Upload 72 files

.dockerignore

@@ -0,0 +1,4 @@
+.env
+__pycache__/
+*.pyc
+.git/

.env

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+DB_CONNECTION=mysql
+DB_HOST=127.0.0.1
+DB_PORT=3306
+DB_DATABASE=autentik
+DB_USERNAME=root
+DB_PASSWORD=
+
+API_KEY = "AIzaSyCQVP66E5PazsNWnGCtisISkkKBSgXL8Q0"
+SEARCH_ENGINE_ID = "855f86e3952fc4097"
+GEMINI_API_KEY ="AIzaSyAucpgi1Gavddz4k3pfvIB6q7_0nwKpAeg"

.gitattributes

@@ -44,3 +44,14 @@ FastAPI/model/font-classify-main/sample_data/backgrounds/img04.webp filter=lfs d
 FastAPI/model/font-classify-main/sample_data/backgrounds/img08.webp filter=lfs diff=lfs merge=lfs -text
 FastAPI/model/font-classify-main/sample_data/fonts/Pacifico-Regular.ttf filter=lfs diff=lfs merge=lfs -text
 FastAPI/temp_Muhammad[[:space:]]Adnansyah.pdf filter=lfs diff=lfs merge=lfs -text
+cleaned_certificate.jpg filter=lfs diff=lfs merge=lfs -text
+model/Checkpoint/image/Muhammad[[:space:]]Adnansyah[[:space:]]-[[:space:]]Copy.jpg filter=lfs diff=lfs merge=lfs -text
+model/Checkpoint/image/Muhammad[[:space:]]Adnansyah[[:space:]](1).jpg filter=lfs diff=lfs merge=lfs -text
+model/Checkpoint/image/Muhammad[[:space:]]Adnansyah.jpg filter=lfs diff=lfs merge=lfs -text
+model/font-classify-main/assets/font-classification.png filter=lfs diff=lfs merge=lfs -text
+model/font-classify-main/assets/storia-gui.png filter=lfs diff=lfs merge=lfs -text
+model/font-classify-main/sample_data/backgrounds/img01.webp filter=lfs diff=lfs merge=lfs -text
+model/font-classify-main/sample_data/backgrounds/img04.webp filter=lfs diff=lfs merge=lfs -text
+model/font-classify-main/sample_data/backgrounds/img08.webp filter=lfs diff=lfs merge=lfs -text
+model/font-classify-main/sample_data/fonts/Pacifico-Regular.ttf filter=lfs diff=lfs merge=lfs -text
+temp_Muhammad[[:space:]]Adnansyah.pdf filter=lfs diff=lfs merge=lfs -text

.gitignore

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+*.log
+.DS_Store
+.env
+.env.backup
+.env.production
+.phpactor.json
+.phpunit.result.cache
+/.fleet
+/.idea
+/.nova
+/.phpunit.cache
+/.vscode
+/.zed
+/auth.json
+/node_modules
+/public/build
+/public/hot
+/public/storage
+/storage/*.key
+/storage/pail
+/vendor
+# Monorepo additions
+frontend/vendor/
+frontend/public/build/
+frontend/node_modules/
+frontend/dist/
+# (opsional) jika nanti membuat API terpisah di backend/
+backend/vendor/
+backend/public/build/
+Homestead.json
+Homestead.yaml
+Thumbs.db

Dockerfile

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+FROM python:3.11-slim
+
+# 1. Install System Dependencies
+RUN apt-get update && apt-get install -y --no-install-recommends \
+    build-essential \
+    ca-certificates \
+    curl \
+    poppler-utils \
+    libglib2.0-0 \
+    libsm6 \
+    libxext6 \
+    libxrender1 \
+    libgomp1 \
+    libgl1 \
+    libglvnd0 \
+    && rm -rf /var/lib/apt/lists/*
+
+# 2. Setup User UID 1000 (Standar Hugging Face)
+# Hugging Face mengharuskan user dengan UID 1000
+RUN useradd -m -u 1000 user
+USER user
+ENV HOME=/home/user \
+    PATH=/home/user/.local/bin:$PATH \
+    PYTHONUNBUFFERED=1 \
+    PYTHONDONTWRITEBYTECODE=1 \
+    OMP_NUM_THREADS=1 \
+    MKL_NUM_THREADS=1
+
+# Set working directory di dalam home user
+WORKDIR $HOME/app
+
+# 3. Install Python Dependencies
+# Upgrade pip & install Torch CPU secara eksplisit agar image tidak bengkak
+RUN pip install --no-cache-dir --upgrade pip setuptools wheel && \
+    pip install --no-cache-dir torch torchvision --index-url https://download.pytorch.org/whl/cpu
+
+# Copy requirements dan install
+COPY --chown=user requirements.txt .
+RUN pip install --no-cache-dir -r requirements.txt
+
+# 4. Copy Source Code
+# Pastikan folder ini berisi isi dari folder FastAPI Anda
+COPY --chown=user . $HOME/app
+
+# 5. Konfigurasi Port
+# Hugging Face MEWAJIBKAN port 7860
+EXPOSE 7860
+
+# Jalankan uvicorn di port 7860
+CMD ["uvicorn", "main:app", "--host", "0.0.0.0", "--port", "7860", "--workers", "1"]

__init__.py

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+from fastapi import FastAPI
+from .routers import certificate_router
+
+app = FastAPI(title="Certificate Verifier API")
+app.include_router(certificate_router.router)

database.py

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+import os
+from sqlalchemy import create_engine
+from sqlalchemy.ext.declarative import declarative_base
+from sqlalchemy.orm import sessionmaker
+
+# HAPUS: from dotenv import load_dotenv
+# HAPUS: load_dotenv(dotenv_path)
+
+# Ambil langsung dari environment OS (disuntikkan oleh Docker)
+# Berikan nilai default (fallback) jika variabel tidak ditemukan
+DB_USER = os.getenv("DB_USERNAME", "root")
+DB_PASSWORD = os.getenv("DB_PASSWORD", "root")
+DB_HOST = os.getenv("DB_HOST", "mysql")  # Di Docker, host-nya adalah nama service
+DB_PORT = os.getenv("DB_PORT", "3306")
+DB_NAME = os.getenv("DB_DATABASE", "autentik")
+
+print("=== ENV DEBUG (DOCKER NATIVE) ===")
+print(f"DB_USER: {DB_USER}")
+print(f"DB_HOST: {DB_HOST}")
+print(f"DB_NAME: {DB_NAME}")
+print("================================")
+
+# Pastikan pymysql ada di requirements.txt
+DATABASE_URL = f"mysql+pymysql://{DB_USER}:{DB_PASSWORD}@{DB_HOST}:{DB_PORT}/{DB_NAME}"
+
+print("DATABASE_URL:", DATABASE_URL)
+
+engine = create_engine(DATABASE_URL)
+SessionLocal = sessionmaker(autocommit=False, autoflush=False, bind=engine)
+Base = declarative_base()

main.py

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+from fastapi import FastAPI
+from routers.certificate_router import router as certificate_router
+
+app = FastAPI()
+
+from fastapi.middleware.cors import CORSMiddleware
+
+app.add_middleware(
+    CORSMiddleware,
+    allow_origins=["*"],  
+    allow_credentials=True,
+    allow_methods=["*"],
+    allow_headers=["*"],
+)
+
+
+app.include_router(certificate_router)
+
+@app.get("/")
+def root():
+    return {"message": "API running"}

model/Checkpoint/README.md

@@ -0,0 +1,7 @@
+---
+license: mit
+---
+
+# Font classification model
+
+[Efficientnet B3](https://huggingface.co/timm/efficientnet_b3.ra2_in1k) finetuned on synthetic Google Fonts dataset

model/Checkpoint/gitattributes

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+*.arrow filter=lfs diff=lfs merge=lfs -text
+*.bin filter=lfs diff=lfs merge=lfs -text
+*.bz2 filter=lfs diff=lfs merge=lfs -text
+*.ckpt filter=lfs diff=lfs merge=lfs -text
+*.ftz filter=lfs diff=lfs merge=lfs -text
+*.gz filter=lfs diff=lfs merge=lfs -text
+*.h5 filter=lfs diff=lfs merge=lfs -text
+*.joblib filter=lfs diff=lfs merge=lfs -text
+*.lfs.* filter=lfs diff=lfs merge=lfs -text
+*.mlmodel filter=lfs diff=lfs merge=lfs -text
+*.model filter=lfs diff=lfs merge=lfs -text
+*.msgpack filter=lfs diff=lfs merge=lfs -text
+*.npy filter=lfs diff=lfs merge=lfs -text
+*.npz filter=lfs diff=lfs merge=lfs -text
+*.onnx filter=lfs diff=lfs merge=lfs -text
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+*.parquet filter=lfs diff=lfs merge=lfs -text
+*.pb filter=lfs diff=lfs merge=lfs -text
+*.pickle filter=lfs diff=lfs merge=lfs -text
+*.pkl filter=lfs diff=lfs merge=lfs -text
+*.pt filter=lfs diff=lfs merge=lfs -text
+*.pth filter=lfs diff=lfs merge=lfs -text
+*.rar filter=lfs diff=lfs merge=lfs -text
+*.safetensors filter=lfs diff=lfs merge=lfs -text
+saved_model/**/* filter=lfs diff=lfs merge=lfs -text
+*.tar.* filter=lfs diff=lfs merge=lfs -text
+*.tar filter=lfs diff=lfs merge=lfs -text
+*.tflite filter=lfs diff=lfs merge=lfs -text
+*.tgz filter=lfs diff=lfs merge=lfs -text
+*.wasm filter=lfs diff=lfs merge=lfs -text
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+*.zip filter=lfs diff=lfs merge=lfs -text
+*.zst filter=lfs diff=lfs merge=lfs -text
+*tfevents* filter=lfs diff=lfs merge=lfs -text

