Merge branch 'main' into enhance/convert-inpaint-models

.github/workflows/build-container.yml

@@ -3,6 +3,7 @@ on:
   push:
     branches:
       - 'main'
+      - 'update/ci/*'
     tags:
       - 'v*.*.*'
 
@@ -47,11 +48,10 @@ jobs:
             type=semver,pattern={{version}}
             type=semver,pattern={{major}}.{{minor}}
             type=semver,pattern={{major}}
-            type=sha,enable=true,prefix=sha-,suffix=${{ matrix.flavor}},format=short
-            type=raw,value={{branch}}-${{ matrix.flavor }}
+            type=sha,enable=true,prefix=sha-,format=short
           flavor: |
             latest=${{ matrix.flavor == 'cuda' && github.ref == 'refs/heads/main' }}
-
+            suffix=-${{ matrix.flavor }},onlatest=false
       - name: Set up QEMU
         uses: docker/setup-qemu-action@v2
 

docker/Dockerfile

@@ -1,7 +1,4 @@
 # syntax=docker/dockerfile:1
-
-# Maintained by Matthias Wild <mauwii@outlook.de>
-
 ARG PYTHON_VERSION=3.9
 ##################
 ##  base image  ##
@@ -85,3 +82,5 @@ ENV INVOKE_MODEL_RECONFIGURE="--yes --default_only"
 ENTRYPOINT [ "invokeai" ]
 CMD [ "--web", "--host=0.0.0.0" ]
 VOLUME [ "/data" ]
+
+LABEL org.opencontainers.image.authors="mauwii@outlook.de"

docs/features/TEXTUAL_INVERSION.md

@@ -54,8 +54,7 @@ Please enter 1, 2, 3, or 4: [1] 3
 ```
 
 From the command line, with the InvokeAI virtual environment active,
-you can launch the front end with the command `textual_inversion
---gui`.
+you can launch the front end with the command `invokeai-ti --gui`.
 
 This will launch a text-based front end that will look like this:
 
@@ -227,12 +226,12 @@ It accepts a large number of arguments, which can be summarized by
 passing the `--help` argument:
 
 ```sh
-textual_inversion --help
+invokeai-ti --help
 ```
 
 Typical usage is shown here:
 ```sh
-textual_inversion \
+invokeai-ti \
        --model=stable-diffusion-1.5 \
        --resolution=512 \
        --learnable_property=style \
@@ -267,4 +266,4 @@ resources:
 
 ---
 
-copyright (c) 2023, Lincoln Stein and the InvokeAI Development Team
+copyright (c) 2023, Lincoln Stein and the InvokeAI Development Team

installer/installer.py

@@ -249,6 +249,7 @@ class InvokeAiInstance:
                 "--require-virtualenv",
                 "torch",
                 "torchvision",
+                "--force-reinstall",
                 "--find-links" if find_links is not None else None,
                 find_links,
                 "--extra-index-url" if extra_index_url is not None else None,
@@ -325,6 +326,7 @@ class InvokeAiInstance:
         Configure the InvokeAI runtime directory
         """
 
+        # set sys.argv to a consistent state
         new_argv = [sys.argv[0]]
         for i in range(1,len(sys.argv)):
             el = sys.argv[i]
@@ -344,9 +346,6 @@ class InvokeAiInstance:
         # NOTE: currently the config script does its own arg parsing! this means the command-line switches
         # from the installer will also automatically propagate down to the config script.
         # this may change in the future with config refactoring!
-
-        # set sys.argv to a consistent state
-
         invokeai_configure.main()
 
     def install_user_scripts(self):

invokeai/backend/invoke_ai_web_server.py

@@ -1208,12 +1208,18 @@ class InvokeAIWebServer:
             )
 
         except KeyboardInterrupt:
+            # Clear the CUDA cache on an exception
+            self.empty_cuda_cache()
             self.socketio.emit("processingCanceled")
             raise
         except CanceledException:
+            # Clear the CUDA cache on an exception
+            self.empty_cuda_cache()
             self.socketio.emit("processingCanceled")
             pass
         except Exception as e:
+            # Clear the CUDA cache on an exception
+            self.empty_cuda_cache()
             print(e)
             self.socketio.emit("error", {"message": (str(e))})
             print("\n")
@@ -1221,6 +1227,12 @@ class InvokeAIWebServer:
             traceback.print_exc()
             print("\n")
 
