[feat] add working static frontend

.dockerignore

@@ -7,3 +7,10 @@ tmp/
 __pycache__
 .DS_Store
 .pytest_cache
+node_modules
+dist
+static/node_modules
+static/dist
+static/.env*
+.coverage
+.git

Dockerfile

@@ -8,10 +8,11 @@ ENV VIRTUAL_ENV=${LAMBDA_TASK_ROOT}/.venv \
 
 # Set working directory to function root directory
 WORKDIR ${LAMBDA_TASK_ROOT}
-COPY ./samgis ${LAMBDA_TASK_ROOT}/samgis
-COPY ./src ${LAMBDA_TASK_ROOT}/src
-COPY ./static ${LAMBDA_TASK_ROOT}/static
-COPY ./machine_learning_models ${LAMBDA_TASK_ROOT}/machine_learning_models
+
+# don't copy here the "static" folder, is already present because of dist and node_modules folders
+COPY machine_learning_models ${LAMBDA_TASK_ROOT}/machine_learning_models
+COPY samgis ${LAMBDA_TASK_ROOT}/samgis
+COPY wrappers ${LAMBDA_TASK_ROOT}/wrappers
 
 RUN ls -l /usr/bin/which
 RUN /usr/bin/which python
@@ -32,7 +33,9 @@ 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}/src/
+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", "src.fastapi_wrapper:app", "--host", "0.0.0.0", "--port", "7860"]
+CMD ["uvicorn", "wrappers.fastapi_wrapper:app", "--host", "0.0.0.0", "--port", "7860"]

README.md

@@ -19,13 +19,13 @@ docker stop $(docker ps -a -q); docker rm $(docker ps -a -q)
 docker build . -f dockerfiles/dockerfile-samgis-base --build-arg DEPENDENCY_GROUP=fastapi --tag localhost/samgis-base-fastapi --progress=plain
 
 # build the image, use the tag "samgis-huggingface"
-docker build . --tag samgis-huggingface --progress=plain
+docker build . --tag localhost/samgis-huggingface --progress=plain
 ```
 
 Run the container (keep it on background) and show logs
 
 ```bash
-docker run  -d --name samgis-huggingface -p 7860:7860 samgis-huggingface; docker logs -f samgis-huggingface
+docker run  -d --name samgis-huggingface -p 7860:7860 localhost/samgis-huggingface; docker logs -f samgis-huggingface
 ```
 
 Test it with curl:
@@ -58,7 +58,7 @@ docker build . -f dockerfiles/dockerfile-lambda-fastsam-api --tag localhost/lamb
 Run the container (keep it on background) and show logs
 
 ```bash
-docker tag localhost/lambda-fastsam-api:latest localhost/lambda-fastsam-api;docker run  -d --name lambda-fastsam-api -p 8080:8080 lambda-fastsam-api; docker logs -f lambda-fastsam-api
+docker run  -d --name lambda-fastsam-api -p 8080:8080 lambda-fastsam-api; docker logs -f lambda-fastsam-api
 ```
 
 Test it with curl:

dockerfiles/dockerfile-lambda-fastsam-api

@@ -9,7 +9,7 @@ ENV VIRTUAL_ENV=${LAMBDA_TASK_ROOT}/.venv \
 # Set working directory to function root directory
 WORKDIR ${LAMBDA_TASK_ROOT}
 COPY ./samgis ${LAMBDA_TASK_ROOT}/samgis
-COPY ./src ${LAMBDA_TASK_ROOT}/src
+COPY ./wrappers ${LAMBDA_TASK_ROOT}/wrappers
 COPY ./machine_learning_models ${LAMBDA_TASK_ROOT}/machine_learning_models
 
 RUN ls -l /usr/bin/which
@@ -30,7 +30,7 @@ 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}/src/
+RUN ls -l ${LAMBDA_TASK_ROOT}/wrappers/
 
 ENTRYPOINT  ["/lambda-entrypoint.sh"]
-CMD [ "src.lambda_wrapper.lambda_handler" ]
+CMD [ "wrappers.lambda_wrapper.lambda_handler" ]

dockerfiles/dockerfile-samgis-base

@@ -1,6 +1,7 @@
-# Include global arg in this stage of the build
+# 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
@@ -9,7 +10,7 @@ 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 python:3.11-bookworm as builder
+FROM python:3.11-bookworm as builder_global
 
 ARG ARCH
 ARG LAMBDA_TASK_ROOT
@@ -28,18 +29,16 @@ 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}/
 
 # avoid segment-geospatial exception caused by missing libGL.so.1 library
-RUN apt update && apt install -y libgl1 curl python3-pip && apt clean
-RUN echo "check for libGL.so ..."
-RUN ls -ld /usr/lib/*-linux-gnu/libGL.so* || echo "libGL.so* not found/1..."
