[feat] prepare entire docker build with nvidia GPU on hf space cloning https://huggingface.co/spaces/aletrn/samgis

.coveragerc

@@ -0,0 +1,9 @@
+[run]
+source = samgis
+omit = ./venv/*,__version__.py,*tests*,*apps.py,*manage.py,*__init__.py,*migrations*,*asgi*,*wsgi*,*admin.py,*urls.py,./tests/*
+
+[report]
+omit = ./venv/*,*tests*,*apps.py,*manage.py,*__init__.py,*migrations*,*asgi*,*wsgi*,*admin.py,*urls.py,./tests/*
+
+exclude_lines =
+     if __name__ == .__main__.:

.dockerignore

@@ -0,0 +1,16 @@
+venv/
+*.pyc
+__cache__
+.idea
+tmp/
+.env*
+__pycache__
+.DS_Store
+.pytest_cache
+node_modules
+dist
+static/node_modules
+static/dist
+static/.env*
+.coverage
+.git

.gitignore

@@ -0,0 +1,278 @@
+
+# Created by https://www.gitignore.io/api/osx,linux,python,windows,pycharm,visualstudiocode
+
+### Linux ###
+*~
+
+# temporary files which can be created if a process still has a handle open of a deleted file
+.fuse_hidden*
+
+# KDE directory preferences
+.directory
+
+# Linux trash folder which might appear on any partition or disk
+.Trash-*
+
+# .nfs files are created when an open file is removed but is still being accessed
+.nfs*
+
+### OSX ###
+*.DS_Store
+.AppleDouble
+.LSOverride
+
+# Icon must end with two \r
+Icon
+
+# Thumbnails
+._*
+
+# Files that might appear in the root of a volume
+.DocumentRevisions-V100
+.fseventsd
+.Spotlight-V100
+.TemporaryItems
+.Trashes
+.VolumeIcon.icns
+.com.apple.timemachine.donotpresent
+
+# Directories potentially created on remote AFP share
+.AppleDB
+.AppleDesktop
+Network Trash Folder
+Temporary Items
+.apdisk
+
+# CMake
+cmake-build-debug/
+
+# Ruby plugin and RubyMine
+/.rakeTasks
+
+# Crashlytics plugin (for Android Studio and IntelliJ)
+com_crashlytics_export_strings.xml
+crashlytics.properties
+crashlytics-build.properties
+fabric.properties
+
+### Python ###
+# Byte-compiled / optimized / DLL files
+__pycache__/
+*.py[cod]
+*$py.class
+
+# C extensions
+*.so
+
+# Distribution / packaging
+.Python
+build/
+develop-eggs/
+dist/
+downloads/
+eggs/
+.eggs/
+lib/
+lib64/
+parts/
+sdist/
+var/
+wheels/
+*.egg-info/
+.installed.cfg
+*.egg
+
+# PyInstaller
+#  Usually these files are written by a python script from a template
+#  before PyInstaller builds the exe, so as to inject date/other infos into it.
+*.manifest
+*.spec
+
+# Installer logs
+pip-log.txt
+pip-delete-this-directory.txt
+
+# Unit test / coverage reports
+htmlcov/
+.tox/
+.coverage
+.coverage.*
+.cache
+.pytest_cache/
+nosetests.xml
+coverage.xml
+*.cover
+.hypothesis/
+
+# Translations
+*.mo
+*.pot
+
+# Flask stuff:
+instance/
+.webassets-cache
+
+# Scrapy stuff:
+.scrapy
+
+# Sphinx documentation
+docs/_build/doctrees/*
+docs/_build/html/*
+
+# PyBuilder
+target/
+
+# Jupyter Notebook
+.ipynb_checkpoints
+
+# pyenv
+.python-version
+
+# celery beat schedule file
+celerybeat-schedule.*
+
+# SageMath parsed files
+*.sage.py
+
+# Environments
+.env
+.env*
+.venv
+env/
+venv/
+ENV/
+env.bak/
+venv.bak/
+
+# Spyder project settings
+.spyderproject
+.spyproject
+
+# Rope project settings
+.ropeproject
+
+# mkdocs documentation
+/site
+
+# mypy
+.mypy_cache/
+
+### VisualStudioCode ###
+.vscode/*
+!.vscode/settings.json
+!.vscode/tasks.json
+!.vscode/launch.json
+!.vscode/extensions.json
+.history
+
+### Windows ###
+# Windows thumbnail cache files
+Thumbs.db
+ehthumbs.db
+ehthumbs_vista.db
+
+# Folder config file
+Desktop.ini
+
+# Recycle Bin used on file shares
+$RECYCLE.BIN/
+
+# Windows Installer files
+*.cab
+*.msi
+*.msm
+*.msp
+
+# Windows shortcuts
+*.lnk
+
+# Build folder
+
+*/build/*
+
+# custom
+*.ori
+tmp
+nohup.out
+/tests/events.tar
+function_dump_*.json
+
+# onnx models
+*.onnx
+
+# End of https://www.gitignore.io/api/osx,linux,python,windows,pycharm,visualstudiocode
+
+## .idea files
+# Covers JetBrains IDEs: IntelliJ, RubyMine, PhpStorm, AppCode, PyCharm, CLion, Android Studio and WebStorm
+# Reference: https://intellij-support.jetbrains.com/hc/en-us/articles/206544839
+
+# User-specific stuff
+.idea/**/workspace.xml
+.idea/**/tasks.xml
+.idea/**/usage.statistics.xml
+.idea/**/dictionaries
+.idea/**/shelf
+
+# Generated files
+.idea/**/contentModel.xml
+
+# Sensitive or high-churn files
+.idea/**/dataSources/
+.idea/**/dataSources.ids
+.idea/**/dataSources.local.xml
+.idea/**/sqlDataSources.xml
+.idea/**/dynamic.xml
+.idea/**/uiDesigner.xml
+.idea/**/dbnavigator.xml
+
+# Gradle
+.idea/**/gradle.xml
+.idea/**/libraries
+
+# Gradle and Maven with auto-import
+# When using Gradle or Maven with auto-import, you should exclude module files,
+# since they will be recreated, and may cause churn.  Uncomment if using
+# auto-import.
+# .idea/modules.xml
+.idea/*.iml
+# .idea/modules
+
+# CMake
+cmake-build-*/
+
+# Mongo Explorer plugin
+.idea/**/mongoSettings.xml
+
+# File-based project format
+*.iws
+
+# IntelliJ
+out/
+
+# mpeltonen/sbt-idea plugin
+.idea_modules/
+
+# JIRA plugin
+atlassian-ide-plugin.xml
+
+# Cursive Clojure plugin
+.idea/replstate.xml
+
+# Crashlytics plugin (for Android Studio and IntelliJ)
+com_crashlytics_export_strings.xml
+crashlytics.properties
+crashlytics-build.properties
+fabric.properties
+
+# Editor-based Rest Client
+.idea/httpRequests
+
+# Android studio 3.1+ serialized cache file
+.idea/caches/build_file_checksums.ser
+
+# Sonarlint plugin
+.idea/sonarlint
+/.idea/modules.xml
+
+# node_modules
+node_modules

.idea/.gitignore

@@ -0,0 +1,3 @@
+# Default ignored files
+/shelf/
+/workspace.xml

.idea/inspectionProfiles/profiles_settings.xml

@@ -0,0 +1,6 @@
+<component name="InspectionProjectProfileManager">
+  <settings>
+    <option name="USE_PROJECT_PROFILE" value="false" />
+    <version value="1.0" />
+  </settings>
+</component>

.idea/vcs.xml

@@ -0,0 +1,6 @@
+<?xml version="1.0" encoding="UTF-8"?>
+<project version="4">
+  <component name="VcsDirectoryMappings">
+    <mapping directory="" vcs="Git" />
+  </component>
+</project>