+    def empty_cuda_cache(self):
+        if self.generate.device.type == "cuda":
+            import torch.cuda
+
+            torch.cuda.empty_cache()
+
     def parameters_to_generated_image_metadata(self, parameters):
         try:
             # top-level metadata minus `image` or `images`

invokeai/frontend/dist/index.html

@@ -7,8 +7,8 @@
     <meta name="viewport" content="width=device-width, initial-scale=1.0" />
     <title>InvokeAI - A Stable Diffusion Toolkit</title>
     <link rel="shortcut icon" type="icon" href="./assets/favicon.0d253ced.ico" />
-    <script type="module" crossorigin src="./assets/index.dd4ad8a1.js"></script>
-    <link rel="stylesheet" href="./assets/index.8badc8b4.css">
+    <script type="module" crossorigin src="./assets/index.f3fa9388.js"></script>
+    <link rel="stylesheet" href="./assets/index.1536494e.css">
     <script type="module">try{import.meta.url;import("_").catch(()=>1);}catch(e){}window.__vite_is_modern_browser=true;</script>
     <script type="module">!function(){if(window.__vite_is_modern_browser)return;console.warn("vite: loading legacy build because dynamic import or import.meta.url is unsupported, syntax error above should be ignored");var e=document.getElementById("vite-legacy-polyfill"),n=document.createElement("script");n.src=e.src,n.onload=function(){System.import(document.getElementById('vite-legacy-entry').getAttribute('data-src'))},document.body.appendChild(n)}();</script>
   </head>
@@ -18,6 +18,6 @@
     
     <script nomodule>!function(){var e=document,t=e.createElement("script");if(!("noModule"in t)&&"onbeforeload"in t){var n=!1;e.addEventListener("beforeload",(function(e){if(e.target===t)n=!0;else if(!e.target.hasAttribute("nomodule")||!n)return;e.preventDefault()}),!0),t.type="module",t.src=".",e.head.appendChild(t),t.remove()}}();</script>
     <script nomodule crossorigin id="vite-legacy-polyfill" src="./assets/polyfills-legacy-dde3a68a.js"></script>
-    <script nomodule crossorigin id="vite-legacy-entry" data-src="./assets/index-legacy-8219c08f.js">System.import(document.getElementById('vite-legacy-entry').getAttribute('data-src'))</script>
+    <script nomodule crossorigin id="vite-legacy-entry" data-src="./assets/index-legacy-4add591a.js">System.import(document.getElementById('vite-legacy-entry').getAttribute('data-src'))</script>
   </body>
 </html>

invokeai/frontend/dist/locales/options/en-US.json

@@ -24,6 +24,7 @@
   "otherOptions": "Other Options",
   "seamlessTiling": "Seamless Tiling",
   "hiresOptim": "High Res Optimization",
+  "hiresStrength": "High Res Strength",
   "imageFit": "Fit Initial Image To Output Size",
   "codeformerFidelity": "Fidelity",
   "seamSize": "Seam Size",

invokeai/frontend/dist/locales/options/en.json

@@ -24,6 +24,7 @@
   "otherOptions": "Other Options",
   "seamlessTiling": "Seamless Tiling",
   "hiresOptim": "High Res Optimization",
+  "hiresStrength": "High Res Strength",
   "imageFit": "Fit Initial Image To Output Size",
   "codeformerFidelity": "Fidelity",
   "seamSize": "Seam Size",
@@ -43,6 +44,7 @@
   "invoke": "Invoke",
   "cancel": "Cancel",
   "promptPlaceholder": "Type prompt here. [negative tokens], (upweight)++, (downweight)--, swap and blend are available (see docs)",
+  "negativePrompts": "Negative Prompts",
   "sendTo": "Send to",
   "sendToImg2Img": "Send to Image to Image",
   "sendToUnifiedCanvas": "Send To Unified Canvas",

invokeai/frontend/public/locales/options/en-US.json

@@ -24,6 +24,7 @@
   "otherOptions": "Other Options",
   "seamlessTiling": "Seamless Tiling",
   "hiresOptim": "High Res Optimization",
+  "hiresStrength": "High Res Strength",
   "imageFit": "Fit Initial Image To Output Size",
   "codeformerFidelity": "Fidelity",
   "seamSize": "Seam Size",

invokeai/frontend/public/locales/options/en.json

@@ -24,6 +24,7 @@
   "otherOptions": "Other Options",
   "seamlessTiling": "Seamless Tiling",
   "hiresOptim": "High Res Optimization",
+  "hiresStrength": "High Res Strength",
   "imageFit": "Fit Initial Image To Output Size",
   "codeformerFidelity": "Fidelity",
   "seamSize": "Seam Size",
@@ -43,6 +44,7 @@
   "invoke": "Invoke",
   "cancel": "Cancel",
   "promptPlaceholder": "Type prompt here. [negative tokens], (upweight)++, (downweight)--, swap and blend are available (see docs)",
+  "negativePrompts": "Negative Prompts",
   "sendTo": "Send to",
   "sendToImg2Img": "Send to Image to Image",
   "sendToUnifiedCanvas": "Send To Unified Canvas",

invokeai/frontend/src/app/constants.ts

@@ -16,6 +16,20 @@ export const SAMPLERS: Array<string> = [
   'k_heun',
 ];
 