-RUN ls -ld /usr/lib/${ARCH}-linux-gnu/libGL.so* || echo "libGL.so* not found/2..."
-RUN which python
-RUN python --version
+# RUN apt update && apt install -y libgl1 curl python3-pip && apt clean
+RUN apt update && apt install -y libgl1 curl
+RUN apt update && apt install -y python3-pip && apt clean
 
 # 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
@@ -51,11 +50,6 @@ RUN poetry install --with ${DEPENDENCY_GROUP} --no-root
 
 RUN curl -Lo /usr/local/bin/aws-lambda-rie ${RIE}
 
-RUN echo "check for libGL.so"
-RUN ls -ld /usr/lib/*-linux-gnu/libGL.so* || echo "libGL.so* not found..."
-RUN ls -ld ${LAMBDA_TASK_ROOT}/.venv
-RUN ls -l ${LAMBDA_TASK_ROOT}/.venv
-
 
 FROM python:3.11-slim-bookworm as runtime
 
@@ -65,17 +59,59 @@ ARG LAMBDA_TASK_ROOT
 ENV VIRTUAL_ENV=${LAMBDA_TASK_ROOT}/.venv \
     PATH="${LAMBDA_TASK_ROOT}/.venv/bin:$PATH"
 
-RUN echo "COPY --from=builder /usr/lib/${ARCH}-linux-gnu/libGL.so* /usr/lib/${ARCH}-linux-gnu/"
-COPY --from=builder /usr/lib/${ARCH}-linux-gnu/libGL.so* /usr/lib/${ARCH}-linux-gnu/
-COPY --from=builder ${LAMBDA_TASK_ROOT}/.venv ${LAMBDA_TASK_ROOT}/.venv
+RUN echo "COPY --from=builder_global /usr/lib/${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/
+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}/
 
-# only used by AWS lambda docker image
-COPY --from=builder /usr/local/bin/aws-lambda-rie /usr/local/bin/aws-lambda-rie
+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
-RUN ls -l /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
+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 --from=node_prod_deps /appnode/node_modules* ${FASTAPI_STATIC}/node_modules
+COPY --from=node_build /appnode/dist* ${FASTAPI_STATIC}/dist

static/.gitignore

@@ -0,0 +1,38 @@
+# Logs
+logs
+*.log
+npm-debug.log*
+yarn-debug.log*
+yarn-error.log*
+pnpm-debug.log*
+lerna-debug.log*
+
+node_modules
+.DS_Store
+dist
+dist-ssr
+coverage
+*.local
+
+tmp*/*
+/cypress/videos/
+/cypress/screenshots/
+vite.config.ts.*
+
+# Editor directories and files
+.vscode/*
+!.vscode/extensions.json
+.idea
+*.suo
+*.ntvs*
+*.njsproj
+*.sln
+*.sw?
+
+test-results/
+playwright-report/
+
+.env*
+
+# cloudflare workers
+.wrangler

static/.prettierrc.json

@@ -0,0 +1,8 @@
+{
+  "$schema": "https://json.schemastore.org/prettierrc",
+  "semi": false,
+  "tabWidth": 2,
+  "singleQuote": true,
+  "printWidth": 100,
+  "trailingComma": "none"
+}

static/LICENSE

@@ -0,0 +1,176 @@
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+      the terms of any separate license agreement you may have executed
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+   6. Trademarks. This License does not grant permission to use the trade
+      names, trademarks, service marks, or product names of the Licensor,
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+      Contributor provides its Contributions) on an "AS IS" BASIS,
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+      implied, including, without limitation, any warranties or conditions
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+      PARTICULAR PURPOSE. You are solely responsible for determining the
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+   8. Limitation of Liability. In no event and under no legal theory,
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+   END OF TERMS AND CONDITIONS

static/README.md

@@ -0,0 +1,36 @@
+# ml-tornidor
+
+## Local development
+
+Since I use Cloudflare pages as hosting for this project there are some required steps to do before it's possible to start a local development environment. This project needs to wrap the node commands with the `npx wrangler [...]` utility to emulate a Cloudflare Worker function. Because this worker function is under auth which use some env variables I to write these env variables inline. Every time I changed or added needed some variables I also needed to update the `npx wrangler` command. To avoid this I prepared a js script, executed by [Deno](https://deno.land/), that read the env variables from the `.env` file composing the command:
+
+1. prepare the .env file copying the template.env file
+2. run the local environment using the command `pnpm dev` or `deno run -A runner.js`
+
+In case of new or updated packages Deno installs the dependencies at the first execution. Do it with a execution  without the `npx wrangler` wrapper:
+
+```bash
+deno run -A --node-modules-dir npm:vite