Dockerfile

@@ -0,0 +1,173 @@
+# Include global ARGs at the dockerfile top
+ARG ARCH="x86_64"
+ARG LAMBDA_TASK_ROOT="/var/task"
+ARG FASTAPI_STATIC="${LAMBDA_TASK_ROOT}/static"
+ARG PYTHONPATH="${LAMBDA_TASK_ROOT}:${PYTHONPATH}:/usr/local/lib/python3/dist-packages"
+ARG POETRY_NO_INTERACTION=1
+ARG POETRY_VIRTUALENVS_IN_PROJECT=1
+ARG POETRY_VIRTUALENVS_CREATE=1
+ARG POETRY_CACHE_DIR=/tmp/poetry_cache
+
+
+FROM nvcr.io/nvidia/pytorch:24.01-py3 as builder_global
+
+LABEL authors="alessandro@trinca.tornidor.com"
+
+ARG ARCH
+ARG LAMBDA_TASK_ROOT
+ARG PYTHONPATH
+ARG POETRY_NO_INTERACTION
+ARG POETRY_VIRTUALENVS_IN_PROJECT
+ARG POETRY_VIRTUALENVS_CREATE
+ARG POETRY_CACHE_DIR
+ARG DEPENDENCY_GROUP
+
+RUN echo "ARCH: $ARCH ..."
+
+RUN echo "ARG POETRY_CACHE_DIR: ${POETRY_CACHE_DIR} ..."
+RUN echo "ARG PYTHONPATH: $PYTHONPATH ..."
+RUN test -n ${DEPENDENCY_GROUP:?}
+RUN echo "python DEPENDENCY_GROUP: ${DEPENDENCY_GROUP} ..."
+RUN echo "arg dep:"
+
+# Set working directory to function root directory
+WORKDIR ${LAMBDA_TASK_ROOT}
+COPY requirements_poetry.txt pyproject.toml poetry.lock README.md ${LAMBDA_TASK_ROOT}/
+
+RUN cat /etc/lsb-release
+# avoid segment-geospatial exception caused by missing libGL.so.1 library
+RUN echo "BUILDER: check libz.s* before start" && ls -l /usr/lib/${ARCH}-linux-gnu/libz.so*
+
+RUN apt update && apt upgrade -y && apt install -y libgl1 curl python3-pip git-lfs && apt clean
+COPY ./dockerfiles/apt_preferences_ubuntu /etc/apt/preferences
+COPY ./dockerfiles/ubuntu.sources /etc/apt/sources.list.d/ubuntu.sources
+#RUN echo "run update noble..."
+#RUN apt update
+#RUN apt update && apt install -t noble zlib1g -y
+RUN git lfs install
+RUN echo "BUILDER: check libz.s* after install from trixie" && ls -l /usr/lib/${ARCH}-linux-gnu/libz.so*
+
+RUN ls -l /etc/apt/sources* /etc/apt/preferences*
+
+# poetry installation path is NOT within ${LAMBDA_TASK_ROOT}: not needed for runtime docker image
+RUN python -m pip install -r ${LAMBDA_TASK_ROOT}/requirements_poetry.txt
+
+RUN which poetry && poetry --version && poetry config --list
+RUN poetry config virtualenvs.path ${LAMBDA_TASK_ROOT}
+RUN poetry config installer.max-workers 7
+RUN echo "# poetry config --list #" && poetry config --list
+RUN ls -ld ${LAMBDA_TASK_ROOT}/
+#RUN . ${LAMBDA_TASK_ROOT}/.venv/bin/activate && ${LAMBDA_TASK_ROOT}/.venv/bin/python --version && ${LAMBDA_TASK_ROOT}/.venv/bin/python -m pip install pip wheel setuptools --upgrade
+RUN poetry run python -m pip install pip wheel setuptools --upgrade
+RUN poetry install --with ${DEPENDENCY_GROUP} --no-root -vvv
+
+
+FROM nvcr.io/nvidia/pytorch:24.01-py3 as runtime
+
+ARG ARCH
+ARG LAMBDA_TASK_ROOT
+
+ENV VIRTUAL_ENV=${LAMBDA_TASK_ROOT}/.venv \
+    PATH="${LAMBDA_TASK_ROOT}/.venv/bin:$PATH"
+
+RUN echo "COPY --from=builder_global /usr/lib/${ARCH}-linux-gnu/libGL.so* /usr/lib/${ARCH}-linux-gnu/"
+COPY --from=builder_global /usr/lib/${ARCH}-linux-gnu/libGL.so* /usr/lib/${ARCH}-linux-gnu/
+RUN echo "RUNTIME: check libz.s* before upgrade" && ls -l /usr/lib/${ARCH}-linux-gnu/libz.so*
+RUN echo "RUNTIME: remove libz.s* to force upgrade" && rm /usr/lib/${ARCH}-linux-gnu/libz.so*
+COPY --from=builder_global /usr/lib/${ARCH}-linux-gnu/libz.so* /usr/lib/${ARCH}-linux-gnu/
+RUN echo "RUNTIME: check libz.s* after copy" && ls -l /usr/lib/${ARCH}-linux-gnu/libz.so*
+COPY --from=builder_global ${LAMBDA_TASK_ROOT}/.venv ${LAMBDA_TASK_ROOT}/.venv
+
+RUN echo "new LAMBDA_TASK_ROOT after hidden venv copy => ${LAMBDA_TASK_ROOT}"
+RUN ls -ld ${LAMBDA_TASK_ROOT}/
+RUN ls -lA ${LAMBDA_TASK_ROOT}/
+
+
+### conditional section
+FROM node:20-slim AS node_fastapi
+
+ARG DEPENDENCY_GROUP
+ENV PNPM_HOME="/pnpm"
+ENV PATH="$PNPM_HOME:$PATH"
+
+RUN corepack enable
+
+COPY ./static /appnode
+WORKDIR /appnode
+# RUN if [ "${DEPENDENCY_GROUP}" = "fastapi" ]; then echo "pnpm store path:" && pnpm store path; fi
+
+
+FROM node_fastapi AS node_prod_deps
+
+ARG DEPENDENCY_GROUP
+RUN --mount=type=cache,id=pnpm,target=/pnpm/store if [ "${DEPENDENCY_GROUP}" = "fastapi" ]; then \
+    pnpm install --prod --frozen-lockfile; else \
+    echo "DEPENDENCY_GROUP 1: ${DEPENDENCY_GROUP} ..."; fi
+# here multiple conditions concatenated to avoid failing on check
+RUN if [ "${DEPENDENCY_GROUP}" = "fastapi" ]; then if [ ! -d /appnode/node_modules ]; then echo "no node_modules folder" && exit 1; fi; fi
+
+
+FROM node_fastapi AS node_build
+
+ARG DEPENDENCY_GROUP
+ARG VITE__MAP_DESCRIPTION
+ARG VITE__SAMGIS_SPACE
+RUN echo "VITE__MAP_DESCRIPTION:" ${VITE__MAP_DESCRIPTION}
+RUN echo "VITE__SAMGIS_SPACE:" ${VITE__SAMGIS_SPACE}
+
+RUN --mount=type=cache,id=pnpm,target=/pnpm/store if [ "${DEPENDENCY_GROUP}" = "fastapi" ]; then \
+    pnpm install --frozen-lockfile; else \
+    echo "DEPENDENCY_GROUP 2: ${DEPENDENCY_GROUP} ..."; fi
+RUN --mount=type=cache,id=pnpm,target=/pnpm/store if [ "${DEPENDENCY_GROUP}" = "fastapi" ]; then pnpm build; fi
+RUN --mount=type=cache,id=pnpm,target=/pnpm/store if [ "${DEPENDENCY_GROUP}" = "fastapi" ]; then \
+    pnpm tailwindcss -i /appnode/src/input.css -o /appnode/dist/output.css; fi
+RUN if [ "${DEPENDENCY_GROUP}" = "fastapi" ]; then if [ ! -d /appnode/dist ]; then echo "no dist folder" && exit 1; fi; fi
+
+
+FROM runtime
+ARG FASTAPI_STATIC
+RUN mkdir ${FASTAPI_STATIC}
+
+COPY ./machine_learning_models ${LAMBDA_TASK_ROOT}/machine_learning_models
+COPY --from=node_prod_deps /appnode/node_modules* ${FASTAPI_STATIC}/node_modules
+COPY --from=node_build /appnode/dist* ${FASTAPI_STATIC}/dist
+
+
+# Include global arg in this stage of the build
+ARG LAMBDA_TASK_ROOT="/var/task"
+ARG PYTHONPATH="${LAMBDA_TASK_ROOT}:${PYTHONPATH}:/usr/local/lib/python3/dist-packages"
+ENV VIRTUAL_ENV=${LAMBDA_TASK_ROOT}/.venv \
+    PATH="${LAMBDA_TASK_ROOT}/.venv/bin:$PATH"
+ENV IS_AWS_LAMBDA=""
+
+# Set working directory to function root directory
+WORKDIR ${LAMBDA_TASK_ROOT}
+
+COPY samgis ${LAMBDA_TASK_ROOT}/samgis
+COPY wrappers ${LAMBDA_TASK_ROOT}/wrappers
+
+RUN ls -l /usr/bin/which
+RUN /usr/bin/which python
+RUN python -v
+RUN echo "PYTHONPATH: ${PYTHONPATH}."
+RUN echo "PATH: ${PATH}."
+RUN echo "LAMBDA_TASK_ROOT: ${LAMBDA_TASK_ROOT}."
+RUN ls -l ${LAMBDA_TASK_ROOT}
+RUN ls -ld ${LAMBDA_TASK_ROOT}
+RUN ls -l ${LAMBDA_TASK_ROOT}/machine_learning_models
+RUN python -c "import sys; print(sys.path)"
+RUN python -c "import cv2"
+RUN python -c "import fastapi"
+RUN python -c "import geopandas"
+RUN python -c "import loguru"
+RUN python -c "import onnxruntime"
+RUN python -c "import rasterio"
+RUN python -c "import uvicorn"
+RUN df -h
+RUN ls -l ${LAMBDA_TASK_ROOT}/samgis/
+RUN ls -l ${LAMBDA_TASK_ROOT}/wrappers/
+RUN ls -l ${LAMBDA_TASK_ROOT}/static/
+RUN ls -l ${LAMBDA_TASK_ROOT}/static/dist
+RUN ls -l ${LAMBDA_TASK_ROOT}/static/node_modules
+
+CMD ["uvicorn", "wrappers.fastapi_wrapper:app", "--host", "0.0.0.0", "--port", "7860"]

LICENSE.txt

@@ -0,0 +1,21 @@
+MIT License
+
+Copyright (c) 2023 Alessandro Trinca Tornidor
+
+Permission is hereby granted, free of charge, to any person obtaining a copy
+of this software and associated documentation files (the "Software"), to deal
+in the Software without restriction, including without limitation the rights
+to use, copy, modify, merge, publish, distribute, sublicense, and/or sell
+copies of the Software, and to permit persons to whom the Software is
+furnished to do so, subject to the following conditions:
+
+The above copyright notice and this permission notice shall be included in all
+copies or substantial portions of the Software.
+
+THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR
+IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY,
+FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE
+AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER
+LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM,
+OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN THE
+SOFTWARE.

README.md

@@ -1,10 +1,130 @@
 ---
-title: Samgis Lisa On Cuda
-emoji: 📉
-colorFrom: blue
+title: SamGIS
+emoji: 🗺️
+colorFrom: red
 colorTo: blue
 sdk: docker
 pinned: false
+license: mit
 ---
 
-Check out the configuration reference at https://huggingface.co/docs/hub/spaces-config-reference
+## Segment Anything models
+It's possible to prepare the model files using https://github.com/vietanhdev/samexporter/ or using the ones 
+from https://huggingface.co/aletrn/sam-quantized (copy them within the folder `/machine_learning_models`).
+
+## SamGIS - HuggingFace version
+
+The SamGIS HuggingSpace url is https://huggingface.co/spaces/aletrn/samgis.
+Build the docker image this way:
+
+```bash
+# clean any old active containers
+docker stop $(docker ps -a -q); docker rm $(docker ps -a -q)
+
+# build the base docker image from the repository root folder using ARGs:
+# - DEPENDENCY_GROUP=fastapi used by poetry
+# VITE__MAP_DESCRIPTION, VITE__SAMGIS_SPACE used by 'docker build'
+(
+  set -o allexport && source <(cat ./static/.env|grep VITE__) && set +o allexport;
+  env|grep VITE__;
+  docker build . -f dockerfiles/dockerfile-samgis-base --progress=plain \
+  --build-arg DEPENDENCY_GROUP=fastapi \
+  --build-arg VITE__MAP_DESCRIPTION=${VITE__MAP_DESCRIPTION} \
+  --build-arg VITE__SAMGIS_SPACE=${VITE__SAMGIS_SPACE} \
+  --tag registry.gitlab.com/aletrn/gis-prediction
+)
+
+# build the image, use the tag "samgis-huggingface"
+docker build . --tag example-docker-namespace/samgis-huggingface --progress=plain
+```
+
+Run the container (keep it on background) and show logs
+
+```bash
+docker run  -d --name samgis-huggingface -p 7860:7860 example-docker-namespace/samgis-huggingface; docker logs -f samgis-huggingface
+```
+
+Test it with curl using a json payload:
+
+```bash
+URL=http://localhost:7860/infer_samgis
+curl -d@./events/payload_point_eolie.json -H 'accept: application/json' ${URL}
+```
+
+or better visiting the swagger page on http://localhost:7860/docs 
+
+
+## SamGIS - lambda AWS version
+
+Build the docker image this way:
+
+```bash
+# clean any old active containers
+docker stop $(docker ps -a -q); docker rm $(docker ps -a -q)
+
+# build the base docker image with the docker aws repository tag
+docker build . -f dockerfiles/dockerfile-samgis-base --build-arg DEPENDENCY_GROUP=aws_lambda \
+  --tag example-docker-namespace/samgis-base-aws-lambda --progress=plain
+
+# build the final docker image
+docker build . -f dockerfiles/dockerfile-lambda-fastsam-api --tag example-docker-namespace/lambda-fastsam-api --progress=plain
+```
+
+Run the container (keep it on background) and show logs
+
+```bash
+docker run  -d --name lambda-fastsam-api -p 8080:8080 lambda-fastsam-api; docker logs -f lambda-fastsam-api
+```
+
+Test it with curl using a json payload:
+
+```bash
+URL=http://localhost:8080/2015-03-31/functions/function/invocations
+curl -d@./events/payload_point_eolie.json -H 'accept: application/json' ${URL}
+```
+
+### Publish the aws lambda docker image
+Login on aws ECR with the correct aws profile (change the example `example-docker-namespace/` repository url with the one from
+the [ECR push command instructions page](https://eu-west-1.console.aws.amazon.com/ecr/repositories/)).
+
+### Dependencies installation and local tests
+The docker build process needs only the base dependency group plus the `aws_lambda` or `fastapi` optional one.
+Install also the `test` and/or `docs` groups if needed.
+
+### Tests
+
+Tests are defined in the `tests` folder in this project. Use PIP to install the test dependencies and run tests.
+
+```bash
+python -m pytest --cov=samgis --cov-report=term-missing && coverage html
+```
+
+### How to update the static documentation with sphinx
+
+This project documentation uses sphinx-apidoc: it's a tool for automatic generation of Sphinx sources that, using the autodoc
+extension, document a whole package in the style of other automatic API documentation tools. See the 
+[documentation page](https://www.sphinx-doc.org/en/master/man/sphinx-apidoc.html) for details.
+Run the command from the project root:
+
+```bash
+# missing docs folder (run from project root) initialize this way
+cd docs && sphinx-quickstart -p SamGIS -r 1.0.0 -l python --master index
+
+# update docs folder (from project root)
+sphinx-apidoc -f -o docs samgis
+```
+
+Then it's possible to generate the HTML pages
+
+```bash
+cd docs && make html && ../
+
+# to clean old files
+cd docs && make clean html && cd ../
+```
+
+The static documentation it's now ready at the path `docs/_build/html/index.html`.
+ 
+To create a work in progress openapi json or yaml file use
+- `extract-openapi-fastapi.py`
+- `extract-openapi-lambda.py` (useful to export the json schema request and response from lambda app api)