+// Valid Diffusers Samplers
+export const DIFFUSERS_SAMPLERS: Array<string> = [
+  'ddim',
+  'plms',
+  'k_lms',
+  'dpmpp_2',
+  'k_dpm_2',
+  'k_dpm_2_a',
+  'k_dpmpp_2',
+  'k_euler',
+  'k_euler_a',
+  'k_heun',
+];
+
 // Valid image widths
 export const WIDTHS: Array<number> = [
   64, 128, 192, 256, 320, 384, 448, 512, 576, 640, 704, 768, 832, 896, 960,

invokeai/frontend/src/common/hooks/useClickOutsideWatcher.ts

@@ -11,7 +11,6 @@ const useClickOutsideWatcher = () => {
     function handleClickOutside(e: MouseEvent) {
       watchers.forEach(({ ref, enable, callback }) => {
         if (enable && ref.current && !ref.current.contains(e.target as Node)) {
-          console.log('callback');
           callback();
         }
       });

invokeai/frontend/src/common/util/getPromptAndNegative.ts

@@ -0,0 +1,20 @@
+import * as InvokeAI from 'app/invokeai';
+import promptToString from './promptToString';
+
+export function getPromptAndNegative(input_prompt: InvokeAI.Prompt) {
+  let prompt: string = promptToString(input_prompt);
+  let negativePrompt: string | null = null;
+
+  const negativePromptRegExp = new RegExp(/(?<=\[)[^\][]*(?=])/, 'gi');
+  const negativePromptMatches = [...prompt.matchAll(negativePromptRegExp)];
+
+  if (negativePromptMatches && negativePromptMatches.length > 0) {
+    negativePrompt = negativePromptMatches.join(', ');
+    prompt = prompt
+      .replaceAll(negativePromptRegExp, '')
+      .replaceAll('[]', '')
+      .trim();
+  }
+
+  return [prompt, negativePrompt];
+}

invokeai/frontend/src/common/util/parameterTranslation.ts

@@ -100,12 +100,14 @@ export const frontendToBackendParameters = (
     facetoolType,
     height,
     hiresFix,
+    hiresStrength,
     img2imgStrength,
     infillMethod,
     initialImage,
     iterations,
     perlin,
     prompt,
+    negativePrompt,
     sampler,
     seamBlur,
     seamless,
@@ -155,6 +157,10 @@ export const frontendToBackendParameters = (
   let esrganParameters: false | BackendEsrGanParameters = false;
   let facetoolParameters: false | BackendFacetoolParameters = false;
 
+  if (negativePrompt !== '') {
+    generationParameters.prompt = `${prompt} [${negativePrompt}]`;
+  }
+
   generationParameters.seed = shouldRandomizeSeed
     ? randomInt(NUMPY_RAND_MIN, NUMPY_RAND_MAX)
     : seed;
@@ -164,6 +170,8 @@ export const frontendToBackendParameters = (
     generationParameters.seamless = seamless;
     generationParameters.hires_fix = hiresFix;
 
+    if (hiresFix) generationParameters.strength = hiresStrength;
+
     if (shouldRunESRGAN) {
       esrganParameters = {
         level: upscalingLevel,

invokeai/frontend/src/features/gallery/components/CurrentImageButtons.tsx

@@ -9,6 +9,7 @@ import {
   setAllParameters,
   setInitialImage,
   setIsLightBoxOpen,
+  setNegativePrompt,
   setPrompt,
   setSeed,
   setShouldShowImageDetails,
@@ -44,6 +45,7 @@ import { GalleryState } from 'features/gallery/store/gallerySlice';
 import { activeTabNameSelector } from 'features/options/store/optionsSelectors';
 import IAIPopover from 'common/components/IAIPopover';
 import { useTranslation } from 'react-i18next';
+import { getPromptAndNegative } from 'common/util/getPromptAndNegative';
 
 const systemSelector = createSelector(
   [
@@ -241,9 +243,18 @@ const CurrentImageButtons = () => {
     [currentImage]
   );
 