model/Checkpoint/model.onnx

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+version https://git-lfs.github.com/spec/v1
+oid sha256:44aa3d46804aa55b7841a0eb6dcc9bb72badd6d01645e5c7448a70525655b7b6
+size 64057660

model/Checkpoint/model_config.yaml

@@ -0,0 +1,3477 @@
+arch: efficientnet_b3.ra2_in1k
+classes: 3473
+classnames:
+- ABeeZee-Italic
+- ABeeZee-Regular
+- ADLaMDisplay-Regular
+- AROneSans[ARRR,wght]
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+- IBMPlexSansCondensed-SemiBold
+- IBMPlexSansCondensed-SemiBoldItalic
+- IBMPlexSansCondensed-Thin
+- IBMPlexSansCondensed-ThinItalic
+- IBMPlexSansDevanagari-Bold
+- IBMPlexSansDevanagari-ExtraLight
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+- IBMPlexSansDevanagari-Medium
+- IBMPlexSansDevanagari-Regular
+- IBMPlexSansDevanagari-SemiBold
+- IBMPlexSansDevanagari-Thin
+- IBMPlexSansHebrew-Bold
+- IBMPlexSansHebrew-ExtraLight
+- IBMPlexSansHebrew-Light
+- IBMPlexSansHebrew-Medium
+- IBMPlexSansHebrew-Regular
+- IBMPlexSansHebrew-SemiBold
+- IBMPlexSansHebrew-Thin
+- IBMPlexSansJP-Bold
+- IBMPlexSansJP-ExtraLight
+- IBMPlexSansJP-Light
+- IBMPlexSansJP-Medium
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+- IBMPlexSansJP-SemiBold
+- IBMPlexSansJP-Thin
+- IBMPlexSansKR-Bold
+- IBMPlexSansKR-ExtraLight
+- IBMPlexSansKR-Light
+- IBMPlexSansKR-Medium
+- IBMPlexSansKR-Regular
+- IBMPlexSansKR-SemiBold
+- IBMPlexSansKR-Thin
+- IBMPlexSansThai-Bold
+- IBMPlexSansThai-ExtraLight
+- IBMPlexSansThai-Light
+- IBMPlexSansThai-Medium
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+- IBMPlexSansThai-SemiBold
+- IBMPlexSansThai-Thin
+- IBMPlexSansThaiLooped-Bold
+- IBMPlexSansThaiLooped-ExtraLight
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+- IBMPlexSansThaiLooped-Medium
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+- Inconsolata-ExpandedBold
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+- Inconsolata-ExtraCondensedBlack
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+- Inconsolata-ExtraCondensedExtraLight
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+- Inconsolata-ExtraExpandedExtraLight
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+- Inconsolata-ExtraExpandedMedium
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+- Inconsolata-SemiCondensedSemiBold
+- Inconsolata-SemiExpanded
+- Inconsolata-SemiExpandedBlack
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+- Inconsolata-UltraExpanded
+- Inconsolata-UltraExpandedBlack
+- Inconsolata-UltraExpandedBold
+- Inconsolata-UltraExpandedExtraBold
+- Inconsolata-UltraExpandedExtraLight
+- Inconsolata-UltraExpandedLight
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+- Inconsolata-UltraExpandedSemiBold
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+- Literata[opsz,wght]
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+- Lora[wght]
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+- Maitree-Light
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+- Mali-Italic
+- Mali-Light
+- Mali-LightItalic
+- Mali-Medium
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+- Manuale[wght]
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+- MarkaziText-VF
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+- Martel-Bold
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+- Martel-Heavy
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+- Martel-Regular
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+- MartelSans-ExtraLight
+- MartelSans-Light
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+- MartelSans-SemiBold
+- MartianMono[wdth,wght]
+- Marvel-Bold
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+- Meddon
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+- Megrim
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+- MeowScript-Regular
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+- Merriweather-Italic
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+- MerriweatherSans[wght]
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+- Mitr-Bold
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+- Mitr-Light
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+- MochiyPopPOne-Regular
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+- Mohave[wght]
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+- MontserratAlternates-Italic
+- MontserratAlternates-Light
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+- MontserratAlternates-Medium
+- MontserratAlternates-MediumItalic
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+- Mukta-Light
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+- MuktaMahee-Regular
+- MuktaMahee-SemiBold
+- MuktaMalar-Bold
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+- MuktaMalar-Light
+- MuktaMalar-Medium
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+- MuktaVaani-Bold
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+- Mulish[wght]
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+size: 320

model/font-classify-main/.gitignore

@@ -0,0 +1,170 @@
+# Repository specific
+sample_data/model
+sample_data/output
+check
+runs
+best_model_params.pt
+
+# Byte-compiled / optimized / DLL files
+__pycache__/
+*.py[cod]
+*$py.class
+
+# C extensions
+*.so
+
+# Distribution / packaging
+.Python
+build/
+develop-eggs/
+dist/
+downloads/
+eggs/
+.eggs/
+lib/
+lib64/
+parts/
+sdist/
+var/
+wheels/
+share/python-wheels/
+*.egg-info/
+.installed.cfg
+*.egg
+MANIFEST
+
+# PyInstaller
+#  Usually these files are written by a python script from a template
+#  before PyInstaller builds the exe, so as to inject date/other infos into it.
+*.manifest
+*.spec
+
+# Installer logs
+pip-log.txt
+pip-delete-this-directory.txt
+
+# Unit test / coverage reports
+htmlcov/
+.tox/
+.nox/
+.coverage
+.coverage.*
+.cache
+nosetests.xml
+coverage.xml
+*.cover
+*.py,cover
+.hypothesis/
+.pytest_cache/
+cover/
+
+# Translations
+*.mo
+*.pot
+
+# Django stuff:
+*.log
+local_settings.py
+db.sqlite3
+db.sqlite3-journal
+
+# Flask stuff:
+instance/
+.webassets-cache
+
+# Scrapy stuff:
+.scrapy
+
+# Sphinx documentation
+docs/_build/
+
+# PyBuilder
+.pybuilder/
+target/
+
+# Jupyter Notebook
+.ipynb_checkpoints
+
+# IPython
+profile_default/
+ipython_config.py
+
+# pyenv
+#   For a library or package, you might want to ignore these files since the code is
+#   intended to run in multiple environments; otherwise, check them in:
+# .python-version
+
+# pipenv
+#   According to pypa/pipenv#598, it is recommended to include Pipfile.lock in version control.
+#   However, in case of collaboration, if having platform-specific dependencies or dependencies
+#   having no cross-platform support, pipenv may install dependencies that don't work, or not
+#   install all needed dependencies.
+#Pipfile.lock
+
+# poetry
+#   Similar to Pipfile.lock, it is generally recommended to include poetry.lock in version control.
+#   This is especially recommended for binary packages to ensure reproducibility, and is more
+#   commonly ignored for libraries.
+#   https://python-poetry.org/docs/basic-usage/#commit-your-poetrylock-file-to-version-control
+#poetry.lock
+
+# pdm
+#   Similar to Pipfile.lock, it is generally recommended to include pdm.lock in version control.
+#pdm.lock
+#   pdm stores project-wide configurations in .pdm.toml, but it is recommended to not include it
+#   in version control.
+#   https://pdm.fming.dev/#use-with-ide
+.pdm.toml
+
+# PEP 582; used by e.g. github.com/David-OConnor/pyflow and github.com/pdm-project/pdm
+__pypackages__/
+
+# Celery stuff
+celerybeat-schedule
+celerybeat.pid
+
+# SageMath parsed files
+*.sage.py
+
+# Environments
+.env
+.venv
+env/
+venv/
+ENV/
+env.bak/
+venv.bak/
+
+# Spyder project settings
+.spyderproject
+.spyproject
+
+# Rope project settings
+.ropeproject
+
+# mkdocs documentation
+/site
+
+# mypy
+.mypy_cache/
+.dmypy.json
+dmypy.json
+
+# Pyre type checker
+.pyre/
+
+# pytype static type analyzer
+.pytype/
+
+# Cython debug symbols
+cython_debug/
+
+# PyCharm
+#  JetBrains specific template is maintained in a separate JetBrains.gitignore that can
+#  be found at https://github.com/github/gitignore/blob/main/Global/JetBrains.gitignore
+#  and can be added to the global gitignore or merged into this file.  For a more nuclear
+#  option (not recommended) you can uncomment the following to ignore the entire idea folder.
+#.idea/
+
+# MacOS
+.DS_Store

