Merge branch 'main' of github.com:invoke-ai/InvokeAI into main

- Addresses Issue #1354

.dockerignore

@@ -1,12 +1,3 @@
 *
-!backend
+!environment*.yml
-!configs
+!docker-build
-!environments-and-requirements
-!frontend
-!installer
-!ldm
-!main.py
-!scripts
-!server
-!static
-!setup.py

.editorconfig

@@ -1,12 +0,0 @@
-# All files
-[*]
-charset = utf-8
-end_of_line = lf
-indent_size = 2
-indent_style = space
-insert_final_newline = true
-trim_trailing_whitespace = true
-
-# Python
-[*.py]
-indent_size = 4

.github/CODEOWNERS

@@ -2,6 +2,3 @@ ldm/invoke/pngwriter.py @CapableWeb
 ldm/invoke/server_legacy.py @CapableWeb
 scripts/legacy_api.py @CapableWeb
 tests/legacy_tests.sh @CapableWeb
-installer/ @tildebyte
-.github/workflows/ @mauwii
-docker_build/ @mauwii

.github/workflows/build-container.yml

@@ -6,21 +6,14 @@ on:
     branches:
       - 'main'
       - 'development'
-      - 'update-dockerfile'
+  pull_request:
+    branches:
+      - 'main'
+      - 'development'
 
 jobs:
   docker:
-    strategy:
-      fail-fast: false
-      matrix:
-        arch:
-          - x86_64
-          - aarch64
-        pip-requirements:
-          - requirements-lin-amd.txt
-          - requirements-lin-cuda.txt
     runs-on: ubuntu-latest
-    name: ${{ matrix.pip-requirements }} ${{ matrix.arch }}
     steps:
       - name: prepare docker-tag
         env:
@@ -32,12 +25,18 @@ jobs:
         uses: docker/setup-qemu-action@v2
       - name: Set up Docker Buildx
         uses: docker/setup-buildx-action@v2
+      - name: Cache Docker layers
+        uses: actions/cache@v2
+        with:
+          path: /tmp/.buildx-cache
+          key: buildx-${{ hashFiles('docker-build/Dockerfile') }}
       - name: Build container
         uses: docker/build-push-action@v3
         with:
           context: .
           file: docker-build/Dockerfile
-          platforms: Linux/${{ matrix.arch }}
+          platforms: linux/amd64
           push: false
-          tags: ${{ env.dockertag }}:${{ matrix.pip-requirements }}-${{ matrix.arch }}
+          tags: ${{ env.dockertag }}:latest
-          build-args: pip_requirements=${{ matrix.pip-requirements }}
+          cache-from: type=local,src=/tmp/.buildx-cache
+          cache-to: type=local,dest=/tmp/.buildx-cache

.github/workflows/create-caches.yml

@@ -0,0 +1,80 @@
+name: Create Caches
+
+on: workflow_dispatch
+
+jobs:
+  os_matrix:
+    strategy:
+      matrix:
+        os: [ubuntu-latest, macos-latest]
+        include:
+          - os: ubuntu-latest
+            environment-file: environment.yml
+            default-shell: bash -l {0}
+          - os: macos-latest
+            environment-file: environment-mac.yml
+            default-shell: bash -l {0}
+    name: Test invoke.py on ${{ matrix.os }} with conda
+    runs-on: ${{ matrix.os }}
+    defaults:
+      run:
+        shell: ${{ matrix.default-shell }}
+    steps:
+      - name: Checkout sources
+        uses: actions/checkout@v3
+
+      - name: setup miniconda
+        uses: conda-incubator/setup-miniconda@v2
+        with:
+          auto-activate-base: false
+          auto-update-conda: false
+          miniconda-version: latest
+
+      - name: set environment
+        run: |
+          [[ "$GITHUB_REF" == 'refs/heads/main' ]] \
+            && echo "TEST_PROMPTS=tests/preflight_prompts.txt" >> $GITHUB_ENV \
+            || echo "TEST_PROMPTS=tests/dev_prompts.txt" >> $GITHUB_ENV
+          echo "CONDA_ROOT=$CONDA" >> $GITHUB_ENV
+          echo "CONDA_ENV_NAME=invokeai" >> $GITHUB_ENV
+
+      - name: Use Cached Stable Diffusion v1.4 Model
+        id: cache-sd-v1-4
+        uses: actions/cache@v3
+        env:
+          cache-name: cache-sd-v1-4
+        with:
+          path: models/ldm/stable-diffusion-v1/model.ckpt
+          key: ${{ env.cache-name }}
+          restore-keys: ${{ env.cache-name }}
+
+      - name: Download Stable Diffusion v1.4 Model
+        if: ${{ steps.cache-sd-v1-4.outputs.cache-hit != 'true' }}
+        run: |
+          [[ -d models/ldm/stable-diffusion-v1 ]] \
+            || mkdir -p models/ldm/stable-diffusion-v1
+          [[ -r models/ldm/stable-diffusion-v1/model.ckpt ]] \
+            || curl \
+              -H "Authorization: Bearer ${{ secrets.HUGGINGFACE_TOKEN }}" \
+              -o models/ldm/stable-diffusion-v1/model.ckpt \
+              -L https://huggingface.co/CompVis/stable-diffusion-v-1-4-original/resolve/main/sd-v1-4.ckpt
+
+      - name: Activate Conda Env
+        uses: conda-incubator/setup-miniconda@v2
+        with:
+          activate-environment: ${{ env.CONDA_ENV_NAME }}
+          environment-file: ${{ matrix.environment-file }}
+
+      - name: Use Cached Huggingface and Torch models
+        id: cache-hugginface-torch
+        uses: actions/cache@v3
+        env:
+          cache-name: cache-hugginface-torch
+        with:
+          path: ~/.cache
+          key: ${{ env.cache-name }}
+          restore-keys: |
+            ${{ env.cache-name }}-${{ hashFiles('scripts/preload_models.py') }}
+
+      - name: run preload_models.py
+        run: python scripts/preload_models.py

.github/workflows/mkdocs-material.yml

@@ -22,7 +22,7 @@ jobs:
       - name: install requirements
         run: |
           python -m \
-            pip install -r docs/requirements-mkdocs.txt
+            pip install -r requirements-mkdocs.txt
 
       - name: confirm buildability
         run: |

.github/workflows/test-invoke-conda.yml

@@ -13,32 +13,31 @@ on:
 jobs:
   matrix:
     strategy:
+      fail-fast: false
       matrix:
         stable-diffusion-model:
-          - 'stable-diffusion-1.5'
+          # - 'https://huggingface.co/CompVis/stable-diffusion-v-1-4-original/resolve/main/sd-v1-4.ckpt'
-        environment-yaml:
+          - 'https://huggingface.co/runwayml/stable-diffusion-v1-5/resolve/main/v1-5-pruned-emaonly.ckpt'
-          - environment-lin-amd.yml
+        os:
-          - environment-lin-cuda.yml
+          - ubuntu-latest
-          - environment-mac.yml
+          - macOS-12
         include:
-          - environment-yaml: environment-lin-amd.yml
+          - os: ubuntu-latest
-            os: ubuntu-latest
+            environment-file: environment.yml
             default-shell: bash -l {0}
-          - environment-yaml: environment-lin-cuda.yml
+          - os: macOS-12
-            os: ubuntu-latest
+            environment-file: environment-mac.yml
             default-shell: bash -l {0}
-          - environment-yaml: environment-mac.yml
+          # - stable-diffusion-model: https://huggingface.co/CompVis/stable-diffusion-v-1-4-original/resolve/main/sd-v1-4.ckpt
-            os: macos-12
+          #   stable-diffusion-model-dl-path: models/ldm/stable-diffusion-v1/sd-v1-4.ckpt
-            default-shell: bash -l {0}
+          #   stable-diffusion-model-switch: stable-diffusion-1.4
-          - stable-diffusion-model: stable-diffusion-1.5
+          - stable-diffusion-model: https://huggingface.co/runwayml/stable-diffusion-v1-5/resolve/main/v1-5-pruned-emaonly.ckpt
-            stable-diffusion-model-url: https://huggingface.co/runwayml/stable-diffusion-v1-5/resolve/main/v1-5-pruned-emaonly.ckpt
+            stable-diffusion-model-dl-path: models/ldm/stable-diffusion-v1/v1-5-pruned-emaonly.ckpt
-            stable-diffusion-model-dl-path: models/ldm/stable-diffusion-v1
+            stable-diffusion-model-switch: stable-diffusion-1.5
-            stable-diffusion-model-dl-name: v1-5-pruned-emaonly.ckpt
+    name: ${{ matrix.os }} with ${{ matrix.stable-diffusion-model-switch }}
-    name: ${{ matrix.environment-yaml }} on ${{ matrix.os }}
     runs-on: ${{ matrix.os }}
     env:
       CONDA_ENV_NAME: invokeai
-      INVOKEAI_ROOT: '${{ github.workspace }}/invokeai'
     defaults:
       run:
         shell: ${{ matrix.default-shell }}
@@ -48,26 +47,21 @@ jobs:
         uses: actions/checkout@v3
 
       - name: create models.yaml from example
-        run: |
+        run: cp configs/models.yaml.example configs/models.yaml
-          mkdir -p ${{ env.INVOKEAI_ROOT }}/configs
-          cp configs/models.yaml.example ${{ env.INVOKEAI_ROOT }}/configs/models.yaml
-
-      - name: create environment.yml
-        run: cp "environments-and-requirements/${{ matrix.environment-yaml }}" environment.yml
 
       - name: Use cached conda packages
         id: use-cached-conda-packages
         uses: actions/cache@v3
         with:
           path: ~/conda_pkgs_dir
-          key: conda-pkgs-${{ runner.os }}-${{ runner.arch }}-${{ hashFiles(matrix.environment-yaml) }}
+          key: conda-pkgs-${{ runner.os }}-${{ runner.arch }}-${{ hashFiles(matrix.environment-file) }}
 
       - name: Activate Conda Env
         id: activate-conda-env
         uses: conda-incubator/setup-miniconda@v2
         with:
           activate-environment: ${{ env.CONDA_ENV_NAME }}
-          environment-file: environment.yml
+          environment-file: ${{ matrix.environment-file }}
           miniconda-version: latest
 
       - name: set test prompt to main branch validation
@@ -82,44 +76,28 @@ jobs:
         if: ${{ github.ref != 'refs/heads/main' && github.ref != 'refs/heads/development' }}
         run: echo "TEST_PROMPTS=tests/validate_pr_prompt.txt" >> $GITHUB_ENV
 
-      - name: Use Cached Stable Diffusion Model
+      - name: Download ${{ matrix.stable-diffusion-model-switch }}
-        id: cache-sd-model
-        uses: actions/cache@v3
-        env:
-          cache-name: cache-${{ matrix.stable-diffusion-model }}
-        with:
-          path: ${{ env.INVOKEAI_ROOT }}/${{ matrix.stable-diffusion-model-dl-path }}
-          key: ${{ env.cache-name }}
-
-      - name: Download ${{ matrix.stable-diffusion-model }}
         id: download-stable-diffusion-model
-        if: ${{ steps.cache-sd-model.outputs.cache-hit != 'true' }}
         run: |
-          mkdir -p "${{ env.INVOKEAI_ROOT }}/${{ matrix.stable-diffusion-model-dl-path }}"
+          [[ -d models/ldm/stable-diffusion-v1 ]] \
+            || mkdir -p models/ldm/stable-diffusion-v1
           curl \
             -H "Authorization: Bearer ${{ secrets.HUGGINGFACE_TOKEN }}" \
-            -o "${{ env.INVOKEAI_ROOT }}/${{ matrix.stable-diffusion-model-dl-path }}/${{ matrix.stable-diffusion-model-dl-name }}" \
+            -o ${{ matrix.stable-diffusion-model-dl-path }} \
-            -L ${{ matrix.stable-diffusion-model-url }}
+            -L ${{ matrix.stable-diffusion-model }}
 
-      - name: run configure_invokeai.py
+      - name: run preload_models.py
         id: run-preload-models
         run: |
-          python scripts/configure_invokeai.py --no-interactive --yes
+          python scripts/preload_models.py \
-
+            --no-interactive
-      - name: cat ~/.invokeai
-        id: cat-invokeai
-        run: cat ~/.invokeai
 
       - name: Run the tests
         id: run-tests
         run: |
           time python scripts/invoke.py \
-            --no-patchmatch \
+            --model ${{ matrix.stable-diffusion-model-switch }} \
-            --no-nsfw_checker \
+            --from_file ${{ env.TEST_PROMPTS }}
-            --model ${{ matrix.stable-diffusion-model }} \
-            --from_file ${{ env.TEST_PROMPTS }} \
-            --root="${{ env.INVOKEAI_ROOT }}" \
-            --outdir="${{ env.INVOKEAI_ROOT }}/outputs"
 
       - name: export conda env
         id: export-conda-env
@@ -131,5 +109,5 @@ jobs:
         id: archive-results
         uses: actions/upload-artifact@v3
         with:
-          name: results_${{ matrix.requirements-file }}_${{ matrix.python-version }}
+          name: results_${{ matrix.os }}_${{ matrix.stable-diffusion-model-switch }}
-          path: ${{ env.INVOKEAI_ROOT }}/outputs
+          path: outputs/img-samples

.github/workflows/test-invoke-pip.yml

@@ -1,128 +0,0 @@
-name: Test invoke.py pip
-on:
-  push:
-    branches:
-      - 'main'
-      - 'development'
-  pull_request:
-    branches:
-      - 'main'
-      - 'development'
-
-jobs:
-  matrix:
-    strategy:
-      matrix:
-        stable-diffusion-model:
-          - stable-diffusion-1.5
-        requirements-file:
-          - requirements-lin-cuda.txt
-          - requirements-lin-amd.txt
-          - requirements-mac-mps-cpu.txt
-        python-version:
-          # - '3.9'
-          - '3.10'
-        include:
-          - requirements-file: requirements-lin-cuda.txt
-            os: ubuntu-latest
-            default-shell: bash -l {0}
-          - requirements-file: requirements-lin-amd.txt
-            os: ubuntu-latest
-            default-shell: bash -l {0}
-          - requirements-file: requirements-mac-mps-cpu.txt
-            os: macOS-12
-            default-shell: bash -l {0}
-          - stable-diffusion-model: stable-diffusion-1.5
-            stable-diffusion-model-url: https://huggingface.co/runwayml/stable-diffusion-v1-5/resolve/main/v1-5-pruned-emaonly.ckpt
-            stable-diffusion-model-dl-path: models/ldm/stable-diffusion-v1
-            stable-diffusion-model-dl-name: v1-5-pruned-emaonly.ckpt
-    name: ${{ matrix.requirements-file }} on ${{ matrix.python-version }}
-    runs-on: ${{ matrix.os }}
-    defaults:
-      run:
-        shell: ${{ matrix.default-shell }}
-    env:
-      INVOKEAI_ROOT: '${{ github.workspace }}/invokeai'
-    steps:
-      - name: Checkout sources
-        id: checkout-sources
-        uses: actions/checkout@v3
-
-      - name: create models.yaml from example
-        run: |
-          mkdir -p ${{ env.INVOKEAI_ROOT }}/configs
-          cp configs/models.yaml.example ${{ env.INVOKEAI_ROOT }}/configs/models.yaml
-
-      - name: set test prompt to main branch validation
-        if: ${{ github.ref == 'refs/heads/main' }}
-        run: echo "TEST_PROMPTS=tests/preflight_prompts.txt" >> $GITHUB_ENV
-
-      - name: set test prompt to development branch validation
-        if: ${{ github.ref == 'refs/heads/development' }}
-        run: echo "TEST_PROMPTS=tests/dev_prompts.txt" >> $GITHUB_ENV
-
-      - name: set test prompt to Pull Request validation
-        if: ${{ github.ref != 'refs/heads/main' && github.ref != 'refs/heads/development' }}
-        run: echo "TEST_PROMPTS=tests/validate_pr_prompt.txt" >> $GITHUB_ENV
-
-      - name: create requirements.txt
-        run: cp 'environments-and-requirements/${{ matrix.requirements-file }}' '${{ matrix.requirements-file }}'
-
-      - name: setup python
-        uses: actions/setup-python@v4
-        with:
-          python-version: ${{ matrix.python-version }}
-          cache: 'pip'
-          cache-dependency-path: ${{ matrix.requirements-file }}
-
-      # - name: install dependencies
-      #   run: ${{ env.pythonLocation }}/bin/pip install --upgrade pip setuptools wheel
-
-      - name: install requirements
-        run: ${{ env.pythonLocation }}/bin/pip install -r '${{ matrix.requirements-file }}'
-
-      - name: Use Cached Stable Diffusion Model
-        id: cache-sd-model
-        uses: actions/cache@v3
-        env:
-          cache-name: cache-${{ matrix.stable-diffusion-model }}
-        with:
-          path: ${{ env.INVOKEAI_ROOT }}/${{ matrix.stable-diffusion-model-dl-path }}
-          key: ${{ env.cache-name }}
-
-      - name: Download ${{ matrix.stable-diffusion-model }}
-        id: download-stable-diffusion-model
-        if: ${{ steps.cache-sd-model.outputs.cache-hit != 'true' }}
-        run: |
-          mkdir -p "${{ env.INVOKEAI_ROOT }}/${{ matrix.stable-diffusion-model-dl-path }}"
-          curl \
-            -H "Authorization: Bearer ${{ secrets.HUGGINGFACE_TOKEN }}" \
-            -o "${{ env.INVOKEAI_ROOT }}/${{ matrix.stable-diffusion-model-dl-path }}/${{ matrix.stable-diffusion-model-dl-name }}" \
-            -L ${{ matrix.stable-diffusion-model-url }}
-
-      - name: run configure_invokeai.py
-        id: run-preload-models
-        run: |
-          ${{ env.pythonLocation }}/bin/python scripts/configure_invokeai.py --no-interactive --yes
-
-      - name: cat ~/.invokeai
-        id: cat-invokeai
-        run: cat ~/.invokeai
-
-      - name: Run the tests
-        id: run-tests
-        run: |
-          time ${{ env.pythonLocation }}/bin/python scripts/invoke.py \
-            --no-patchmatch \
-            --no-nsfw_checker \
-            --model ${{ matrix.stable-diffusion-model }} \
-            --from_file ${{ env.TEST_PROMPTS }} \
-            --root="${{ env.INVOKEAI_ROOT }}" \
-            --outdir="${{ env.INVOKEAI_ROOT }}/outputs"
-
-      - name: Archive results
-        id: archive-results
-        uses: actions/upload-artifact@v3
-        with:
-          name: results_${{ matrix.requirements-file }}_${{ matrix.python-version }}
-          path: ${{ env.INVOKEAI_ROOT }}/outputs