+```
+
+In case of problem:
+
+1. try executing again the command `deno run -A --node-modules-dir npm:vite`
+
+If this don't solve the problems try to
+
+1. delete the node_modules folder
+2. reinstall the npm packages with `pnpm install`
+3. Run again the local development server, this time with the standard command
+
+Before to commit try also to build using
+
+```bash
+pnpm build
+```
+
+Then run the preview (change the example variables):
+
+```bash
+npx wrangler pages dev --binding VITE_AUTH0_DOMAIN="example-auth0.eu.auth0.com" API_URL="https://example-aws.execute-api.eu-west-1.amazonaws.com/localhost/lambda-ml-fastsam-api" VITE_AUTH0_AUDIENCE="http://localhost-ml-lambda/" API_DOMAIN=example-aws.execute-api.eu-west-1.amazonaws.com CORS_ALLOWED_DOMAIN=http://localhost:8788 VITE_SATELLITE_NAME="tile-provider.image-type" -- pnpm preview
+```

static/app.js

@@ -1,35 +0,0 @@
-const jsonBtn = document.getElementById("getJson");
-const apiBtn = document.getElementById("getApi");
-const output = document.getElementById("output");
-const coordsForm = document.getElementById("coords-form");
-
-function formData2json(dataId, newObj={}) {
-    const formData = new FormData(dataId);
-    formData.forEach(function(value, key){
-        console.log(`formData2json:: key=${key}, value=${value}.`)
-        newObj[key] = value;
-    });
-    return JSON.stringify(newObj);
-}
-
-coordsForm.addEventListener('submit', event => {
-    event.preventDefault();
-    console.log("coordsForm::", coordsForm, "#")
-    const inputJson = formData2json(coordsForm)
-    console.log("inputJson", inputJson, "#");
-
-    fetch('/infer_samgis', {
-        method: 'POST', // or 'PUT'
-        body: inputJson,  // a FormData will automatically set the 'Content-Type',
-        headers: {"Content-Type": "application/json"},
-    }).then(function (response) {
-        return response.json();
-    }).then(function (data) {
-        console.log("data:", data, "#")
-        output.innerHTML = JSON.stringify(data)
-    }).catch(function (err) {
-        console.log("err:", err, "#")
-        output.innerHTML = `err:${JSON.stringify(err)}.`;
-    });
-    event.preventDefault();
-});

static/env.d.ts

@@ -0,0 +1 @@
+/// <reference types="vite/client" />

static/index.html

@@ -1,44 +1,18 @@
 <!DOCTYPE html>
 <html lang="en">
-<head>
-    <meta charset="UTF-8">
+  <head>
+    <meta charset="utf-8" />
     <meta name="viewport" content="width=device-width, initial-scale=1.0">
-    <meta http-equiv="X-UA-Compatible" content="ie=edge">
-    <link rel="stylesheet" href="https://cdnjs.cloudflare.com/ajax/libs/skeleton/2.0.4/skeleton.min.css" />
-    <title>Fetch API</title>
-</head>
-<body>
-    <div class="container">
-        <h1>Fetch API</h1>
-        <form id="coords-form">
-            <label>
-                bbox: x1 <input type="number" id="x-center-form" name="x1" value="-122.1497"/>
-            </label>
-            <label>
-                bbox: x2 <input type="number" id="y-center-form" name="x2" value="37.6311"/>
-            </label>
-            <label>
-                bbox: y1 <input type="number" id="y-center-form" name="y1" value="-122.1203"/>
-            </label>
-            <label>
-                bbox: y2 <input type="number" id="y-center-form" name="y2" value="37.6458"/>
-            </label>
-            <br/><br/>
-            <label>
-                x point: <input type="number" id="x-form" name="x" value="-122.1419"/>
-            </label>
-            <label>
-                y point: <input type="number" id="y-form" name="y" value="37.6383"/>
-            </label>
-            <label>
-                zoom: <input type="number" id="zoom" name="y" value="6"/>
-            </label>
-            <br/><br/>
-            <button type="submit" id="submit-btn">submit form</button>
-          </form>
-        <br><br>
-        <div id="output"></div>     
-    </div>
-    <script src="app.js"></script>
-</body>
+    <link href="output.css" rel="stylesheet" type="text/css">
+    <link href="dist/output.css" rel="stylesheet" type="text/css">
+    <link rel="icon" href="/favicon.ico" sizes="32x32">
+    <link rel="icon" href="/icon.svg" type="image/svg+xml">
+    <link rel="apple-touch-icon" href="/apple-touch-icon.png"><!-- 180×180 -->
+    <link rel="manifest" href="/manifest.webmanifest">
+    <title>ML on GIS</title>