dockerfiles/apt_preferences_debian

@@ -0,0 +1,9 @@
+Explanation: Uninstall or do not install any Debian-originated
+Explanation: package versions other than those in the stable distro
+Package: *
+Pin: release a=stable
+Pin-Priority: 900
+
+Package: zlib1g
+Pin: release a=trixie
+Pin-Priority: -10

dockerfiles/apt_preferences_ubuntu

@@ -0,0 +1,9 @@
+Explanation: Uninstall or do not install any Debian-originated
+Explanation: package versions other than those in the stable distro
+Package: *
+Pin: release a=stable
+Pin-Priority: 900
+
+Package: zlib1g
+Pin: release a=noble
+Pin-Priority: -10

dockerfiles/debian.sources

@@ -0,0 +1,17 @@
+Types: deb deb-src
+URIs: http://deb.debian.org/debian
+Suites: bookworm bookworm-updates
+Components: main
+Signed-By: /usr/share/keyrings/debian-archive-keyring.gpg
+
+Types: deb deb-src
+URIs: http://deb.debian.org/debian-security
+Suites: bookworm-security
+Components: main
+Signed-By: /usr/share/keyrings/debian-archive-keyring.gpg
+
+Types: deb
+URIs: http://deb.debian.org/debian
+Suites: trixie
+Components: main
+Signed-By: /usr/share/keyrings/debian-archive-keyring.gpg

dockerfiles/dockerfile-fastapi-fastsam-api

@@ -0,0 +1 @@
+Dockerfile

dockerfiles/dockerfile-lambda-fastsam-api

@@ -0,0 +1,36 @@
+FROM localhost/samgis-base-aws-lambda:latest
+
+# Include global arg in this stage of the build
+ARG LAMBDA_TASK_ROOT="/var/task"
+ARG PYTHONPATH="${LAMBDA_TASK_ROOT}:${PYTHONPATH}:/usr/local/lib/python3/dist-packages"
+ENV VIRTUAL_ENV=${LAMBDA_TASK_ROOT}/.venv \
+    PATH="${LAMBDA_TASK_ROOT}/.venv/bin:$PATH"
+ENV IS_AWS_LAMBDA="True"
+
+# Set working directory to function root directory
+WORKDIR ${LAMBDA_TASK_ROOT}
+COPY ./samgis ${LAMBDA_TASK_ROOT}/samgis
+COPY ./wrappers ${LAMBDA_TASK_ROOT}/wrappers
+
+RUN ls -l /usr/bin/which
+RUN /usr/bin/which python
+RUN python -v
+RUN echo "PYTHONPATH: ${PYTHONPATH}."
+RUN echo "PATH: ${PATH}."
+RUN echo "LAMBDA_TASK_ROOT: ${LAMBDA_TASK_ROOT}."
+RUN ls -l ${LAMBDA_TASK_ROOT}
+RUN ls -ld ${LAMBDA_TASK_ROOT}
+RUN ls -l ${LAMBDA_TASK_ROOT}/machine_learning_models
+RUN python -c "import sys; print(sys.path)"
+RUN python -c "import awslambdaric"
+RUN python -c "import cv2"
+RUN python -c "import geopandas"
+RUN python -c "import onnxruntime"
+RUN python -c "import rasterio"
+RUN df -h
+RUN ls -l /lambda-entrypoint.sh
+RUN ls -l ${LAMBDA_TASK_ROOT}/samgis/
+RUN ls -l ${LAMBDA_TASK_ROOT}/wrappers/
+
+ENTRYPOINT  ["/lambda-entrypoint.sh"]
+CMD [ "wrappers.lambda_wrapper.lambda_handler" ]

dockerfiles/dockerfile-lisa-base

@@ -0,0 +1,140 @@
+# Include global ARGs at the dockerfile top
+ARG ARCH="x86_64"
+ARG LAMBDA_TASK_ROOT="/var/task"
+ARG FASTAPI_STATIC="${LAMBDA_TASK_ROOT}/static"
+ARG PYTHONPATH="${LAMBDA_TASK_ROOT}:${PYTHONPATH}:/usr/local/lib/python3/dist-packages"
+ARG POETRY_NO_INTERACTION=1
+ARG POETRY_VIRTUALENVS_IN_PROJECT=1
+ARG POETRY_VIRTUALENVS_CREATE=1
+ARG POETRY_CACHE_DIR=/tmp/poetry_cache
+
+
+FROM nvcr.io/nvidia/pytorch:24.01-py3 as builder_global
+
+LABEL authors="alessandro@trinca.tornidor.com"
+
+ARG ARCH
+ARG LAMBDA_TASK_ROOT
+ARG PYTHONPATH
+ARG POETRY_NO_INTERACTION
+ARG POETRY_VIRTUALENVS_IN_PROJECT
+ARG POETRY_VIRTUALENVS_CREATE
+ARG POETRY_CACHE_DIR
+ARG DEPENDENCY_GROUP
+
+RUN echo "ARCH: $ARCH ..."
+
+RUN echo "ARG POETRY_CACHE_DIR: ${POETRY_CACHE_DIR} ..."
+RUN echo "ARG PYTHONPATH: $PYTHONPATH ..."
+RUN test -n ${DEPENDENCY_GROUP:?}
+RUN echo "python DEPENDENCY_GROUP: ${DEPENDENCY_GROUP} ..."
+RUN echo "arg dep:"
+
+# Set working directory to function root directory
+WORKDIR ${LAMBDA_TASK_ROOT}
+COPY requirements_poetry.txt pyproject.toml poetry.lock README.md ${LAMBDA_TASK_ROOT}/
+
+RUN cat /etc/lsb-release
+# avoid segment-geospatial exception caused by missing libGL.so.1 library
+RUN echo "BUILDER: check libz.s* before start" && ls -l /usr/lib/${ARCH}-linux-gnu/libz.so*
+
+ADD https://github.com/AkihiroSuda/clone3-workaround/releases/download/v1.0.0/clone3-workaround.x86_64 /clone3-workaround
+RUN chmod 755 /clone3-workaround
+SHELL ["/clone3-workaround","/bin/sh", "-c"]
+
+RUN apt update && apt upgrade -y && apt install -y libgl1 curl python3-pip git-lfs && apt clean
+COPY ./dockerfiles/apt_preferences_ubuntu /etc/apt/preferences
+COPY ./dockerfiles/ubuntu.sources /etc/apt/sources.list.d/ubuntu.sources
+#RUN echo "run update noble..."
+#RUN apt update
+#RUN apt update && apt install -t noble zlib1g -y
+RUN git lfs install
+RUN echo "BUILDER: check libz.s* after install from trixie" && ls -l /usr/lib/${ARCH}-linux-gnu/libz.so*
+
+RUN ls -l /etc/apt/sources* /etc/apt/preferences*
+
+# poetry installation path is NOT within ${LAMBDA_TASK_ROOT}: not needed for runtime docker image
+RUN python -m pip install -r ${LAMBDA_TASK_ROOT}/requirements_poetry.txt
+
+RUN which poetry && poetry --version && poetry config --list
+RUN poetry config virtualenvs.path ${LAMBDA_TASK_ROOT}
+RUN poetry config installer.max-workers 7
+RUN echo "# poetry config --list #" && poetry config --list
+RUN ls -ld ${LAMBDA_TASK_ROOT}/
+#RUN . ${LAMBDA_TASK_ROOT}/.venv/bin/activate && ${LAMBDA_TASK_ROOT}/.venv/bin/python --version && ${LAMBDA_TASK_ROOT}/.venv/bin/python -m pip install pip wheel setuptools --upgrade
+RUN poetry run python -m pip install pip wheel setuptools --upgrade
+RUN poetry install --with ${DEPENDENCY_GROUP} --no-root -vvv
+
+
+FROM nvcr.io/nvidia/pytorch:24.01-py3 as runtime
+
+ARG ARCH
+ARG LAMBDA_TASK_ROOT
+
+ENV VIRTUAL_ENV=${LAMBDA_TASK_ROOT}/.venv \
+    PATH="${LAMBDA_TASK_ROOT}/.venv/bin:$PATH"
+
+RUN echo "COPY --from=builder_global /usr/lib/${ARCH}-linux-gnu/libGL.so* /usr/lib/${ARCH}-linux-gnu/"
+COPY --from=builder_global /usr/lib/${ARCH}-linux-gnu/libGL.so* /usr/lib/${ARCH}-linux-gnu/
+RUN echo "RUNTIME: check libz.s* before upgrade" && ls -l /usr/lib/${ARCH}-linux-gnu/libz.so*
+RUN echo "RUNTIME: remove libz.s* to force upgrade" && rm /usr/lib/${ARCH}-linux-gnu/libz.so*
+COPY --from=builder_global /usr/lib/${ARCH}-linux-gnu/libz.so* /usr/lib/${ARCH}-linux-gnu/
+RUN echo "RUNTIME: check libz.s* after copy" && ls -l /usr/lib/${ARCH}-linux-gnu/libz.so*
+COPY --from=builder_global ${LAMBDA_TASK_ROOT}/.venv ${LAMBDA_TASK_ROOT}/.venv
+
+RUN echo "new LAMBDA_TASK_ROOT after hidden venv copy => ${LAMBDA_TASK_ROOT}"
+RUN ls -ld ${LAMBDA_TASK_ROOT}/
+RUN ls -lA ${LAMBDA_TASK_ROOT}/
+
+
+### conditional section
+FROM node:20-slim AS node_fastapi
+
+ARG DEPENDENCY_GROUP
+ENV PNPM_HOME="/pnpm"
+ENV PATH="$PNPM_HOME:$PATH"
+
+ADD https://github.com/AkihiroSuda/clone3-workaround/releases/download/v1.0.0/clone3-workaround.x86_64 /clone3-workaround
+RUN chmod 755 /clone3-workaround
+SHELL ["/clone3-workaround","/bin/sh", "-c"]
+RUN corepack enable
+
+COPY ./static /appnode
+WORKDIR /appnode
+# RUN if [ "${DEPENDENCY_GROUP}" = "fastapi" ]; then echo "pnpm store path:" && pnpm store path; fi
+
+
+FROM node_fastapi AS node_prod_deps
+
+ARG DEPENDENCY_GROUP
+RUN --mount=type=cache,id=pnpm,target=/pnpm/store if [ "${DEPENDENCY_GROUP}" = "fastapi" ]; then \
+    pnpm install --prod --frozen-lockfile; else \
+    echo "DEPENDENCY_GROUP 1: ${DEPENDENCY_GROUP} ..."; fi
+# here multiple conditions concatenated to avoid failing on check
+RUN if [ "${DEPENDENCY_GROUP}" = "fastapi" ]; then if [ ! -d /appnode/node_modules ]; then echo "no node_modules folder" && exit 1; fi; fi
+
+
+FROM node_fastapi AS node_build
+
+ARG DEPENDENCY_GROUP
+ARG VITE__MAP_DESCRIPTION
+ARG VITE__SAMGIS_SPACE
+RUN echo "VITE__MAP_DESCRIPTION:" ${VITE__MAP_DESCRIPTION}
+RUN echo "VITE__SAMGIS_SPACE:" ${VITE__SAMGIS_SPACE}
+
+RUN --mount=type=cache,id=pnpm,target=/pnpm/store if [ "${DEPENDENCY_GROUP}" = "fastapi" ]; then \
+    pnpm install --frozen-lockfile; else \
+    echo "DEPENDENCY_GROUP 2: ${DEPENDENCY_GROUP} ..."; fi
+RUN --mount=type=cache,id=pnpm,target=/pnpm/store if [ "${DEPENDENCY_GROUP}" = "fastapi" ]; then pnpm build; fi
+RUN --mount=type=cache,id=pnpm,target=/pnpm/store if [ "${DEPENDENCY_GROUP}" = "fastapi" ]; then \
+    pnpm tailwindcss -i /appnode/src/input.css -o /appnode/dist/output.css; fi
+RUN if [ "${DEPENDENCY_GROUP}" = "fastapi" ]; then if [ ! -d /appnode/dist ]; then echo "no dist folder" && exit 1; fi; fi
+
+
+FROM runtime
+ARG FASTAPI_STATIC
+RUN mkdir ${FASTAPI_STATIC}
+
+COPY ./machine_learning_models ${LAMBDA_TASK_ROOT}/machine_learning_models
+COPY --from=node_prod_deps /appnode/node_modules* ${FASTAPI_STATIC}/node_modules
+COPY --from=node_build /appnode/dist* ${FASTAPI_STATIC}/dist