.gitignore

@@ -1,8 +1,7 @@
 # ignore default image save location and model symbolic link
 outputs/
 models/ldm/stable-diffusion-v1/model.ckpt
-**/restoration/codeformer/weights
+ldm/invoke/restoration/codeformer/weights
-
 # ignore user models config
 configs/models.user.yaml
 config/models.user.yml
@@ -201,7 +200,6 @@ checkpoints
 gfpgan/
 models/ldm/stable-diffusion-v1/*.sha256
 
-
 # GFPGAN model files
 gfpgan/
 
@@ -209,28 +207,4 @@ gfpgan/
 configs/models.yaml
 
 # weights (will be created by installer)
-models/ldm/stable-diffusion-v1/*.ckpt
+models/ldm/stable-diffusion-v1/*.ckpt
-models/clipseg
-models/gfpgan
-
-# ignore initfile
-.invokeai
-
-# ignore environment.yml and requirements.txt
-# these are links to the real files in environments-and-requirements
-environment.yml
-requirements.txt
-
-# source installer files
-source_installer/*zip
-source_installer/invokeAI
-install.bat
-install.sh
-update.bat
-update.sh
-
-# this may be present if the user created a venv
-invokeai
-
-# no longer stored in source directory
-models

CODE_OF_CONDUCT.md

@@ -1,128 +0,0 @@
-# Contributor Covenant Code of Conduct
-
-## Our Pledge
-
-We as members, contributors, and leaders pledge to make participation in our
-community a harassment-free experience for everyone, regardless of age, body
-size, visible or invisible disability, ethnicity, sex characteristics, gender
-identity and expression, level of experience, education, socio-economic status,
-nationality, personal appearance, race, religion, or sexual identity
-and orientation.
-
-We pledge to act and interact in ways that contribute to an open, welcoming,
-diverse, inclusive, and healthy community.
-
-## Our Standards
-
-Examples of behavior that contributes to a positive environment for our
-community include:
-
-* Demonstrating empathy and kindness toward other people
-* Being respectful of differing opinions, viewpoints, and experiences
-* Giving and gracefully accepting constructive feedback
-* Accepting responsibility and apologizing to those affected by our mistakes,
-  and learning from the experience
-* Focusing on what is best not just for us as individuals, but for the
-  overall community
-
-Examples of unacceptable behavior include:
-
-* The use of sexualized language or imagery, and sexual attention or
-  advances of any kind
-* Trolling, insulting or derogatory comments, and personal or political attacks
-* Public or private harassment
-* Publishing others' private information, such as a physical or email
-  address, without their explicit permission
-* Other conduct which could reasonably be considered inappropriate in a
-  professional setting
-
-## Enforcement Responsibilities
-
-Community leaders are responsible for clarifying and enforcing our standards of
-acceptable behavior and will take appropriate and fair corrective action in
-response to any behavior that they deem inappropriate, threatening, offensive,
-or harmful.
-
-Community leaders have the right and responsibility to remove, edit, or reject
-comments, commits, code, wiki edits, issues, and other contributions that are
-not aligned to this Code of Conduct, and will communicate reasons for moderation
-decisions when appropriate.
-
-## Scope
-
-This Code of Conduct applies within all community spaces, and also applies when
-an individual is officially representing the community in public spaces.
-Examples of representing our community include using an official e-mail address,
-posting via an official social media account, or acting as an appointed
-representative at an online or offline event.
-
-## Enforcement
-
-Instances of abusive, harassing, or otherwise unacceptable behavior
-may be reported to the community leaders responsible for enforcement
-at https://github.com/invoke-ai/InvokeAI/issues.  All complaints will
-be reviewed and investigated promptly and fairly.
-
-All community leaders are obligated to respect the privacy and security of the
-reporter of any incident.
-
-## Enforcement Guidelines
-
-Community leaders will follow these Community Impact Guidelines in determining
-the consequences for any action they deem in violation of this Code of Conduct:
-
-### 1. Correction
-
-**Community Impact**: Use of inappropriate language or other behavior deemed
-unprofessional or unwelcome in the community.
-
-**Consequence**: A private, written warning from community leaders, providing
-clarity around the nature of the violation and an explanation of why the
-behavior was inappropriate. A public apology may be requested.
-
-### 2. Warning
-
-**Community Impact**: A violation through a single incident or series
-of actions.
-
-**Consequence**: A warning with consequences for continued behavior. No
-interaction with the people involved, including unsolicited interaction with
-those enforcing the Code of Conduct, for a specified period of time. This
-includes avoiding interactions in community spaces as well as external channels
-like social media. Violating these terms may lead to a temporary or
-permanent ban.
-
-### 3. Temporary Ban
-
-**Community Impact**: A serious violation of community standards, including
-sustained inappropriate behavior.
-
-**Consequence**: A temporary ban from any sort of interaction or public
-communication with the community for a specified period of time. No public or
-private interaction with the people involved, including unsolicited interaction
-with those enforcing the Code of Conduct, is allowed during this period.
-Violating these terms may lead to a permanent ban.
-
-### 4. Permanent Ban
-
-**Community Impact**: Demonstrating a pattern of violation of community
-standards, including sustained inappropriate behavior,  harassment of an
-individual, or aggression toward or disparagement of classes of individuals.
-
-**Consequence**: A permanent ban from any sort of public interaction within
-the community.
-
-## Attribution
-
-This Code of Conduct is adapted from the [Contributor Covenant][homepage],
-version 2.0, available at
-https://www.contributor-covenant.org/version/2/0/code_of_conduct.html.
-
-Community Impact Guidelines were inspired by [Mozilla's code of conduct
-enforcement ladder](https://github.com/mozilla/diversity).
-
-[homepage]: https://www.contributor-covenant.org
-
-For answers to common questions about this code of conduct, see the FAQ at
-https://www.contributor-covenant.org/faq. Translations are available at
-https://www.contributor-covenant.org/translations.

InvokeAI_Statement_of_Values.md

@@ -1,85 +0,0 @@
-<img src="docs/assets/invoke_ai_banner.png" align="center">
-
-Invoke-AI is a community of software developers, researchers, and user
-interface experts who have come together on a voluntary basis to build
-software tools which support cutting edge AI text-to-image
-applications. This community is open to anyone who wishes to
-contribute to the effort and has the skill and time to do so.
-
-# Our Values
-
-The InvokeAI team is a diverse community which includes individuals
-from various parts of the world and many walks of life. Despite our
-differences, we share a number of core values which we ask prospective
-contributors to understand and respect. We believe:
-
-1. That Open Source Software is a positive force in the world. We
-create software that can be used, reused, and redistributed, without
-restrictions, under a straightforward Open Source license (MIT). We
-believe that Open Source benefits society as a whole by increasing the
-availability of high quality software to all.
-
-2. That those who create software should receive proper attribution
-for their creative work. While we support the exchange and reuse of
-Open Source Software, we feel strongly that the original authors of a
-piece of code should receive credit for their contribution, and we
-endeavor to do so whenever possible.
-
-3. That there is moral ambiguity surrounding AI-assisted art. We are
-aware of the moral and ethical issues surrounding the release of the
-Stable Diffusion model and similar products. We are aware that, due to
-the composition of their training sets, current AI-generated image
-models are biased against certain ethnic groups, cultural concepts of
-beauty, ethnic stereotypes, and gender roles.
-
-      1. We recognize the potential for harm to these groups that these biases
-       represent and trust that future AI models will take steps towards
-       reducing or eliminating the biases noted above, respect and give due
-       credit to the artists whose work is sourced, and call on developers
-       and users to favor these models over the older ones as they become
-       available.
-
-4. We are deeply committed to ensuring that this technology benefits
-everyone, including artists. We see AI art not as a replacement for
-the artist, but rather as a tool to empower them. With that
-in mind, we are constantly debating how to build systems that put
-artists’ needs first: tools which can be readily integrated into an
-artist’s existing workflows and practices, enhancing their work and
-helping them to push it further. Every decision we take as a team,
-which includes several artists, aims to build towards that goal.
-
-5. That artificial intelligence can be a force for good in the world,
-but must be used responsibly. Artificial intelligence technologies
-have the potential to improve society, in everything from cancer care,
-to customer service, to creative writing.
-
-     1. While we do not believe that software should arbitrarily limit what
-     users can do with it, we recognize that when used irresponsibly, AI
-     has the potential to do much harm. Our Discord server is actively
-     moderated in order to minimize the potential of harm from
-     user-contributed images. In addition, we ask users of our software to
-     refrain from using it in any way that would cause mental, emotional or
-     physical harm to individuals and vulnerable populations including (but
-     not limited to) women; minors; ethnic minorities; religious groups;
-     members of LGBTQIA communities; and people with disabilities or
-     impairments.
-
-     2. Note that some of the image generation AI models which the Invoke-AI
-     toolkit supports carry licensing agreements which impose restrictions
-     on how the model is used. We ask that our users read and agree to
-     these terms if they wish to make use of these models. These agreements
-     are distinct from the MIT license which applies to the InvokeAI
-     software and source code.
-
-6. That mutual respect is key to a healthy software development
-community. Members of the InvokeAI community are expected to treat
-each other with respect, beneficence, and empathy. Each of us has a
-different background and a unique set of skills. We strive to help
-each other grow and gain new skills, and we apportion expectations in
-a way that balances the members' time, skillset, and interest
-area. Disputes are resolved by open and honest communication.
-
-## Signature
-
-This document has been collectively crafted and approved by the current InvokeAI team members, as of 28 Nov 2022: **lstein** (Lincoln Stein), **blessedcoolant**, **hipsterusername** (Kent Keirsey), **Kyle0654** (Kyle Schouviller), **damian0815**, **mauwii** (Matthias Wild), **Netsvetaev** (Artur Netsvetaev), **psychedelicious**, **tildebyte**, and **keturn**. Although individuals within the group may hold differing views on particular details and/or their implications, we are all in agreement about its fundamental statements, as well as their significance and importance to this project moving forward.  
-

README.md

@@ -65,11 +65,14 @@ requests. Be sure to use the provided templates. They will help aid diagnose iss
 
 ### Installation
 
-This fork is supported across Linux, Windows and Macintosh. Linux
+This fork is supported across multiple platforms. You can find individual installation instructions
-users can use either an Nvidia-based card (with CUDA support) or an
+below.
-AMD card (using the ROCm driver). For full installation and upgrade
+
-instructions, please see:
+- #### [Linux](https://invoke-ai.github.io/InvokeAI/installation/INSTALL_LINUX/)
-[InvokeAI Installation Overview](https://invoke-ai.github.io/InvokeAI/installation/)
+
+- #### [Windows](https://invoke-ai.github.io/InvokeAI/installation/INSTALL_WINDOWS/)
+
+- #### [Macintosh](https://invoke-ai.github.io/InvokeAI/installation/INSTALL_MAC/)
 
 ### Hardware Requirements
 
@@ -130,6 +133,19 @@ you can try starting `invoke.py` with the `--precision=float32` flag:
 
 ### Latest Changes
 
+### v2.1.0 major changes <small>(2 November 2022)</small> 
+
+    - [Inpainting](https://invoke-ai.github.io/InvokeAI/features/INPAINTING/) support in the WebGUI
+    - Greatly improved navigation and user experience in the [WebGUI](https://invoke-ai.github.io/InvokeAI/features/WEB/)
+    - The prompt syntax has been enhanced with [prompt weighting, cross-attention and prompt merging](https://invoke-ai.github.io/InvokeAI/features/PROMPTS/).
+    - You can now load [multiple models and switch among them quickly](https://docs.google.com/presentation/d/1WywGA1rny7bpFh7CLSdTr4nNpVKdlUeT0Bj0jCsILyU/edit?usp=sharing) without leaving the CLI.
+    - The installation process (via `scripts/preload_models.py`) now lets you select among several popular [Stable Diffusion models](https://invoke-ai.github.io/InvokeAI/installation/INSTALLING_MODELS/) and downloads and installs them on your behalf. Among other models, this script will install the current Stable Diffusion 1.5 model as well as a StabilityAI variable autoencoder (VAE) which improves face generation.
+    -  Tired of struggling with photoeditors to get the masked region of for inpainting just right? Let the AI make the mask for you using [text masking](https://docs.google.com/presentation/d/1pWoY510hCVjz0M6X9CBbTznZgW2W5BYNKrmZm7B45q8/edit#slide=id.p). This feature allows you to specify the part of the image to paint over using just English-language phrases.
+    -  Tired of seeing the head of your subjects cropped off? Uncrop them in the CLI with the [outcrop feature](https://invoke-ai.github.io/InvokeAI/features/OUTPAINTING/#outcrop).
+    - Tired of seeing your subject's bodies duplicated or mangled when generating larger-dimension images? Check out the `--hires` option in the CLI, or select the corresponding toggle in the WebGUI.
+    - We now support textual inversion and fine-tune .bin styles and subjects from the Hugging Face archive of [SD Concepts](https://huggingface.co/sd-concepts-library). Load the .bin file using the `--embedding_path` option. (The next version will support merging and loading of multiple simultaneous models).
+    <a href="https://invoke-ai.github.io/InvokeAI/CHANGELOG/>Complete Changelog</a>
+
 - v2.0.1 (13 October 2022)
   - fix noisy images at high step count when using k* samplers
   - dream.py script now calls invoke.py module directly rather than
@@ -172,22 +188,15 @@ problems and other issues.
 # Contributing
 
 Anyone who wishes to contribute to this project, whether documentation, features, bug fixes, code
-cleanup, testing, or code reviews, is very much encouraged to do so. To join, just raise your hand on the InvokeAI
+cleanup, testing, or code reviews, is very much encouraged to do so. If you are unfamiliar with how
-Discord server or discussion board. 
-
-If you are unfamiliar with how
 to contribute to GitHub projects, here is a
-[Getting Started Guide](https://opensource.com/article/19/7/create-pull-request-github). A full set of contribution guidelines, along with templates, are in progress, but for now the most
+[Getting Started Guide](https://opensource.com/article/19/7/create-pull-request-github).
+
+A full set of contribution guidelines, along with templates, are in progress, but for now the most
 important thing is to **make your pull request against the "development" branch**, and not against
 "main". This will help keep public breakage to a minimum and will allow you to propose more radical
 changes.
 