+  </head>
+  <body>
+    <div id="root"></div>
+    <script type="module" src="/src/main.ts"></script>
+  </body>
 </html>

static/package.json

@@ -0,0 +1,35 @@
+{
+  "name": "ml-trinca",
+  "version": "1.0.0",
+  "private": true,
+  "scripts": {
+    "dev": "vite",
+    "build": "vite build",
+    "preview": "vite preview --port 5173",
+    "lint": "eslint . --ext .vue,.js,.jsx,.cjs,.mjs --fix --ignore-path .gitignore"
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+  }
+}

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+    engines: {node: ^18.0.0 || >=20.0.0}
+    hasBin: true
+    peerDependencies:
+      '@types/node': ^18.0.0 || >=20.0.0
+      less: '*'
+      lightningcss: ^1.21.0
+      sass: '*'
+      stylus: '*'
+      sugarss: '*'
+      terser: ^5.4.0
+    peerDependenciesMeta:
+      '@types/node':
+        optional: true
+      less:
+        optional: true
+      lightningcss:
+        optional: true
+      sass:
+        optional: true
+      stylus:
+        optional: true
+      sugarss:
+        optional: true
+      terser:
+        optional: true
+    dependencies:
+      '@types/node': 20.10.5
+      esbuild: 0.19.10
+      postcss: 8.4.32
+      rollup: 4.9.1
+    optionalDependencies:
+      fsevents: 2.3.3
+    dev: true
+
+  /vue-eslint-parser@9.3.2(eslint@8.56.0):
+    resolution: {integrity: sha512-q7tWyCVaV9f8iQyIA5Mkj/S6AoJ9KBN8IeUSf3XEmBrOtxOZnfTg5s4KClbZBCK3GtnT/+RyCLZyDHuZwTuBjg==}
+    engines: {node: ^14.17.0 || >=16.0.0}
+    peerDependencies:
+      eslint: '>=6.0.0'
+    dependencies:
+      debug: 4.3.4
+      eslint: 8.56.0
+      eslint-scope: 7.2.2
+      eslint-visitor-keys: 3.4.3
+      espree: 9.6.1
+      esquery: 1.5.0
+      lodash: 4.17.21
+      semver: 7.5.4
+    transitivePeerDependencies:
+      - supports-color
+    dev: true
+
+  /vue@3.3.13:
+    resolution: {integrity: sha512-LDnUpQvDgsfc0u/YgtAgTMXJlJQqjkxW1PVcOnJA5cshPleULDjHi7U45pl2VJYazSSvLH8UKcid/kzH8I0a0Q==}
+    peerDependencies:
+      typescript: '*'
+    peerDependenciesMeta:
+      typescript:
+        optional: true
+    dependencies:
+      '@vue/compiler-dom': 3.3.13
+      '@vue/compiler-sfc': 3.3.13
+      '@vue/runtime-dom': 3.3.13
+      '@vue/server-renderer': 3.3.13(vue@3.3.13)
+      '@vue/shared': 3.3.13
+
+  /which@2.0.2:
+    resolution: {integrity: sha512-BLI3Tl1TW3Pvl70l3yq3Y64i+awpwXqsGBYWkkqMtnbXgrMD+yj7rhW0kuEDxzJaYXGjEW5ogapKNMEKNMjibA==}
+    engines: {node: '>= 8'}
+    hasBin: true
+    dependencies:
+      isexe: 2.0.0
+    dev: true
+
+  /wrappy@1.0.2:
+    resolution: {integrity: sha512-l4Sp/DRseor9wL6EvV2+TuQn63dMkPjZ/sp9XkghTEbV9KlPS1xUsZ3u7/IQO4wxtcFB4bgpQPRcR3QCvezPcQ==}
+    dev: true
+
+  /xml-name-validator@4.0.0:
+    resolution: {integrity: sha512-ICP2e+jsHvAj2E2lIHxa5tjXRlKDJo4IdvPvCXbXQGdzSfmSpNVyIKMvoZHjDY9DP0zV17iI85o90vRFXNccRw==}
+    engines: {node: '>=12'}
+    dev: true
+
+  /yallist@4.0.0:
+    resolution: {integrity: sha512-3wdGidZyq5PB084XLES5TpOSRA3wjXAlIWMhum2kRcv/41Sn2emQ0dycQW4uZXLejwKvg6EsvbdlVL+FYEct7A==}
+    dev: true
+
+  /yaml@2.3.4:
+    resolution: {integrity: sha512-8aAvwVUSHpfEqTQ4w/KMlf3HcRdt50E5ODIQJBw1fQ5RL34xabzxtUlzTXVqc4rkZsPbvrXKWnABCD7kWSmocA==}
+    engines: {node: '>= 14'}
+    dev: true
+
+  /yocto-queue@0.1.0:
+    resolution: {integrity: sha512-rVksvsnNCdJ/ohGc6xgPwyN8eheCxsiLM8mxuE/t/mOVqJewPuO1miLpTHQiRgTKCLexL4MeAFVagts7HmNZ2Q==}
+    engines: {node: '>=10'}
+    dev: true

static/postcss.config.js

@@ -0,0 +1,7 @@
+export default {
+  plugins: {
+    'postcss-import': {},
+    tailwindcss: {},
+    autoprefixer: {},
+  },
+}

static/public/manifest.webmanifest

@@ -0,0 +1,6 @@
+{
+  "icons": [
+    { "src": "/icon-192.png", "type": "image/png", "sizes": "192x192" },
+    { "src": "/icon-512.png", "type": "image/png", "sizes": "512x512" }
+  ]
+}

static/src/App.vue

@@ -0,0 +1,28 @@
+<template>
+  <PageLayout page-title="Prediction map page">
+    <div>
+      <div id="map-container-md">
+        <PredictionMap
+            :mapName="mapName"
+            :mapBounds='[{
+                    "lat": 46.235421781941776,
+                    "lng": 9.49699401855469
+                }, {
+                    "lat": 46.1351347810282,
+                    "lng": 9.32121276855469
+              }]'
+            description="This page displays predictions made with a remote machine learning model living within an AWS Lambda..."