model/font-classify-main/README.md

@@ -0,0 +1,65 @@
+# Google Font Classifier
+
+A lightweight classifier that, given an image with text, identifies the [Google Font](https://github.com/google/fonts) that matches it most closely. Performs well both on images with text rendered programatically and on AI-generated images.
+
+![font-classification-image](assets/font-classification.png)
+
+This repository contains scripts to reproduce training dataset generation and model training, as well as our latest checkpoint that classifies ~3,000 Google fonts.
+
+## 🚀 Try our demo
+For a convenient GUI where you can upload your image and get instant predictions and direct links to the relevant Google font, head over to [Storia Lab](https://lab.storia.ai?feature=detect_font). The "Detect font" feature is free for an unlimited number of calls.
+
+![storia-gui](assets/storia-gui.png)
+
+## Run font classification inference
+A pre-trained checkpoint that can classify ~3,000 fonts is available on HuggingFace: [storia/font-classify-onnx](https://huggingface.co/storia/font-classify-onnx).
+
+See [infer_pretrained.py](infer_pretrained.py) for a sample script that loads the model from HuggingFace and runs inference on a directory of images.
+
+### A note on font names
+Our model was trained to output the name of the font *file* that was used for text rendering, e.g. `CoveredByYourGrace.ttf`. However, for some of the Google fonts, their filename doesn't match perfectly the name of the font that the [official Google Fonts API](https://developers.google.com/fonts) recognizes. For instance, the filename `CoveredByYourGrace.ttf` corresponds to the font name `Covered by Your Grace`. The font name is what you can pass to the Google API, or directly to the Google Fonts website as a URL query parameter, e.g. `https://fonts.google.com?query=Covered+By+Your+Grace`.
+
+We have curated these mappings manually under [google_fonts_mapping.tsv](google_fonts_mapping.tsv).
+
+## Train your own model
+
+### Getting started
+Simply install all necessary python dependencies in a virtual environment:
+```
+python -m venv font-venv
+source font-venv/bin/activate
+pip install -r requirements.txt
+```
+
+### Generate training data
+To generate training data, you will need the following resources:
+
+1. **Background images** onto which we will overlay text. These can be any arbitrary images like photographs or graphic art. Of course, the closer they are to the images you will be handling in production, the better. We used the [COCO dataset](https://cocodataset.org/#home) (Common Objects in COntext). You can find a small sample dataset under [sample_data/backgrounds](sample_dataset/backgrounds) to use for development.
+
+    Note that we will use these backgrounds for part of the dataset. For the other part, we use plain backgrounds. The size ratio between these two is controlled by the `--background_ratio` flag.
+
+2. **Font files** used to render text over the background images. The names of these fonts (more precisely their filename) will be the labels of your classifier. We used nearly 3,000 fonts from the [Google Fonts](https://github.com/google/fonts) repository. We excluded some that seem defective, listed in [blacklisted_fonts.txt](blacklisted_fonts.txt). You can find a small sample font selection under [sample_data/fonts](sample_data/fonts) to use for development.
+
+3. **Text snippets** to render. By default, the script uses sentences from Wikipedia. However, you can provide your own text by setting `--text_source=textfile` and `--textfile=/path/to/your/text/file`.
+
+Once you have these folders in place, you can simply run:
+```
+python dataset_generation.py 10000 --backgrounds=... --fonts=...
+```
+where you can replace 10000 with the desired dataset size.
+
+### Run training
+To run training, we recommend a GPU. However, it is feasible to run on CPU as well.
+```
+python train.py --image_folder=... --output_folder=...
+```
+By default, this will train a Resnet50 model, but you can easily swap a different architecture by setting the `--network_type` flag to one of the network types supported by the [timm library](https://huggingface.co/docs/timm/en/reference/models).
+
+### Run inference
+Finally, you can use the inference script on your own model:
+```
+python infer.py --model_folder=... --data_folder=...
+```
+
+## Interested in an API?
+If you want a reliable API and don't want to bother hosting the model yourself, let us know at [info@storia.ai](mailto:info@storia.ai).

model/font-classify-main/blacklisted_fonts.txt

@@ -0,0 +1,112 @@
+AdobeBlank-Regular
+AksaraBaliGalang-Regular
+Chenla
+Content-Bold
+Content-Regular
+FlowBlock-Regular
+FlowCircular-Regular
+FlowRounded-Regular
+Fuggles-Regular
+Hannari-Regular
+jsMath-cmex10
+jsMath-cmsy10
+KarlaTamilInclined-Bold
+KarlaTamilInclined-Regular
+KarlaTamilUpright-Bold
+KarlaTamilUpright-Regular
+Khmer
+Kokoro-Regular
+KolkerBrush-Regular
+KumarOne-Regular
+LibreBarcode128-Regular
+LibreBarcode39-Regular
+LibreBarcode39Extended-Regular
+LibreBarcode39ExtendedText-Regular
+LibreBarcode39Text-Regular
+LibreBarcodeEAN13Text-Regular
+Linefont[wdth,wght]
+Lohit-Bengali
+Lohit-Devanagari
+Lohit-Tamil
+MajorMonoDisplay-Regular
+MyanmarSansPro-Regular
+Nikukyu-Regular
+NotoColorEmoji-Regular
+NotoColorEmojiCompatTest-Regular
+NotoEmoji[wght]
+NotoNaskhArabicUI[wght]
+NotoSansArabic[wdth,wght]
+NotoSansArabicUI[wdth,wght]
+NotoSansBengaliUI[wdth,wght]
+NotoSansDevanagariUI-Black
+NotoSansDevanagariUI-Bold
+NotoSansDevanagariUI-ExtraBold
+NotoSansDevanagariUI-ExtraLight
+NotoSansDevanagariUI-Light
+NotoSansDevanagariUI-Medium
+NotoSansDevanagariUI-Regular
+NotoSansDevanagariUI-SemiBold
+NotoSansDevanagariUI-Thin
+NotoSansGujaratiUI-Black
+NotoSansGujaratiUI-Bold
+NotoSansGujaratiUI-ExtraBold
+NotoSansGujaratiUI-ExtraLight
+NotoSansGujaratiUI-Light
+NotoSansGujaratiUI-Medium
+NotoSansGujaratiUI-Regular
+NotoSansGujaratiUI-SemiBold
+NotoSansGujaratiUI-Thin
+NotoSansGurmukhiUI[wdth,wght]
+NotoSansKannadaUI[wdth,wght]
+NotoSansKhmerUI[wdth,wght]
+NotoSansLaoUI[wdth,wght]
+NotoSansMalayalamUI[wdth,wght]
+NotoSansMyanmarUI-Black
+NotoSansMyanmarUI-Bold
+NotoSansMyanmarUI-ExtraBold
+NotoSansMyanmarUI-ExtraLight
+NotoSansMyanmarUI-Light
+NotoSansMyanmarUI-Medium
+NotoSansMyanmarUI-Regular
+NotoSansMyanmarUI-SemiBold
+NotoSansMyanmarUI-Thin
+NotoSansNKo-Regular
+NotoSansOriyaUI-Black
+NotoSansOriyaUI-Bold
+NotoSansOriyaUI-Regular
+NotoSansOriyaUI-Thin
+NotoSansPhagsPa-Regular
+NotoSansSinhalaUI[wdth,wght]
+NotoSansTamilUI[wdth,wght]
+NotoSansTeluguUI[wdth,wght]
+NotoSansThaiUI[wdth,wght]
+NotoSerifMyanmar-Black
+NotoSerifMyanmar-Bold
+NotoSerifMyanmar-ExtraBold
+NotoSerifMyanmar-ExtraLight
+NotoSerifMyanmar-Light
+NotoSerifMyanmar-Medium
+NotoSerifMyanmar-Regular
+NotoSerifMyanmar-SemiBold
+NotoSerifMyanmar-Thin
+NotoSerifNyiakengPuachueHmong[wght]
+Phetsarath-Bold
+Phetsarath-Regular
+Ponnala-Regular
+Redacted-Regular
+RedactedScript-Bold
+RedactedScript-Light
+RedactedScript-Regular
+Siemreap
+Sitara-Bold
+Sitara-BoldItalic
+Sitara-Italic
+Sitara-Regular
+Souliyo-Regular
+Srisakdi-Bold
+Srisakdi-Regular
+UncialAntiqua-Regular
+Unlock-Regular
+Vibes-Regular
+Wavefont[ROND,YELA,wght]
+Yinmar-Regular