-We hope you enjoy using our software as much as we enjoy creating it,
-and we hope that some of those of you who are reading this will elect
-to become part of our community.
-
-Welcome to InvokeAI!
-
 ### Contributors
 
 This fork is a combined effort of various people from across the world.

backend/modules/get_canvas_generation_mode.py

@@ -1,117 +0,0 @@
-from PIL import Image, ImageChops
-from PIL.Image import Image as ImageType
-from typing import Union, Literal
-
-# https://stackoverflow.com/questions/43864101/python-pil-check-if-image-is-transparent
-def check_for_any_transparency(img: Union[ImageType, str]) -> bool:
-    if type(img) is str:
-        img = Image.open(str)
-
-    if img.info.get("transparency", None) is not None:
-        return True
-    if img.mode == "P":
-        transparent = img.info.get("transparency", -1)
-        for _, index in img.getcolors():
-            if index == transparent:
-                return True
-    elif img.mode == "RGBA":
-        extrema = img.getextrema()
-        if extrema[3][0] < 255:
-            return True
-    return False
-
-
-def get_canvas_generation_mode(
-    init_img: Union[ImageType, str], init_mask: Union[ImageType, str]
-) -> Literal["txt2img", "outpainting", "inpainting", "img2img",]:
-    if type(init_img) is str:
-        init_img = Image.open(init_img)
-
-    if type(init_mask) is str:
-        init_mask = Image.open(init_mask)
-
-    init_img = init_img.convert("RGBA")
-
-    # Get alpha from init_img
-    init_img_alpha = init_img.split()[-1]
-    init_img_alpha_mask = init_img_alpha.convert("L")
-    init_img_has_transparency = check_for_any_transparency(init_img)
-
-    if init_img_has_transparency:
-        init_img_is_fully_transparent = (
-            True if init_img_alpha_mask.getbbox() is None else False
-        )
-
-    """
-    Mask images are white in areas where no change should be made, black where changes 
-    should be made.
-    """
-
-    # Fit the mask to init_img's size and convert it to greyscale
-    init_mask = init_mask.resize(init_img.size).convert("L")
-
-    """
-    PIL.Image.getbbox() returns the bounding box of non-zero areas of the image, so we first
-    invert the mask image so that masked areas are white and other areas black == zero.
-    getbbox() now tells us if the are any masked areas.
-    """
-    init_mask_bbox = ImageChops.invert(init_mask).getbbox()
-    init_mask_exists = False if init_mask_bbox is None else True
-
-    if init_img_has_transparency:
-        if init_img_is_fully_transparent:
-            return "txt2img"
-        else:
-            return "outpainting"
-    else:
-        if init_mask_exists:
-            return "inpainting"
-        else:
-            return "img2img"
-
-
-def main():
-    # Testing
-    init_img_opaque = "test_images/init-img_opaque.png"
-    init_img_partial_transparency = "test_images/init-img_partial_transparency.png"
-    init_img_full_transparency = "test_images/init-img_full_transparency.png"
-    init_mask_no_mask = "test_images/init-mask_no_mask.png"
-    init_mask_has_mask = "test_images/init-mask_has_mask.png"
-
-    print(
-        "OPAQUE IMAGE, NO MASK, expect img2img, got ",
-        get_canvas_generation_mode(init_img_opaque, init_mask_no_mask),
-    )
-
-    print(
-        "IMAGE WITH TRANSPARENCY, NO MASK, expect outpainting, got ",
-        get_canvas_generation_mode(
-            init_img_partial_transparency, init_mask_no_mask
-        ),
-    )
-
-    print(
-        "FULLY TRANSPARENT IMAGE NO MASK, expect txt2img, got ",
-        get_canvas_generation_mode(init_img_full_transparency, init_mask_no_mask),
-    )
-
-    print(
-        "OPAQUE IMAGE, WITH MASK, expect inpainting, got ",
-        get_canvas_generation_mode(init_img_opaque, init_mask_has_mask),
-    )
-
-    print(
-        "IMAGE WITH TRANSPARENCY, WITH MASK, expect outpainting, got ",
-        get_canvas_generation_mode(
-            init_img_partial_transparency, init_mask_has_mask
-        ),
-    )
-
-    print(
-        "FULLY TRANSPARENT IMAGE WITH MASK, expect txt2img, got ",
-        get_canvas_generation_mode(init_img_full_transparency, init_mask_has_mask),
-    )
-
-
-if __name__ == "__main__":
-    main()

backend/modules/parameters.py

@@ -5,8 +5,6 @@ SAMPLER_CHOICES = [
     "ddim",
     "k_dpm_2_a",
     "k_dpm_2",
-    "k_dpmpp_2_a",
-    "k_dpmpp_2",
     "k_euler_a",
     "k_euler",
     "k_heun",

configs/INITIAL_MODELS.yaml

@@ -1,80 +0,0 @@
-stable-diffusion-1.5:
-   description: The newest Stable Diffusion version 1.5 weight file (4.27 GB)
-   repo_id: runwayml/stable-diffusion-v1-5
-   config: v1-inference.yaml
-   file: v1-5-pruned-emaonly.ckpt
-   recommended: true
-   width: 512
-   height: 512
-inpainting-1.5:
-   description: RunwayML SD 1.5 model optimized for inpainting (4.27 GB)
-   repo_id: runwayml/stable-diffusion-inpainting
-   config: v1-inpainting-inference.yaml
-   file: sd-v1-5-inpainting.ckpt
-   recommended: True
-   width: 512
-   height: 512
-ft-mse-improved-autoencoder-840000:
-   description: StabilityAI improved autoencoder fine-tuned for human faces (recommended; 335 MB)
-   repo_id: stabilityai/sd-vae-ft-mse-original
-   config: VAE/default
-   file: vae-ft-mse-840000-ema-pruned.ckpt
-   recommended: True
-   width: 512
-   height: 512
-stable-diffusion-1.4:
-   description: The original Stable Diffusion version 1.4 weight file (4.27 GB)
-   repo_id: CompVis/stable-diffusion-v-1-4-original
-   config: v1-inference.yaml
-   file: sd-v1-4.ckpt
-   recommended: False
-   width: 512
-   height: 512
-waifu-diffusion-1.3:
-   description: Stable Diffusion 1.4 fine tuned on anime-styled images (4.27)
-   repo_id: hakurei/waifu-diffusion-v1-3
-   config: v1-inference.yaml
-   file: model-epoch09-float32.ckpt
-   recommended: False
-   width: 512
-   height: 512
-trinart-2.0:
-   description: An SD model finetuned with ~40,000 assorted high resolution manga/anime-style pictures (2.13 GB)
-   repo_id: naclbit/trinart_stable_diffusion_v2
-   config: v1-inference.yaml
-   file: trinart2_step95000.ckpt
-   recommended: False
-   width: 512
-   height: 512
-trinart_characters-1.0:
-   description: An SD model finetuned with 19.2M anime/manga style images (2.13 GB)
-   repo_id: naclbit/trinart_characters_19.2m_stable_diffusion_v1
-   config: v1-inference.yaml
-   file: trinart_characters_it4_v1.ckpt
-   recommended: False
-   width: 512
-   height: 512
-trinart_vae:
-   description: Custom autoencoder for trinart_characters
-   repo_id: naclbit/trinart_characters_19.2m_stable_diffusion_v1
-   config: VAE/trinart
-   file: autoencoder_fix_kl-f8-trinart_characters.ckpt
-   recommended: False
-   width: 512
-   height: 512
-papercut-1.0:
-   description: SD 1.5 fine-tuned for papercut art (use "PaperCut" in your prompts) (2.13 GB)
-   repo_id: Fictiverse/Stable_Diffusion_PaperCut_Model
-   config: v1-inference.yaml
-   file: PaperCut_v1.ckpt
-   recommended: False
-   width: 512
-   height: 512
-voxel_art-1.0:
-   description: Stable Diffusion trained on voxel art (use "VoxelArt" in your prompts) (4.27 GB)
-   repo_id: Fictiverse/Stable_Diffusion_VoxelArt_Model
-   config: v1-inference.yaml
-   file: VoxelArt_v1.ckpt
-   recommended: False
-   width: 512
-   height: 512

configs/models.yaml.example

@@ -7,8 +7,8 @@
 # was trained on.
 stable-diffusion-1.5:
   description: The newest Stable Diffusion version 1.5 weight file (4.27 GB)
-  weights: models/ldm/stable-diffusion-v1/v1-5-pruned-emaonly.ckpt
+  weights: ./models/ldm/stable-diffusion-v1/v1-5-pruned-emaonly.ckpt
-  config: configs/stable-diffusion/v1-inference.yaml
+  config: ./configs/stable-diffusion/v1-inference.yaml
   width: 512
   height: 512
   vae: ./models/ldm/stable-diffusion-v1/vae-ft-mse-840000-ema-pruned.ckpt