dockerfiles/dockerfile-lisa-predictions

@@ -0,0 +1,45 @@
+FROM registry.gitlab.com/aletrn/gis-lisa-base:1.2.2
+
+# Include global arg in this stage of the build
+ARG LAMBDA_TASK_ROOT="/var/task"
+ARG PYTHONPATH="${LAMBDA_TASK_ROOT}:${PYTHONPATH}:/usr/local/lib/python3/dist-packages"
+ENV VIRTUAL_ENV=${LAMBDA_TASK_ROOT}/.venv \
+    PATH="${LAMBDA_TASK_ROOT}/.venv/bin:$PATH"
+ENV IS_AWS_LAMBDA=""
+
+# Set working directory to function root directory
+WORKDIR ${LAMBDA_TASK_ROOT}
+
+ADD https://github.com/AkihiroSuda/clone3-workaround/releases/download/v1.0.0/clone3-workaround.x86_64 /clone3-workaround
+RUN chmod 755 /clone3-workaround
+SHELL ["/clone3-workaround","/bin/sh", "-c"]
+
+COPY scripts ${LAMBDA_TASK_ROOT}/scripts
+COPY samgis ${LAMBDA_TASK_ROOT}/samgis
+COPY wrappers ${LAMBDA_TASK_ROOT}/wrappers
+
+RUN ls -l /usr/bin/which
+RUN /usr/bin/which python
+RUN python -v
+RUN echo "PYTHONPATH: ${PYTHONPATH}."
+RUN echo "PATH: ${PATH}."
+RUN echo "LAMBDA_TASK_ROOT: ${LAMBDA_TASK_ROOT}."
+RUN ls -l ${LAMBDA_TASK_ROOT}
+RUN ls -ld ${LAMBDA_TASK_ROOT}
+RUN ls -l ${LAMBDA_TASK_ROOT}/machine_learning_models
+RUN python -c "import sys; print(sys.path)"
+RUN python -c "import cv2"
+RUN python -c "import fastapi"
+RUN python -c "import geopandas"
+RUN python -c "import loguru"
+RUN python -c "import onnxruntime"
+RUN python -c "import rasterio"
+RUN python -c "import uvicorn"
+RUN df -h
+RUN ls -l ${LAMBDA_TASK_ROOT}/samgis/
+RUN ls -l ${LAMBDA_TASK_ROOT}/wrappers/
+RUN ls -l ${LAMBDA_TASK_ROOT}/static/
+RUN ls -l ${LAMBDA_TASK_ROOT}/static/dist
+RUN ls -l ${LAMBDA_TASK_ROOT}/static/node_modules
+
+CMD ["uvicorn", "wrappers.fastapi_wrapper:app", "--host", "0.0.0.0", "--port", "7860"]