model/font-classify-main/class_names.txt

@@ -0,0 +1,3473 @@
+ABeeZee-Italic
+ABeeZee-Regular
+ADLaMDisplay-Regular
+AROneSans[ARRR,wght]
+Abel-Regular
+AbhayaLibre-Bold
+AbhayaLibre-ExtraBold
+AbhayaLibre-Medium
+AbhayaLibre-Regular
+AbhayaLibre-SemiBold
+Aboreto-Regular
+AbrilFatface-Regular
+AbyssinicaSIL-Regular
+Aclonica-Regular
+Acme-Regular
+Actor-Regular
+Adamina-Regular
+AdobeBlank-Regular
+AdventPro-Italic[wdth,wght]
+AdventPro[wdth,wght]
+Afacad-Italic[wght]
+Afacad[wght]
+Agbalumo-Regular
+Agdasima-Bold
+Agdasima-Regular
+AguafinaScript-Regular
+Akatab-Black
+Akatab-Bold
+Akatab-ExtraBold
+Akatab-Medium
+Akatab-Regular
+Akatab-SemiBold
+AkayaKanadaka-Regular
+AkayaTelivigala-Regular
+Akronim-Regular
+AksaraBaliGalang-Regular
+Akshar[wght]
+Aladin-Regular
+Alata-Regular
+Alatsi-Regular
+AlbertSans-Italic[wght]
+AlbertSans[wght]
+Aldrich-Regular
+Alef-Bold
+Alef-Regular
+Alegreya-Italic[wght]
+AlegreyaSC-Black
+AlegreyaSC-BlackItalic
+AlegreyaSC-Bold
+AlegreyaSC-BoldItalic
+AlegreyaSC-ExtraBold
+AlegreyaSC-ExtraBoldItalic
+AlegreyaSC-Italic
+AlegreyaSC-Medium
+AlegreyaSC-MediumItalic
+AlegreyaSC-Regular
+AlegreyaSans-Black
+AlegreyaSans-BlackItalic
+AlegreyaSans-Bold
+AlegreyaSans-BoldItalic
+AlegreyaSans-ExtraBold
+AlegreyaSans-ExtraBoldItalic
+AlegreyaSans-Italic
+AlegreyaSans-Light
+AlegreyaSans-LightItalic
+AlegreyaSans-Medium
+AlegreyaSans-MediumItalic
+AlegreyaSans-Regular
+AlegreyaSans-Thin
+AlegreyaSans-ThinItalic
+AlegreyaSansSC-Black
+AlegreyaSansSC-BlackItalic
+AlegreyaSansSC-Bold
+AlegreyaSansSC-BoldItalic
+AlegreyaSansSC-ExtraBold
+AlegreyaSansSC-ExtraBoldItalic
+AlegreyaSansSC-Italic
+AlegreyaSansSC-Light
+AlegreyaSansSC-LightItalic
+AlegreyaSansSC-Medium
+AlegreyaSansSC-MediumItalic
+AlegreyaSansSC-Regular
+AlegreyaSansSC-Thin
+AlegreyaSansSC-ThinItalic
+Alegreya[wght]
+Aleo-Italic[wght]
+Aleo[wght]
+AlexBrush-Regular
+Alexandria[wght]
+AlfaSlabOne-Regular
+Alice-Regular
+Alike-Regular
+AlikeAngular-Regular
+Alkalami-Regular
+Alkatra[wght]
+Allan-Bold
+Allan-Regular
+Allerta-Regular
+AllertaStencil-Regular
+Allison-Regular
+Allura-Regular
+Almarai-Bold
+Almarai-ExtraBold
+Almarai-Light
+Almarai-Regular
+Almendra-Bold
+Almendra-BoldItalic
+Almendra-Italic
+Almendra-Regular
+AlmendraDisplay-Regular
+AlmendraSC-Regular
+AlumniSans-Italic[wght]
+AlumniSansCollegiateOne-Italic
+AlumniSansCollegiateOne-Regular
+AlumniSansInlineOne-Italic
+AlumniSansInlineOne-Regular
+AlumniSansPinstripe-Italic
+AlumniSansPinstripe-Regular
+AlumniSans[wght]
+Amarante-Regular
+Amaranth-Bold
+Amaranth-BoldItalic
+Amaranth-Italic
+Amaranth-Regular
+AmaticSC-Bold
+AmaticSC-Regular
+Amethysta-Regular
+Amiko-Bold
+Amiko-Regular
+Amiko-SemiBold
+Amiri-Bold
+Amiri-BoldItalic
+Amiri-Italic
+Amiri-Regular
+AmiriQuran-Regular
+Amita-Bold
+Amita-Regular
+AmstelvarAlpha-VF
+Anaheim-Regular
+AndadaPro-Italic[wght]
+AndadaPro[wght]
+Andika-Bold
+Andika-BoldItalic
+Andika-Italic
+Andika-Regular
+AnekBangla[wdth,wght]
+AnekDevanagari[wdth,wght]
+AnekGujarati[wdth,wght]
+AnekGurmukhi[wdth,wght]
+AnekKannada[wdth,wght]
+AnekLatin[wdth,wght]
+AnekMalayalam[wdth,wght]
+AnekOdia[wdth,wght]
+AnekTamil[wdth,wght]
+AnekTelugu[wdth,wght]
+Angkor-Regular
+AnnieUseYourTelescope-Regular
+AnonymousPro-Bold
+AnonymousPro-BoldItalic
+AnonymousPro-Italic
+AnonymousPro-Regular
+Antic-Regular
+AnticDidone-Regular
+AnticSlab-Regular
+Anton-Regular
+Antonio[wght]
+Anuphan[wght]
+Anybody-Italic[wdth,wght]
+Anybody[wdth,wght]
+AoboshiOne-Regular
+Arapey-Italic
+Arapey-Regular
+Arbutus-Regular
+ArbutusSlab-Regular
+ArchitectsDaughter-Regular
+Archivo-Italic[wdth,wght]
+ArchivoBlack-Regular
+ArchivoNarrow-Italic[wght]
+ArchivoNarrow[wght]
+Archivo[wdth,wght]
+AreYouSerious-Regular
+ArefRuqaa-Bold
+ArefRuqaa-Regular
+ArefRuqaaInk-Bold
+ArefRuqaaInk-Regular
+Arima[wght]
+Arimo-Italic[wght]
+Arimo[wght]
+Arizonia-Regular
+Armata-Regular
+Arsenal-Bold
+Arsenal-BoldItalic
+Arsenal-Italic
+Arsenal-Regular
+Artifika-Regular
+Arvo-Bold
+Arvo-BoldItalic
+Arvo-Italic
+Arvo-Regular
+Arya-Bold
+Arya-Regular
+Asap-Italic[wdth,wght]
+AsapCondensed-Black
+AsapCondensed-BlackItalic
+AsapCondensed-Bold
+AsapCondensed-BoldItalic
+AsapCondensed-ExtraBold
+AsapCondensed-ExtraBoldItalic
+AsapCondensed-ExtraLight
+AsapCondensed-ExtraLightItalic
+AsapCondensed-Italic
+AsapCondensed-Light
+AsapCondensed-LightItalic
+AsapCondensed-Medium
+AsapCondensed-MediumItalic
+AsapCondensed-Regular
+AsapCondensed-SemiBold
+AsapCondensed-SemiBoldItalic
+Asap[wdth,wght]
+Asar-Regular
+Asset-Regular
+Assistant[wght]
+Astloch-Bold
+Astloch-Regular
+Asul-Bold
+Asul-Regular
+Athiti-Bold
+Athiti-ExtraLight
+Athiti-Light
+Athiti-Medium
+Athiti-Regular
+Athiti-SemiBold
+AtkinsonHyperlegible-Bold
+AtkinsonHyperlegible-BoldItalic
+AtkinsonHyperlegible-Italic
+AtkinsonHyperlegible-Regular
+Atma-Bold
+Atma-Light
+Atma-Medium
+Atma-Regular
+Atma-SemiBold
+AtomicAge-Regular
+Aubrey-Regular
+Audiowide-Regular
+AutourOne-Regular
+Average-Regular
+AverageSans-Regular
+AveriaGruesaLibre-Regular
+AveriaLibre-Bold
+AveriaLibre-BoldItalic
+AveriaLibre-Italic
+AveriaLibre-Light
+AveriaLibre-LightItalic
+AveriaLibre-Regular
+AveriaSansLibre-Bold
+AveriaSansLibre-BoldItalic
+AveriaSansLibre-Italic
+AveriaSansLibre-Light
+AveriaSansLibre-LightItalic
+AveriaSansLibre-Regular
+AveriaSerifLibre-Bold