-  const handleClickUsePrompt = () =>
-    currentImage?.metadata?.image?.prompt &&
-    dispatch(setPrompt(currentImage.metadata.image.prompt));
+  const handleClickUsePrompt = () => {
+    if (currentImage?.metadata?.image?.prompt) {
+      const [prompt, negativePrompt] = getPromptAndNegative(
+        currentImage?.metadata?.image?.prompt
+      );
+
+      prompt && dispatch(setPrompt(prompt));
+      negativePrompt
+        ? dispatch(setNegativePrompt(negativePrompt))
+        : dispatch(setNegativePrompt(''));
+    }
+  };
 
   useHotkeys(
     'p',

invokeai/frontend/src/features/gallery/components/HoverableImage.tsx

@@ -10,9 +10,10 @@ import { DragEvent, memo, useState } from 'react';
 import {
   setActiveTab,
   setAllImageToImageParameters,
-  setAllTextToImageParameters,
+  setAllParameters,
   setInitialImage,
   setIsLightBoxOpen,
+  setNegativePrompt,
   setPrompt,
   setSeed,
 } from 'features/options/store/optionsSlice';
@@ -24,6 +25,7 @@ import {
 } from 'features/canvas/store/canvasSlice';
 import { hoverableImageSelector } from 'features/gallery/store/gallerySliceSelectors';
 import { useTranslation } from 'react-i18next';
+import { getPromptAndNegative } from 'common/util/getPromptAndNegative';
 
 interface HoverableImageProps {
   image: InvokeAI.Image;
@@ -62,7 +64,17 @@ const HoverableImage = memo((props: HoverableImageProps) => {
   const handleMouseOut = () => setIsHovered(false);
 
   const handleUsePrompt = () => {
-    image.metadata && dispatch(setPrompt(image.metadata.image.prompt));
+    if (image.metadata) {
+      const [prompt, negativePrompt] = getPromptAndNegative(
+        image.metadata?.image?.prompt
+      );
+
+      prompt && dispatch(setPrompt(prompt));
+      negativePrompt
+        ? dispatch(setNegativePrompt(negativePrompt))
+        : dispatch(setNegativePrompt(''));
+    }
+
     toast({
       title: t('toast:promptSet'),
       status: 'success',
@@ -115,7 +127,7 @@ const HoverableImage = memo((props: HoverableImageProps) => {
   };
 
   const handleUseAllParameters = () => {
-    metadata && dispatch(setAllTextToImageParameters(metadata));
+    metadata && dispatch(setAllParameters(metadata));
     toast({
       title: t('toast:parametersSet'),
       status: 'success',

invokeai/frontend/src/features/gallery/store/thunks/uploadImage.ts

@@ -38,7 +38,6 @@ export const uploadImage =
     });
 
     const image = (await response.json()) as InvokeAI.ImageUploadResponse;
-    console.log(image);
     const newImage: InvokeAI.Image = {
       uuid: uuidv4(),
       category: 'user',

invokeai/frontend/src/features/options/components/AdvancedOptions/Output/HiresOptions.tsx

@@ -1,10 +1,53 @@
 import { Flex } from '@chakra-ui/react';
 import { ChangeEvent } from 'react';
-import { RootState } from 'app/store';
+import type { RootState } from 'app/store';
 import { useAppDispatch, useAppSelector } from 'app/storeHooks';
 import IAISwitch from 'common/components/IAISwitch';
-import { setHiresFix } from 'features/options/store/optionsSlice';
+import {
+  setHiresFix,
+  setHiresStrength,
+} from 'features/options/store/optionsSlice';
 import { useTranslation } from 'react-i18next';
+import IAISlider from 'common/components/IAISlider';
+
+function HighResStrength() {
+  const hiresFix = useAppSelector((state: RootState) => state.options.hiresFix);
+  const hiresStrength = useAppSelector(
+    (state: RootState) => state.options.hiresStrength
+  );
+
+  const dispatch = useAppDispatch();
+
+  const { t } = useTranslation();
+
+  const handleHiresStrength = (v: number) => {
+    dispatch(setHiresStrength(v));
+  };
+
+  const handleHiResStrengthReset = () => {
+    dispatch(setHiresStrength(0.75));
+  };
+
+  return (
+    <IAISlider
+      label={t('options:hiresStrength')}
+      step={0.01}
+      min={0.01}
+      max={0.99}
+      onChange={handleHiresStrength}
+      value={hiresStrength}
+      isInteger={false}
+      withInput
+      withSliderMarks
+      inputWidth={'5.5rem'}
+      withReset
+      handleReset={handleHiResStrengthReset}
+      isSliderDisabled={!hiresFix}
+      isInputDisabled={!hiresFix}
+      isResetDisabled={!hiresFix}
+    />
+  );
+}
 
 /**
  * Hires Fix Toggle
@@ -27,6 +70,7 @@ const HiresOptions = () => {
         isChecked={hiresFix}
         onChange={handleChangeHiresFix}
       />
+      <HighResStrength />
     </Flex>
   );
 };

invokeai/frontend/src/features/options/components/MainOptions/MainSampler.tsx

@@ -1,13 +1,16 @@
 import React, { ChangeEvent } from 'react';
-import { SAMPLERS } from 'app/constants';
+import { DIFFUSERS_SAMPLERS, SAMPLERS } from 'app/constants';
 import { RootState } from 'app/store';
 import { useAppDispatch, useAppSelector } from 'app/storeHooks';
 import IAISelect from 'common/components/IAISelect';
 import { setSampler } from 'features/options/store/optionsSlice';
 import { useTranslation } from 'react-i18next';
+import _ from 'lodash';
+import { activeModelSelector } from 'features/system/store/systemSelectors';
 
 export default function MainSampler() {
   const sampler = useAppSelector((state: RootState) => state.options.sampler);
+  const activeModel = useAppSelector(activeModelSelector);
   const dispatch = useAppDispatch();
   const { t } = useTranslation();
 