configs/sd-concepts.txt

@@ -1,803 +0,0 @@
-sd-concepts-library/001glitch-core
-sd-concepts-library/2814-roth
-sd-concepts-library/3d-female-cyborgs
-sd-concepts-library/4tnght
-sd-concepts-library/80s-anime-ai
-sd-concepts-library/80s-anime-ai-being
-sd-concepts-library/852style-girl
-sd-concepts-library/8bit
-sd-concepts-library/8sconception
-sd-concepts-library/Aflac-duck
-sd-concepts-library/Akitsuki
-sd-concepts-library/Atako
-sd-concepts-library/Exodus-Styling
-sd-concepts-library/RINGAO
-sd-concepts-library/a-female-hero-from-the-legend-of-mir
-sd-concepts-library/a-hat-kid
-sd-concepts-library/a-tale-of-two-empires
-sd-concepts-library/aadhav-face
-sd-concepts-library/aavegotchi
-sd-concepts-library/abby-face
-sd-concepts-library/abstract-concepts
-sd-concepts-library/accurate-angel
-sd-concepts-library/agm-style-nao
-sd-concepts-library/aj-fosik
-sd-concepts-library/alberto-mielgo
-sd-concepts-library/alex-portugal
-sd-concepts-library/alex-thumbnail-object-2000-steps
-sd-concepts-library/aleyna-tilki
-sd-concepts-library/alf
-sd-concepts-library/alicebeta
-sd-concepts-library/alien-avatar
-sd-concepts-library/alisa
-sd-concepts-library/all-rings-albuns
-sd-concepts-library/altvent
-sd-concepts-library/altyn-helmet
-sd-concepts-library/amine
-sd-concepts-library/amogus
-sd-concepts-library/anders-zorn
-sd-concepts-library/angus-mcbride-style
-sd-concepts-library/animalve3-1500seq
-sd-concepts-library/anime-background-style
-sd-concepts-library/anime-background-style-v2
-sd-concepts-library/anime-boy
-sd-concepts-library/anime-girl
-sd-concepts-library/anyXtronXredshift
-sd-concepts-library/anya-forger
-sd-concepts-library/apex-wingman
-sd-concepts-library/apulian-rooster-v0-1
-sd-concepts-library/arcane-face
-sd-concepts-library/arcane-style-jv
-sd-concepts-library/arcimboldo-style
-sd-concepts-library/armando-reveron-style
-sd-concepts-library/armor-concept
-sd-concepts-library/arq-render
-sd-concepts-library/art-brut
-sd-concepts-library/arthur1
-sd-concepts-library/artist-yukiko-kanagai
-sd-concepts-library/arwijn
-sd-concepts-library/ashiok
-sd-concepts-library/at-wolf-boy-object
-sd-concepts-library/atm-ant
-sd-concepts-library/atm-ant-2
-sd-concepts-library/axe-tattoo
-sd-concepts-library/ayush-spider-spr
-sd-concepts-library/azura-from-vibrant-venture
-sd-concepts-library/ba-shiroko
-sd-concepts-library/babau
-sd-concepts-library/babs-bunny
-sd-concepts-library/babushork
-sd-concepts-library/backrooms
-sd-concepts-library/bad_Hub_Hugh
-sd-concepts-library/bada-club
-sd-concepts-library/baldi
-sd-concepts-library/baluchitherian
-sd-concepts-library/bamse
-sd-concepts-library/bamse-og-kylling
-sd-concepts-library/bee
-sd-concepts-library/beholder
-sd-concepts-library/beldam
-sd-concepts-library/belen
-sd-concepts-library/bella-goth
-sd-concepts-library/belle-delphine
-sd-concepts-library/bert-muppet
-sd-concepts-library/better-collage3
-sd-concepts-library/between2-mt-fade
-sd-concepts-library/birb-style
-sd-concepts-library/black-and-white-design
-sd-concepts-library/black-waifu
-sd-concepts-library/bloo
-sd-concepts-library/blue-haired-boy
-sd-concepts-library/blue-zombie
-sd-concepts-library/blue-zombiee
-sd-concepts-library/bluebey
-sd-concepts-library/bluebey-2
-sd-concepts-library/bobs-burgers
-sd-concepts-library/boissonnard
-sd-concepts-library/bonzi-monkey
-sd-concepts-library/borderlands
-sd-concepts-library/bored-ape-textual-inversion
-sd-concepts-library/boris-anderson
-sd-concepts-library/bozo-22
-sd-concepts-library/breakcore
-sd-concepts-library/brittney-williams-art
-sd-concepts-library/bruma
-sd-concepts-library/brunnya
-sd-concepts-library/buddha-statue
-sd-concepts-library/bullvbear
-sd-concepts-library/button-eyes
-sd-concepts-library/canadian-goose
-sd-concepts-library/canary-cap
-sd-concepts-library/cancer_style
-sd-concepts-library/captain-haddock
-sd-concepts-library/captainkirb
-sd-concepts-library/car-toy-rk
-sd-concepts-library/carasibana
-sd-concepts-library/carlitos-el-mago
-sd-concepts-library/carrascharacter
-sd-concepts-library/cartoona-animals
-sd-concepts-library/cat-toy
-sd-concepts-library/centaur
-sd-concepts-library/cgdonny1
-sd-concepts-library/cham
-sd-concepts-library/chandra-nalaar
-sd-concepts-library/char-con
-sd-concepts-library/character-pingu
-sd-concepts-library/cheburashka
-sd-concepts-library/chen-1
-sd-concepts-library/child-zombie
-sd-concepts-library/chillpill
-sd-concepts-library/chonkfrog
-sd-concepts-library/chop
-sd-concepts-library/christo-person
-sd-concepts-library/chuck-walton
-sd-concepts-library/chucky
-sd-concepts-library/chungus-poodl-pet
-sd-concepts-library/cindlop
-sd-concepts-library/collage-cutouts
-sd-concepts-library/collage14
-sd-concepts-library/collage3
-sd-concepts-library/collage3-hubcity
-sd-concepts-library/cologne
-sd-concepts-library/color-page
-sd-concepts-library/colossus
-sd-concepts-library/command-and-conquer-remastered-cameos
-sd-concepts-library/concept-art
-sd-concepts-library/conner-fawcett-style
-sd-concepts-library/conway-pirate
-sd-concepts-library/coop-himmelblau
-sd-concepts-library/coraline
-sd-concepts-library/cornell-box
-sd-concepts-library/cortana
-sd-concepts-library/covid-19-rapid-test
-sd-concepts-library/cow-uwu
-sd-concepts-library/cowboy
-sd-concepts-library/crazy-1
-sd-concepts-library/crazy-2
-sd-concepts-library/crb-portraits
-sd-concepts-library/crb-surrealz
-sd-concepts-library/crbart
-sd-concepts-library/crested-gecko
-sd-concepts-library/crinos-form-garou
-sd-concepts-library/cry-baby-style
-sd-concepts-library/crybaby-style-2-0
-sd-concepts-library/csgo-awp-object
-sd-concepts-library/csgo-awp-texture-map
-sd-concepts-library/cubex
-sd-concepts-library/cumbia-peruana
-sd-concepts-library/cute-bear
-sd-concepts-library/cute-cat
-sd-concepts-library/cute-game-style
-sd-concepts-library/cyberpunk-lucy
-sd-concepts-library/dabotap
-sd-concepts-library/dan-mumford
-sd-concepts-library/dan-seagrave-art-style
-sd-concepts-library/dark-penguin-pinguinanimations
-sd-concepts-library/darkpenguinanimatronic
-sd-concepts-library/darkplane
-sd-concepts-library/david-firth-artstyle
-sd-concepts-library/david-martinez-cyberpunk
-sd-concepts-library/david-martinez-edgerunners
-sd-concepts-library/david-moreno-architecture
-sd-concepts-library/daycare-attendant-sun-fnaf
-sd-concepts-library/ddattender
-sd-concepts-library/degods
-sd-concepts-library/degodsheavy
-sd-concepts-library/depthmap
-sd-concepts-library/depthmap-style
-sd-concepts-library/design
-sd-concepts-library/detectivedinosaur1
-sd-concepts-library/diaosu-toy
-sd-concepts-library/dicoo
-sd-concepts-library/dicoo2
-sd-concepts-library/dishonored-portrait-styles
-sd-concepts-library/disquieting-muses
-sd-concepts-library/ditko
-sd-concepts-library/dlooak
-sd-concepts-library/doc
-sd-concepts-library/doener-red-line-art
-sd-concepts-library/dog
-sd-concepts-library/dog-django
-sd-concepts-library/doge-pound
-sd-concepts-library/dong-ho
-sd-concepts-library/dong-ho2
-sd-concepts-library/doose-s-realistic-art-style
-sd-concepts-library/dq10-anrushia
-sd-concepts-library/dr-livesey
-sd-concepts-library/dr-strange
-sd-concepts-library/dragonborn
-sd-concepts-library/dreamcore
-sd-concepts-library/dreamy-painting
-sd-concepts-library/drive-scorpion-jacket
-sd-concepts-library/dsmuses
-sd-concepts-library/dtv-pkmn
-sd-concepts-library/dullboy-caricature
-sd-concepts-library/duranduran
-sd-concepts-library/durer-style
-sd-concepts-library/dyoudim-style
-sd-concepts-library/early-mishima-kurone
-sd-concepts-library/eastward
-sd-concepts-library/eddie
-sd-concepts-library/edgerunners-style
-sd-concepts-library/edgerunners-style-v2
-sd-concepts-library/el-salvador-style-style
-sd-concepts-library/elegant-flower
-sd-concepts-library/elspeth-tirel
-sd-concepts-library/eru-chitanda-casual
-sd-concepts-library/erwin-olaf-style
-sd-concepts-library/ettblackteapot
-sd-concepts-library/explosions-cat
-sd-concepts-library/eye-of-agamotto
-sd-concepts-library/f-22
-sd-concepts-library/facadeplace
-sd-concepts-library/fairy-tale-painting-style
-sd-concepts-library/fairytale
-sd-concepts-library/fang-yuan-001
-sd-concepts-library/faraon-love-shady
-sd-concepts-library/fasina
-sd-concepts-library/felps
-sd-concepts-library/female-kpop-singer
-sd-concepts-library/fergal-cat
-sd-concepts-library/filename-2
-sd-concepts-library/fileteado-porteno
-sd-concepts-library/final-fantasy-logo
-sd-concepts-library/fireworks-over-water
-sd-concepts-library/fish
-sd-concepts-library/flag-ussr
-sd-concepts-library/flatic
-sd-concepts-library/floral
-sd-concepts-library/fluid-acrylic-jellyfish-creatures-style-of-carl-ingram-art
-sd-concepts-library/fnf-boyfriend
-sd-concepts-library/fold-structure
-sd-concepts-library/fox-purple
-sd-concepts-library/fractal
-sd-concepts-library/fractal-flame
-sd-concepts-library/fractal-temple-style
-sd-concepts-library/frank-frazetta
-sd-concepts-library/franz-unterberger
-sd-concepts-library/freddy-fazbear
-sd-concepts-library/freefonix-style
-sd-concepts-library/furrpopasthetic
-sd-concepts-library/fursona
-sd-concepts-library/fzk
-sd-concepts-library/galaxy-explorer
-sd-concepts-library/ganyu-genshin-impact
-sd-concepts-library/garcon-the-cat
-sd-concepts-library/garfield-pizza-plush
-sd-concepts-library/garfield-pizza-plush-v2
-sd-concepts-library/gba-fe-class-cards
-sd-concepts-library/gba-pokemon-sprites
-sd-concepts-library/geggin
-sd-concepts-library/ggplot2
-sd-concepts-library/ghost-style
-sd-concepts-library/ghostproject-men
-sd-concepts-library/gibasachan-v0
-sd-concepts-library/gim
-sd-concepts-library/gio
-sd-concepts-library/giygas
-sd-concepts-library/glass-pipe
-sd-concepts-library/glass-prism-cube
-sd-concepts-library/glow-forest
-sd-concepts-library/goku
-sd-concepts-library/gram-tops
-sd-concepts-library/green-blue-shanshui
-sd-concepts-library/green-tent
-sd-concepts-library/grifter
-sd-concepts-library/grisstyle
-sd-concepts-library/grit-toy
-sd-concepts-library/gt-color-paint-2
-sd-concepts-library/gta5-artwork
-sd-concepts-library/guttestreker
-sd-concepts-library/gymnastics-leotard-v2
-sd-concepts-library/half-life-2-dog
-sd-concepts-library/handstand
-sd-concepts-library/hanfu-anime-style
-sd-concepts-library/happy-chaos
-sd-concepts-library/happy-person12345
-sd-concepts-library/happy-person12345-assets
-sd-concepts-library/harley-quinn
-sd-concepts-library/harmless-ai-1
-sd-concepts-library/harmless-ai-house-style-1
-sd-concepts-library/hd-emoji
-sd-concepts-library/heather
-sd-concepts-library/henjo-techno-show
-sd-concepts-library/herge-style
-sd-concepts-library/hiten-style-nao
-sd-concepts-library/hitokomoru-style-nao
-sd-concepts-library/hiyuki-chan
-sd-concepts-library/hk-bamboo
-sd-concepts-library/hk-betweenislands
-sd-concepts-library/hk-bicycle
-sd-concepts-library/hk-blackandwhite
-sd-concepts-library/hk-breakfast
-sd-concepts-library/hk-buses
-sd-concepts-library/hk-clouds
-sd-concepts-library/hk-goldbuddha
-sd-concepts-library/hk-goldenlantern
-sd-concepts-library/hk-hkisland
-sd-concepts-library/hk-leaves
-sd-concepts-library/hk-market
-sd-concepts-library/hk-oldcamera
-sd-concepts-library/hk-opencamera
-sd-concepts-library/hk-peach
-sd-concepts-library/hk-phonevax
-sd-concepts-library/hk-streetpeople
-sd-concepts-library/hk-vintage
-sd-concepts-library/hoi4
-sd-concepts-library/hoi4-leaders
-sd-concepts-library/homestuck-sprite
-sd-concepts-library/homestuck-troll
-sd-concepts-library/hours-sentry-fade
-sd-concepts-library/hours-style
-sd-concepts-library/hrgiger-drmacabre
-sd-concepts-library/huang-guang-jian
-sd-concepts-library/huatli
-sd-concepts-library/huayecai820-greyscale
-sd-concepts-library/hub-city
-sd-concepts-library/hubris-oshri
-sd-concepts-library/huckleberry
-sd-concepts-library/hydrasuit
-sd-concepts-library/i-love-chaos
-sd-concepts-library/ibere-thenorio
-sd-concepts-library/ic0n
-sd-concepts-library/ie-gravestone
-sd-concepts-library/ikea-fabler
-sd-concepts-library/illustration-style
-sd-concepts-library/ilo-kunst
-sd-concepts-library/ilya-shkipin
-sd-concepts-library/im-poppy
-sd-concepts-library/ina-art
-sd-concepts-library/indian-watercolor-portraits
-sd-concepts-library/indiana
-sd-concepts-library/ingmar-bergman
-sd-concepts-library/insidewhale
-sd-concepts-library/interchanges
-sd-concepts-library/inuyama-muneto-style-nao
-sd-concepts-library/irasutoya
-sd-concepts-library/iridescent-illustration-style
-sd-concepts-library/iridescent-photo-style
-sd-concepts-library/isabell-schulte-pv-pvii-3000steps
-sd-concepts-library/isabell-schulte-pviii-1-image-style
-sd-concepts-library/isabell-schulte-pviii-1024px-1500-steps-style
-sd-concepts-library/isabell-schulte-pviii-12tiles-3000steps-style
-sd-concepts-library/isabell-schulte-pviii-4-tiles-1-lr-3000-steps-style
-sd-concepts-library/isabell-schulte-pviii-4-tiles-3-lr-5000-steps-style
-sd-concepts-library/isabell-schulte-pviii-4tiles-500steps
-sd-concepts-library/isabell-schulte-pviii-4tiles-6000steps
-sd-concepts-library/isabell-schulte-pviii-style
-sd-concepts-library/isometric-tile-test
-sd-concepts-library/jacqueline-the-unicorn
-sd-concepts-library/james-web-space-telescope
-sd-concepts-library/jamie-hewlett-style
-sd-concepts-library/jamiels
-sd-concepts-library/jang-sung-rak-style
-sd-concepts-library/jetsetdreamcastcovers
-sd-concepts-library/jin-kisaragi
-sd-concepts-library/jinjoon-lee-they
-sd-concepts-library/jm-bergling-monogram
-sd-concepts-library/joe-mad
-sd-concepts-library/joe-whiteford-art-style
-sd-concepts-library/joemad
-sd-concepts-library/john-blanche
-sd-concepts-library/johnny-silverhand
-sd-concepts-library/jojo-bizzare-adventure-manga-lineart
-sd-concepts-library/jos-de-kat
-sd-concepts-library/junji-ito-artstyle
-sd-concepts-library/kaleido
-sd-concepts-library/kaneoya-sachiko
-sd-concepts-library/kanovt
-sd-concepts-library/kanv1
-sd-concepts-library/karan-gloomy
-sd-concepts-library/karl-s-lzx-1
-sd-concepts-library/kasumin
-sd-concepts-library/kawaii-colors
-sd-concepts-library/kawaii-girl-plus-object
-sd-concepts-library/kawaii-girl-plus-style
-sd-concepts-library/kawaii-girl-plus-style-v1-1
-sd-concepts-library/kay
-sd-concepts-library/kaya-ghost-assasin
-sd-concepts-library/ki
-sd-concepts-library/kinda-sus
-sd-concepts-library/kings-quest-agd
-sd-concepts-library/kiora
-sd-concepts-library/kira-sensei
-sd-concepts-library/kirby
-sd-concepts-library/klance
-sd-concepts-library/kodakvision500t
-sd-concepts-library/kogatan-shiny
-sd-concepts-library/kogecha
-sd-concepts-library/kojima-ayami
-sd-concepts-library/koko-dog
-sd-concepts-library/kuvshinov
-sd-concepts-library/kysa-v-style
-sd-concepts-library/laala-character
-sd-concepts-library/larrette
-sd-concepts-library/lavko
-sd-concepts-library/lazytown-stephanie
-sd-concepts-library/ldr
-sd-concepts-library/ldrs
-sd-concepts-library/led-toy
-sd-concepts-library/lego-astronaut
-sd-concepts-library/leica
-sd-concepts-library/leif-jones
-sd-concepts-library/lex
-sd-concepts-library/liliana
-sd-concepts-library/liliana-vess
-sd-concepts-library/liminal-spaces-2-0
-sd-concepts-library/liminalspaces
-sd-concepts-library/line-art
-sd-concepts-library/line-style
-sd-concepts-library/linnopoke
-sd-concepts-library/liquid-light
-sd-concepts-library/liqwid-aquafarmer
-sd-concepts-library/lizardman
-sd-concepts-library/loab-character
-sd-concepts-library/loab-style
-sd-concepts-library/lofa
-sd-concepts-library/logo-with-face-on-shield
-sd-concepts-library/lolo
-sd-concepts-library/looney-anime
-sd-concepts-library/lost-rapper
-sd-concepts-library/lphr-style
-sd-concepts-library/lucario
-sd-concepts-library/lucky-luke
-sd-concepts-library/lugal-ki-en
-sd-concepts-library/luinv2
-sd-concepts-library/lula-13
-sd-concepts-library/lumio
-sd-concepts-library/lxj-o4
-sd-concepts-library/m-geo
-sd-concepts-library/m-geoo
-sd-concepts-library/madhubani-art
-sd-concepts-library/mafalda-character
-sd-concepts-library/magic-pengel
-sd-concepts-library/malika-favre-art-style
-sd-concepts-library/manga-style
-sd-concepts-library/marbling-art
-sd-concepts-library/margo
-sd-concepts-library/marty
-sd-concepts-library/marty6
-sd-concepts-library/mass
-sd-concepts-library/masyanya
-sd-concepts-library/masyunya
-sd-concepts-library/mate
-sd-concepts-library/matthew-stone
-sd-concepts-library/mattvidpro
-sd-concepts-library/maurice-quentin-de-la-tour-style
-sd-concepts-library/maus
-sd-concepts-library/max-foley
-sd-concepts-library/mayor-richard-irvin
-sd-concepts-library/mechasoulall
-sd-concepts-library/medazzaland
-sd-concepts-library/memnarch-mtg
-sd-concepts-library/metagabe
-sd-concepts-library/meyoco
-sd-concepts-library/meze-audio-elite-headphones
-sd-concepts-library/midjourney-style
-sd-concepts-library/mikako-method
-sd-concepts-library/mikako-methodi2i
-sd-concepts-library/miko-3-robot
-sd-concepts-library/milady
-sd-concepts-library/mildemelwe-style
-sd-concepts-library/million-live-akane-15k
-sd-concepts-library/million-live-akane-3k
-sd-concepts-library/million-live-akane-shifuku-3k
-sd-concepts-library/million-live-spade-q-object-3k
-sd-concepts-library/million-live-spade-q-style-3k
-sd-concepts-library/minecraft-concept-art
-sd-concepts-library/mishima-kurone
-sd-concepts-library/mizkif
-sd-concepts-library/moeb-style
-sd-concepts-library/moebius
-sd-concepts-library/mokoko
-sd-concepts-library/mokoko-seed
-sd-concepts-library/monster-girl
-sd-concepts-library/monster-toy
-sd-concepts-library/monte-novo
-sd-concepts-library/moo-moo
-sd-concepts-library/morino-hon-style
-sd-concepts-library/moxxi
-sd-concepts-library/msg
-sd-concepts-library/mtg-card
-sd-concepts-library/mtl-longsky
-sd-concepts-library/mu-sadr
-sd-concepts-library/munch-leaks-style
-sd-concepts-library/museum-by-coop-himmelblau
-sd-concepts-library/muxoyara
-sd-concepts-library/my-hero-academia-style
-sd-concepts-library/my-mug
-sd-concepts-library/mycat
-sd-concepts-library/mystical-nature
-sd-concepts-library/naf
-sd-concepts-library/nahiri
-sd-concepts-library/namine-ritsu
-sd-concepts-library/naoki-saito
-sd-concepts-library/nard-style
-sd-concepts-library/naruto
-sd-concepts-library/natasha-johnston
-sd-concepts-library/nathan-wyatt
-sd-concepts-library/naval-portrait
-sd-concepts-library/nazuna
-sd-concepts-library/nebula
-sd-concepts-library/ned-flanders
-sd-concepts-library/neon-pastel
-sd-concepts-library/new-priests
-sd-concepts-library/nic-papercuts
-sd-concepts-library/nikodim
-sd-concepts-library/nissa-revane
-sd-concepts-library/nixeu
-sd-concepts-library/noggles
-sd-concepts-library/nomad
-sd-concepts-library/nouns-glasses
-sd-concepts-library/obama-based-on-xi
-sd-concepts-library/obama-self-2
-sd-concepts-library/og-mox-style
-sd-concepts-library/ohisashiburi-style
-sd-concepts-library/oleg-kuvaev
-sd-concepts-library/olli-olli
-sd-concepts-library/on-kawara
-sd-concepts-library/one-line-drawing
-sd-concepts-library/onepunchman
-sd-concepts-library/onzpo
-sd-concepts-library/orangejacket
-sd-concepts-library/ori
-sd-concepts-library/ori-toor
-sd-concepts-library/orientalist-art
-sd-concepts-library/osaka-jyo
-sd-concepts-library/osaka-jyo2
-sd-concepts-library/osrsmini2
-sd-concepts-library/osrstiny
-sd-concepts-library/other-mother
-sd-concepts-library/ouroboros
-sd-concepts-library/outfit-items
-sd-concepts-library/overprettified
-sd-concepts-library/owl-house
-sd-concepts-library/painted-by-silver-of-999
-sd-concepts-library/painted-by-silver-of-999-2
-sd-concepts-library/painted-student
-sd-concepts-library/painting
-sd-concepts-library/pantone-milk
-sd-concepts-library/paolo-bonolis
-sd-concepts-library/party-girl
-sd-concepts-library/pascalsibertin
-sd-concepts-library/pastelartstyle
-sd-concepts-library/paul-noir
-sd-concepts-library/pen-ink-portraits-bennorthen
-sd-concepts-library/phan
-sd-concepts-library/phan-s-collage
-sd-concepts-library/phc
-sd-concepts-library/phoenix-01
-sd-concepts-library/pineda-david
-sd-concepts-library/pink-beast-pastelae-style
-sd-concepts-library/pintu
-sd-concepts-library/pion-by-august-semionov
-sd-concepts-library/piotr-jablonski
-sd-concepts-library/pixel-mania
-sd-concepts-library/pixel-toy
-sd-concepts-library/pjablonski-style
-sd-concepts-library/plant-style
-sd-concepts-library/plen-ki-mun
-sd-concepts-library/pokemon-conquest-sprites
-sd-concepts-library/pool-test
-sd-concepts-library/poolrooms
-sd-concepts-library/poring-ragnarok-online
-sd-concepts-library/poutine-dish
-sd-concepts-library/princess-knight-art
-sd-concepts-library/progress-chip
-sd-concepts-library/puerquis-toy
-sd-concepts-library/purplefishli
-sd-concepts-library/pyramidheadcosplay
-sd-concepts-library/qpt-atrium
-sd-concepts-library/quiesel
-sd-concepts-library/r-crumb-style
-sd-concepts-library/rahkshi-bionicle
-sd-concepts-library/raichu
-sd-concepts-library/rail-scene
-sd-concepts-library/rail-scene-style
-sd-concepts-library/ralph-mcquarrie
-sd-concepts-library/ransom
-sd-concepts-library/rayne-weynolds
-sd-concepts-library/rcrumb-portraits-style
-sd-concepts-library/rd-chaos
-sd-concepts-library/rd-paintings
-sd-concepts-library/red-glasses
-sd-concepts-library/reeducation-camp
-sd-concepts-library/reksio-dog
-sd-concepts-library/rektguy
-sd-concepts-library/remert
-sd-concepts-library/renalla
-sd-concepts-library/repeat
-sd-concepts-library/retro-girl
-sd-concepts-library/retro-mecha-rangers
-sd-concepts-library/retropixelart-pinguin
-sd-concepts-library/rex-deno
-sd-concepts-library/rhizomuse-machine-bionic-sculpture
-sd-concepts-library/ricar
-sd-concepts-library/rickyart
-sd-concepts-library/rico-face
-sd-concepts-library/riker-doll
-sd-concepts-library/rikiart
-sd-concepts-library/rikiboy-art
-sd-concepts-library/rilakkuma
-sd-concepts-library/rishusei-style
-sd-concepts-library/rj-palmer
-sd-concepts-library/rl-pkmn-test
-sd-concepts-library/road-to-ruin
-sd-concepts-library/robertnava
-sd-concepts-library/roblox-avatar
-sd-concepts-library/roy-lichtenstein
-sd-concepts-library/ruan-jia
-sd-concepts-library/russian
-sd-concepts-library/s1m-naoto-ohshima
-sd-concepts-library/saheeli-rai
-sd-concepts-library/sakimi-style
-sd-concepts-library/salmonid
-sd-concepts-library/sam-yang
-sd-concepts-library/sanguo-guanyu
-sd-concepts-library/sas-style
-sd-concepts-library/scarlet-witch
-sd-concepts-library/schloss-mosigkau
-sd-concepts-library/scrap-style
-sd-concepts-library/scratch-project
-sd-concepts-library/sculptural-style
-sd-concepts-library/sd-concepts-library-uma-meme
-sd-concepts-library/seamless-ground
-sd-concepts-library/selezneva-alisa
-sd-concepts-library/sem-mac2n
-sd-concepts-library/senneca
-sd-concepts-library/seraphimmoonshadow-art
-sd-concepts-library/sewerslvt
-sd-concepts-library/she-hulk-law-art
-sd-concepts-library/she-mask
-sd-concepts-library/sherhook-painting
-sd-concepts-library/sherhook-painting-v2
-sd-concepts-library/shev-linocut
-sd-concepts-library/shigure-ui-style
-sd-concepts-library/shiny-polyman
-sd-concepts-library/shrunken-head
-sd-concepts-library/shu-doll
-sd-concepts-library/shvoren-style
-sd-concepts-library/sims-2-portrait
-sd-concepts-library/singsing
-sd-concepts-library/singsing-doll
-sd-concepts-library/sintez-ico
-sd-concepts-library/skyfalls
-sd-concepts-library/slm
-sd-concepts-library/smarties
-sd-concepts-library/smiling-friend-style
-sd-concepts-library/smooth-pencils
-sd-concepts-library/smurf-style
-sd-concepts-library/smw-map
-sd-concepts-library/society-finch
-sd-concepts-library/sorami-style
-sd-concepts-library/spider-gwen
-sd-concepts-library/spritual-monsters
-sd-concepts-library/stable-diffusion-conceptualizer
-sd-concepts-library/star-tours-posters
-sd-concepts-library/stardew-valley-pixel-art
-sd-concepts-library/starhavenmachinegods
-sd-concepts-library/sterling-archer
-sd-concepts-library/stretch-re1-robot
-sd-concepts-library/stuffed-penguin-toy
-sd-concepts-library/style-of-marc-allante
-sd-concepts-library/summie-style
-sd-concepts-library/sunfish
-sd-concepts-library/super-nintendo-cartridge
-sd-concepts-library/supitcha-mask
-sd-concepts-library/sushi-pixel
-sd-concepts-library/swamp-choe-2
-sd-concepts-library/t-skrang
-sd-concepts-library/takuji-kawano
-sd-concepts-library/tamiyo
-sd-concepts-library/tangles
-sd-concepts-library/tb303
-sd-concepts-library/tcirle
-sd-concepts-library/teelip-ir-landscape
-sd-concepts-library/teferi
-sd-concepts-library/tela-lenca
-sd-concepts-library/tela-lenca2
-sd-concepts-library/terraria-style
-sd-concepts-library/tesla-bot
-sd-concepts-library/test
-sd-concepts-library/test-epson
-sd-concepts-library/test2
-sd-concepts-library/testing
-sd-concepts-library/thalasin
-sd-concepts-library/thegeneral
-sd-concepts-library/thorneworks
-sd-concepts-library/threestooges
-sd-concepts-library/thunderdome-cover
-sd-concepts-library/thunderdome-covers
-sd-concepts-library/ti-junglepunk-v0
-sd-concepts-library/tili-concept
-sd-concepts-library/titan-robot
-sd-concepts-library/tnj
-sd-concepts-library/toho-pixel
-sd-concepts-library/tomcat
-sd-concepts-library/tonal1
-sd-concepts-library/tony-diterlizzi-s-planescape-art
-sd-concepts-library/towerplace
-sd-concepts-library/toy
-sd-concepts-library/toy-bonnie-plush
-sd-concepts-library/toyota-sera
-sd-concepts-library/transmutation-circles
-sd-concepts-library/trash-polka-artstyle
-sd-concepts-library/travis-bedel
-sd-concepts-library/trigger-studio
-sd-concepts-library/trust-support
-sd-concepts-library/trypophobia
-sd-concepts-library/ttte
-sd-concepts-library/tubby
-sd-concepts-library/tubby-cats
-sd-concepts-library/tudisco
-sd-concepts-library/turtlepics
-sd-concepts-library/type
-sd-concepts-library/ugly-sonic
-sd-concepts-library/uliana-kudinova
-sd-concepts-library/uma
-sd-concepts-library/uma-clean-object
-sd-concepts-library/uma-meme
-sd-concepts-library/uma-meme-style
-sd-concepts-library/uma-style-classic
-sd-concepts-library/unfinished-building
-sd-concepts-library/urivoldemort
-sd-concepts-library/uzumaki
-sd-concepts-library/valorantstyle
-sd-concepts-library/vb-mox
-sd-concepts-library/vcr-classique
-sd-concepts-library/venice
-sd-concepts-library/vespertine
-sd-concepts-library/victor-narm
-sd-concepts-library/vietstoneking
-sd-concepts-library/vivien-reid
-sd-concepts-library/vkuoo1
-sd-concepts-library/vraska
-sd-concepts-library/w3u
-sd-concepts-library/walter-wick-photography
-sd-concepts-library/warhammer-40k-drawing-style
-sd-concepts-library/waterfallshadow
-sd-concepts-library/wayne-reynolds-character
-sd-concepts-library/wedding
-sd-concepts-library/wedding-HandPainted
-sd-concepts-library/werebloops
-sd-concepts-library/wheatland
-sd-concepts-library/wheatland-arknight
-sd-concepts-library/wheelchair
-sd-concepts-library/wildkat
-sd-concepts-library/willy-hd
-sd-concepts-library/wire-angels
-sd-concepts-library/wish-artist-stile
-sd-concepts-library/wlop-style
-sd-concepts-library/wojak
-sd-concepts-library/wojaks-now
-sd-concepts-library/wojaks-now-now-now
-sd-concepts-library/xatu
-sd-concepts-library/xatu2
-sd-concepts-library/xbh
-sd-concepts-library/xi
-sd-concepts-library/xidiversity
-sd-concepts-library/xioboma
-sd-concepts-library/xuna
-sd-concepts-library/xyz
-sd-concepts-library/yb-anime
-sd-concepts-library/yerba-mate
-sd-concepts-library/yesdelete
-sd-concepts-library/yf21
-sd-concepts-library/yilanov2
-sd-concepts-library/yinit
-sd-concepts-library/yoji-shinkawa-style
-sd-concepts-library/yolandi-visser
-sd-concepts-library/yoshi
-sd-concepts-library/youpi2
-sd-concepts-library/youtooz-candy
-sd-concepts-library/yuji-himukai-style
-sd-concepts-library/zaney
-sd-concepts-library/zaneypixelz
-sd-concepts-library/zdenek-art
-sd-concepts-library/zero
-sd-concepts-library/zero-bottle
-sd-concepts-library/zero-suit-samus
-sd-concepts-library/zillertal-can
-sd-concepts-library/zizigooloo
-sd-concepts-library/zk
-sd-concepts-library/zoroark