dockerfiles/dockerfile-samgis-base

@@ -0,0 +1,132 @@
+# Include global ARGs at the dockerfile top
+ARG ARCH="x86_64"
+ARG LAMBDA_TASK_ROOT="/var/task"
+ARG FASTAPI_STATIC="${LAMBDA_TASK_ROOT}/static"
+ARG PYTHONPATH="${LAMBDA_TASK_ROOT}:${PYTHONPATH}:/usr/local/lib/python3/dist-packages"
+ARG POETRY_NO_INTERACTION=1
+ARG POETRY_VIRTUALENVS_IN_PROJECT=1
+ARG POETRY_VIRTUALENVS_CREATE=1
+ARG POETRY_CACHE_DIR=/tmp/poetry_cache
+ARG RIE="https://github.com/aws/aws-lambda-runtime-interface-emulator/releases/latest/download/aws-lambda-rie"
+
+
+FROM nvcr.io/nvidia/pytorch:24.01-py3 as builder_global
+
+ARG ARCH
+ARG LAMBDA_TASK_ROOT
+ARG PYTHONPATH
+ARG POETRY_NO_INTERACTION
+ARG POETRY_VIRTUALENVS_IN_PROJECT
+ARG POETRY_VIRTUALENVS_CREATE
+ARG POETRY_CACHE_DIR
+ARG RIE
+ARG DEPENDENCY_GROUP
+ARG ZLIB1G="http://ftp.it.debian.org/debian/pool/main/z/zlib/zlib1g_1.3.dfsg-3+b1_amd64.deb"
+
+RUN echo "ARCH: $ARCH ..."
+
+RUN echo "ARG RIE: $RIE ..."
+RUN echo "ARG POETRY_CACHE_DIR: ${POETRY_CACHE_DIR} ..."
+RUN echo "ARG PYTHONPATH: $PYTHONPATH ..."
+RUN test -n ${DEPENDENCY_GROUP:?}
+RUN echo "python DEPENDENCY_GROUP: ${DEPENDENCY_GROUP} ..."
+RUN echo "arg dep:"
+
+# Set working directory to function root directory
+WORKDIR ${LAMBDA_TASK_ROOT}
+COPY requirements_poetry.txt pyproject.toml poetry.lock README.md ${LAMBDA_TASK_ROOT}/
+
+RUN cat /etc/lsb-release
+# avoid segment-geospatial exception caused by missing libGL.so.1 library
+RUN echo "BUILDER: check libz.s* before start" && ls -l /usr/lib/${ARCH}-linux-gnu/libz.so*
+RUN apt update && apt install -y libgl1 curl python3-pip && apt clean
+COPY ./dockerfiles/apt_preferences_debian /etc/apt/preferences
+COPY ./dockerfiles/debian.sources /etc/apt/sources.list.d/debian.sources
+RUN apt update && apt install -t trixie zlib1g -y && apt clean
+RUN echo "BUILDER: check libz.s* after install from trixie" && ls -l /usr/lib/${ARCH}-linux-gnu/libz.so*
+
+RUN ls -l /etc/apt/sources* /etc/apt/preferences*
+RUN curl -Lo /usr/local/bin/aws-lambda-rie ${RIE}
+
+# poetry installation path is NOT within ${LAMBDA_TASK_ROOT}: not needed for runtime docker image
+RUN python -m pip install -r ${LAMBDA_TASK_ROOT}/requirements_poetry.txt
+
+RUN which poetry && poetry --version && poetry config --list
+RUN poetry config virtualenvs.path ${LAMBDA_TASK_ROOT}
+RUN echo "# poetry config --list #" && poetry config --list
+RUN poetry install --with ${DEPENDENCY_GROUP} --no-root
+
+
+FROM python:3.11-slim-bookworm as runtime
+
+ARG ARCH
+ARG LAMBDA_TASK_ROOT
+
+ENV VIRTUAL_ENV=${LAMBDA_TASK_ROOT}/.venv \
+    PATH="${LAMBDA_TASK_ROOT}/.venv/bin:$PATH"
+
+RUN echo "COPY --from=builder_global /usr/lib/${ARCH}-linux-gnu/libGL.so* /usr/lib/${ARCH}-linux-gnu/"
+COPY --from=builder_global /usr/lib/${ARCH}-linux-gnu/libGL.so* /usr/lib/${ARCH}-linux-gnu/
+RUN echo "RUNTIME: check libz.s* before upgrade" && ls -l /usr/lib/${ARCH}-linux-gnu/libz.so*
+RUN echo "RUNTIME: remove libz.s* to force upgrade" && rm /usr/lib/${ARCH}-linux-gnu/libz.so*
+COPY --from=builder_global /usr/lib/${ARCH}-linux-gnu/libz.so* /usr/lib/${ARCH}-linux-gnu/
+RUN echo "RUNTIME: check libz.s* after copy" && ls -l /usr/lib/${ARCH}-linux-gnu/libz.so*
+COPY --from=builder_global ${LAMBDA_TASK_ROOT}/.venv ${LAMBDA_TASK_ROOT}/.venv
+
+RUN echo "new LAMBDA_TASK_ROOT after hidden venv copy => ${LAMBDA_TASK_ROOT}"
+RUN ls -ld ${LAMBDA_TASK_ROOT}/
+RUN ls -lA ${LAMBDA_TASK_ROOT}/
+
+COPY --from=builder_global /usr/local/bin/aws-lambda-rie /usr/local/bin/aws-lambda-rie
+RUN chmod +x /usr/local/bin/aws-lambda-rie
+COPY ./scripts/lambda-entrypoint.sh /lambda-entrypoint.sh
+RUN chmod +x /lambda-entrypoint.sh
+
+
+### conditional section
+FROM node:20-slim AS node_fastapi
+
+ARG DEPENDENCY_GROUP
+ENV PNPM_HOME="/pnpm"
+ENV PATH="$PNPM_HOME:$PATH"
+RUN corepack enable
+
+COPY ./static /appnode
+WORKDIR /appnode
+# RUN if [ "${DEPENDENCY_GROUP}" = "fastapi" ]; then echo "pnpm store path:" && pnpm store path; fi
+
+
+FROM node_fastapi AS node_prod_deps
+
+ARG DEPENDENCY_GROUP
+RUN --mount=type=cache,id=pnpm,target=/pnpm/store if [ "${DEPENDENCY_GROUP}" = "fastapi" ]; then \
+    pnpm install --prod --frozen-lockfile; else \
+    echo "DEPENDENCY_GROUP 1: ${DEPENDENCY_GROUP} ..."; fi
+# here multiple conditions concatenated to avoid failing on check
+RUN if [ "${DEPENDENCY_GROUP}" = "fastapi" ]; then if [ ! -d /appnode/node_modules ]; then echo "no node_modules folder" && exit 1; fi; fi
+
+
+FROM node_fastapi AS node_build
+
+ARG DEPENDENCY_GROUP
+ARG VITE__MAP_DESCRIPTION
+ARG VITE__SAMGIS_SPACE
+RUN echo "VITE__MAP_DESCRIPTION:" ${VITE__MAP_DESCRIPTION}
+RUN echo "VITE__SAMGIS_SPACE:" ${VITE__SAMGIS_SPACE}
+
+RUN --mount=type=cache,id=pnpm,target=/pnpm/store if [ "${DEPENDENCY_GROUP}" = "fastapi" ]; then \
+    pnpm install --frozen-lockfile; else \
+    echo "DEPENDENCY_GROUP 2: ${DEPENDENCY_GROUP} ..."; fi
+RUN --mount=type=cache,id=pnpm,target=/pnpm/store if [ "${DEPENDENCY_GROUP}" = "fastapi" ]; then pnpm build; fi
+RUN --mount=type=cache,id=pnpm,target=/pnpm/store if [ "${DEPENDENCY_GROUP}" = "fastapi" ]; then \
+    pnpm tailwindcss -i /appnode/src/input.css -o /appnode/dist/output.css; fi
+RUN if [ "${DEPENDENCY_GROUP}" = "fastapi" ]; then if [ ! -d /appnode/dist ]; then echo "no dist folder" && exit 1; fi; fi
+
+
+FROM runtime
+ARG FASTAPI_STATIC
+RUN mkdir ${FASTAPI_STATIC}
+
+COPY ./machine_learning_models ${LAMBDA_TASK_ROOT}/machine_learning_models
+COPY --from=node_prod_deps /appnode/node_modules* ${FASTAPI_STATIC}/node_modules
+COPY --from=node_build /appnode/dist* ${FASTAPI_STATIC}/dist

dockerfiles/ubuntu.sources

@@ -0,0 +1,18 @@
+deb http://it.archive.ubuntu.com/ubuntu/ jammy main universe restricted multiverse
+deb-src http://it.archive.ubuntu.com/ubuntu/ jammy main universe restricted multiverse
+
+deb http://security.ubuntu.com/ubuntu jammy-security main universe restricted multiverse
+deb-src http://security.ubuntu.com/ubuntu jammy-security main universe restricted multiverse
+
+deb http://it.archive.ubuntu.com/ubuntu/ jammy-updates main universe restricted multiverse
+deb-src http://it.archive.ubuntu.com/ubuntu/ jammy-updates main universe restricted multiverse
+
+
+deb http://it.archive.ubuntu.com/ubuntu/ noble main universe restricted multiverse
+deb-src http://it.archive.ubuntu.com/ubuntu/ noble main universe restricted multiverse
+
+deb http://security.ubuntu.com/ubuntu noble-security main universe restricted multiverse
+deb-src http://security.ubuntu.com/ubuntu noble-security main universe restricted multiverse
+
+deb http://it.archive.ubuntu.com/ubuntu/ noble-updates main universe restricted multiverse
+deb-src http://it.archive.ubuntu.com/ubuntu/ noble-updates main universe restricted multiverse

docs/Changelog.md

@@ -0,0 +1,37 @@
+# Changelog
+
+## Version 1.2.2
+- update dependencies version
+
+## Version 1.2.1
+- update dependencies version
+
+## Version 1.2.0
+- code refactor to separate core functionality (instance segmentation) from other code
+- updated test coverage
+
+## Version 1.1.0
+- Added this changelog
+- specific backend branch code uses terrain providers like nextzen and MapBox Terrain-RGB v1
+- update test coverage
+- update python dependencies versions
+- update node dependencies versions
+
+## Version 1.0.2
+- HuggingFace frontend demo: update the navbar url to SamGIS docs
+- add two openapi docs builder scripts
+- update samgis version within docs
+- remove unused package.json
+
+## Version 1.0.1
+- fixed zlib1g security vulnerability in python:3.11-slim-bookworm docker image, see https://security-tracker.debian.org/tracker/CVE-2023-45853
+
+## Version 1.0.0
+First release:
+- user onboarding tour with driver.js
+- code decoupling between the AWS lambda wrapper and the backend...
+- ...now also deployed on this HuggingSpace space demo (here some explanation about adding a SPA vuejs frontend)
+- request input validation using Pydantic
+- support for array prompts (both rectangle and point types)
+- tiles download/merge/crop steps uses contextily by geopandas
+- CSS frontend style with Tailwind

docs/Makefile

@@ -0,0 +1,20 @@
+# Minimal makefile for Sphinx documentation
+#
+
+# You can set these variables from the command line, and also
+# from the environment for the first two.
+SPHINXOPTS    ?=
+SPHINXBUILD   ?= sphinx-build
+SOURCEDIR     = .
+BUILDDIR      = _build
+
+# Put it first so that "make" without argument is like "make help".
+help:
+	@$(SPHINXBUILD) -M help "$(SOURCEDIR)" "$(BUILDDIR)" $(SPHINXOPTS) $(O)
+
+.PHONY: help Makefile
+
+# Catch-all target: route all unknown targets to Sphinx using the new
+# "make mode" option.  $(O) is meant as a shortcut for $(SPHINXOPTS).
+%: Makefile
+	@$(SPHINXBUILD) -M $@ "$(SOURCEDIR)" "$(BUILDDIR)" $(SPHINXOPTS) $(O)

docs/brief_project_presentation.md

@@ -0,0 +1,20 @@
+# About this project
+
+SamGIS is an attempt to perform [machine learning](https://developer.ibm.com/learningpaths/get-started-artificial-intelligence/ai-basics/ai-beginners-guide) [instance segmentation](https://en.wikipedia.org/wiki/Image_segmentation) on [geospatial data](https://en.wikipedia.org/wiki/Geographic_data_and_information) even without the use of dedicated graphics cards.
+The user interact on a [leaflet](https://leafletjs.com) webmap choosing areas to recognize and a backend responds with a [geojson](https://it.wikipedia.org/wiki/GeoJSON) containing one or more recognized polygons within the initial webmap.
+
+The backend perform machine learning inference using a [Segment Anything](https://segment-anything.com) model and [ONNXRuntime](https://onnxruntime.ai) as runtime.
+
+Check about implementation details on my [blog](https://trinca.tornidor.com/projects/samgis-segment-anything-applied-to-GIS).
+
+# Self-hosted demo
+
+You can visit my self-hosted demo [here](https://ml-trinca.tornidor.com).
+Since this demo uses a python container backend hosted on my AWS account I keep it under authentication to prevent abuses.
+[Here](https://docs.ml-trinca.tornidor.com/openapi) the OpenAPI swagger documentation.
+
+# HuggingFace Space demo
+
+I added also a demo on this [HuggingFace Space](https://huggingface.co/spaces/aletrn/samgis). It's
+possible to find [here](https://aletrn-samgis.hf.space/) the direct space url and 
+[here](https://aletrn-samgis.hf.space/docs#/) the OpenAPI swagger documentation.