@@ -19,7 +22,9 @@ export default function MainSampler() {
       label={t('options:sampler')}
       value={sampler}
       onChange={handleChangeSampler}
-      validValues={SAMPLERS}
+      validValues={
+        activeModel.format === 'diffusers' ? DIFFUSERS_SAMPLERS : SAMPLERS
+      }
       styleClass="main-option-block"
     />
   );

invokeai/frontend/src/features/options/components/PromptInput/NegativePromptInput.tsx

@@ -0,0 +1,38 @@
+import { FormControl, Textarea } from '@chakra-ui/react';
+import type { RootState } from 'app/store';
+import { useAppDispatch, useAppSelector } from 'app/storeHooks';
+import { setNegativePrompt } from 'features/options/store/optionsSlice';
+import { useTranslation } from 'react-i18next';
+
+export function NegativePromptInput() {
+  const negativePrompt = useAppSelector(
+    (state: RootState) => state.options.negativePrompt
+  );
+
+  const dispatch = useAppDispatch();
+  const { t } = useTranslation();
+
+  return (
+    <FormControl>
+      <Textarea
+        id="negativePrompt"
+        name="negativePrompt"
+        value={negativePrompt}
+        onChange={(e) => dispatch(setNegativePrompt(e.target.value))}
+        background="var(--prompt-bg-color)"
+        placeholder={t('options:negativePrompts')}
+        _placeholder={{ fontSize: '0.8rem' }}
+        borderColor="var(--border-color)"
+        _hover={{
+          borderColor: 'var(--border-color-light)',
+        }}
+        _focusVisible={{
+          borderColor: 'var(--border-color-invalid)',
+          boxShadow: '0 0 10px var(--box-shadow-color-invalid)',
+        }}
+        fontSize="0.9rem"
+        color="var(--text-color-secondary)"
+      />
+    </FormControl>
+  );
+}

invokeai/frontend/src/features/options/store/optionsSlice.ts

@@ -5,6 +5,7 @@ import promptToString from 'common/util/promptToString';
 import { seedWeightsToString } from 'common/util/seedWeightPairs';
 import { FACETOOL_TYPES } from 'app/constants';
 import { InvokeTabName, tabMap } from 'features/tabs/tabMap';
+import { getPromptAndNegative } from 'common/util/getPromptAndNegative';
 
 export type UpscalingLevel = 2 | 4;
 
@@ -19,6 +20,7 @@ export interface OptionsState {
   facetoolType: FacetoolType;
   height: number;
   hiresFix: boolean;
+  hiresStrength: number;
   img2imgStrength: number;
   infillMethod: string;
   initialImage?: InvokeAI.Image | string; // can be an Image or url
@@ -28,6 +30,7 @@ export interface OptionsState {
   optionsPanelScrollPosition: number;
   perlin: number;
   prompt: string;
+  negativePrompt: string;
   sampler: string;
   seamBlur: number;
   seamless: boolean;
@@ -69,6 +72,7 @@ const initialOptionsState: OptionsState = {
   facetoolType: 'gfpgan',
   height: 512,
   hiresFix: false,
+  hiresStrength: 0.75,
   img2imgStrength: 0.75,
   infillMethod: 'patchmatch',
   isLightBoxOpen: false,
@@ -77,6 +81,7 @@ const initialOptionsState: OptionsState = {
   optionsPanelScrollPosition: 0,
   perlin: 0,
   prompt: '',
+  negativePrompt: '',
   sampler: 'k_lms',
   seamBlur: 16,
   seamless: false,
@@ -123,6 +128,17 @@ export const optionsSlice = createSlice({
         state.prompt = promptToString(newPrompt);
       }
     },
+    setNegativePrompt: (
+      state,
+      action: PayloadAction<string | InvokeAI.Prompt>
+    ) => {
+      const newPrompt = action.payload;
+      if (typeof newPrompt === 'string') {
+        state.negativePrompt = newPrompt;
+      } else {
+        state.negativePrompt = promptToString(newPrompt);
+      }
+    },
     setIterations: (state, action: PayloadAction<number>) => {
       state.iterations = action.payload;
     },
@@ -175,6 +191,9 @@ export const optionsSlice = createSlice({
     setHiresFix: (state, action: PayloadAction<boolean>) => {
       state.hiresFix = action.payload;
     },
+    setHiresStrength: (state, action: PayloadAction<number>) => {
+      state.hiresStrength = action.payload;
+    },
     setShouldFitToWidthHeight: (state, action: PayloadAction<boolean>) => {
       state.shouldFitToWidthHeight = action.payload;
     },
@@ -307,7 +326,14 @@ export const optionsSlice = createSlice({
         state.shouldRandomizeSeed = false;
       }
 