configs/stable-diffusion/v1-inference.yaml

@@ -30,9 +30,9 @@ model:
       target: ldm.modules.embedding_manager.EmbeddingManager
       params:
         placeholder_strings: ["*"]
-        initializer_words: ['sculpture']
+        initializer_words: ['face', 'man', 'photo', 'africanmale']
         per_image_tokens: false
-        num_vectors_per_token: 8
+        num_vectors_per_token: 1
         progressive_words: False
 
     unet_config:

configs/stable-diffusion/v1-inpainting-inference.yaml

@@ -30,9 +30,9 @@ model:
       target: ldm.modules.embedding_manager.EmbeddingManager
       params:
         placeholder_strings: ["*"]
-        initializer_words: ['sculpture']
+        initializer_words: ['face', 'man', 'photo', 'africanmale']
         per_image_tokens: false
-        num_vectors_per_token: 8
+        num_vectors_per_token: 1
         progressive_words: False
 
     unet_config:

configs/stable-diffusion/v1-m1-finetune.yaml

@@ -22,7 +22,7 @@ model:
       target: ldm.modules.embedding_manager.EmbeddingManager
       params:
         placeholder_strings: ["*"]
-        initializer_words: ['sculpture']
+        initializer_words: ['face', 'man', 'photo', 'africanmale']
         per_image_tokens: false
         num_vectors_per_token: 6
         progressive_words: False

docker-build/Dockerfile

@@ -1,13 +1,34 @@
-FROM ubuntu:22.10
+FROM ubuntu AS get_miniconda
+
+SHELL ["/bin/bash", "-c"]
+
+# install wget
+RUN apt-get update \
+  && apt-get install -y \
+    wget \
+  && apt-get clean \
+  && rm -rf /var/lib/apt/lists/*
+
+# download and install miniconda
+ARG conda_version=py39_4.12.0-Linux-x86_64
+ARG conda_prefix=/opt/conda
+RUN wget --progress=dot:giga -O /miniconda.sh \
+  https://repo.anaconda.com/miniconda/Miniconda3-${conda_version}.sh \
+  && bash /miniconda.sh -b -p ${conda_prefix} \
+  && rm -f /miniconda.sh
+
+FROM ubuntu AS invokeai
 
 # use bash
 SHELL [ "/bin/bash", "-c" ]
 
+# clean bashrc
+RUN echo "" > ~/.bashrc
+
 # Install necesarry packages
 RUN apt-get update \
   && apt-get install -y \
     --no-install-recommends \
-    build-essential \
     gcc \
     git \
     libgl1-mesa-glx \
@@ -18,17 +39,36 @@ RUN apt-get update \
   && apt-get clean \
   && rm -rf /var/lib/apt/lists/*
 
-# set workdir and copy sources
+# clone repository and create symlinks
-WORKDIR /invokeai
+ARG invokeai_git=https://github.com/invoke-ai/InvokeAI.git
-ARG PIP_REQUIREMENTS=requirements-lin-cuda.txt
+ARG project_name=invokeai
-COPY . ./environments-and-requirements/${PIP_REQUIREMENTS} ./
+RUN git clone ${invokeai_git} /${project_name} \
+  && mkdir /${project_name}/models/ldm/stable-diffusion-v1 \
+  && ln -s /data/models/sd-v1-4.ckpt /${project_name}/models/ldm/stable-diffusion-v1/model.ckpt \
+  && ln -s /data/outputs/ /${project_name}/outputs
 
-# install requirements and link outputs folder
+# set workdir
-RUN pip install \
+WORKDIR /${project_name}
-  --no-cache-dir \
-  -r ${PIP_REQUIREMENTS}
 
-# set Environment, Entrypoint and default CMD
+# install conda env and preload models
-ENV INVOKEAI_ROOT /data
+ARG conda_prefix=/opt/conda
-ENTRYPOINT [ "python3", "scripts/invoke.py", "--outdir=/data/outputs" ]
+ARG conda_env_file=environment.yml
-CMD [ "--web", "--host=0.0.0.0" ]
+COPY --from=get_miniconda ${conda_prefix} ${conda_prefix}
+RUN source ${conda_prefix}/etc/profile.d/conda.sh \
+  && conda init bash \
+  && source ~/.bashrc \
+  && conda env create \
+    --name ${project_name} \
+    --file ${conda_env_file} \
+  && rm -Rf ~/.cache \
+  && conda clean -afy \
+  && echo "conda activate ${project_name}" >> ~/.bashrc \
+  && ln -s /data/models/GFPGANv1.4.pth ./src/gfpgan/experiments/pretrained_models/GFPGANv1.4.pth \
+  && conda activate ${project_name} \
+  && python scripts/preload_models.py
+
+# Copy entrypoint and set env
+ENV CONDA_PREFIX=${conda_prefix}
+ENV PROJECT_NAME=${project_name}
+COPY docker-build/entrypoint.sh /
+ENTRYPOINT [ "/entrypoint.sh" ]

docker-build/build.sh

@@ -1,49 +1,81 @@
 #!/usr/bin/env bash
 set -e
+# IMPORTANT: You need to have a token on huggingface.co to be able to download the checkpoint!!!
+# configure values by using env when executing build.sh
+# f.e. env ARCH=aarch64 GITHUB_INVOKE_AI=https://github.com/yourname/yourfork.git ./build.sh
 