+AveriaSerifLibre-BoldItalic
+AveriaSerifLibre-Italic
+AveriaSerifLibre-Light
+AveriaSerifLibre-LightItalic
+AveriaSerifLibre-Regular
+AzeretMono-Italic[wght]
+AzeretMono[wght]
+B612-Bold
+B612-BoldItalic
+B612-Italic
+B612-Regular
+B612Mono-Bold
+B612Mono-BoldItalic
+B612Mono-Italic
+B612Mono-Regular
+BIZUDGothic-Bold
+BIZUDGothic-Regular
+BIZUDMincho-Bold
+BIZUDMincho-Regular
+BIZUDPGothic-Bold
+BIZUDPGothic-Regular
+BIZUDPMincho-Bold
+BIZUDPMincho-Regular
+BM-HANNA
+Babylonica-Regular
+BacasimeAntique-Regular
+BadScript-Regular
+BagelFatOne-Regular
+Bahiana-Regular
+Bahianita-Regular
+BaiJamjuree-Bold
+BaiJamjuree-BoldItalic
+BaiJamjuree-ExtraLight
+BaiJamjuree-ExtraLightItalic
+BaiJamjuree-Italic
+BaiJamjuree-Light
+BaiJamjuree-LightItalic
+BaiJamjuree-Medium
+BaiJamjuree-MediumItalic
+BaiJamjuree-Regular
+BaiJamjuree-SemiBold
+BaiJamjuree-SemiBoldItalic
+BakbakOne-Regular
+Ballet[opsz]
+Baloo2[wght]
+BalooBhai2[wght]
+BalooBhaijaan2[wght]
+BalooBhaina2[wght]
+BalooChettan2[wght]
+BalooDa2[wght]
+BalooPaaji2[wght]
+BalooTamma2[wght]
+BalooTammudu2[wght]
+BalooThambi2[wght]
+BalsamiqSans-Bold
+BalsamiqSans-BoldItalic
+BalsamiqSans-Italic
+BalsamiqSans-Regular
+Balthazar-Regular
+Bangers-Regular
+Barlow-Black
+Barlow-BlackItalic
+Barlow-Bold
+Barlow-BoldItalic
+Barlow-ExtraBold
+Barlow-ExtraBoldItalic
+Barlow-ExtraLight
+Barlow-ExtraLightItalic
+Barlow-Italic
+Barlow-Light
+Barlow-LightItalic
+Barlow-Medium
+Barlow-MediumItalic
+Barlow-Regular
+Barlow-SemiBold
+Barlow-SemiBoldItalic
+Barlow-Thin
+Barlow-ThinItalic
+BarlowCondensed-Black
+BarlowCondensed-BlackItalic
+BarlowCondensed-Bold
+BarlowCondensed-BoldItalic
+BarlowCondensed-ExtraBold
+BarlowCondensed-ExtraBoldItalic
+BarlowCondensed-ExtraLight
+BarlowCondensed-ExtraLightItalic
+BarlowCondensed-Italic
+BarlowCondensed-Light
+BarlowCondensed-LightItalic
+BarlowCondensed-Medium
+BarlowCondensed-MediumItalic
+BarlowCondensed-Regular
+BarlowCondensed-SemiBold
+BarlowCondensed-SemiBoldItalic
+BarlowCondensed-Thin
+BarlowCondensed-ThinItalic
+BarlowSemiCondensed-Black
+BarlowSemiCondensed-BlackItalic
+BarlowSemiCondensed-Bold
+BarlowSemiCondensed-BoldItalic
+BarlowSemiCondensed-ExtraBold
+BarlowSemiCondensed-ExtraBoldItalic
+BarlowSemiCondensed-ExtraLight
+BarlowSemiCondensed-ExtraLightItalic
+BarlowSemiCondensed-Italic
+BarlowSemiCondensed-Light
+BarlowSemiCondensed-LightItalic
+BarlowSemiCondensed-Medium
+BarlowSemiCondensed-MediumItalic
+BarlowSemiCondensed-Regular
+BarlowSemiCondensed-SemiBold
+BarlowSemiCondensed-SemiBoldItalic
+BarlowSemiCondensed-Thin
+BarlowSemiCondensed-ThinItalic
+Barriecito-Regular
+Barrio-Regular
+Basic-Regular
+Baskervville-Italic
+Baskervville-Regular
+Battambang-Black
+Battambang-Bold
+Battambang-Light
+Battambang-Regular
+Battambang-Thin
+Baumans-Regular
+Bayon-Regular
+BeVietnamPro-Black
+BeVietnamPro-BlackItalic
+BeVietnamPro-Bold
+BeVietnamPro-BoldItalic
+BeVietnamPro-ExtraBold
+BeVietnamPro-ExtraBoldItalic
+BeVietnamPro-ExtraLight
+BeVietnamPro-ExtraLightItalic
+BeVietnamPro-Italic
+BeVietnamPro-Light
+BeVietnamPro-LightItalic
+BeVietnamPro-Medium
+BeVietnamPro-MediumItalic
+BeVietnamPro-Regular
+BeVietnamPro-SemiBold
+BeVietnamPro-SemiBoldItalic
+BeVietnamPro-Thin
+BeVietnamPro-ThinItalic
+BeauRivage-Regular
+BebasNeue-Regular
+Belanosima-Bold
+Belanosima-Regular
+Belanosima-SemiBold
+Belgrano-Regular
+Bellefair-Regular
+Belleza-Regular
+Bellota-Bold
+Bellota-BoldItalic
+Bellota-Italic
+Bellota-Light
+Bellota-LightItalic
+Bellota-Regular
+BellotaText-Bold
+BellotaText-BoldItalic
+BellotaText-Italic
+BellotaText-Light
+BellotaText-LightItalic
+BellotaText-Regular
+BenchNine-Bold
+BenchNine-Light
+BenchNine-Regular
+Benne-Regular
+Bentham-Regular
+BerkshireSwash-Regular
+Besley-Italic[wght]
+Besley[wght]
+BethEllen-Regular
+Bevan-Italic
+Bevan-Regular
+Bhavuka-Regular
+BhuTukaExpandedOne-Regular
+BigShouldersDisplay[wght]
+BigShouldersInlineDisplay[wght]
+BigShouldersInlineText[wght]
+BigShouldersStencilDisplay[wght]
+BigShouldersStencilText[wght]
+BigShouldersText[wght]
+BigelowRules-Regular
+BigshotOne-Regular
+Bilbo-Regular
+BilboSwashCaps-Regular
+BioRhymeExpanded-Bold
+BioRhymeExpanded-ExtraBold
+BioRhymeExpanded-ExtraLight
+BioRhymeExpanded-Light
+BioRhymeExpanded-Regular
+BioRhyme[wdth,wght]
+Birthstone-Regular
+BirthstoneBounce-Medium
+BirthstoneBounce-Regular
+Biryani-Black
+Biryani-Bold
+Biryani-ExtraBold
+Biryani-ExtraLight
+Biryani-Light
+Biryani-Regular
+Biryani-SemiBold
+Bitter-Italic[wght]
+Bitter[wght]
+BlackAndWhitePicture-Regular
+BlackHanSans-Regular
+BlackOpsOne-Regular
+Blaka-Regular
+BlakaHollow-Regular
+BlakaInk-Regular
+Blinker-Black
+Blinker-Bold
+Blinker-ExtraBold
+Blinker-ExtraLight
+Blinker-Light
+Blinker-Regular
+Blinker-SemiBold
+Blinker-Thin
+BodoniModa-Italic[opsz,wght]
+BodoniModa[opsz,wght]
+Bokor-Regular
+BonaNova-Bold
+BonaNova-Italic
+BonaNova-Regular
+Bonbon-Regular
+BonheurRoyale-Regular
+Boogaloo-Regular
+Borel-Regular
+BowlbyOne-Regular
+BowlbyOneSC-Regular
+BraahOne-Regular
+Brawler-Bold
+Brawler-Regular
+BreeSerif-Regular
+BricolageGrotesque[opsz,wdth,wght]
+BrunoAce-Regular
+BrunoAceSC-Regular
+Brygada1918-Italic[wght]
+Brygada1918[wght]
+BubblegumSans-Regular
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model/font-classify-main/dataset_generation.py