+        />
+      </div>
+    </div>
+  </PageLayout>
+</template>
+
+<script setup lang="ts">
+import { ref } from 'vue'
+
+import PredictionMap from '@/components/PagePredictionMap.vue'
+import PageLayout from '@/components/PageLayout.vue'
+
+const mapName = ref('prediction-map')
+</script>

static/src/components/PageFooter.vue

@@ -0,0 +1,16 @@
+<template>
+  <!-- style 'z-index: 1001' here is needed to avoid override from leafletjs css -->
+  <footer class="fixed bottom-0 w-full bg-gray-200 pl-2 font-light text-xs" style="z-index: 9999;">
+    <p>
+      <span><PageFooterHyperlink path="/">SamGIS</PageFooterHyperlink>: An inference machine learning POC applied to GIS thanks to
+        <PageFooterHyperlink path="https://github.com/vietanhdev/samexporter/">SAM Exporter</PageFooterHyperlink>
+        and inspired by
+        <PageFooterHyperlink path="https://samgeo.gishub.org/">Segment Geospatial</PageFooterHyperlink>
+      </span>
+    </p>
+  </footer>
+</template>
+
+<script setup lang="ts">
+import PageFooterHyperlink from "@/components/PageFooterHyperlink.vue";
+</script>

static/src/components/PageFooterHyperlink.vue

@@ -0,0 +1,16 @@
+<template>
+  <a
+    :href="props.path"
+    class="underline"
+    target="_blank"
+    rel="noopener noreferrer"
+  >
+    <slot />
+  </a>
+</template>
+
+<script setup lang="ts">
+const props = defineProps<{
+  path: string
+}>()
+</script>

static/src/components/PageLayout.vue

@@ -0,0 +1,28 @@
+<template>
+  <div class="relative min-h-screen lg:flex">
+    <!-- Sidebar -->
+
+    <main id="content" class="flex-1 z-1 pb-12 ml-[3.3rem] lg:ml-0 mr-4 overflow-y-auto md:pl-1 lg:h-screen">
+      <header class="hidden items-center justify-between h-10 ml-2 landscape:md:flex portrait:sd:flex portrait:md:h-12 bg-gray-200 border-b">
+        <h2 class="hidden sd:text-sm ml-2 md:block md:text-2xl">{{  props.pageTitle }}</h2>
+      </header>
+
+      <div class="">
+        <slot></slot>
+      </div>
+
+      <div class="bottom-0 w-full text-black">
+        <Footer></Footer>
+      </div>
+    </main>
+  </div>
+
+</template>
+
+<script setup lang="ts">
+import Footer from "@/components/PageFooter.vue"
+
+const props = defineProps<{
+  pageTitle: string
+}>()
+</script>

static/src/components/PagePredictionMap.vue

@@ -0,0 +1,224 @@
+<template>
+  <div class="h-auto">
+
+    <div class="grid grid-cols-1 2xl:grid-cols-5 lg:gap-1 lg:border-r">
+
+      <div class="lg:border-r lg:col-span-3">
+        <div id="id-map-cont" class="ml-2 mt-2 md:ml-4 md:mr-4">
+          <p class="hidden lg:block">{{ description }}</p>
+          <div class="w-full md:pt-1 md:pb-1 lg:hidden portrait:xl:hidden">
+            <ButtonMapSendRequest
+              class="h-8 text-sm font-extralight min-w-[180px] max-w-[180px]"
+              :current-base-map-name="currentBaseMapNameRef"
+              :map="map"
+              :prompts-array="promptsArrayRef"
+              :response-message="responseMessageRef"
+              :send-m-l-request="sendMLRequest"
+              :waiting-string="waitingString"
+            />
+          </div>
+          <div id="map" class="map-predictions" />
+          <ButtonMapSendRequest
+            class="h-8 min-w-[240px] max-w-[240px] mt-2 mb-2 hidden sd:h-14 lg:block portrait:xl:block"
+            :current-base-map-name="currentBaseMapNameRef"
+            :map="map"
+            :prompts-array="promptsArrayRef"
+            :response-message="responseMessageRef"
+            :send-m-l-request="sendMLRequest"
+            :waiting-string="waitingString"
+          />
+
+        </div>
+      </div>
+
+      <div class="lg:col-span-2">
+        <div class="lg:pl-2 lg:pr-2 lg:border-l lg:border-3">
+