-      if (prompt) state.prompt = promptToString(prompt);
+      if (prompt) {
+        const [promptOnly, negativePrompt] = getPromptAndNegative(prompt);
+        if (promptOnly) state.prompt = promptOnly;
+        negativePrompt
+          ? (state.negativePrompt = negativePrompt)
+          : (state.negativePrompt = '');
+      }
+
       if (sampler) state.sampler = sampler;
       if (steps) state.steps = steps;
       if (cfg_scale) state.cfgScale = cfg_scale;
@@ -438,6 +464,7 @@ export const {
   setFacetoolType,
   setHeight,
   setHiresFix,
+  setHiresStrength,
   setImg2imgStrength,
   setInfillMethod,
   setInitialImage,
@@ -448,6 +475,7 @@ export const {
   setParameter,
   setPerlin,
   setPrompt,
+  setNegativePrompt,
   setSampler,
   setSeamBlur,
   setSeamless,

invokeai/frontend/src/features/system/components/LanguagePicker.tsx

@@ -13,16 +13,16 @@ export default function LanguagePicker() {
 
   const LANGUAGES = {
     en: t('common:langEnglish'),
-    ru: t('common:langRussian'),
-    it: t('common:langItalian'),
-    pt_br: t('common:langBrPortuguese'),
-    de: t('common:langGerman'),
-    pl: t('common:langPolish'),
-    zh_cn: t('common:langSimplifiedChinese'),
-    es: t('common:langSpanish'),
-    ja: t('common:langJapanese'),
     nl: t('common:langDutch'),
     fr: t('common:langFrench'),
+    de: t('common:langGerman'),
+    it: t('common:langItalian'),
+    ja: t('common:langJapanese'),
+    pl: t('common:langPolish'),
+    pt_br: t('common:langBrPortuguese'),
+    ru: t('common:langRussian'),
+    zh_cn: t('common:langSimplifiedChinese'),
+    es: t('common:langSpanish'),
     ua: t('common:langUkranian'),
   };
 

invokeai/frontend/src/features/system/components/ModelManager/CheckpointModelEdit.tsx

@@ -316,7 +316,6 @@ export default function CheckpointModelEdit() {
   ) : (
     <Flex
       width="100%"
-      height="250px"
       justifyContent="center"
       alignItems="center"
       backgroundColor="var(--background-color)"

invokeai/frontend/src/features/system/components/ModelManager/DiffusersModelEdit.tsx

@@ -271,7 +271,6 @@ export default function DiffusersModelEdit() {
   ) : (
     <Flex
       width="100%"
-      height="250px"
       justifyContent="center"
       alignItems="center"
       backgroundColor="var(--background-color)"

invokeai/frontend/src/features/system/components/ModelSelect.tsx

@@ -5,27 +5,14 @@ import { useAppDispatch, useAppSelector } from 'app/storeHooks';
 import IAISelect from 'common/components/IAISelect';
 import _ from 'lodash';
 import { ChangeEvent } from 'react';
-import { systemSelector } from '../store/systemSelectors';
+import { activeModelSelector, systemSelector } from '../store/systemSelectors';
 
 const selector = createSelector(
   [systemSelector],
   (system) => {
     const { isProcessing, model_list } = system;
     const models = _.map(model_list, (model, key) => key);
-    const activeModel = _.reduce(
-      model_list,
-      (acc, model, key) => {
-        if (model.status === 'active') {
-          acc = key;
-        }
-
-        return acc;
-      },
-      ''
-    );
-    const activeDesc = model_list[activeModel].description;
-
-    return { models, activeModel, isProcessing, activeDesc };
+    return { models, isProcessing };
   },
   {
     memoizeOptions: {
@@ -36,8 +23,8 @@ const selector = createSelector(
 
 const ModelSelect = () => {
   const dispatch = useAppDispatch();
-  const { models, activeModel, isProcessing, activeDesc } =
-    useAppSelector(selector);
+  const { models, isProcessing } = useAppSelector(selector);
+  const activeModel = useAppSelector(activeModelSelector);
   const handleChangeModel = (e: ChangeEvent<HTMLSelectElement>) => {
     dispatch(requestModelChange(e.target.value));
   };
@@ -50,9 +37,9 @@ const ModelSelect = () => {
     >
       <IAISelect
         style={{ fontSize: '0.8rem' }}
-        tooltip={activeDesc}
+        tooltip={activeModel.description}
         isDisabled={isProcessing}
-        value={activeModel}
+        value={activeModel.name}
         validValues={models}
         onChange={handleChangeModel}
       />

