From 297609fd4c58999dccdce333de48969d29c076d7 Mon Sep 17 00:00:00 2001 From: Benjamin Torres Date: Wed, 1 Feb 2023 16:34:39 -0600 Subject: [PATCH] feat: integration of YoloX for layout detection * feat: added YoloX model for layout detection, including tests for images and PDF inference * docs: updated README with force_ocr and deleted comment inside test --------- Co-authored-by: Alan Bertl --- .github/workflows/ci.yml | 10 +- CHANGELOG.md | 4 + Makefile | 2 +- README.md | 34 ++ requirements/base.txt | 20 ++ requirements/dev.txt | 8 +- requirements/test.in | 2 + requirements/test.txt | 23 +- sample-docs/empty-document.pdf | Bin 0 -> 4003 bytes sample-docs/non-embedded.pdf | Bin 0 -> 455896 bytes sample-docs/test-image.jpg | Bin 0 -> 375982 bytes setup.py | 2 + .../models/test_tesseract.py | 1 + test_unstructured_inference/test_api.py | 93 +++++- unstructured_inference/__version__.py | 2 +- unstructured_inference/api.py | 20 +- unstructured_inference/inference/layout.py | 90 +++++- unstructured_inference/models/__init__.py | 46 +++ unstructured_inference/models/yolox.py | 270 ++++++++++++++++ unstructured_inference/visualize.py | 299 ++++++++++++++++++ 20 files changed, 909 insertions(+), 17 deletions(-) create mode 100644 sample-docs/empty-document.pdf create mode 100644 sample-docs/non-embedded.pdf create mode 100644 sample-docs/test-image.jpg create mode 100644 unstructured_inference/models/yolox.py create mode 100644 unstructured_inference/visualize.py diff --git a/.github/workflows/ci.yml b/.github/workflows/ci.yml index b1ad2a31..ca2a9397 100644 --- a/.github/workflows/ci.yml +++ b/.github/workflows/ci.yml @@ -24,13 +24,17 @@ jobs: uses: actions/setup-python@v4 with: python-version: ${{ env.PYTHON_VERSION }} + - name: Install Poppler + run: | + sudo apt-get update + sudo apt-get -y install poppler-utils - name: Setup virtual environment (no cache hit) if: steps.virtualenv-cache.outputs.cache-hit != 'true' run: | python${{ env.PYTHON_VERSION }} -m venv .venv source .venv/bin/activate make install-ci - + lint: runs-on: ubuntu-latest needs: setup @@ -80,6 +84,10 @@ jobs: python${{ env.PYTHON_VERSION }} -m venv .venv source .venv/bin/activate make install-ci + - name: Install Poppler + run: | + sudo apt-get update + sudo apt-get -y install poppler-utils tesseract-ocr - name: Test run: | source .venv/bin/activate diff --git a/CHANGELOG.md b/CHANGELOG.md index 66cb4e5c..e8a3ed08 100644 --- a/CHANGELOG.md +++ b/CHANGELOG.md @@ -1,3 +1,7 @@ +## 0.2.5 + +* Add YoloX model for images and PDFs + ## 0.2.5-dev0 * Add generic model interface diff --git a/Makefile b/Makefile index cea2b31c..7ff1cb74 100644 --- a/Makefile +++ b/Makefile @@ -29,7 +29,7 @@ install-base-pip-packages: .PHONY: install-detectron2 install-detectron2: - pip install "detectron2@git+https://github.com/facebookresearch/detectron2.git@v0.6#egg=detectron2" + pip install "detectron2@git+https://github.com/facebookresearch/detectron2.git@78d5b4f335005091fe0364ce4775d711ec93566e" .PHONY: install-test install-test: diff --git a/README.md b/README.md index f5bb5776..b690432a 100644 --- a/README.md +++ b/README.md @@ -78,6 +78,40 @@ If you are using an Apple M1 chip, use `make run-app-dev` instead of `make start start the API with hot reloading. The API will run at `http:/localhost:8000`. View the swagger documentation at `http://localhost:5000/docs`. + +## YoloX model + +For using the YoloX model the endpoints are: +``` +http://localhost:8000/layout_v1/pdf +http://localhost:8000/layout_v1/image +``` +For example: +``` +curl -X 'POST' 'http://localhost:8000/layout/yolox/image' \ +-F 'file=@sample-docs/test-image.jpg' \ + | jq -C | less -R + +curl -X 'POST' 'http://localhost:8000/layout/yolox/pdf' \ +-F 'file=@sample-docs/loremipsum.pdf' \ + | jq -C | less -R +``` + +If your PDF file doesn't have text embedded you can force the use of OCR with +the parameter force_ocr=True: +``` +curl -X 'POST' 'http://localhost:8000/layout/yolox/pdf' \ +-F 'file=@sample-docs/loremipsum.pdf' \ +-F force_ocr=true + | jq -C | less -R +``` + +or in local: + +``` +layout = yolox_local_inference(filename, type="pdf") +``` + ## Security Policy See our [security policy](https://github.com/Unstructured-IO/unstructured-inference/security/policy) for diff --git a/requirements/base.txt b/requirements/base.txt index 9c47938c..1e47d983 100644 --- a/requirements/base.txt +++ b/requirements/base.txt @@ -18,6 +18,8 @@ charset-normalizer==3.0.1 # requests click==8.1.3 # via uvicorn +coloredlogs==15.0.1 + # via onnxruntime contourpy==1.0.7 # via matplotlib cryptography==39.0.0 @@ -30,6 +32,8 @@ fastapi==0.89.1 # via unstructured-inference (setup.py) filelock==3.9.0 # via huggingface-hub +flatbuffers==23.1.21 + # via onnxruntime fonttools==4.38.0 # via matplotlib h11==0.14.0 @@ -38,23 +42,30 @@ huggingface-hub==0.12.0 # via # timm # unstructured-inference (setup.py) +humanfriendly==10.0 + # via coloredlogs idna==3.4 # via # anyio # requests iopath==0.1.10 # via layoutparser +jsons==1.6.3 + # via unstructured-inference (setup.py) kiwisolver==1.4.4 # via matplotlib layoutparser[layoutmodels,tesseract]==0.3.4 # via unstructured-inference (setup.py) matplotlib==3.6.3 # via pycocotools +mpmath==1.2.1 + # via sympy numpy==1.24.1 # via # contourpy # layoutparser # matplotlib + # onnxruntime # opencv-python # pandas # pycocotools @@ -62,6 +73,8 @@ numpy==1.24.1 # torchvision omegaconf==2.3.0 # via effdet +onnxruntime==1.13.1 + # via unstructured-inference (setup.py) opencv-python==4.6.0.66 # via # layoutparser @@ -70,6 +83,7 @@ packaging==23.0 # via # huggingface-hub # matplotlib + # onnxruntime # pytesseract pandas==1.5.3 # via layoutparser @@ -89,6 +103,8 @@ pillow==9.4.0 # torchvision portalocker==2.7.0 # via iopath +protobuf==4.21.12 + # via onnxruntime pycocotools==2.0.6 # via effdet pycparser==2.21 @@ -127,6 +143,8 @@ sniffio==1.3.0 # via anyio starlette==0.22.0 # via fastapi +sympy==1.11.1 + # via onnxruntime timm==0.6.12 # via effdet torch==1.13.1 @@ -152,6 +170,8 @@ typing-extensions==4.4.0 # starlette # torch # torchvision +typish==1.9.3 + # via jsons urllib3==1.26.14 # via requests uvicorn==0.20.0 diff --git a/requirements/dev.txt b/requirements/dev.txt index 955df12c..ccf46f01 100644 --- a/requirements/dev.txt +++ b/requirements/dev.txt @@ -25,7 +25,7 @@ attrs==22.2.0 # via jsonschema backcall==0.2.0 # via ipython -beautifulsoup4==4.11.1 +beautifulsoup4==4.11.2 # via nbconvert bleach==6.0.0 # via nbconvert @@ -59,7 +59,7 @@ importlib-metadata==6.0.0 # nbconvert importlib-resources==5.10.2 # via jsonschema -ipykernel==6.21.0 +ipykernel==6.20.2 # via # ipywidgets # jupyter @@ -111,7 +111,6 @@ jupyter-console==6.4.4 # via jupyter jupyter-core==5.2.0 # via - # ipykernel # jupyter-client # jupyter-server # nbclassic @@ -161,6 +160,7 @@ nbformat==5.7.3 # notebook nest-asyncio==1.5.6 # via + # ipykernel # nbclassic # notebook notebook==6.5.2 @@ -182,7 +182,7 @@ pexpect==4.8.0 # via ipython pickleshare==0.7.5 # via ipython -pip-tools==6.12.1 +pip-tools==6.12.2 # via -r requirements/dev.in pkgutil-resolve-name==1.3.10 # via jsonschema diff --git a/requirements/test.in b/requirements/test.in index d938a877..f57d2de7 100644 --- a/requirements/test.in +++ b/requirements/test.in @@ -10,5 +10,7 @@ httpx flake8 mypy pytest-cov +pdf2image>=1.16.2 +huggingface_hub>=0.11.1 label_studio_sdk vcrpy diff --git a/requirements/test.txt b/requirements/test.txt index fab3639d..c4459358 100644 --- a/requirements/test.txt +++ b/requirements/test.txt @@ -27,6 +27,8 @@ coverage[toml]==7.1.0 # pytest-cov exceptiongroup==1.1.0 # via pytest +filelock==3.9.0 + # via huggingface-hub flake8==6.0.0 # via -r requirements/test.in h11==0.14.0 @@ -35,6 +37,8 @@ httpcore==0.16.3 # via httpx httpx==0.23.3 # via -r requirements/test.in +huggingface-hub==0.12.0 + # via -r requirements/test.in idna==3.4 # via # anyio @@ -58,9 +62,15 @@ mypy-extensions==0.4.3 # black # mypy packaging==23.0 - # via pytest + # via + # huggingface-hub + # pytest pathspec==0.11.0 # via black +pdf2image==1.16.2 + # via -r requirements/test.in +pillow==9.4.0 + # via pdf2image platformdirs==2.6.2 # via black pluggy==1.0.0 @@ -76,9 +86,13 @@ pytest==7.2.1 pytest-cov==4.0.0 # via -r requirements/test.in pyyaml==6.0 - # via vcrpy + # via + # huggingface-hub + # 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