+          <h1>Map Info</h1>
+          <div class="grid grid-cols-1 md:grid-cols-3">
+            <StatsGrid :stats-array="[
+              {statName: 'current Zoom', statValue: currentZoomRef},
+              {statName: 'current map name/type', statValue: currentBaseMapNameRef},
+              {statName: 'prompt: points/rectangles number', statValue: promptsArrayRef.length},
+            ]" />
+          </div>
+
+          <div v-if="responseMessageRef === waitingString" />
+          <h2 v-else-if="responseMessageRef || responseMessageRef == '-'" class="text-lg text-red-600">{{ responseMessageRef }}</h2>
+          <div v-else>
+            <div class="grid grid-cols-1 md:grid-cols-3">
+              <StatsGrid :stats-array="[
+                  {statName: 'request duration', statValue: `${durationRef.toFixed(2)}s`},
+                  {statName: 'polygons number', statValue: numberOfPolygonsRef},
+                  {statName: 'predicted masks number', statValue: numberOfPredictedMasksRef},
+                ]" />
+            </div>
+          </div>
+        </div>
+
+        <h1>ML request prompt</h1>
+        <div v-if="promptsArrayRef.filter(el => {return el.type === 'point'}).length > 0">
+          <TableGenericComponent
+            :header="['id', 'data', 'label']"
+            :rows="applyFnToObjectWithinArray(promptsArrayRef.filter(el => {return el.type === 'point'}))"
+            title="Points"
+            row-key="id"
+          />
+        </div>
+        <br />
+        <div v-if="promptsArrayRef.filter(el => {return el.type === 'rectangle'}).length > 0">
+          <TableGenericComponent
+            :header="['id', 'data_ne', 'data_sw']"
+            :rows="applyFnToObjectWithinArray(promptsArrayRef.filter(el => {return el.type === 'rectangle'}))"
+            title="Rectangles"
+            row-key="id"
+            class="2md:min-h-[100px]"
+          />
+        </div>
+      </div>
+
+    </div>
+  </div>
+</template>
+
+<script lang="ts" setup>
+import {
+  control as LeafletControl,
+  Evented as LEvented,
+  geoJSON as LeafletGeoJSON,
+  type LatLng,
+  Map as LMap,
+  map as LeafletMap,
+  tileLayer,
+  TileLayer as LTileLayer
+} from 'leaflet'
+import 'leaflet-providers'
+import '@geoman-io/leaflet-geoman-free'
+import { onMounted, ref, type Ref } from 'vue'
+
+import {
+  durationRef,
+  numberOfPolygonsRef,
+  numberOfPredictedMasksRef,
+  OpenStreetMap,
+  prefix,
+  responseMessageRef,
+  Satellite,
+  waitingString
+} from '@/components/constants'
+import {
+  applyFnToObjectWithinArray,
+  getExtentCurrentViewMapBBox,
+  getGeoJSONRequest,
+  getSelectedPointCoordinate,
+  setGeomanControls,
+  updateMapData
+} from '@/components/helpers'
+import type { IBodyLatLngPoints, IPointPrompt, IRectanglePrompt, SourceTileType } from '@/components/types';
+import StatsGrid from '@/components/StatsGrid.vue';
+import TableGenericComponent from '@/components/TableGenericComponent.vue';
+import ButtonMapSendRequest from '@/components/buttons/ButtonMapSendRequest.vue';
+
+const currentBaseMapNameRef = ref("")
+const currentMapBBoxRef = ref()
+const currentZoomRef = ref()
+const promptsArrayRef: Ref<Array<IPointPrompt | IRectanglePrompt>> = ref([])
+let map: LMap
+type ServiceTiles = {
+  [key: SourceTileType]: LTileLayer;
+};
+
+const props = defineProps<{
+  mapBounds: Array<LatLng>,
+  mapName: string,
+  description: string
+}>()
+
+const getPopupContentPoint = (leafletEvent: LEvented, label: number): HTMLDivElement => {
+  let popupContent: HTMLDivElement = document.createElement('div')
+  let currentPointLayer: LatLng = getSelectedPointCoordinate(leafletEvent)
+
+  popupContent.innerHTML = `<span>lat:${JSON.stringify(currentPointLayer.lat)}<br/>`