invokeai/frontend/src/features/system/store/systemSelectors.ts

@@ -1,6 +1,31 @@
+import { createSelector } from '@reduxjs/toolkit';
 import { RootState } from 'app/store';
 import { SystemState } from './systemSlice';
+import _ from 'lodash';
 
 export const systemSelector = (state: RootState): SystemState => state.system;
 
 export const toastQueueSelector = (state: RootState) => state.system.toastQueue;
+
+export const activeModelSelector = createSelector(
+  systemSelector,
+  (system) => {
+    const { model_list } = system;
+    const activeModel = _.reduce(
+      model_list,
+      (acc, model, key) => {
+        if (model.status === 'active') {
+          acc = key;
+        }
+        return acc;
+      },
+      ''
+    );
+    return { ...model_list[activeModel], name: activeModel };
+  },
+  {
+    memoizeOptions: {
+      resultEqualityCheck: _.isEqual,
+    },
+  }
+);

invokeai/frontend/src/features/tabs/components/ImageToImage/ImageToImagePanel.tsx

@@ -19,6 +19,8 @@ import { useAppDispatch, useAppSelector } from 'app/storeHooks';
 import InvokeOptionsPanel from 'features/tabs/components/InvokeOptionsPanel';
 import { activeTabNameSelector } from 'features/options/store/optionsSelectors';
 import { useTranslation } from 'react-i18next';
+import { Flex } from '@chakra-ui/react';
+import { NegativePromptInput } from 'features/options/components/PromptInput/NegativePromptInput';
 
 export default function ImageToImagePanel() {
   const { t } = useTranslation();
@@ -67,7 +69,10 @@ export default function ImageToImagePanel() {
 
   return (
     <InvokeOptionsPanel>
-      <PromptInput />
+      <Flex flexDir="column" rowGap="0.5rem">
+        <PromptInput />
+        <NegativePromptInput />
+      </Flex>
       <ProcessButtons />
       <MainOptions />
       <ImageToImageStrength

invokeai/frontend/src/features/tabs/components/InvokeTabs.scss

@@ -24,8 +24,8 @@
     }
 
     svg {
-      width: 26px;
-      height: 26px;
+      width: 24px;
+      height: 24px;
     }
 
     &[aria-selected='true'] {

invokeai/frontend/src/features/tabs/components/TextToImage/TextToImagePanel.tsx

@@ -1,3 +1,4 @@
+import { Flex } from '@chakra-ui/react';
 import { Feature } from 'app/features';
 import FaceRestoreOptions from 'features/options/components/AdvancedOptions/FaceRestore/FaceRestoreOptions';
 import FaceRestoreToggle from 'features/options/components/AdvancedOptions/FaceRestore/FaceRestoreToggle';
@@ -10,6 +11,7 @@ import VariationsOptions from 'features/options/components/AdvancedOptions/Varia
 import MainOptions from 'features/options/components/MainOptions/MainOptions';
 import OptionsAccordion from 'features/options/components/OptionsAccordion';
 import ProcessButtons from 'features/options/components/ProcessButtons/ProcessButtons';
+import { NegativePromptInput } from 'features/options/components/PromptInput/NegativePromptInput';
 import PromptInput from 'features/options/components/PromptInput/PromptInput';
 import InvokeOptionsPanel from 'features/tabs/components/InvokeOptionsPanel';
 import { useTranslation } from 'react-i18next';
@@ -50,7 +52,10 @@ export default function TextToImagePanel() {
 
   return (
     <InvokeOptionsPanel>
-      <PromptInput />
+      <Flex flexDir="column" rowGap="0.5rem">
+        <PromptInput />
+        <NegativePromptInput />
+      </Flex>
       <ProcessButtons />
       <MainOptions />
       <OptionsAccordion accordionInfo={textToImageAccordions} />

invokeai/frontend/src/features/tabs/components/UnifiedCanvas/UnifiedCanvasPanel.tsx