@@ -0,0 +1,639 @@
+"""Script to generate data for the font classification task.
+
+Sample run:
+```
+python -m venv my-venv
+source my-venv/bin/activate
+pip install -r requirements.txt
+
+python dataset_generation.py 100
+```
+"""
+
+import colorsys
+import cv2
+import numpy as np
+import os
+import sys
+import random
+import traceback
+import wikipedia
+
+from PIL import Image, ImageDraw, ImageFont
+from argparse import ArgumentParser
+from loguru import logger
+from pathlib import Path
+from sklearn.cluster import KMeans
+from tqdm import tqdm
+from typing import Tuple, Optional
+
+
+logger.remove()
+logger.add(sys.stdout, level="INFO")
+
+
+def get_common_colors(
+    img, colors=32, max_points=-1, N=3, colorspace="rgb", select_color="mean"
+):
+    max_points = int(max_points)
+    img = np.array(img, dtype=np.uint8)
+    h, w = img.shape[0], img.shape[1]
+
+    img_orig_flat = img.reshape(h * w, 3)
+
+    if colorspace == "bgr":
+        img = cv2.cvtColor(img, cv2.COLOR_BGR2RGB)
+    elif colorspace == "hls":
+        img = cv2.cvtColor(img, cv2.COLOR_RGB2HLS)
+    elif colorspace == "hsv":
+        img = cv2.cvtColor(img, cv2.COLOR_RGB2HSV)
+    elif colorspace == "lab":
+        img = cv2.cvtColor(img, cv2.COLOR_RGB2LAB)
+    elif colorspace == "rgb":
+        img = img.copy()
+    else:
+        raise Exception("Unknown colorspace")
+
+    img_flat = img.copy().reshape(h * w, 3)
+
+    if max_points > 0 and max_points < img_flat.shape[0]:
+        idx = np.random.choice(np.arange(img_flat.shape[0]), max_points, replace=False)
+        kmeans = KMeans(n_clusters=colors, n_init="auto", random_state=0).fit(
+            img_flat[idx]
+        )
+        labels = kmeans.predict(img_flat)
+    else:
+        kmeans = KMeans(n_clusters=colors, n_init="auto", random_state=0).fit(img_flat)
+        labels = kmeans.labels_
+
+    unique_labels, counts = np.unique(labels, return_counts=True)
+    sorted_indices = np.argsort(counts)[::-1]
+    most_common_labels = unique_labels[sorted_indices[:N]]
+
+    # loops for cluster center
+    colors = []
+    for ci in np.unique(most_common_labels):
+        if select_color == "mean":
+            colors.append(img_orig_flat[labels == ci, :].mean(axis=0))
+        elif select_color == "median":
+            colors.append(np.median(img_orig_flat[labels == ci, :], axis=0))
+        else:
+            raise Exception("Unknown select_color")
+    return [c.astype(np.uint8) for c in colors]
+
+
+def load_image(image_path):
+    return Image.open(image_path).convert("RGB")
+
+
+def rgb_to_hls(rgb):
+    return colorsys.rgb_to_hls(*[x / 255.0 for x in rgb])
+
+
+def hls_to_rgb(hls):
+    return tuple([int(x * 255) for x in colorsys.hls_to_rgb(*hls)])
+
+
+def triadic_color_hls(rgb):
+    h, l, s = rgb_to_hls(rgb)
+    # s = max(0.7, s)
+    # FIXME: dirty hack for inverse black to white and back
+    # TODO: make some threshold that will define "dark" and "white" colors
+    # and inverse brightness for them
+    # v, s = s, v
+    l = 1.0 - l
+    h_triadic1 = (h + 1 / 3) % 1
+    h_triadic2 = (h + 2 / 3) % 1
+    return hls_to_rgb((h_triadic1, l, s)), hls_to_rgb((h_triadic2, l, s))
+
+
+def opposite_color_hls(rgb):
+    h, l, s = rgb_to_hls(rgb)
+    l = 1.0 - l
+    h_opposite = (h + 1 / 2) % 1
+    return hls_to_rgb((h_opposite, l, s))
+
+
+def get_random_page_content() -> str:
+    page_title = wikipedia.random(1)
+    try:
+        page_content = wikipedia.page(page_title).summary
+    except (wikipedia.DisambiguationError, wikipedia.PageError):
+        return get_random_page_content()
+    return page_content
+
+
+def split_string(string, min_length, max_length):
+    substrings = []
+    start = 0
+    length = len(string)
+
+    for i in range(length // max_length):
+        substr = string[start : start + max_length]
+        start += max_length
+        substrings.append(substr)
+
+    if length - start > min_length:
+        substrings.append(string[start:])
+
+    return substrings
+
+
+def create_strings_from_wikipedia(minimum_length, count, lang, max_length=-1):
+    """
+    Create all string by randomly picking Wikipedia articles and taking sentences from them.
+    """
+    wikipedia.set_lang(lang)
+    sentences = []
+
+    while len(sentences) < count:
+        page_content = get_random_page_content()
+        processed_content = page_content.replace("\n", " ").split(". ")
+        sentence_candidates = [
+            s.strip() for s in processed_content if len(s.split()) > minimum_length
+        ]
+
+        for candidate in sentence_candidates:
+            strings = split_string(candidate, minimum_length, max_length)
+            if len(strings) > 0:
+                sentences.extend(strings)
+        # sentences.extend(sentence_candidates)
+
+    return sentences[0:count]
+
+
+def create_strings_from_textfile(textfile_path, min_length, max_length, count=-1):
+    with open(textfile_path, "r") as f:
+        lines = f.readlines()
+
+    sentences = []
+    for line in lines:
+        if len(line) > min_length:
+            strings = split_string(line, min_length, max_length)
+            sentences.extend(strings)
+
+        if count > 0 and len(sentences) >= count:
+            break
+
+    return sentences[0:count]
+
+
+class ResizeWithPad:
+
+    def __init__(
+        self, new_shape: Tuple[int, int], padding_color: Tuple[int] = (255, 255, 255)
+    ) -> None:
+        self.new_shape = new_shape
+        self.padding_color = padding_color
+
+    def __call__(self, image: np.array, padding_color=None, **kwargs) -> np.array:
+        """Maintains aspect ratio and resizes with padding.
+        Params:
+            image: Image to be resized.
+            new_shape: Expected (width, height) of new image.
+            padding_color: Tuple in BGR of padding color
+        Returns:
+            image: Resized image with padding
+        """
+        if padding_color is None:
+            padding_color = self.padding_color
+        original_shape = (image.shape[1], image.shape[0])
+        ratio = float(max(self.new_shape)) / max(original_shape)
+        new_size = tuple([int(x * ratio) for x in original_shape])
+        image = cv2.resize(image, new_size)
+        delta_w = self.new_shape[0] - new_size[0]
+        delta_h = self.new_shape[1] - new_size[1]
+        top, bottom = delta_h // 2, delta_h - (delta_h // 2)
+        left, right = delta_w // 2, delta_w - (delta_w // 2)
+        image = cv2.copyMakeBorder(
+            image, top, bottom, left, right, cv2.BORDER_CONSTANT, value=padding_color
+        )
+        return image
+
+
+class CutMax:
+    """Cuts the image to the maximum size"""
+
+    def __init__(self, max_size: int = 1024) -> None:
+        self.max_size = max_size
+
+    def __call__(self, image: np.array, **kwargs) -> np.array:
+        """Cuts the image to the maximum size"""
+        if image.shape[0] > self.max_size:
+            image = image[: self.max_size, :, :]
+        if image.shape[1] > self.max_size:
+            image = image[:, : self.max_size, :]
+        return image
+
+
+class FontGenerator:
+    """
+    Generate images with text and background
+    1. Init background images cache
+    2. Load fonts
+    3. Load backgrounds images list
+    4. Generate sample image
+        1. Generate text from wikipedia
+        2. Generate background image
+            1. Get random background image from cache or load new one
+            2. Random crop with random color padding
+            3. Convert to grayscale if needed
+        3. Or generate only color background
+        4. Select random font and font size
+        5. Adjust font color to contrast with background
+        6. Draw text on background
+    """
+
+    def __init__(
+        self,
+        size=(256, 256),
+        min_length=5,
+        max_length=30,
+        backgrounds_path="backgrounds/",
+        fonts_path="fonts/",
+        background_ratio=0.8,
+        gray_color=False,
+        background_type=1,
+        background_cache_size=1000,
+        source="wikipedia",
+        textfile="text.txt",
+        debug=False,
+    ):
+        """
+        Generate images with text and background.
+
+        Parameters:
+        - size: Tuple[int, int] - The size of the generated images.
+        - min_length: int - The minimum length of the generated text.
+        - max_length: int - The maximum length of the generated text.
+        - backgrounds_path: str - The path to the directory containing background images.
+        - fonts_path: str - The path to the directory containing font files.
+        - background_ratio: float - The ratio of background images to be used.
+        - gray_color: bool - Whether to convert the background images to grayscale.
+        - background_type: int - The type of background to generate.
+        - background_cache_size: int - The size of the background images cache.
+        - source: str - The source of the text to generate.
+        - textfile_path: str - The path to the text file containing the text to generate.
+
+        Attributes:
+        - backgrounds: List[str] - The list of background image file paths.
+        - fonts: Dict[str, str] - The dictionary of font names and their corresponding file paths.
+        - fonts_cache: Dict[str, ImageFont] - The cache of loaded font objects.
+        - backgrounds_cache: Dict[str, Image] - The cache of loaded background images.
+        - text_cache: List[str] - The cache of generated text strings.
+        - resizer: ResizeWithPad - The image resizer object.
+
+        Methods:
+        - load_backgrounds(): Loads the background images from the specified directory.
+        - load_fonts(): Loads the font files from the specified directory.
+        - get_random_font(): Returns a random font object from the loaded fonts.
+        - generate_image(): Generates an image with text and background.
+        - get_font_color(): Calculates the font color to contrast with the background.
+        - generate_text(): Generates random text from the specified source.
+        - random_crop_with_padding(): Performs a random crop of the image with padding.
+        - get_random_background(): Returns a random background image from the cache or loads a new one.
+
+        Example usage:
+        generator = FontGenerator(size=(256, 256), min_length=5, max_length=30, backgrounds_path='backgrounds/', fonts_path='fonts/', background_ratio=0.8, gray_color=False, background_type=1, background_cache_size=1000, source='wikipedia', textfile_path='text.txt')
+        image = generator.generate_image(text='Hello World', font_size=32, font_color=(0, 0, 0), position='center', padding=10, background_image=True)
+        image.show()
+        """
+        self.size = size
+        self.min_length = min_length
+        self.max_length = max_length
+        self.backgrounds_path = backgrounds_path
+        self.fonts_path = fonts_path
+        self.background_ratio = background_ratio
+        self.background_type = background_type
+        self.background_cache_size = background_cache_size
+        self.gray_color = gray_color
+        self.source = source
+        self.textfile_path = textfile
+
+        self.backgrounds = []
+        self.fonts = {}
+        self.fonts_cache = {}
+        self.blacklisted_fonts = []
+