-# IMPORTANT: You need to have a token on huggingface.co to be able to download the checkpoints!!!
+source ./docker-build/env.sh || echo "please run from repository root" || exit 1
-# configure values by using env when executing build.sh f.e. `env ARCH=aarch64 ./build.sh`
 
-source ./docker-build/env.sh \
+invokeai_conda_version=${INVOKEAI_CONDA_VERSION:-py39_4.12.0-${platform/\//-}}
-  || echo "please execute docker-build/build.sh from repository root" \
+invokeai_conda_prefix=${INVOKEAI_CONDA_PREFIX:-\/opt\/conda}
-  || exit 1
+invokeai_conda_env_file=${INVOKEAI_CONDA_ENV_FILE:-environment.yml}
-
+invokeai_git=${INVOKEAI_GIT:-https://github.com/invoke-ai/InvokeAI.git}
-pip_requirements=${PIP_REQUIREMENTS:-requirements-lin-cuda.txt}
+huggingface_token=${HUGGINGFACE_TOKEN?}
-dockerfile=${INVOKE_DOCKERFILE:-docker-build/Dockerfile}
 
 # print the settings
 echo "You are using these values:"
-echo -e "Dockerfile:\t\t ${dockerfile}"
+echo -e "project_name:\t\t ${project_name}"
-echo -e "requirements:\t\t ${pip_requirements}"
 echo -e "volumename:\t\t ${volumename}"
 echo -e "arch:\t\t\t ${arch}"
 echo -e "platform:\t\t ${platform}"
+echo -e "invokeai_conda_version:\t ${invokeai_conda_version}"
+echo -e "invokeai_conda_prefix:\t ${invokeai_conda_prefix}"
+echo -e "invokeai_conda_env_file: ${invokeai_conda_env_file}"
+echo -e "invokeai_git:\t\t ${invokeai_git}"
 echo -e "invokeai_tag:\t\t ${invokeai_tag}\n"
 
+_runAlpine() {
+  docker run \
+    --rm \
+    --interactive \
+    --tty \
+    --mount source="$volumename",target=/data \
+    --workdir /data \
+    alpine "$@"
+}
+
+_copyCheckpoints() {
+  echo "creating subfolders for models and outputs"
+  _runAlpine mkdir models
+  _runAlpine mkdir outputs
+  echo -n "downloading sd-v1-4.ckpt"
+  _runAlpine wget --header="Authorization: Bearer ${huggingface_token}" -O models/sd-v1-4.ckpt https://huggingface.co/CompVis/stable-diffusion-v-1-4-original/resolve/main/sd-v1-4.ckpt
+  echo "done"
+  echo "downloading GFPGANv1.4.pth"
+  _runAlpine wget -O models/GFPGANv1.4.pth https://github.com/TencentARC/GFPGAN/releases/download/v1.3.0/GFPGANv1.4.pth
+}
+
+_checkVolumeContent() {
+  _runAlpine ls -lhA /data/models
+}
+
+_getModelMd5s() {
+  _runAlpine  \
+    alpine sh -c "md5sum /data/models/*"
+}
+
 if [[ -n "$(docker volume ls -f name="${volumename}" -q)" ]]; then
   echo "Volume already exists"
-  echo
+  if [[ -z "$(_checkVolumeContent)" ]]; then
+    echo "looks empty, copying checkpoint"
+    _copyCheckpoints
+  fi
+  echo "Models in ${volumename}:"
+  _checkVolumeContent
 else
   echo -n "createing docker volume "
   docker volume create "${volumename}"
+  _copyCheckpoints
 fi
 
 # Build Container
 docker build \
   --platform="${platform}" \
-  --tag="${invokeai_tag}" \
+  --tag "${invokeai_tag}" \
-  --build-arg="PIP_REQUIREMENTS=${pip_requirements}" \
+  --build-arg project_name="${project_name}" \
-  --file="${dockerfile}" \
+  --build-arg conda_version="${invokeai_conda_version}" \
+  --build-arg conda_prefix="${invokeai_conda_prefix}" \
+  --build-arg conda_env_file="${invokeai_conda_env_file}" \
+  --build-arg invokeai_git="${invokeai_git}" \
+  --file ./docker-build/Dockerfile \
   .
-
-docker run \
-  --rm \
-  --platform="$platform" \
-  --name="$project_name" \
-  --hostname="$project_name" \
-  --mount="source=$volumename,target=/data" \
-  --mount="type=bind,source=$HOME/.huggingface,target=/root/.huggingface" \
-  --env="HUGGINGFACE_TOKEN=${HUGGINGFACE_TOKEN}" \
-  --entrypoint="python3" \
-  "${invokeai_tag}" \
-  scripts/configure_invokeai.py --yes

docker-build/entrypoint.sh

@@ -0,0 +1,8 @@
+#!/bin/bash
+set -e
+
+source "${CONDA_PREFIX}/etc/profile.d/conda.sh"
+conda activate "${PROJECT_NAME}"
+
+python scripts/invoke.py \
+  ${@:---web --host=0.0.0.0}

docker-build/env.sh

@@ -4,7 +4,7 @@ project_name=${PROJECT_NAME:-invokeai}
 volumename=${VOLUMENAME:-${project_name}_data}
 arch=${ARCH:-x86_64}
 platform=${PLATFORM:-Linux/${arch}}
-invokeai_tag=${INVOKEAI_TAG:-${project_name}:${arch}}
+invokeai_tag=${INVOKEAI_TAG:-${project_name}-${arch}}
 
 export project_name
 export volumename

docker-build/run.sh

@@ -7,9 +7,9 @@ docker run \
   --interactive \
   --tty \
   --rm \
-  --platform="$platform" \
+  --platform "$platform" \
-  --name="$project_name" \
+  --name "$project_name" \
-  --hostname="$project_name" \
+  --hostname "$project_name" \
-  --mount="source=$volumename,target=/data" \
+  --mount source="$volumename",target=/data \
-  --publish=9090:9090 \
+  --publish 9090:9090 \
   "$invokeai_tag" ${1:+$@}