docs/conf.py

@@ -0,0 +1,72 @@
+# Configuration file for the Sphinx documentation builder.
+#
+# For the full list of built-in configuration values, see the documentation:
+# https://www.sphinx-doc.org/en/master/usage/configuration.html
+
+# -- Project information -----------------------------------------------------
+# https://www.sphinx-doc.org/en/master/usage/configuration.html#project-information
+import os
+import sys
+
+project = 'SamGIS'
+copyright = '2023-now, alessandro trinca tornidor'
+author = 'alessandro trinca tornidor'
+release = '1.2.2'
+
+# -- General configuration ---------------------------------------------------
+# https://www.sphinx-doc.org/en/master/usage/configuration.html#general-configuration
+sys.path.insert(0, os.path.abspath('..'))
+
+extensions = [
+    'sphinx.ext.autodoc',
+    'sphinx.ext.viewcode',
+    'sphinx.ext.napoleon',
+    'sphinx_autodoc_typehints',
+    'sphinxcontrib.openapi',
+    'myst_parser',
+    # 'sphinx_autodoc_defaultargs'
+]
+# Napoleon settings
+napoleon_google_docstring = True
+
+#
+typehints_defaults = "comma"
+
+templates_path = ['_templates']
+exclude_patterns = [
+    '_build', 'Thumbs.db', '.DS_Store', 'build/*', 'machine_learning_models', 'machine_learning_models/*'
+]
+
+source_suffix = {
+    '.rst': 'restructuredtext',
+    '.txt': 'restructuredtext',
+    '.md': 'markdown',
+}
+
+# default args values
+rst_prolog = """
+.. |default| raw:: html
+
+    <div class="default-value-section">""" + \
+    ' <span class="default-value-label">Default:</span>'
+
+# -- Options for HTML output -------------------------------------------------
+# https://www.sphinx-doc.org/en/master/usage/configuration.html#options-for-html-output
+
+html_theme = 'alabaster'
+html_sidebars = {
+    '**': [
+        'about.html',
+        'navigation.html',
+        'relations.html',
+        'searchbox.html',
+        'donate.html',
+    ]
+}
+html_static_path = ['_static']
+html_theme_options = {
+    "description": "Segment Anything applied to geodata",
+    "fixed_sidebar": True,
+    "sidebar_collapse": False,
+    'globaltoc_collapse': False
+}

docs/external_links.rst

@@ -0,0 +1,5 @@
+External links
+==============
+
+.. include:: external_links_md.md
+   :parser: myst_parser.sphinx_

docs/external_links_md.md

@@ -0,0 +1,2 @@
+- My [SamGIS demo website](https://ml-trinca.tornidor.com)
+- My [personal website](https://trinca.tornidor.com)

docs/index.rst

@@ -0,0 +1,27 @@
+.. SamGIS documentation master file, created by
+   sphinx-quickstart on Thu Nov 23 21:51:08 2023.
+   You can adapt this file completely to your liking, but it should at least
+   contain the root `toctree` directive.
+
+Welcome to SamGIS's documentation!
+==================================
+
+.. include:: brief_project_presentation.md
+   :parser: myst_parser.sphinx_
+.. include:: Changelog.md
+   :parser: myst_parser.sphinx_
+
+.. toctree::
+   :maxdepth: 2
+   :hidden:
+
+   modules
+   other_resources
+
+
+Indices and tables documentation
+================================
+
+* :ref:`genindex`
+* :ref:`modindex`
+* :ref:`search`

docs/make.bat

@@ -0,0 +1,35 @@
+@ECHO OFF
+
+pushd %~dp0
+
+REM Command file for Sphinx documentation
+
+if "%SPHINXBUILD%" == "" (
+	set SPHINXBUILD=sphinx-build
+)
+set SOURCEDIR=.
+set BUILDDIR=_build
+
+%SPHINXBUILD% >NUL 2>NUL
+if errorlevel 9009 (
+	echo.
+	echo.The 'sphinx-build' command was not found. Make sure you have Sphinx
+	echo.installed, then set the SPHINXBUILD environment variable to point
+	echo.to the full path of the 'sphinx-build' executable. Alternatively you
+	echo.may add the Sphinx directory to PATH.
+	echo.
+	echo.If you don't have Sphinx installed, grab it from
+	echo.https://www.sphinx-doc.org/
+	exit /b 1
+)
+
+if "%1" == "" goto help
+
+%SPHINXBUILD% -M %1 %SOURCEDIR% %BUILDDIR% %SPHINXOPTS% %O%
+goto end
+
+:help
+%SPHINXBUILD% -M help %SOURCEDIR% %BUILDDIR% %SPHINXOPTS% %O%
+
+:end
+popd

docs/modules.rst

@@ -0,0 +1,7 @@
+samgis
+======
+
+.. toctree::
+   :maxdepth: 4
+
+   samgis

docs/openapi.rst

@@ -0,0 +1,11 @@
+OpenAPI Specs
+=============
+
+This API is under oauth authentication for the self-hosted version (now it works as a lambda AWS).
+Contact the maintainer/administrator for more info about this.
+
+.. openapi:: specs/openapi.yaml
+   :paths:
+      /lambda-ml-fastsam-api
+   :examples:
+   :encoding: utf-8

docs/other_resources.rst

@@ -0,0 +1,9 @@
+Other resources
+===============
+
+.. toctree::
+   :maxdepth: 4
+
+   external_links
+
+   openapi

docs/samgis.io.rst

@@ -0,0 +1,53 @@
+samgis.io package
+=================
+
+Submodules
+----------
+
+samgis.io.coordinates\_pixel\_conversion module
+-----------------------------------------------
+
+.. automodule:: samgis.io.coordinates_pixel_conversion
+   :members:
+   :undoc-members:
+   :show-inheritance:
+
+samgis.io.geo\_helpers module
+-----------------------------
+
+.. automodule:: samgis.io.geo_helpers
+   :members:
+   :undoc-members:
+   :show-inheritance:
+
+samgis.io.raster\_helpers module
+--------------------------------
+
+.. automodule:: samgis.io.raster_helpers
+   :members:
+   :undoc-members:
+   :show-inheritance:
+
+samgis.io.tms2geotiff module
+----------------------------
+
+.. automodule:: samgis.io.tms2geotiff
+   :members:
+   :undoc-members:
+   :show-inheritance:
+
+samgis.io.wrappers\_helpers module
+----------------------------------
+
+.. automodule:: samgis.io.wrappers_helpers
+   :members:
+   :undoc-members:
+   :show-inheritance:
+
+Module contents
+---------------
+
+.. automodule:: samgis.io
+   :members:
+   :undoc-members:
+   :show-inheritance:

docs/samgis.prediction_api.rst

@@ -0,0 +1,21 @@
+samgis.prediction\_api package
+==============================
+
+Submodules
+----------
+
+samgis.prediction\_api.predictors module
+----------------------------------------
+
+.. automodule:: samgis.prediction_api.predictors
+   :members:
+   :undoc-members:
+   :show-inheritance:
+
+Module contents
+---------------
+
+.. automodule:: samgis.prediction_api
+   :members:
+   :undoc-members:
+   :show-inheritance:

docs/samgis.rst

@@ -0,0 +1,20 @@
+samgis package
+==============
+
+Subpackages
+-----------
+
+.. toctree::
+   :maxdepth: 4
+
+   samgis.io
+   samgis.prediction_api
+   samgis.utilities
+
+Module contents
+---------------
+
+.. automodule:: samgis
+   :members:
+   :undoc-members:
+   :show-inheritance:

docs/samgis.utilities.rst

@@ -0,0 +1,29 @@
+samgis.utilities package
+========================
+
+Submodules
+----------
+
+samgis.utilities.constants module
+---------------------------------
+
+.. automodule:: samgis.utilities.constants
+   :members:
+   :undoc-members:
+   :show-inheritance:
+
+samgis.utilities.type\_hints module
+-----------------------------------
+
+.. automodule:: samgis.utilities.type_hints
+   :members:
+   :undoc-members:
+   :show-inheritance:
+
+Module contents
+---------------
+
+.. automodule:: samgis.utilities
+   :members:
+   :undoc-members:
+   :show-inheritance:

docs/specs/openapi.yaml

@@ -0,0 +1,177 @@
+openapi: 3.1.0
+info:
+  title: Swagger SamGIS - OpenAPI 3.0
+  description: |-
+    Segment Anything applied to GIS.
+    Some useful links:
+    - [SamGIS online demo](https://ml-trinca.tornidor.com)
+    - [SamGIS documentation](https://docs.ml-trinca.tornidor.com)
+    - [My blog](https://trinca.tornidor.com)
+  contact:
+    name: alessandro's website
+    url: https://trinca.tornidor.com
+  license:
+    name: MIT License
+    url: https://opensource.org/license/mit/
+  version: "1.2.0"
+servers:
+  - url: https://localhost:8000/
+tags:
+  - name: samgis-aws
+    description: segment anything applied to gis (self-hosted demo)
+    externalDocs:
+      url: https://ml-trinca.tornidor.com/
+  - name: samgis-huggingface
+    description: segment anything applied to gis (huggingface demo)
+    externalDocs:
+      url: https://huggingface.co/spaces/aletrn/samgis
+  - name: segment-anything
+    description: segment anything machine learning model
+    externalDocs:
+      url: http://segment-anything.com
+  - name: gis
+    externalDocs:
+      url: https://it.wikipedia.org/wiki/Geographic_information_system
+paths:
+  /lambda-ml-fastsam-api:
+    post:
+      tags:
+        - samgis
+      summary: Make GIS ML predictions
+      requestBody:
+        description: input request for GIS ML predictions
+        content:
+          application/json:
+            schema:
+              $ref: '#/components/schemas/ApiRequestBody'
+        required: true
+      responses:
+        '200':
+          description: successful operation
+          content:
+            application/json:
+              schema:
+                $ref: '#/components/schemas/ApiResponseBodySuccess'
+        '400':
+          description: Bad request
+          content:
+            application/json:
+              schema:
+                $ref: '#/components/schemas/ApiResponseBodyFailure'
+        '422':
+          description: Unprocessable Entity
+          content:
+            application/json:
+              schema:
+                $ref: '#/components/schemas/ApiResponseBodyFailure'
+        '500':
+          description: Internal Server Error
+          content:
+            application/json:
+              schema:
+                $ref: '#/components/schemas/ApiResponseBodyFailure'
+components:
+  schemas:
+    ApiRequestBody:
+      required:
+        - bbox
+        - prompt
+        - zoom
+      type: object
+      properties:
+        bbox:
+          type: object
+          properties:
+            ne:
+              type: object
+              properties:
+                lat:
+                  type: number
+                  example: 46.180194387028855
+                lng:
+                  type: number
+                  example: 9.426848938165525
+            sw:
+              type: object
+              properties:
+                lat:
+                  type: number
+                  example: 46.17511301243843
+                lng:
+                  type: number
+                  example: 9.415862610040527
+        prompt:
+          type: array
+          items:
+            type: object
+            properties:
+              id:
+                type: integer
+                format: int32
+                example: 448
+              type:
+                type: string
+                example: point
+              data:
+                type: object
+                properties:
+                  lat:
+                    type: number
+                    example: 46.176256754439535
+                  lng:
+                    type: number
+                    example: 9.421805260519237
+              label:
+                type: integer
+                format: int32
+                example: 1
+        zoom:
+          type: integer
+          format: int32
+          example: 17
+        source_type:
+          type: string
+          example: OpenStreetMap
+    ApiResponseBodyFailure:
+      type: object
+      properties:
+        duration_run:
+          type: number
+          example: 0.063
+        message:
+          type: string
+          example: Bad Request
+        request_id:
+          type: string
+          example: test_invoke_id
+    ApiResponseBodySuccess:
+      type: object
+      properties:
+        n_predictions:
+          type: integer
+          format: int32
+          example: 1
+        geojson:
+          type: string
+          example: '{"type":"FeatureCollection","features":[{"type":"Feature","properties":{"raster_val":255.0},"geometry":{"type":"Polygon","coordinates":[[[9.415857195854185,46.17510931936532],[9.426854252815245,46.17510931936532],[9.426854252815245,46.18019812286394],[9.415857195854185,46.18019812286394],[9.415857195854185,46.17510931936532]]]},"id":0},{"type":"Feature","properties":{"raster_val":0.0},"geometry":{"type":"Polygon","coordinates":[[[9.143199920654297,46.30271068141335],[9.495105743408203,46.30271068141335],[9.495105743408203,46.13999860748669],[9.143199920654297,46.13999860748669],[9.143199920654297,46.30271068141335]],[[9.426854252815245,46.17510931936532],[9.426854252815245,46.18019812286394],[9.415857195854185,46.18019812286394],[9.415857195854185,46.17510931936532],[9.426854252815245,46.17510931936532]]]},"id":1}]}'
+        n_shapes_geojson:
+          type: integer
+          format: int32
+          example: 5
+        duration_run:
+          type: number
+          example: 6.703
+        message:
+          type: string
+          example: ok
+        request_id:
+          type: string
+          example: test_invoke_id
+  securitySchemes:
+    samgis_auth:
+      type: oauth2
+      flows:
+        implicit:
+          authorizationUrl: https://example.auth0.com/oauth/authorize
+          scopes:
+            write:lambda-ml-fastsam-api: Make GIS ML predictions