+        self.debug = debug
+
+        # Init background images cache
+        self.load_backgrounds()
+        if not self.backgrounds:
+            raise FileNotFoundError(
+                f"No background images found under {self.backgrounds_path}"
+            )
+
+        self.load_blacklisted_fonts("blacklisted_fonts.txt")
+
+        self.load_fonts(self.fonts_path)
+        if not self.fonts:
+            raise FileNotFoundError(f"No fonts found under {self.fonts_path}")
+
+        self.resizer = ResizeWithPad(self.size, (255, 255, 255))
+
+    def load_backgrounds(self):
+        self.backgrounds = []
+        for file in os.listdir(self.backgrounds_path):
+            if file.endswith(".jpg") or file.endswith(".png") or file.endswith(".webp"):
+                self.backgrounds.append(os.path.join(self.backgrounds_path, file))
+
+        # Create a cache for background images
+        self.backgrounds_cache = {}
+        self.text_cache = []
+
+    def load_blacklisted_fonts(self, path: str):
+        # load blacklisted fonts
+        with open(path, "r") as f:
+            for line in f:
+                self.blacklisted_fonts.append(line.strip())
+
+    def load_fonts(self, path: str):
+        for root, dirs, files in os.walk(path):
+            for file in files:
+                if file.endswith(".ttf"):
+                    if file in self.blacklisted_fonts:
+                        continue
+                    fontname = os.path.splitext(file)[0]
+                    print(fontname, os.path.join(root, file))
+                    self.fonts[fontname] = os.path.join(root, file)
+
+    def get_random_font(self):
+        font_name = random.choice(list(self.fonts.keys()))
+        font_path = self.fonts[font_name]
+        if font_name in self.fonts_cache:
+            font = self.fonts_cache[font_name]
+        else:
+            font = ImageFont.truetype(font_path, size=32)
+            self.fonts_cache[font_name] = font
+        return font, font_name
+
+    def generate_image(
+        self,
+        text,
+        font_size: int = 32,
+        font_color: Optional[Tuple[int, int, int]] = (0, 0, 0),
+        position: str = "center",  # center, random
+        padding=10,
+        background_image: bool = False,
+        background_color: Optional[Tuple[int, int, int]] = None,
+    ) -> Image:
+        logger.debug(f"Generating image with text: {text}")
+        # Generate image
+        if background_image:
+            image = self.get_random_background()
+            logger.debug(f"Background image with size: {image.size}")
+            colors = get_common_colors(np.array(image), colors=12, max_points=1e5, N=1)
+            logger.debug(f"Common colors: {colors}")
+            main_color = colors[0]
+            if font_color is None:
+                candidates = [
+                    opposite_color_hls(main_color),
+                    *triadic_color_hls(main_color),
+                ]
+                font_color = random.choice(candidates)
+            logger.debug(f"Font color: {font_color}")
+        elif background_color is not None:
+            image = Image.new("RGB", self.size, background_color)
+            logger.debug(f"Background color: {background_color}")
+        else:
+            rand_color = (
+                random.randint(0, 255),
+                random.randint(0, 255),
+                random.randint(0, 255),
+            )
+            # Generate random color background
+            image = Image.new("RGB", self.size, rand_color)
+            logger.debug(f"Random color background: {rand_color}")
+
+        draw = ImageDraw.Draw(image)
+
+        # Select random font and font size
+        font, font_name = self.get_random_font()
+        font = font.font_variant(size=font_size)
+
+        if font_color is None:
+            # Adjust font color to contrast with background
+            font_color = self.get_font_color(image)
+
+        # Calculate position
+        bbox = font.getbbox(text)
+        text_w, text_h = bbox[2] - bbox[0], bbox[3] - bbox[1]
+        if position == "center":
+            x = (self.size[0] - text_w) / 2
+            y = (self.size[1] - text_h) / 2
+        elif position == "random":
+            # apply padding
+            x = random.randint(padding, max(padding, self.size[0] - text_w - padding))
+            y = random.randint(padding, max(padding, self.size[1] - text_h - padding))
+        else:
+            raise ValueError(f"Unknown position: {position}")
+
+        # Draw text
+        draw.text((x, y), text, fill=font_color, font=font)
+
+        return image, font_name, font_color
+
+    def get_font_color(self, image):
+        """
+        Calculate font color to contrast with background
+        """
+        pass
+
+    def generate_text(self):
+        """
+        Generate random text from wikipedia
+        """
+        if len(self.text_cache) == 0:
+            if self.source == "wikipedia":
+                # Load text from wikipedia
+                self.text_cache.extend(
+                    create_strings_from_wikipedia(
+                        self.min_length, 1000, "en", self.max_length
+                    )
+                )
+            elif self.source == "textfile":
+                # Load text from text file
+                with open(self.textfile_path, "r") as f:
+                    self.text_cache.extend(f.readlines())
+                    if not self.text_cache:
+                        raise ValueError(f"Text file {self.textfile_path} is empty.")
+
+        return self.text_cache.pop()
+
+    def random_crop_with_padding(self, image, pad_color=(255, 255, 255)):
+        """
+        Random crop with padding
+        """
+        assert image.size[0] >= self.size[0] and image.size[1] >= self.size[1]
+        x = random.randint(0, image.size[0] - self.size[0])
+        y = random.randint(0, image.size[1] - self.size[1])
+
+        image = image.crop((x, y, x + self.size[0], y + self.size[1]))
+
+        image = self.resizer(np.array(image), padding_color=pad_color)
+        image = Image.fromarray(image)
+
+        return image
+
+    def get_random_background(self, pad_color=(255, 255, 255)):
+        """
+        Load background image from background cache
+        """
+        # Get random background image
+        random_background = random.choice(self.backgrounds)
+
+        # Load image from cache
+        if random_background in self.backgrounds_cache:
+            background = self.backgrounds_cache[random_background]
+        else:
+            background = Image.open(random_background)
+            background = background.convert("RGB")
+            self.backgrounds_cache[random_background] = background
+
+        # Random crop with padding
+        background = self.random_crop_with_padding(background, pad_color)
+
+        # Apply color
+        if self.gray_color:
+            background = background.convert("L")
+
+        return background
+
+
+def get_n_max_logits(arr: np.array, n: int):
+    """
+    Get n max logits from array, return indices and values
+    """
+    indices = np.argpartition(arr, -n)[-n:]
+    indices = indices[np.argsort(-arr[indices])]
+    values = arr[indices]
+    return indices, values
+
+
+def parse_args():
+    parser = ArgumentParser()
+    parser.add_argument("N", type=int, help="Number of generated examples")
+    parser.add_argument(
+        "--min_length", type=int, default=5, help="Minimum length of generated text"
+    )
+    parser.add_argument(
+        "--max_length", type=int, default=30, help="Maximum length of generated text"
+    )
+    parser.add_argument("--batch_size", type=int, default=200, help="Batch size")
+    parser.add_argument(
+        "--max_fonts", type=int, default=3000, help="Maximum number of fonts to use"
+    )
+    parser.add_argument(
+        "--output", type=str, default="sample_data/output", help="Output folder"
+    )
+    parser.add_argument(
+        "--backgrounds",
+        type=str,
+        default="sample_data/backgrounds/",
+        help="Path for background images, supports JPG, PNG",
+    )
+    parser.add_argument(
+        "--fonts",
+        type=str,
+        default="sample_data/fonts/",
+        help="Path to folder with fonts in TTF format",
+    )
+    parser.add_argument(
+        "--font_size_min", type=int, default=16, help="Minimum font size"
+    )
+    parser.add_argument(
+        "--font_size_max", type=int, default=96, help="Maximum font size"
+    )
+    parser.add_argument(
+        "--background_ratio",
+        type=float,
+        default=0.8,
+        help="Ratio between results with background image and white color",
+    )
+    parser.add_argument(
+        "--contrast_color_ratio",
+        type=float,
+        default=0.5,
+        help="Ratio between results with contrast color and black color",
+    )
+    parser.add_argument(
+        "--text_source",
+        type=str,
+        default="wikipedia",
+        help="Text source: wikipedia, textfile",
+    )
+    parser.add_argument(
+        "--textfile",
+        type=str,
+        default="sample_data/textfile.txt",
+        help="Path to text file with sentences dataset",
+    )
+    parser.add_argument("--debug", action="store_true", help="Debug mode")
+
+    args = parser.parse_args()
+    return args
+
+
+def main(args):
+    # Create output folder
+    os.makedirs(args.output, exist_ok=True)
+
+    # Enable debug logger level if debug mode is on
+    if args.debug:
+        logger.add(sys.stdout, level="DEBUG")
+
+    # Init font generator
+    font_generator = FontGenerator(
+        size=(256, 256),
+        min_length=args.min_length,
+        max_length=args.max_length,
+        backgrounds_path=args.backgrounds,
+        fonts_path=args.fonts,
+        background_ratio=args.background_ratio,
+        source=args.text_source,
+        textfile=args.textfile,
+    )
+
+    # Generate images
+    for i in tqdm(range(args.N)):
+        try:
+            text = font_generator.generate_text()
+
+            if np.random.rand() < args.contrast_color_ratio:
+                font_color = None
+            else:
+                font_color = (0, 0, 0)
+
+            font_size = random.randint(args.font_size_min, args.font_size_max)
+
+            if random.random() < args.background_ratio:
+                background_image = True
+                background_color = None
+            else:
+                background_image = False
+                background_color = tuple(np.random.randint(0, 256, 3))
+
+            # Generate image
+            image, font_name, font_color = font_generator.generate_image(
+                text,
+                position="random",
+                background_image=background_image,
+                font_size=font_size,
+                padding=10,
+                font_color=font_color,
+                background_color=background_color,
+            )
+
+            # Save image
+            (Path(args.output) / font_name).mkdir(exist_ok=True)
+            image.save(os.path.join(args.output, font_name, f"{i}.jpg"))
+        except Exception as e:
+            print(f"Error while generating image {i}: {e}")
+            traceback.print_exc()
+            continue
+
+
+if __name__ == "__main__":
+    args = parse_args()
+    main(args)