docs/CHANGELOG.md

@@ -4,228 +4,133 @@ title: Changelog
 
 # :octicons-log-16: **Changelog**
 
-## v2.1.0 <small>(2 November 2022)</small>
+## v2.1.0 (2 November 2022)
-
+- update mac instructions to use invokeai for env name by @willwillems in https://github.com/invoke-ai/InvokeAI/pull/1030
-- update mac instructions to use invokeai for env name by @willwillems in
+- Update .gitignore by @blessedcoolant in https://github.com/invoke-ai/InvokeAI/pull/1040
-  https://github.com/invoke-ai/InvokeAI/pull/1030
+- reintroduce fix for m1 from https://github.com/invoke-ai/InvokeAI/pull/579 missing after merge by @skurovec in https://github.com/invoke-ai/InvokeAI/pull/1056
-- Update .gitignore by @blessedcoolant in
+- Update Stable_Diffusion_AI_Notebook.ipynb (Take 2) by @ChloeL19 in https://github.com/invoke-ai/InvokeAI/pull/1060
-  https://github.com/invoke-ai/InvokeAI/pull/1040
+- Print out the device type which is used by @manzke in https://github.com/invoke-ai/InvokeAI/pull/1073
-- reintroduce fix for m1 from https://github.com/invoke-ai/InvokeAI/pull/579
+- Hires Addition by @hipsterusername in https://github.com/invoke-ai/InvokeAI/pull/1063
-  missing after merge by @skurovec in
+- fix for "1 leaked semaphore objects to clean up at shutdown" on M1 by @skurovec in https://github.com/invoke-ai/InvokeAI/pull/1081
-  https://github.com/invoke-ai/InvokeAI/pull/1056
+- Forward dream.py to invoke.py using the same interpreter, add deprecation warning by @db3000 in https://github.com/invoke-ai/InvokeAI/pull/1077
-- Update Stable_Diffusion_AI_Notebook.ipynb (Take 2) by @ChloeL19 in
+- fix noisy images at high step counts by @lstein in https://github.com/invoke-ai/InvokeAI/pull/1086
-  https://github.com/invoke-ai/InvokeAI/pull/1060
+- Generalize facetool strength argument by @db3000 in https://github.com/invoke-ai/InvokeAI/pull/1078
-- Print out the device type which is used by @manzke in
+- Enable fast switching among models at the invoke> command line by @lstein in https://github.com/invoke-ai/InvokeAI/pull/1066
-  https://github.com/invoke-ai/InvokeAI/pull/1073
+- Fix Typo, committed changing ldm environment to invokeai by @jdries3 in https://github.com/invoke-ai/InvokeAI/pull/1095
-- Hires Addition by @hipsterusername in
+- Update generate.py by @unreleased in https://github.com/invoke-ai/InvokeAI/pull/1109
-  https://github.com/invoke-ai/InvokeAI/pull/1063
+- Update 'ldm' env to 'invokeai' in troubleshooting steps by @19wolf in https://github.com/invoke-ai/InvokeAI/pull/1125
-- fix for "1 leaked semaphore objects to clean up at shutdown" on M1 by
+- Fixed documentation typos and resolved merge conflicts by @rupeshs in https://github.com/invoke-ai/InvokeAI/pull/1123
-  @skurovec in https://github.com/invoke-ai/InvokeAI/pull/1081
+- Fix broken doc links, fix malaprop in the project subtitle by @majick in https://github.com/invoke-ai/InvokeAI/pull/1131
-- Forward dream.py to invoke.py using the same interpreter, add deprecation
+- Only output facetool parameters if enhancing faces by @db3000 in https://github.com/invoke-ai/InvokeAI/pull/1119
-  warning by @db3000 in https://github.com/invoke-ai/InvokeAI/pull/1077
+- Update gitignore to ignore codeformer weights at new location by @spezialspezial in https://github.com/invoke-ai/InvokeAI/pull/1136
-- fix noisy images at high step counts by @lstein in
+- fix links to point to invoke-ai.github.io #1117 by @mauwii in https://github.com/invoke-ai/InvokeAI/pull/1143
-  https://github.com/invoke-ai/InvokeAI/pull/1086
-- Generalize facetool strength argument by @db3000 in
-  https://github.com/invoke-ai/InvokeAI/pull/1078
-- Enable fast switching among models at the invoke> command line by @lstein in
-  https://github.com/invoke-ai/InvokeAI/pull/1066
-- Fix Typo, committed changing ldm environment to invokeai by @jdries3 in
-  https://github.com/invoke-ai/InvokeAI/pull/1095
-- Update generate.py by @unreleased in
-  https://github.com/invoke-ai/InvokeAI/pull/1109
-- Update 'ldm' env to 'invokeai' in troubleshooting steps by @19wolf in
-  https://github.com/invoke-ai/InvokeAI/pull/1125
-- Fixed documentation typos and resolved merge conflicts by @rupeshs in
-  https://github.com/invoke-ai/InvokeAI/pull/1123
-- Fix broken doc links, fix malaprop in the project subtitle by @majick in
-  https://github.com/invoke-ai/InvokeAI/pull/1131
-- Only output facetool parameters if enhancing faces by @db3000 in
-  https://github.com/invoke-ai/InvokeAI/pull/1119
-- Update gitignore to ignore codeformer weights at new location by
-  @spezialspezial in https://github.com/invoke-ai/InvokeAI/pull/1136
-- fix links to point to invoke-ai.github.io #1117 by @mauwii in
-  https://github.com/invoke-ai/InvokeAI/pull/1143
 - Rework-mkdocs by @mauwii in https://github.com/invoke-ai/InvokeAI/pull/1144
-- add option to CLI and pngwriter that allows user to set PNG compression level
+- add option to CLI and pngwriter that allows user to set PNG compression level by @lstein in https://github.com/invoke-ai/InvokeAI/pull/1127
-  by @lstein in https://github.com/invoke-ai/InvokeAI/pull/1127
+- Fix img2img DDIM index out of bound by @wfng92 in https://github.com/invoke-ai/InvokeAI/pull/1137
-- Fix img2img DDIM index out of bound by @wfng92 in
-  https://github.com/invoke-ai/InvokeAI/pull/1137
 - Fix gh actions by @mauwii in https://github.com/invoke-ai/InvokeAI/pull/1128
-- update mac instructions to use invokeai for env name by @willwillems in
+- update mac instructions to use invokeai for env name by @willwillems in https://github.com/invoke-ai/InvokeAI/pull/1030
-  https://github.com/invoke-ai/InvokeAI/pull/1030
+- Update .gitignore by @blessedcoolant in https://github.com/invoke-ai/InvokeAI/pull/1040
-- Update .gitignore by @blessedcoolant in
+- reintroduce fix for m1 from https://github.com/invoke-ai/InvokeAI/pull/579 missing after merge by @skurovec in https://github.com/invoke-ai/InvokeAI/pull/1056
-  https://github.com/invoke-ai/InvokeAI/pull/1040
+- Update Stable_Diffusion_AI_Notebook.ipynb (Take 2) by @ChloeL19 in https://github.com/invoke-ai/InvokeAI/pull/1060
-- reintroduce fix for m1 from https://github.com/invoke-ai/InvokeAI/pull/579
+- Print out the device type which is used by @manzke in https://github.com/invoke-ai/InvokeAI/pull/1073
-  missing after merge by @skurovec in
+- Hires Addition by @hipsterusername in https://github.com/invoke-ai/InvokeAI/pull/1063
-  https://github.com/invoke-ai/InvokeAI/pull/1056
+- fix for "1 leaked semaphore objects to clean up at shutdown" on M1 by @skurovec in https://github.com/invoke-ai/InvokeAI/pull/1081
-- Update Stable_Diffusion_AI_Notebook.ipynb (Take 2) by @ChloeL19 in
+- Forward dream.py to invoke.py using the same interpreter, add deprecation warning by @db3000 in https://github.com/invoke-ai/InvokeAI/pull/1077
-  https://github.com/invoke-ai/InvokeAI/pull/1060
+- fix noisy images at high step counts by @lstein in https://github.com/invoke-ai/InvokeAI/pull/1086
-- Print out the device type which is used by @manzke in
+- Generalize facetool strength argument by @db3000 in https://github.com/invoke-ai/InvokeAI/pull/1078
-  https://github.com/invoke-ai/InvokeAI/pull/1073
+- Enable fast switching among models at the invoke> command line by @lstein in https://github.com/invoke-ai/InvokeAI/pull/1066
-- Hires Addition by @hipsterusername in
+- Fix Typo, committed changing ldm environment to invokeai by @jdries3 in https://github.com/invoke-ai/InvokeAI/pull/1095
-  https://github.com/invoke-ai/InvokeAI/pull/1063
+- Fixed documentation typos and resolved merge conflicts by @rupeshs in https://github.com/invoke-ai/InvokeAI/pull/1123
-- fix for "1 leaked semaphore objects to clean up at shutdown" on M1 by
+- Only output facetool parameters if enhancing faces by @db3000 in https://github.com/invoke-ai/InvokeAI/pull/1119
-  @skurovec in https://github.com/invoke-ai/InvokeAI/pull/1081
+- add option to CLI and pngwriter that allows user to set PNG compression level by @lstein in https://github.com/invoke-ai/InvokeAI/pull/1127
-- Forward dream.py to invoke.py using the same interpreter, add deprecation
+- Fix img2img DDIM index out of bound by @wfng92 in https://github.com/invoke-ai/InvokeAI/pull/1137
-  warning by @db3000 in https://github.com/invoke-ai/InvokeAI/pull/1077
+- Add text prompt to inpaint mask support by @lstein in https://github.com/invoke-ai/InvokeAI/pull/1133
-- fix noisy images at high step counts by @lstein in
+- Respect http[s] protocol when making socket.io middleware by @damian0815 in https://github.com/invoke-ai/InvokeAI/pull/976
-  https://github.com/invoke-ai/InvokeAI/pull/1086
+- WebUI: Adds Codeformer support by @psychedelicious in https://github.com/invoke-ai/InvokeAI/pull/1151
-- Generalize facetool strength argument by @db3000 in
+- Skips normalizing prompts for web UI metadata by @psychedelicious in https://github.com/invoke-ai/InvokeAI/pull/1165
-  https://github.com/invoke-ai/InvokeAI/pull/1078
+- Add Asymmetric Tiling by @carson-katri in https://github.com/invoke-ai/InvokeAI/pull/1132
-- Enable fast switching among models at the invoke> command line by @lstein in
+- Web UI: Increases max CFG Scale to 200 by @psychedelicious in https://github.com/invoke-ai/InvokeAI/pull/1172
-  https://github.com/invoke-ai/InvokeAI/pull/1066
+- Corrects color channels in face restoration; Fixes #1167 by @psychedelicious in https://github.com/invoke-ai/InvokeAI/pull/1175
-- Fix Typo, committed changing ldm environment to invokeai by @jdries3 in
+- Flips channels using array slicing instead of using OpenCV by @psychedelicious in https://github.com/invoke-ai/InvokeAI/pull/1178
-  https://github.com/invoke-ai/InvokeAI/pull/1095
+- Fix typo in docs: s/Formally/Formerly by @noodlebox in https://github.com/invoke-ai/InvokeAI/pull/1176
-- Fixed documentation typos and resolved merge conflicts by @rupeshs in
+- fix clipseg loading problems by @lstein in https://github.com/invoke-ai/InvokeAI/pull/1177
-  https://github.com/invoke-ai/InvokeAI/pull/1123
+- Correct color channels in upscale using array slicing by @wfng92 in https://github.com/invoke-ai/InvokeAI/pull/1181
-- Only output facetool parameters if enhancing faces by @db3000 in
+- Web UI: Filters existing images when adding new images; Fixes #1085 by @psychedelicious in https://github.com/invoke-ai/InvokeAI/pull/1171
-  https://github.com/invoke-ai/InvokeAI/pull/1119
+- fix a number of bugs in textual inversion by @lstein in https://github.com/invoke-ai/InvokeAI/pull/1190
-- add option to CLI and pngwriter that allows user to set PNG compression level
+- Improve !fetch, add !replay command by @ArDiouscuros in https://github.com/invoke-ai/InvokeAI/pull/882
-  by @lstein in https://github.com/invoke-ai/InvokeAI/pull/1127
+- Fix generation of image with s>1000 by @holstvoogd in https://github.com/invoke-ai/InvokeAI/pull/951
-- Fix img2img DDIM index out of bound by @wfng92 in
+- Web UI: Gallery improvements by @psychedelicious in https://github.com/invoke-ai/InvokeAI/pull/1198
-  https://github.com/invoke-ai/InvokeAI/pull/1137
-- Add text prompt to inpaint mask support by @lstein in
-  https://github.com/invoke-ai/InvokeAI/pull/1133
-- Respect http[s] protocol when making socket.io middleware by @damian0815 in
-  https://github.com/invoke-ai/InvokeAI/pull/976
-- WebUI: Adds Codeformer support by @psychedelicious in
-  https://github.com/invoke-ai/InvokeAI/pull/1151
-- Skips normalizing prompts for web UI metadata by @psychedelicious in
-  https://github.com/invoke-ai/InvokeAI/pull/1165
-- Add Asymmetric Tiling by @carson-katri in
-  https://github.com/invoke-ai/InvokeAI/pull/1132
-- Web UI: Increases max CFG Scale to 200 by @psychedelicious in
-  https://github.com/invoke-ai/InvokeAI/pull/1172
-- Corrects color channels in face restoration; Fixes #1167 by @psychedelicious
-  in https://github.com/invoke-ai/InvokeAI/pull/1175
-- Flips channels using array slicing instead of using OpenCV by @psychedelicious
-  in https://github.com/invoke-ai/InvokeAI/pull/1178
-- Fix typo in docs: s/Formally/Formerly by @noodlebox in
-  https://github.com/invoke-ai/InvokeAI/pull/1176
-- fix clipseg loading problems by @lstein in
-  https://github.com/invoke-ai/InvokeAI/pull/1177
-- Correct color channels in upscale using array slicing by @wfng92 in
-  https://github.com/invoke-ai/InvokeAI/pull/1181
-- Web UI: Filters existing images when adding new images; Fixes #1085 by
-  @psychedelicious in https://github.com/invoke-ai/InvokeAI/pull/1171
-- fix a number of bugs in textual inversion by @lstein in
-  https://github.com/invoke-ai/InvokeAI/pull/1190
-- Improve !fetch, add !replay command by @ArDiouscuros in
-  https://github.com/invoke-ai/InvokeAI/pull/882
-- Fix generation of image with s>1000 by @holstvoogd in
-  https://github.com/invoke-ai/InvokeAI/pull/951
-- Web UI: Gallery improvements by @psychedelicious in
-  https://github.com/invoke-ai/InvokeAI/pull/1198
 - Update CLI.md by @krummrey in https://github.com/invoke-ai/InvokeAI/pull/1211
-- outcropping improvements by @lstein in
+- outcropping improvements by @lstein in https://github.com/invoke-ai/InvokeAI/pull/1207
-  https://github.com/invoke-ai/InvokeAI/pull/1207
+- add support for loading VAE autoencoders by @lstein in https://github.com/invoke-ai/InvokeAI/pull/1216
-- add support for loading VAE autoencoders by @lstein in
+- remove duplicate fix_func for MPS by @wfng92 in https://github.com/invoke-ai/InvokeAI/pull/1210
-  https://github.com/invoke-ai/InvokeAI/pull/1216
+- Metadata storage and retrieval fixes by @lstein in https://github.com/invoke-ai/InvokeAI/pull/1204
-- remove duplicate fix_func for MPS by @wfng92 in
+- nix: add shell.nix file by @Cloudef in https://github.com/invoke-ai/InvokeAI/pull/1170
-  https://github.com/invoke-ai/InvokeAI/pull/1210
+- Web UI: Changes vite dist asset paths to relative by @psychedelicious in https://github.com/invoke-ai/InvokeAI/pull/1185
-- Metadata storage and retrieval fixes by @lstein in
+- Web UI: Removes isDisabled from PromptInput by @psychedelicious in https://github.com/invoke-ai/InvokeAI/pull/1187
-  https://github.com/invoke-ai/InvokeAI/pull/1204
+- Allow user to generate images with initial noise as on M1 / mps system by @ArDiouscuros in https://github.com/invoke-ai/InvokeAI/pull/981
-- nix: add shell.nix file by @Cloudef in
+- feat: adding filename format template by @plucked in https://github.com/invoke-ai/InvokeAI/pull/968
-  https://github.com/invoke-ai/InvokeAI/pull/1170
+- Web UI: Fixes broken bundle by @psychedelicious in https://github.com/invoke-ai/InvokeAI/pull/1242
-- Web UI: Changes vite dist asset paths to relative by @psychedelicious in
+- Support runwayML custom inpainting model by @lstein in https://github.com/invoke-ai/InvokeAI/pull/1243
-  https://github.com/invoke-ai/InvokeAI/pull/1185
+- Update IMG2IMG.md by @talitore in https://github.com/invoke-ai/InvokeAI/pull/1262
-- Web UI: Removes isDisabled from PromptInput by @psychedelicious in
+- New dockerfile - including a build- and a run- script as well as a GH-Action by @mauwii in https://github.com/invoke-ai/InvokeAI/pull/1233
-  https://github.com/invoke-ai/InvokeAI/pull/1187
+- cut over from karras to model noise schedule for higher steps by @lstein in https://github.com/invoke-ai/InvokeAI/pull/1222
-- Allow user to generate images with initial noise as on M1 / mps system by
-  @ArDiouscuros in https://github.com/invoke-ai/InvokeAI/pull/981
-- feat: adding filename format template by @plucked in
-  https://github.com/invoke-ai/InvokeAI/pull/968
-- Web UI: Fixes broken bundle by @psychedelicious in
-  https://github.com/invoke-ai/InvokeAI/pull/1242
-- Support runwayML custom inpainting model by @lstein in
-  https://github.com/invoke-ai/InvokeAI/pull/1243
-- Update IMG2IMG.md by @talitore in
-  https://github.com/invoke-ai/InvokeAI/pull/1262
-- New dockerfile - including a build- and a run- script as well as a GH-Action
-  by @mauwii in https://github.com/invoke-ai/InvokeAI/pull/1233
-- cut over from karras to model noise schedule for higher steps by @lstein in
-  https://github.com/invoke-ai/InvokeAI/pull/1222
 - Prompt tweaks by @lstein in https://github.com/invoke-ai/InvokeAI/pull/1268
-- Outpainting implementation by @Kyle0654 in
+- Outpainting implementation by @Kyle0654 in https://github.com/invoke-ai/InvokeAI/pull/1251
-  https://github.com/invoke-ai/InvokeAI/pull/1251
+- fixing aspect ratio on hires by @tjennings in https://github.com/invoke-ai/InvokeAI/pull/1249
-- fixing aspect ratio on hires by @tjennings in
+- Fix-build-container-action by @mauwii in https://github.com/invoke-ai/InvokeAI/pull/1274
-  https://github.com/invoke-ai/InvokeAI/pull/1249
+- handle all unicode characters by @damian0815 in https://github.com/invoke-ai/InvokeAI/pull/1276
-- Fix-build-container-action by @mauwii in
+- adds models.user.yml to .gitignore by @JakeHL in https://github.com/invoke-ai/InvokeAI/pull/1281
-  https://github.com/invoke-ai/InvokeAI/pull/1274
+- remove debug branch, set fail-fast to false by @mauwii in https://github.com/invoke-ai/InvokeAI/pull/1284
-- handle all unicode characters by @damian0815 in
+- Protect-secrets-on-pr by @mauwii in https://github.com/invoke-ai/InvokeAI/pull/1285
-  https://github.com/invoke-ai/InvokeAI/pull/1276
+- Web UI: Adds initial inpainting implementation by @psychedelicious in https://github.com/invoke-ai/InvokeAI/pull/1225
-- adds models.user.yml to .gitignore by @JakeHL in
+- fix environment-mac.yml - tested on x64 and arm64 by @mauwii in https://github.com/invoke-ai/InvokeAI/pull/1289
-  https://github.com/invoke-ai/InvokeAI/pull/1281
+- Use proper authentication to download model by @mauwii in https://github.com/invoke-ai/InvokeAI/pull/1287
-- remove debug branch, set fail-fast to false by @mauwii in
+- Prevent indexing error for mode RGB by @spezialspezial in https://github.com/invoke-ai/InvokeAI/pull/1294
-  https://github.com/invoke-ai/InvokeAI/pull/1284
+- Integrate sd-v1-5 model into test matrix (easily expandable), remove unecesarry caches by @mauwii in https://github.com/invoke-ai/InvokeAI/pull/1293
-- Protect-secrets-on-pr by @mauwii in
+- add --no-interactive to preload_models step by @mauwii in https://github.com/invoke-ai/InvokeAI/pull/1302
-  https://github.com/invoke-ai/InvokeAI/pull/1285
+- 1-click installer and updater. Uses micromamba to install git and conda into a contained environment (if necessary) before running the normal installation script by @cmdr2 in https://github.com/invoke-ai/InvokeAI/pull/1253
-- Web UI: Adds initial inpainting implementation by @psychedelicious in
+- preload_models.py script downloads the weight files by @lstein in https://github.com/invoke-ai/InvokeAI/pull/1290
-  https://github.com/invoke-ai/InvokeAI/pull/1225
-- fix environment-mac.yml - tested on x64 and arm64 by @mauwii in
-  https://github.com/invoke-ai/InvokeAI/pull/1289
-- Use proper authentication to download model by @mauwii in
-  https://github.com/invoke-ai/InvokeAI/pull/1287
-- Prevent indexing error for mode RGB by @spezialspezial in
-  https://github.com/invoke-ai/InvokeAI/pull/1294
-- Integrate sd-v1-5 model into test matrix (easily expandable), remove
-  unecesarry caches by @mauwii in
-  https://github.com/invoke-ai/InvokeAI/pull/1293
-- add --no-interactive to preload_models step by @mauwii in
-  https://github.com/invoke-ai/InvokeAI/pull/1302
-- 1-click installer and updater. Uses micromamba to install git and conda into a
-  contained environment (if necessary) before running the normal installation
-  script by @cmdr2 in https://github.com/invoke-ai/InvokeAI/pull/1253
-- preload_models.py script downloads the weight files by @lstein in
-  https://github.com/invoke-ai/InvokeAI/pull/1290
 
-## v2.0.1 <small>(13 October 2022)</small>
+## v2.0.1 (13 October 2022)
 
-- fix noisy images at high step count when using k\* samplers
+- fix noisy images at high step count when using k* samplers
-- dream.py script now calls invoke.py module directly rather than via a new
+- dream.py script now calls invoke.py module directly rather than
-  python process (which could break the environment)
+    via a new python process (which could break the environment)
 
 ## v2.0.0 <small>(9 October 2022)</small>
 
-- `dream.py` script renamed `invoke.py`. A `dream.py` script wrapper remains for
+- `dream.py` script renamed `invoke.py`. A `dream.py` script wrapper remains
-  backward compatibility.
+    for backward compatibility.
 - Completely new WebGUI - launch with `python3 scripts/invoke.py --web`
-- Support for [inpainting](features/INPAINTING.md) and
+- Support for [inpainting](features/INPAINTING.md) and [outpainting](features/OUTPAINTING.md)
-  [outpainting](features/OUTPAINTING.md)
+- img2img runs on all k* samplers
-- img2img runs on all k\* samplers
+- Support for [negative prompts](features/PROMPTS.md#negative-and-unconditioned-prompts)
-- Support for
-  [negative prompts](features/PROMPTS.md#negative-and-unconditioned-prompts)
 - Support for CodeFormer face reconstruction
 - Support for Textual Inversion on Macintoshes
-- Support in both WebGUI and CLI for
+- Support in both WebGUI and CLI for [post-processing of previously-generated images](features/POSTPROCESS.md)
-  [post-processing of previously-generated images](features/POSTPROCESS.md)
+    using facial reconstruction, ESRGAN upscaling, outcropping (similar to DALL-E infinite canvas),
-  using facial reconstruction, ESRGAN upscaling, outcropping (similar to DALL-E
+    and "embiggen" upscaling. See the `!fix` command.
-  infinite canvas), and "embiggen" upscaling. See the `!fix` command.
+- New `--hires` option on `invoke>` line allows [larger images to be created without duplicating elements](features/CLI.md#this-is-an-example-of-txt2img), at the cost of some performance.
-- New `--hires` option on `invoke>` line allows
+- New `--perlin` and `--threshold` options allow you to add and control variation
-  [larger images to be created without duplicating elements](features/CLI.md#this-is-an-example-of-txt2img),
+    during image generation (see [Thresholding and Perlin Noise Initialization](features/OTHER.md#thresholding-and-perlin-noise-initialization-options))
-  at the cost of some performance.
+- Extensive metadata now written into PNG files, allowing reliable regeneration of images
-- New `--perlin` and `--threshold` options allow you to add and control
+    and tweaking of previous settings.
-  variation during image generation (see
+- Command-line completion in `invoke.py` now works on Windows, Linux and Mac platforms.
-  [Thresholding and Perlin Noise Initialization](features/OTHER.md#thresholding-and-perlin-noise-initialization-options))
+- Improved [command-line completion behavior](features/CLI.md)
-- Extensive metadata now written into PNG files, allowing reliable regeneration
+    New commands added:
-  of images and tweaking of previous settings.
-- Command-line completion in `invoke.py` now works on Windows, Linux and Mac
-  platforms.
-- Improved [command-line completion behavior](features/CLI.md) New commands
-  added:
   - List command-line history with `!history`
   - Search command-line history with `!search`
   - Clear history with `!clear`
 - Deprecated `--full_precision` / `-F`. Simply omit it and `invoke.py` will auto
-  configure. To switch away from auto use the new flag like
+    configure. To switch away from auto use the new flag like `--precision=float32`.
-  `--precision=float32`.
 