+  popupContent.innerHTML += `lng:${JSON.stringify(currentPointLayer.lng)}<br/>`
+  popupContent.innerHTML += `label:${label}, id:${leafletEvent.layer._leaflet_id}</span>`
+
+  const popupDiv: HTMLDivElement = document.createElement('div')
+  popupDiv.className = 'leaflet-popup-content-inner'
+  popupDiv.appendChild(popupContent)
+
+  return popupDiv
+}
+
+const sendMLRequest = async (leafletMap: LMap, promptRequest: Array<IPointPrompt | IRectanglePrompt>, sourceType: SourceTileType = OpenStreetMap) => {
+  if (map.pm.globalDragModeEnabled()) {
+    map.pm.disableGlobalDragMode()
+  }
+  if (map.pm.globalEditModeEnabled()) {
+    map.pm.disableGlobalEditMode()
+  }
+  const bodyRequest: IBodyLatLngPoints = {
+    bbox: getExtentCurrentViewMapBBox(leafletMap),
+    prompt: promptRequest,
+    zoom: leafletMap.getZoom(),
+    source_type: sourceType
+  }
+  try {
+    const geojsonOutputOnMounted = await getGeoJSONRequest(bodyRequest, '/infer_samgis')
+    const featureNew = LeafletGeoJSON(geojsonOutputOnMounted)
+    leafletMap.addLayer(featureNew)
+  } catch (errGeojsonOutputOnMounted) {
+    console.error('sendMLRequest:: sourceType: ', sourceType)
+    console.error('sendMLRequest:: promptRequest: ', promptRequest.length, '::', promptRequest)
+    console.error('sendMLRequest:: bodyRequest => ', bodyRequest, "#")
+    console.error("errGeojsonOutputOnMounted => ", errGeojsonOutputOnMounted)
+  }
+}
+
+const updateZoomBboxMap = (localMap: LMap) => {
+  currentZoomRef.value = localMap.getZoom()
+  currentMapBBoxRef.value = getExtentCurrentViewMapBBox(localMap)
+}
+
+const getCurrentBasemap = (url: string, providersArray: ServiceTiles) => {
+  for (const [key, value] of Object.entries(providersArray)) {
+    if (value._url == url) {
+      return key
+    }
+  }
+}
+
+onMounted(async () => {
+  const osmTile = tileLayer.provider(OpenStreetMap)
+  let localVarSatellite: SourceTileType = import.meta.env.VITE_SATELLITE_NAME ? String(import.meta.env.VITE_SATELLITE_NAME) : Satellite
+  const satelliteTile = tileLayer.provider(localVarSatellite)
+
+  let baseMaps: ServiceTiles = { OpenStreetMap: osmTile }
+  baseMaps[localVarSatellite] = satelliteTile
+  currentBaseMapNameRef.value = OpenStreetMap
+
+  map = LeafletMap('map', {
+    layers: [osmTile]
+  })
+  map.fitBounds(props.mapBounds)
+  map.attributionControl.setPrefix(prefix)
+  LeafletControl.scale({ position: 'bottomleft', imperial: false, metric: true }).addTo(map)
+
+  LeafletControl.layers(baseMaps).addTo(map)
+  setGeomanControls(map)
+  updateZoomBboxMap(map)
+
+  map.on('zoomend', (e: LEvented) => {
+    updateZoomBboxMap(map)
+  })
+
+  map.on('mouseup', (e: LEvented) => {
+    currentMapBBoxRef.value = getExtentCurrentViewMapBBox(map)
+  })
+
+  updateMapData(map, getPopupContentPoint, promptsArrayRef)
+  map.on('baselayerchange', (e: LEvented) => {
+    currentBaseMapNameRef.value = getCurrentBasemap(e.layer._url, baseMaps)
+  })
+})
+</script>
+

static/src/components/StatsGrid.vue

@@ -0,0 +1,17 @@
+<template>
+  <dl class="grid md:pt-1 md:pb-1" v-for="item in props.statsArray" v-bind:key="item.statName">
+    <div class="flex flex-col bg-blue-100 text-center p-1 md:p-2">
+      <dt class="order-last font-medium">{{ item.statName }}</dt>
+      <dd class="text-lg font-extrabold text-blue-600">{{ item.statValue }}</dd>
+    </div>
+  </dl>
+</template>
+
+<script setup lang="ts">
+const props = defineProps<{
+  statsArray: Array<{
+    statName: string,
+    statValue: string
+  }>
+}>()
+</script>

static/src/components/TableGenericComponent.vue

@@ -0,0 +1,30 @@
+<template>
+  <table class="min-w-full divide-y-2 divide-gray-200 border border-gray-200 bg-white text-left p-4">
