2m => write!(f, "DPM++ 2M"),
ImaginateSamplingMethod::DPMFast => write!(f, "DPM Fast"),
ImaginateSamplingMethod::DPMAdaptive => write!(f, "DPM Adaptive"),
ImaginateSamplingMethod::LMSKarras => write!(f, "LMS Karras"),
ImaginateSamplingMethod::DPM2Karras => write!(f, "DPM2 Karras"),
ImaginateSamplingMethod::DPM2AKarras => write!(f, "DPM2 A Karras"),
ImaginateSamplingMethod::DPMPlusPlus2sAKarras => write!(f, "DPM++ 2S a Karras"),
ImaginateSamplingMethod::DPMPlusPlus2mKarras => write!(f, "DPM++ 2M Karras"),
ImaginateSamplingMethod::DDIM => write!(f, "DDIM"),
ImaginateSamplingMethod::PLMS => write!(f, "PLMS"),
}
}
}
#[derive(Debug, Clone, PartialEq, Deserialize, Serialize)]
pub struct ImaginateGenerationParameters {
pub seed: u64,
pub samples: u32,
/// Use `ImaginateSamplingMethod::api_value()` to generate this string
#[serde(rename = "samplingMethod")]
pub sampling_method: String,
#[serde(rename = "denoisingStrength")]
pub denoising_strength: Option<f64>,
#[serde(rename = "cfgScale")]
pub cfg_scale: f64,
pub prompt: String,
#[serde(rename = "negativePrompt")]
pub negative_prompt: String,
pub resolution: (u64, u64),
#[serde(rename = "restoreFaces")]
pub restore_faces: bool,
pub tiling: bool,
}
impl Default for ImaginateLayer {
fn default() -> Self {
Self {
seed: 0,
samples: 30,
sampling_method: Default::default(),
use_img2img: false,
denoising_strength: 0.66,
mask_paint_mode: ImaginateMaskPaintMode::default(),
mask_layer_ref: None,
mask_blur_px: 4,
mask_fill_content: ImaginateMaskFillContent::default(),
cfg_scale: 10.,
prompt: "".into(),
negative_prompt: "".into(),
restore_faces: false,
tiling: false,
image_data: None,
mime: "image/png".into(),
blob_url: None,
percent_complete: 0.,
status: Default::default(),
dimensions: Default::default(),
}
}
}
impl LayerData for ImaginateLayer {
fn render(&mut self, svg: &mut String, _svg_defs: &mut String, transforms: &mut Vec<DAffine2>, render_data: RenderData) {
let transform = self.transform(transforms, render_data.view_mode);
let inverse = transform.inverse();
let (width, height) = (transform.transform_vector2(DVec2::new(1., 0.)).length(), transform.transform_vector2(DVec2::new(0., 1.)).length());
if !inverse.is_finite() {
let _ = write!(svg, "<!-- SVG shape has an invalid transform -->");
return;
}
let _ = writeln!(svg, r#"<g transform="matrix("#);
inverse.to_cols_array().iter().enumerate().for_each(|(i, entry)| {
let _ = svg.write_str(&(entry.to_string() + if i == 5 { "" } else { "," }));
});
let _ = svg.write_str(r#")">"#);
if let Some(blob_url) = &self.blob_url {
let _ = write!(
svg,
r#"<image width="{}" height="{}" preserveAspectRatio="none" href="{}" transform="matrix("#,
width.abs(),
height.abs(),
blob_url
);
} else {
let _ = write!(
svg,
r#"<rect width="{}" height="{}" fill="none" stroke="var(--color-data-raster)" stroke-width="3" stroke-dasharray="8" transform="matrix("#,
width.abs(),
height.abs(),
);
}
(transform * DAffine2::from_scale((width, height).into()).inverse())
.to_cols_array()
.iter()
.enumerate()
.for_each(|(i, entry)| {
let _ = svg.write_str(&(entry.to_string() + if i == 5 { "" } else { "," }));
});
let _ = svg.write_str(r#")" /> </g>"#);
}
fn bounding_box(&self, transform: glam::DAffine2, _font_cache: &FontCache) -> Option<[DVec2; 2]> {
let mut path = self.bounds();
if transform.matrix2 == DMat2::ZERO {
return None;
}
path.apply_affine(glam_to_kurbo(transform));
let kurbo::Rect { x0, y0, x1, y1 } = path.bounding_box();
Some([(x0, y0).into(), (x1, y1).into()])
}
fn intersects_quad(&self, quad: Quad, path: &mut Vec<LayerId>, intersections: &mut Vec<Vec<LayerId>>, _font_cache: &FontCache) {
if intersect_quad_bez_path(quad, &self.bounds(), true) {
intersections.push(path.clone());
}
}
}
impl ImaginateLayer {
pub fn transform(&self, transforms: &[DAffine2], mode: ViewMode) -> DAffine2 {
let start = match mode {
ViewMode::Outline => 0,
_ => (transforms.len() as i32 - 1).max(0) as usize,
};
transforms.iter().skip(start).cloned().reduce(|a, b| a * b).unwrap_or(DAffine2::IDENTITY)
}
fn bounds(&self) -> BezPath {
kurbo::Rect::from_origin_size(kurbo::Point::ZERO, kurbo::Size::new(1., 1.)).to_path(0.)
}
}
fn glam_to_kurbo(transform: DAffine2) -> Affine {
Affine::new(transform.to_cols_array())
}
impl std::fmt::Debug for ImaginateLayer {
fn fmt(&self, f: &mut std::fmt::Formatter<'_>) -> std::fmt::Result {
f.debug_struct("ImaginateLayer")
.field("seed", &self.seed)
.field("samples", &self.samples)
.field("use_img2img", &self.use_img2img)
.field("denoising_strength", &self.denoising_strength)
.field("cfg_scale", &self.cfg_scale)
.field("prompt", &self.prompt)
.field("negative_prompt", &self.negative_prompt)
.field("restore_faces", &self.restore_faces)
.field("tiling", &self.tiling)
.field("image_data", &self.image_data.as_ref().map(|_| "..."))
.field("mime", &self.mime)
.field("percent_complete", &self.percent_complete)
.field("blob_url", &self.blob_url)
.field("status", &self.status)
.field("dimensions", &self.dimensions)
.finish()
}
}