events/colico_point_rectangle_output.json

@@ -0,0 +1 @@
+{"n_predictions": 1, "geojson": "{\"type\": \"FeatureCollection\", \"features\": [{\"id\": \"0\", \"type\": \"Feature\", \"properties\": {\"raster_val\": 0.0}, \"geometry\": {\"type\": \"Polygon\", \"coordinates\": [[[9.43674087524414, 46.17780978687552], [9.43674087524414, 46.17709660889324], [9.437084197998045, 46.17709660889324], [9.437084197998045, 46.17733433591508], [9.437427520751953, 46.17733433591508], [9.437427520751953, 46.17780978687552], [9.43674087524414, 46.17780978687552]]]}}, {\"id\": \"1\", \"type\": \"Feature\", \"properties\": {\"raster_val\": 255.0}, \"geometry\": {\"type\": \"Polygon\", \"coordinates\": [[[9.426441192626953, 46.18921937663871], [9.429531097412108, 46.18921937663871], [9.429531097412108, 46.18898170100372], [9.43124771118164, 46.18898170100372], [9.43124771118164, 46.18874402434101], [9.432277679443358, 46.18874402434101], [9.432277679443358, 46.18850634665056], [9.432964324951172, 46.18850634665056], [9.432964324951172, 46.18826866793239], [9.433307647705078, 46.18826866793239], [9.433307647705078, 46.18803098818649], [9.433994293212889, 46.18803098818649], [9.433994293212889, 46.18779330741286], [9.435024261474608, 46.18779330741286], [9.435024261474608, 46.18755562561149], [9.436397552490234, 46.18755562561149], [9.436397552490234, 46.18731794278239], [9.43777084350586, 46.18731794278239], [9.43777084350586, 46.187080258925576], [9.438800811767578, 46.187080258925576], [9.438800811767578, 46.18684257404102], [9.43948745727539, 46.18684257404102], [9.43948745727539, 46.186604888128734], [9.44498062133789, 46.186604888128734], [9.44498062133789, 46.186367201188716], [9.447727203369139, 46.186367201188716], [9.447727203369139, 46.18612951322096], [9.44875717163086, 46.18612951322096], [9.44875717163086, 46.18589182422548], [9.449100494384766, 46.18589182422548], [9.449100494384766, 46.18517875107263], [9.449443817138674, 46.18517875107263], [9.449443817138674, 46.182801773760346], [9.449100494384766, 46.182801773760346], 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[9.438114166259766, 46.180186980013126], [9.438114166259766, 46.17876067646348], [9.438457489013672, 46.17876067646348], [9.438457489013672, 46.17804751081413], [9.438800811767578, 46.17804751081413], [9.438800811767578, 46.17685888084364], [9.439144134521484, 46.17685888084364], [9.439144134521484, 46.17638342166123], [9.438800811767578, 46.17638342166123], [9.438800811767578, 46.1756702251795], [9.438457489013672, 46.1756702251795], [9.438457489013672, 46.17543249096342], [9.438114166259766, 46.17543249096342], [9.438114166259766, 46.1751947557196], [9.43674087524414, 46.1751947557196], [9.43674087524414, 46.17495701944803], [9.436397552490234, 46.17495701944803], [9.436397552490234, 46.17471928214871], [9.436054229736328, 46.17471928214871], [9.436054229736328, 46.17448154382164], [9.435710906982424, 46.17448154382164], [9.435710906982424, 46.17400606408425], [9.435367584228517, 46.17400606408425], [9.435367584228517, 46.17376832267393], [9.435024261474608, 46.17376832267393], 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[9.435024261474608, 46.17376832267393], [9.435367584228517, 46.17376832267393], [9.435367584228517, 46.17400606408425], [9.435710906982424, 46.17400606408425], [9.435710906982424, 46.17448154382164], [9.436054229736328, 46.17448154382164], [9.436054229736328, 46.17471928214871], [9.436397552490234, 46.17471928214871], [9.436397552490234, 46.17495701944803], [9.43674087524414, 46.17495701944803], [9.43674087524414, 46.1751947557196], [9.438114166259766, 46.1751947557196], [9.438114166259766, 46.17543249096342], [9.438457489013672, 46.17543249096342], [9.438457489013672, 46.1756702251795], [9.438800811767578, 46.1756702251795], [9.438800811767578, 46.17638342166123], [9.439144134521484, 46.17638342166123], [9.439144134521484, 46.17685888084364], [9.438800811767578, 46.17685888084364], [9.438800811767578, 46.17804751081413], [9.438457489013672, 46.17804751081413], [9.438457489013672, 46.17876067646348], [9.438114166259766, 46.17876067646348], [9.438114166259766, 46.180186980013126], [9.438457489013672, 46.180186980013126], [9.438457489013672, 46.180424693674304], [9.439144134521484, 46.180424693674304], [9.439144134521484, 46.18066240630774], [9.439830780029297, 46.18066240630774], [9.439830780029297, 46.180424693674304], [9.440174102783201, 46.180424693674304], [9.440174102783201, 46.17709660889324], [9.441204071044922, 46.17709660889324], [9.441204071044922, 46.178998396291114], [9.441547393798828, 46.178998396291114], [9.441547393798828, 46.17994926532421], [9.441204071044922, 46.17994926532421], [9.441204071044922, 46.1813755380416], [9.441547393798828, 46.1813755380416], [9.441547393798828, 46.181613246564076], [9.44223403930664, 46.181613246564076], [9.44223403930664, 46.1818509540588], [9.443607330322267, 46.1818509540588], [9.443607330322267, 46.1820886605258], [9.445323944091797, 46.1820886605258], [9.445323944091797, 46.18232636596505], [9.44875717163086, 46.18232636596505], [9.44875717163086, 46.182564070376564], [9.449100494384766, 46.182564070376564], [9.449100494384766, 46.182801773760346], [9.449443817138674, 46.182801773760346], [9.449443817138674, 46.18517875107263], [9.449100494384766, 46.18517875107263], [9.449100494384766, 46.18589182422548], [9.44875717163086, 46.18589182422548], [9.44875717163086, 46.18612951322096], [9.447727203369139, 46.18612951322096], [9.447727203369139, 46.186367201188716], [9.44498062133789, 46.186367201188716], [9.44498062133789, 46.186604888128734], [9.43948745727539, 46.186604888128734], [9.43948745727539, 46.18684257404102], [9.438800811767578, 46.18684257404102], [9.438800811767578, 46.187080258925576], [9.43777084350586, 46.187080258925576], [9.43777084350586, 46.18731794278239], [9.436397552490234, 46.18731794278239], [9.436397552490234, 46.18755562561149], [9.435024261474608, 46.18755562561149], [9.435024261474608, 46.18779330741286], [9.433994293212889, 46.18779330741286], [9.433994293212889, 46.18803098818649], [9.433307647705078, 46.18803098818649], [9.433307647705078, 46.18826866793239], [9.432964324951172, 46.18826866793239], [9.432964324951172, 46.18850634665056], [9.432277679443358, 46.18850634665056], [9.432277679443358, 46.18874402434101], [9.43124771118164, 46.18874402434101], [9.43124771118164, 46.18898170100372], [9.429531097412108, 46.18898170100372], [9.429531097412108, 46.18921937663871], [9.426441192626953, 46.18921937663871]], [[9.405155181884766, 46.15664824017952], [9.405155181884766, 46.15617260627763], [9.405498504638674, 46.15617260627763], [9.405498504638674, 46.15641042374246], [9.405841827392578, 46.15641042374246], [9.405841827392578, 46.15664824017952], [9.405155181884766, 46.15664824017952]], [[9.41030502319336, 46.15403220284411], [9.41030502319336, 46.15379437510149], [9.409961700439453, 46.15379437510149], [9.409961700439453, 46.153318716532915], [9.41030502319336, 46.153318716532915], [9.41030502319336, 46.153080885706956], [9.410991668701172, 46.153080885706956], [9.410991668701172, 46.153318716532915], [9.411334991455078, 46.153318716532915], [9.411334991455078, 46.15379437510149], [9.410648345947264, 46.15379437510149], [9.410648345947264, 46.15403220284411], [9.41030502319336, 46.15403220284411]]]}}]}", "n_shapes_geojson": 5, "duration_run": 153.70355319976807, "message": "ok", "request_id": "test_invoke_id"}

events/colico_prompt1.json

@@ -0,0 +1,5 @@
+[
+    {"type":  "point", "data": [870, 500], "label": 1},
+    {"type":  "point", "data": [820, 600], "label": 0},
+    {"type": "rectangle", "data": [757, 470, 876, 616]}
+]

events/example_output.json

@@ -0,0 +1,19 @@
+{
+  "type": "FeatureCollection",
+  "features": [
+    {
+      "type": "Feature",
+      "geometry": {
+        "type": "Polygon",
+        "coordinates": [
+          [
+            [46.143, 9.361],
+            [46.151, 9.401],
+            [46.137, 9.353]
+          ]
+        ]
+      },
+      "properties": {"name": "Colico"}
+    }
+  ]
+}

events/payload_lisa_teglio.json

@@ -0,0 +1,5 @@
+{
+    "bbox":{"ne":{"lat":46.172594687922256,"lng":10.079248798586057},"sw":{"lat":46.16789155404419,"lng":10.069077862001585}},
+    "string_prompt": "you are a skilled gis analyst with a lot of expertise in photogrammetry and gis field. You need to identify the areas with trees in this photogrammetric image. Please output segmentation mask and explain why.",
+    "zoom":17,"source_type":"Esri.WorldImagery"
+}