@@ -13,6 +13,8 @@ import InvokeOptionsPanel from 'features/tabs/components/InvokeOptionsPanel';
 import BoundingBoxSettings from 'features/options/components/AdvancedOptions/Canvas/BoundingBoxSettings/BoundingBoxSettings';
 import InfillAndScalingOptions from 'features/options/components/AdvancedOptions/Canvas/InfillAndScalingOptions';
 import { useTranslation } from 'react-i18next';
+import { Flex } from '@chakra-ui/react';
+import { NegativePromptInput } from 'features/options/components/PromptInput/NegativePromptInput';
 
 export default function UnifiedCanvasPanel() {
   const { t } = useTranslation();
@@ -48,7 +50,10 @@ export default function UnifiedCanvasPanel() {
 
   return (
     <InvokeOptionsPanel>
-      <PromptInput />
+      <Flex flexDir="column" rowGap="0.5rem">
+        <PromptInput />
+        <NegativePromptInput />
+      </Flex>
       <ProcessButtons />
       <MainOptions />
       <ImageToImageStrength

ldm/generate.py

@@ -211,7 +211,7 @@ class Generate:
                 print('>> xformers memory-efficient attention is available but disabled')
         else:
             print('>> xformers not installed')
-            
+
         # model caching system for fast switching
         self.model_manager = ModelManager(mconfig,self.device,self.precision,max_loaded_models=max_loaded_models)
         # don't accept invalid models
@@ -344,6 +344,7 @@ class Generate:
 
             **args,
     ):   # eat up additional cruft
+        self.clear_cuda_stats()
         """
         ldm.generate.prompt2image() is the common entry point for txt2img() and img2img()
         It takes the following arguments:
@@ -548,6 +549,7 @@ class Generate:
                 inpaint_width = inpaint_width,
                 enable_image_debugging = enable_image_debugging,
                 free_gpu_mem=self.free_gpu_mem,
+                clear_cuda_cache=self.clear_cuda_cache
             )
 
             if init_color:
@@ -565,11 +567,17 @@ class Generate:
                                              image_callback = image_callback)
 
         except KeyboardInterrupt:
+            # Clear the CUDA cache on an exception
+            self.clear_cuda_cache()
+
             if catch_interrupts:
                 print('**Interrupted** Partial results will be returned.')
             else:
                 raise KeyboardInterrupt
         except RuntimeError:
+            # Clear the CUDA cache on an exception
+            self.clear_cuda_cache()
+
             print(traceback.format_exc(), file=sys.stderr)
             print('>> Could not generate image.')
 
@@ -579,22 +587,42 @@ class Generate:
             f'>>   {len(results)} image(s) generated in', '%4.2fs' % (
                 toc - tic)
         )
+        self.print_cuda_stats()
+        return results
+
+    def clear_cuda_cache(self):
+        if self._has_cuda():
+            self.max_memory_allocated = max(
+                self.max_memory_allocated,
+                torch.cuda.max_memory_allocated()
+            )
+            self.memory_allocated = max(
+                self.memory_allocated,
+                torch.cuda.memory_allocated()
+            )
+            self.session_peakmem = max(
+                self.session_peakmem,
+                torch.cuda.max_memory_allocated()
+            )
+            torch.cuda.empty_cache()
+
+    def clear_cuda_stats(self):
+        self.max_memory_allocated = 0
+        self.memory_allocated = 0
+
+    def print_cuda_stats(self):
         if self._has_cuda():
             print(
                 '>>   Max VRAM used for this generation:',
-                '%4.2fG.' % (torch.cuda.max_memory_allocated() / 1e9),
+                '%4.2fG.' % (self.max_memory_allocated / 1e9),
                 'Current VRAM utilization:',
-                '%4.2fG' % (torch.cuda.memory_allocated() / 1e9),
+                '%4.2fG' % (self.memory_allocated / 1e9),
             )
 
-            self.session_peakmem = max(
-                self.session_peakmem, torch.cuda.max_memory_allocated()
-            )
             print(
                 '>>   Max VRAM used since script start: ',
                 '%4.2fG' % (self.session_peakmem / 1e9),
             )
-        return results
 
     # this needs to be generalized to all sorts of postprocessors, which should be wrapped
     # in a nice harmonized call signature. For now we have a bunch of if/elses!

ldm/invoke/_version.py

@@ -1 +1 @@
-__version__='2.3.0-rc4'
+__version__='2.3.0-rc5'

ldm/invoke/generator/base.py

@@ -123,8 +123,9 @@ class Generator:
                 seed = self.new_seed()
 
                 # Free up memory from the last generation.
-                if self.model.device.type == 'cuda':
-                    torch.cuda.empty_cache()
+                clear_cuda_cache = kwargs['clear_cuda_cache'] or None
+                if clear_cuda_cache is not None:
+                    clear_cuda_cache()
 
         return results
 

ldm/invoke/generator/txt2img2img.py

@@ -65,6 +65,11 @@ class Txt2Img2Img(Generator):
                 mode="bilinear"
             )
 
+            # Free up memory from the last generation.
+            clear_cuda_cache = kwargs['clear_cuda_cache'] or None
+            if clear_cuda_cache is not None:
+                clear_cuda_cache()
+
             second_pass_noise = self.get_noise_like(resized_latents)
 
             verbosity = get_verbosity()