 ## v1.14 <small>(11 September 2022)</small>
 
 - Memory optimizations for small-RAM cards. 512x512 now possible on 4 GB GPUs.
 - Full support for Apple hardware with M1 or M2 chips.
 - Add "seamless mode" for circular tiling of image. Generates beautiful effects.
-  ([prixt](https://github.com/prixt)).
+    ([prixt](https://github.com/prixt)).
 - Inpainting support.
 - Improved web server GUI.
 - Lots of code and documentation cleanups.
@@ -233,17 +138,16 @@ title: Changelog
 ## v1.13 <small>(3 September 2022)</small>
 
 - Support image variations (see [VARIATIONS](features/VARIATIONS.md)
-  ([Kevin Gibbons](https://github.com/bakkot) and many contributors and
+    ([Kevin Gibbons](https://github.com/bakkot) and many contributors and reviewers)
-  reviewers)
+- Supports a Google Colab notebook for a standalone server running on Google hardware
-- Supports a Google Colab notebook for a standalone server running on Google
+    [Arturo Mendivil](https://github.com/artmen1516)
-  hardware [Arturo Mendivil](https://github.com/artmen1516)
 - WebUI supports GFPGAN/ESRGAN facial reconstruction and upscaling
-  [Kevin Gibbons](https://github.com/bakkot)
+    [Kevin Gibbons](https://github.com/bakkot)
 - WebUI supports incremental display of in-progress images during generation
-  [Kevin Gibbons](https://github.com/bakkot)
+    [Kevin Gibbons](https://github.com/bakkot)
 - A new configuration file scheme that allows new models (including upcoming
-  stable-diffusion-v1.5) to be added without altering the code.
+    stable-diffusion-v1.5) to be added without altering the code.
-  ([David Wager](https://github.com/maddavid12))
+    ([David Wager](https://github.com/maddavid12))
 - Can specify --grid on invoke.py command line as the default.
 - Miscellaneous internal bug and stability fixes.
 - Works on M1 Apple hardware.
@@ -255,59 +159,49 @@ title: Changelog
 
 - Improved file handling, including ability to read prompts from standard input.
   (kudos to [Yunsaki](https://github.com/yunsaki)
-- The web server is now integrated with the invoke.py script. Invoke by adding
+- The web server is now integrated with the invoke.py script. Invoke by adding --web to
-  --web to the invoke.py command arguments.
+  the invoke.py command arguments.
 - Face restoration and upscaling via GFPGAN and Real-ESGAN are now automatically
   enabled if the GFPGAN directory is located as a sibling to Stable Diffusion.
-  VRAM requirements are modestly reduced. Thanks to both
+  VRAM requirements are modestly reduced. Thanks to both [Blessedcoolant](https://github.com/blessedcoolant) and
-  [Blessedcoolant](https://github.com/blessedcoolant) and
   [Oceanswave](https://github.com/oceanswave) for their work on this.
-- You can now swap samplers on the invoke> command line.
+- You can now swap samplers on the invoke> command line. [Blessedcoolant](https://github.com/blessedcoolant)
-  [Blessedcoolant](https://github.com/blessedcoolant)
 
 ---
 
 ## v1.11 <small>(26 August 2022)</small>
 
-- NEW FEATURE: Support upscaling and face enhancement using the GFPGAN module.
+- NEW FEATURE: Support upscaling and face enhancement using the GFPGAN module. (kudos to [Oceanswave](https://github.com/Oceanswave)
-  (kudos to [Oceanswave](https://github.com/Oceanswave)
+- You now can specify a seed of -1 to use the previous image's seed, -2 to use the seed for the image generated before that, etc.
-- You now can specify a seed of -1 to use the previous image's seed, -2 to use
+  Seed memory only extends back to the previous command, but will work on all images generated with the -n# switch.
-  the seed for the image generated before that, etc. Seed memory only extends
-  back to the previous command, but will work on all images generated with the
-  -n# switch.
 - Variant generation support temporarily disabled pending more general solution.
-- Created a feature branch named **yunsaki-morphing-invoke** which adds
+- Created a feature branch named **yunsaki-morphing-invoke** which adds experimental support for
-  experimental support for iteratively modifying the prompt and its parameters.
+  iteratively modifying the prompt and its parameters. Please see[Pull Request #86](https://github.com/lstein/stable-diffusion/pull/86)
-  Please
+  for a synopsis of how this works. Note that when this feature is eventually added to the main branch, it will may be modified
-  see[Pull Request #86](https://github.com/lstein/stable-diffusion/pull/86) for
+  significantly.
-  a synopsis of how this works. Note that when this feature is eventually added
-  to the main branch, it will may be modified significantly.
 
 ---
 
 ## v1.10 <small>(25 August 2022)</small>
 
-- A barebones but fully functional interactive web server for online generation
+- A barebones but fully functional interactive web server for online generation of txt2img and img2img.
-  of txt2img and img2img.
 
 ---
 
 ## v1.09 <small>(24 August 2022)</small>
 
 - A new -v option allows you to generate multiple variants of an initial image
-  in img2img mode. (kudos to [Oceanswave](https://github.com/Oceanswave).
+  in img2img mode. (kudos to [Oceanswave](https://github.com/Oceanswave). [
-  [ See this discussion in the PR for examples and details on use](https://github.com/lstein/stable-diffusion/pull/71#issuecomment-1226700810))
+  See this discussion in the PR for examples and details on use](https://github.com/lstein/stable-diffusion/pull/71#issuecomment-1226700810))
-- Added ability to personalize text to image generation (kudos to
+- Added ability to personalize text to image generation (kudos to [Oceanswave](https://github.com/Oceanswave) and [nicolai256](https://github.com/nicolai256))
-  [Oceanswave](https://github.com/Oceanswave) and
-  [nicolai256](https://github.com/nicolai256))
 - Enabled all of the samplers from k_diffusion
 
 ---
 
 ## v1.08 <small>(24 August 2022)</small>
 
-- Escape single quotes on the invoke> command before trying to parse. This
+- Escape single quotes on the invoke> command before trying to parse. This avoids
-  avoids parse errors.
+  parse errors.
 - Removed instruction to get Python3.8 as first step in Windows install.
   Anaconda3 does it for you.
 - Added bounds checks for numeric arguments that could cause crashes.
@@ -317,36 +211,34 @@ title: Changelog
 
 ## v1.07 <small>(23 August 2022)</small>
 
-- Image filenames will now never fill gaps in the sequence, but will be assigned
+- Image filenames will now never fill gaps in the sequence, but will be assigned the
-  the next higher name in the chosen directory. This ensures that the alphabetic
+  next higher name in the chosen directory. This ensures that the alphabetic and chronological
-  and chronological sort orders are the same.
+  sort orders are the same.
 
 ---
 
 ## v1.06 <small>(23 August 2022)</small>
 
-- Added weighted prompt support contributed by
+- Added weighted prompt support contributed by [xraxra](https://github.com/xraxra)
-  [xraxra](https://github.com/xraxra)
+- Example of using weighted prompts to tweak a demonic figure contributed by [bmaltais](https://github.com/bmaltais)
-- Example of using weighted prompts to tweak a demonic figure contributed by
-  [bmaltais](https://github.com/bmaltais)
 
 ---
 
 ## v1.05 <small>(22 August 2022 - after the drop)</small>
 
-- Filenames now use the following formats: 000010.95183149.png -- Two files
+- Filenames now use the following formats:
-  produced by the same command (e.g. -n2), 000010.26742632.png -- distinguished
+  000010.95183149.png -- Two files produced by the same command (e.g. -n2),
-  by a different seed.
+  000010.26742632.png -- distinguished by a different seed.
 
   000011.455191342.01.png -- Two files produced by the same command using
   000011.455191342.02.png -- a batch size>1 (e.g. -b2). They have the same seed.
 
-  000011.4160627868.grid#1-4.png -- a grid of four images (-g); the whole grid
+  000011.4160627868.grid#1-4.png -- a grid of four images (-g); the whole grid can
-  can be regenerated with the indicated key
+  be regenerated with the indicated key
 
 - It should no longer be possible for one image to overwrite another
-- You can use the "cd" and "pwd" commands at the invoke> prompt to set and
+- You can use the "cd" and "pwd" commands at the invoke> prompt to set and retrieve
-  retrieve the path of the output directory.
+  the path of the output directory.
 
 ---
 
@@ -360,28 +252,26 @@ title: Changelog
 
 ## v1.03 <small>(22 August 2022)</small>
 
-- The original txt2img and img2img scripts from the CompViz repository have been
+- The original txt2img and img2img scripts from the CompViz repository have been moved into
-  moved into a subfolder named "orig_scripts", to reduce confusion.
+  a subfolder named "orig_scripts", to reduce confusion.
 
 ---
 
 ## v1.02 <small>(21 August 2022)</small>
 
-- A copy of the prompt and all of its switches and options is now stored in the
+- A copy of the prompt and all of its switches and options is now stored in the corresponding
-  corresponding image in a tEXt metadata field named "Dream". You can read the
+  image in a tEXt metadata field named "Dream". You can read the prompt using scripts/images2prompt.py,
-  prompt using scripts/images2prompt.py, or an image editor that allows you to
+  or an image editor that allows you to explore the full metadata.
-  explore the full metadata. **Please run "conda env update" to load the k_lms
+  **Please run "conda env update" to load the k_lms dependencies!!**
-  dependencies!!**
 
 ---
 
 ## v1.01 <small>(21 August 2022)</small>
 
-- added k_lms sampling. **Please run "conda env update" to load the k_lms
+- added k_lms sampling.
-  dependencies!!**
+  **Please run "conda env update" to load the k_lms dependencies!!**
-- use half precision arithmetic by default, resulting in faster execution and
+- use half precision arithmetic by default, resulting in faster execution and lower memory requirements
-  lower memory requirements Pass argument --full_precision to invoke.py to get
+  Pass argument --full_precision to invoke.py to get slower but more accurate image generation
-  slower but more accurate image generation
 
 ---
 

docs/assets/preflight-checks/outputs/invoke_log.md

@@ -0,0 +1,116 @@
+## 000001.1863159593.png
+![](000001.1863159593.png)
+
+banana sushi -s 50 -S 1863159593 -W 512 -H 512 -C 7.5 -A k_lms
+## 000002.1151955949.png
+![](000002.1151955949.png)
+
+banana sushi -s 50 -S 1151955949 -W 512 -H 512 -C 7.5 -A plms
+## 000003.2736230502.png
+![](000003.2736230502.png)
+
+banana sushi -s 50 -S 2736230502 -W 512 -H 512 -C 7.5 -A ddim
+## 000004.42.png
+![](000004.42.png)
+
+banana sushi -s 50 -S 42 -W 512 -H 512 -C 7.5 -A k_lms
+## 000005.42.png
+![](000005.42.png)
+
+banana sushi -s 50 -S 42 -W 512 -H 512 -C 7.5 -A k_lms
+## 000006.478163327.png
+![](000006.478163327.png)
+
+banana sushi -s 50 -S 478163327 -W 640 -H 448 -C 7.5 -A k_lms
+## 000007.2407640369.png
+![](000007.2407640369.png)
+
+banana sushi -s 50 -S 42 -W 512 -H 512 -C 7.5 -A k_lms -V 2407640369:0.1
+## 000008.2772421987.png
+![](000008.2772421987.png)
+
+banana sushi -s 50 -S 42 -W 512 -H 512 -C 7.5 -A k_lms -V 2772421987:0.1
+## 000009.3532317557.png
+![](000009.3532317557.png)
+
+banana sushi -s 50 -S 42 -W 512 -H 512 -C 7.5 -A k_lms -V 3532317557:0.1
+## 000010.2028635318.png
+![](000010.2028635318.png)
+
+banana sushi -s 50 -S 2028635318 -W 512 -H 512 -C 7.5 -A k_lms
+## 000011.1111168647.png
+![](000011.1111168647.png)
+
+pond with waterlillies -s 50 -S 1111168647 -W 512 -H 512 -C 7.5 -A k_lms
+## 000012.1476370516.png
+![](000012.1476370516.png)
+
+pond with waterlillies -s 50 -S 1476370516 -W 512 -H 512 -C 7.5 -A k_lms
+## 000013.4281108706.png
+![](000013.4281108706.png)
+
+banana sushi -s 50 -S 4281108706 -W 960 -H 960 -C 7.5 -A k_lms
+## 000014.2396987386.png
+![](000014.2396987386.png)
+
+old sea captain with crow on shoulder -s 50 -S 2396987386 -W 512 -H 512 -C 7.5 -I docs/assets/preflight-checks/inputs/Lincoln-and-Parrot-512.png -A k_lms -f 0.75
+## 000015.1252923272.png
+![](000015.1252923272.png)
+
+old sea captain with crow on shoulder -s 50 -S 1252923272 -W 512 -H 512 -C 7.5 -I docs/assets/preflight-checks/inputs/Lincoln-and-Parrot-512-transparent.png -A k_lms -f 0.75
+## 000016.2633891320.png
+![](000016.2633891320.png)
+
+old sea captain with crow on shoulder -s 50 -S 2633891320 -W 512 -H 512 -C 7.5 -I docs/assets/preflight-checks/inputs/Lincoln-and-Parrot-512.png -A plms -f 0.75
+## 000017.1134411920.png
+![](000017.1134411920.png)
+
+old sea captain with crow on shoulder -s 50 -S 1134411920 -W 512 -H 512 -C 7.5 -I docs/assets/preflight-checks/inputs/Lincoln-and-Parrot-512.png -A k_euler_a -f 0.75
+## 000018.47.png
+![](000018.47.png)
+
+big red dog playing with cat -s 50 -S 47 -W 512 -H 512 -C 7.5 -A k_lms
+## 000019.47.png
+![](000019.47.png)
+
+big red++++ dog playing with cat -s 50 -S 47 -W 512 -H 512 -C 7.5 -A k_lms
+## 000020.47.png
+![](000020.47.png)
+
+big red dog playing with cat+++ -s 50 -S 47 -W 512 -H 512 -C 7.5 -A k_lms
+## 000021.47.png
+![](000021.47.png)
+
+big (red dog).swap(tiger) playing with cat -s 50 -S 47 -W 512 -H 512 -C 7.5 -A k_lms
+## 000022.47.png
+![](000022.47.png)
+
+dog:1,cat:2 -s 50 -S 47 -W 512 -H 512 -C 7.5 -A k_lms
+## 000023.47.png
+![](000023.47.png)
+
+dog:2,cat:1 -s 50 -S 47 -W 512 -H 512 -C 7.5 -A k_lms
+## 000024.1029061431.png
+![](000024.1029061431.png)
+
+medusa with cobras -s 50 -S 1029061431 -W 512 -H 512 -C 7.5 -I docs/assets/preflight-checks/inputs/curly.png -A k_lms -f 0.75 -tm hair
+## 000025.1284519352.png
+![](000025.1284519352.png)
+
+bearded man -s 50 -S 1284519352 -W 512 -H 512 -C 7.5 -I docs/assets/preflight-checks/inputs/curly.png -A k_lms -f 0.75 -tm face
+## curly.942491079.gfpgan.png
+![](curly.942491079.gfpgan.png)
+
+!fix ./docs/assets/preflight-checks/inputs/curly.png -s 50 -S 942491079 -W 512 -H 512 -C 7.5 -A k_lms -G 0.8 -ft gfpgan -U 2.0 0.75
+## curly.942491079.outcrop.png
+![](curly.942491079.outcrop.png)
+
+!fix ./docs/assets/preflight-checks/inputs/curly.png -s 50 -S 942491079 -W 512 -H 512 -C 7.5 -A k_lms -c top 64
+## curly.942491079.outpaint.png
+![](curly.942491079.outpaint.png)
+
+!fix ./docs/assets/preflight-checks/inputs/curly.png -s 50 -S 942491079 -W 512 -H 512 -C 7.5 -A k_lms -D top 64
+## curly.942491079.outcrop-01.png
+![](curly.942491079.outcrop-01.png)
+
+!fix ./docs/assets/preflight-checks/inputs/curly.png -s 50 -S 942491079 -W 512 -H 512 -C 7.5 -A k_lms -c top 64