events/payload_multiprompt_api_request_body.json

@@ -0,0 +1,48 @@
+{
+    "bbox": {
+        "ne": {
+            "lat": 46.180194387028855,
+            "lng": 9.426848938165525
+        },
+        "sw": {
+            "lat": 46.17511301243843,
+            "lng": 9.415862610040527
+        }
+    },
+    "prompt": [
+        {
+            "id": 448,
+            "type": "point",
+            "data": {
+                "lat": 46.176256754439535,
+                "lng": 9.421805260519237
+            },
+            "label": 1
+        },
+        {
+            "id": 607,
+            "type": "point",
+            "data": {
+                "lat": 46.17625675443,
+                "lng": 9.4218052604
+            },
+            "label": 0
+        },
+        {
+            "id": 861,
+            "type": "rectangle",
+            "data": {
+                "ne": {
+                    "lat": 46.19067068238,
+                    "lng": 9.44815864957
+                },
+                "sw": {
+                    "lat": 46.17625678,
+                    "lng": 9.42180525
+                }
+            }
+        }
+    ],
+    "zoom": 17,
+    "source_type": "OpenStreetMap.Mapnik"
+}

events/payload_multiprompt_api_response_body_failure.json

@@ -0,0 +1 @@
+{"duration_run": 0.063, "message": "Bad Request", "request_id": "test_invoke_id"}

events/payload_multiprompt_api_response_body_success.json

@@ -0,0 +1,8 @@
+{
+  "n_predictions": 1,
+  "geojson": "{\"type\":\"FeatureCollection\",\"features\":[{\"type\":\"Feature\",\"properties\":{\"raster_val\":255.0},\"geometry\":{\"type\":\"Polygon\",\"coordinates\":[[[9.415857195854185,46.17510931936532],[9.426854252815245,46.17510931936532],[9.426854252815245,46.18019812286394],[9.415857195854185,46.18019812286394],[9.415857195854185,46.17510931936532]]]},\"id\":0},{\"type\":\"Feature\",\"properties\":{\"raster_val\":0.0},\"geometry\":{\"type\":\"Polygon\",\"coordinates\":[[[9.143199920654297,46.30271068141335],[9.495105743408203,46.30271068141335],[9.495105743408203,46.13999860748669],[9.143199920654297,46.13999860748669],[9.143199920654297,46.30271068141335]],[[9.426854252815245,46.17510931936532],[9.426854252815245,46.18019812286394],[9.415857195854185,46.18019812286394],[9.415857195854185,46.17510931936532],[9.426854252815245,46.17510931936532]]]},\"id\":1}]}",
+  "n_shapes_geojson": 5,
+  "duration_run": 6.703,
+  "message": "ok",
+  "request_id": "test_invoke_id"
+}

events/payload_point.json

@@ -0,0 +1,14 @@
+{
+  "bbox": {
+    "ne": {"lat": 45.699, "lng": 127.1},
+    "sw": {"lat": 30.1, "lng": 148.492}
+  },
+  "prompt": [{
+    "type": "point",
+    "data": {"lat": 36.91, "lng": 136.854},
+    "label": 0
+  }],
+  "zoom": 6,
+  "source_type": "OpenStreetMap",
+  "debug": true
+}

events/payload_point2.json

@@ -0,0 +1,14 @@
+{
+  "bbox": {
+    "ne": {"lat": 38.03932961278458, "lng": 15.36808069832851},
+    "sw": {"lat": 37.455509218936974, "lng":  14.632807441554068}
+  },
+  "prompt": [{
+    "type": "point",
+    "data": {"lat": 37.0, "lng": 15.0},
+    "label": 0
+  }],
+  "zoom": 10,
+  "source_type": "OpenStreetMap",
+  "debug": true
+}

events/payload_point_eolie.json

@@ -0,0 +1,24 @@
+{
+  "bbox": {
+    "ne": {
+      "lat": 39.036252959636606,
+      "lng": 15.040283203125002
+    },
+    "sw": {
+      "lat": 38.302869955150044,
+      "lng": 13.634033203125002
+    }
+  },
+  "prompt": [
+    {
+      "type": "point",
+      "data": {
+        "lat": 38.48542007717153,
+        "lng": 14.921846904165468
+      },
+      "label": 1
+    }
+  ],
+  "zoom": 10,
+  "source_type": "OpenStreetMap"
+}

events/payload_point_error_int_str.json

@@ -0,0 +1,62 @@
+{
+  "input": {
+  "version": "2.0",
+  "routeKey": "POST /lambda-ml-fastsam-api",
+  "rawPath": "/preview/lambda-ml-fastsam-api",
+  "rawQueryString": "",
+  "headers": {
+    "accept-encoding": "gzip",
+    "authorization": "Bearer aaa.bbb.ccc",
+    "cdn-loop": "cloudflare; loops=1; subreqs=1",
+    "cf-connecting-ip": "2a06:98c0:3600::103",
+    "cf-connecting-o2o": "1",
+    "cf-ew-via": "15",
+    "cf-ray": "82f7a58375170e5d-MXP",
+    "cf-visitor": "{\"scheme\":\"https\"}",
+    "cf-worker": "example-domain.com",
+    "content-length": "257",
+    "content-type": "application/json",
+    "host": "example-domain-aws.execute-api.eu-west-1.amazonaws.com",
+    "x-amzn-trace-id": "Root=1-656bc9e7-3ea67446317bedcb13ac07e2",
+    "x-forwarded-for": "2a06:98c0:3600::103, 162.158.129.178",
+    "x-forwarded-port": "443",
+    "x-forwarded-proto": "https"
+  },
+  "requestContext": {
+    "accountId": "01234567890",
+    "apiId": "example-domain-aws",
+    "authorizer": {
+      "jwt": {
+        "claims": {
+          "aud": "[http://preview-ml-lambda/ https://xxx.eu.auth0.com/userinfo]",
+          "azp": "qYZNGiwEHeZe2QCVXljIDWENwSfKhd8T",
+          "exp": "1701649239",
+          "iat": "1701562839",
+          "iss": "https://xxx.eu.auth0.com/",
+          "scope": "openid profile email",
+          "sub": "auth0|sub-auth-xxxx"
+        },
+        "scopes": null
+      }
+    },
+    "domainName": "example-domain-aws.execute-api.eu-west-1.amazonaws.com",
+    "domainPrefix": "example-domain-aws",
+    "http": {
+      "method": "POST",
+      "path": "/preview/lambda-ml-fastsam-api",
+      "protocol": "HTTP/1.1",
+      "sourceIp": "162.158.129.178",
+      "userAgent": ""
+    },
+    "requestId": "PVx8KhjijoEEJPw=",
+    "routeKey": "POST /lambda-ml-fastsam-api",
+    "stage": "preview",
+    "time": "03/Dec/2023:00:20:55 +0000",
+    "timeEpoch": 1701562855106
+  },
+  "body": "{\"bbox\":{\"ne\":{\"lat\":-1.4939713066293112,\"lng\":155.30273437500003},\"sw\":{\"lat\":-52.32191088594772,\"lng\":65.30273437500001}},\"prompt\":[{\"type\":\"point\",\"data\":{\"lat\":-42.488301979602255,\"lng\":146.77734375000003},\"label\":0}],\"zoom\":4,\"source_type\":\"Satellite\"}",
+  "isBase64Encoded": false
+},
+  "output": {}
+
+}

events/payload_point_rectangle_colico.json

@@ -0,0 +1,48 @@
+{
+  "input": {
+    "bbox": {
+      "ne": {
+        "lat": 46.302592089330524,
+        "lng": 9.49493408203125
+      },
+      "sw": {
+        "lat": 46.14011755129237,
+        "lng": 9.143371582031252
+      }
+    },
+    "prompt": [
+      {
+        "type": "rectangle",
+        "data": {
+          "lat": 46.18363372751015,
+          "lng": 9.443607330322267
+        },
+        "label": 1
+      },
+      {
+        "type": "point",
+        "data": {
+          "lat": 46.159620858924264,
+          "lng": 9.427127838134767
+        },
+        "label": 0
+      },
+      {
+        "type": "rectangle",
+        "data": {
+          "ne": {
+            "lat": 46.19052657426052,
+            "lng": 9.402408599853517
+          },
+          "sw": {
+            "lat": 46.15652933208947,
+            "lng": 9.442920684814455
+          }
+        }
+      }
+    ],
+    "zoom": 12,
+    "source_type": "Satellite"
+  },
+  "output": {}
+}

events/payload_rectangle.json

@@ -0,0 +1,12 @@
+{
+  "bbox": {
+    "ne": {"lat": 45.699, "lng": 127.1},
+    "sw": {"lat": 30.1, "lng": 148.492}
+  },
+  "prompt": [{
+    "type": "rectangle",
+    "data": [400, 460, 524, 628]
+  }],
+  "zoom": 6,
+  "source_type": "Satellite"
+}

events/payloads_body_base64.json

@@ -0,0 +1,52 @@
+{
+  "version": "2.0",
+  "routeKey": "POST /prediction",
+  "rawPath": "/localhost/prediction",
+  "rawQueryString": "",
+  "headers": {
+    "accept": "application/json, text/plain, */*",
+    "accept-encoding": "gzip, deflate, br",
+    "accept-language": "en-GB,en-US;q=0.9,en;q=0.8",
+    "authorization": "Bearer ey...",
+    "content-length": "126",
+    "content-type": "application/json",
+    "host": "xxx.execute-api.eu-west-1.amazonaws.com",
+    "origin": "http://localhost:3000",
+    "referer": "http://localhost:3000/",
+    "sec-fetch-dest": "empty",
+    "sec-fetch-mode": "cors",
+    "sec-fetch-site": "cross-site",
+    "user-agent": "Mozilla/5.0 (Macintosh; Intel Mac OS X 10_15_7) AppleWebKit/537.36 (KHTML, like Gecko) Chrome/113.0.0.0 Safari/537.36",
+    "x-amzn-trace-id": "Root=1-xxx-aaaa",
+    "x-forwarded-for": "1.1.1.1",
+    "x-forwarded-port": "443",
+    "x-forwarded-proto": "https"
+  },
+  "requestContext": {
+    "accountId": "123",
+    "apiId": "api-id-aws",
+    "authorizer": {
+      "jwt": {
+        "claims": {
+          "scope": "openid profile email"
+        },
+        "scopes": null
+      }
+    },
+    "domainName": "xxx.execute-api.eu-west-1.amazonaws.com",
+    "domainPrefix": "xxx",
+    "http": {
+      "method": "POST",
+      "path": "/localhost/prediction",
+      "protocol": "HTTP/1.1",
+      "sourceIp": "52.143.157.36",
+      "userAgent": "Mozilla/5.0 (Macintosh; Intel Mac OS X 10_15_7) AppleWebKit/537.36 (KHTML, like Gecko) Chrome/113.0.0.0 Safari/537.36"
+    },
+    "requestId": "aaa-bbbb=",
+    "routeKey": "POST /prediction",
+    "stage": "localhost",
+    "time": "21/May/2023:19:32:35 +0000",
+    "timeEpoch": 1684697555723
+  },
+  "body": "eyJiYm94IjogWzEsIDIsIDMsIDRdLCAicG9pbnRzIjogW1s1LCA2XV19"
+}