model/font-classify-main/infer.py

@@ -0,0 +1,79 @@
+import albumentations as A
+import argparse
+import numpy as np
+import os
+import timm
+import torch
+
+from albumentations.pytorch import ToTensorV2
+from train import CutMax, ResizeWithPad
+from PIL import Image
+
+
+def parse_args():
+    # Create an argument parser
+    parser = argparse.ArgumentParser(description="Inference script")
+
+    # Add arguments
+    parser.add_argument(
+        "--model_folder",
+        type=str,
+        default="sample_data/model",
+        help="Path where the trained model was saved",
+    )
+    parser.add_argument(
+        "--data_folder",
+        type=str,
+        default="sample_data/output/Lato-Regular",
+        help="Path to images to run inference on",
+    )
+    parser.add_argument(
+        "-net",
+        "--network_type",
+        type=str,
+        default="resnet50",
+        help="Type of network architecture",
+    )
+    args = parser.parse_args()
+
+    return args
+
+
+def main(args):
+    with open(os.path.join(args.model_folder, "class_names.txt"), "r") as f:
+        class_names = f.read().splitlines()
+
+    device = torch.device("cuda" if torch.cuda.is_available() else "cpu")
+
+    model = timm.create_model(
+        args.network_type, pretrained=False, num_classes=len(class_names)
+    )
+    model.to(device)
+
+    model_path = os.path.join(args.model_folder, "trained_model.pth")
+    checkpoint = torch.load(model_path, map_location=torch.device(device))
+    model.load_state_dict(checkpoint)
+    model.eval()
+
+    transform = A.Compose(
+        [
+            A.Lambda(image=CutMax(1024)),
+            A.Lambda(image=ResizeWithPad((320, 320))),
+            A.Normalize(mean=[0.485, 0.456, 0.406], std=[0.229, 0.224, 0.225]),
+            ToTensorV2(),
+        ]
+    )
+
+    for image_file in os.listdir(args.data_folder):
+        image_path = os.path.join(args.data_folder, image_file)
+        image = np.array(Image.open(image_path))
+        image = transform(image=image)["image"].unsqueeze(0)
+        probs = model(image)
+        _, prediction = torch.max(probs, 1)
+        print(image_file, class_names[prediction])
+
+
+if __name__ == "__main__":
+    args = parse_args()
+
+    main(args)

model/font-classify-main/infer_pretrained.py

@@ -0,0 +1,85 @@
+import argparse
+import albumentations as A
+import csv
+import huggingface_hub
+import numpy as np
+import onnxruntime as ort
+import os
+import yaml
+
+from PIL import Image
+from train import CutMax, ResizeWithPad
+
+
+CONFIG_PATH = huggingface_hub.hf_hub_download(
+    repo_id="storia/font-classify-onnx", filename="model_config.yaml"
+)
+MODEL_PATH = huggingface_hub.hf_hub_download(
+    repo_id="storia/font-classify-onnx", filename="model.onnx"
+)
+MAPPING_PATH = r"C:\Users\fmaul\Documents\KULIAH\COMPRO\Laravel\autentik-laravel\FastAPI\model\font-classify-main\google_fonts_mapping.tsv"
+
+
+def parse_args():
+    # Create an argument parser
+    parser = argparse.ArgumentParser(
+        description="Inference with pretrained model from Storia"
+    )
+    parser.add_argument(
+        "--data_folder",
+        type=str,
+        default=r"C:\Users\fmaul\Documents\KULIAH\COMPRO\Laravel\autentik-laravel\FastAPI\model\Checkpoint\image",
+        help="Path to images to run inference on",
+    )
+    args = parser.parse_args()
+    return args
+
+
+def softmax(x):
+    """Computes softmax values for each sets of scores in x."""
+    e_x = np.exp(x - np.max(x))
+    return e_x / e_x.sum(axis=0)  # axis=0 for 2d array case
+
+
+def main(args):
+    with open(CONFIG_PATH, "r") as f:
+        config = yaml.safe_load(f)
+    input_size = config["size"]
+
+    google_font_mapping = {}
+    with open(MAPPING_PATH, "r") as f:
+        tsv_file = csv.reader(f, delimiter="\t")
+        for i, row in enumerate(tsv_file):
+            if i > 0:
+                filename, font_name, version = row
+                google_font_mapping[filename] = (font_name, version)
+
+    session = ort.InferenceSession(MODEL_PATH)
+
+    transform = A.Compose(
+        [
+            A.Lambda(image=CutMax(1024)),
+            A.Lambda(image=ResizeWithPad((input_size, input_size))),
+            A.Normalize(mean=[0.485, 0.456, 0.406], std=[0.229, 0.224, 0.225]),
+        ]
+    )
+
+    for image_file in os.listdir(args.data_folder):
+        image_path = os.path.join(args.data_folder, image_file)
+        image = np.array(Image.open(image_path).convert("RGB"))
+        image = transform(image=image)["image"]
+        # Move the channel dimension to the front.
+        image = np.transpose(image, (2, 0, 1))
+        # Add a dummy batch dimension.
+        image = np.expand_dims(image, 0)
+
+        logits = session.run(None, {"input": image})[0][0]
+        probs = softmax(logits)
+        predicted = config["classnames"][probs.argmax(0)]
+        print(image_file, *google_font_mapping.get(predicted))
+
+
+if __name__ == "__main__":
+    args = parse_args()
+
+    main(args)

model/font-classify-main/requirements.txt

@@ -0,0 +1,13 @@
+Pillow==9.5.0  # See https://github.com/tensorflow/models/issues/11040
+albumentations
+huggingface-hub
+loguru
+numpy
+onnxruntime
+opencv-python
+scikit-learn
+tensorboard
+timm
+torch
+tqdm
+wikipedia