+    <caption class="text-2xl bg-blue-100">{{ props.title }}</caption>
+    <thead class="text-left">
+    <tr class="text-left">
+      <th
+        class="whitespace-nowrap px-1 py-1 text-gray-900 text-left 2md:font-medium 2md:py-2 2md:px-4"
+        v-for="item in props.header"
+        :key="item"
+      >{{ item }}</th>
+    </tr>
+    </thead>
+
+    <tbody class="divide-y divide-gray-200" v-for="row in props.rows" :key="props.rows[props.rowKey]">
+    <tr class="odd:bg-gray-50">
+      <td v-for="item in row" class="whitespace-nowrap px-1 py-1 text-gray-900 2md:font-medium 2md:py-2 2md:px-4">{{ item }}</td>
+    </tr>
+    </tbody>
+  </table>
+</template>
+
+<script setup lang="ts">
+const props = defineProps<{
+  header: Array<string>,
+  rows: Array<Map<string, string>>,
+  title: string,
+  rowKey: string
+}>()
+</script>
+

static/src/components/buttons/ButtonComponent.vue

@@ -0,0 +1,11 @@
+<template>
+  <button class="inline-flex items-center p-2" @click="props.click">
+    <slot></slot>
+  </button>
+</template>
+
+<script setup lang="ts">
+const props = defineProps<{
+  click: Function
+}>()
+</script>

static/src/components/buttons/ButtonMapSendRequest.vue

@@ -0,0 +1,31 @@
+<template>
+  <button
+    :class="`${props.class} bg-gray-200 bg-opacity-50`"
+    :disabled="promptsArray.length == 0 || responseMessage === waitingString"
+    v-if="promptsArray.length == 0 || responseMessage === waitingString"
+  >{{ responseMessage === waitingString ? responseMessage : '🚫 Empty prompt (disabled)' }}
+  </button>
+  <button
+    :class="`${props.class} bg-blue-300 whitespace-no-wrap overflow-hidden truncate`"
+    @click="sendMLRequest(map, promptsArray, currentBaseMapName)"
+    v-else
+  >
+    <span v-if="responseMessage && responseMessage != '-'">{{ responseMessage }}</span>
+    <span v-else>🔍 send ML request</span>
+  </button>
+</template>
+
+<script setup lang="ts">
+import {Map as LMap} from 'leaflet';
+import type { IPointPrompt, IRectanglePrompt } from '@/components/types'
+
+const props = defineProps<{
+  class: string,
+  currentBaseMapName: string,
+  promptsArray: Array<IPointPrompt | IRectanglePrompt>,
+  responseMessage: string,
+  map: LMap,
+  sendMLRequest: Function,
+  waitingString: string
+}>()
+</script>

static/src/components/constants.ts

@@ -0,0 +1,236 @@
+import { ref } from "vue"
+
+export const prefix = " &copy; <a target=\"_blank\" href=\"https://leafletjs.com\">leaflet</a>"
+export const OpenStreetMap = "OpenStreetMap"
+export const Satellite = "OpenStreetMap.HOT"
+export const maxZoom = 20
+export const minZoom = 3
+export const waitingString = "waiting..."
+export const durationRef = ref(0)
+export const numberOfPolygonsRef = ref(0)
+export const numberOfPredictedMasksRef = ref(0)
+export const responseMessageRef = ref("-")
+export const geojsonRef = ref("geojsonOutput-placeholder")
+// modified from https://github.com/for-GET/know-your-http-well/blob/master/json/status-codes.json
+export const htmlStatusMessages = [
+  {
+    code: 100,
+    phrase: 'Continue'
+  },
+  {
+    code: 101,
+    phrase: 'Switching Protocols'
+  },
+  {
+    code: 200,
+    phrase: 'OK'
+  },
+  {
+    code: 201,
+    phrase: 'Created'
+  },
+  {
+    code: 202,
+    phrase: 'Accepted'
+  },
+  {
+    code: 203,
+    phrase: 'Non-Authoritative Information'
+  },
+  {
+    code: 204,
+    phrase: 'No Content'
+  },
+  {
+    code: 205,
+    phrase: 'Reset Content'
+  },
+  {
+    code: 206,
+    phrase: 'Partial Content'
+  },
+  {
+    code: 300,
+    phrase: 'Multiple Choices'
+  },
+  {
+    code: 302,
+    phrase: 'Found'
+  },
+  {
+    code: 303,
+    phrase: 'See Other'
+  },
+  {
+    code: 304,
+    phrase: 'Not Modified'
+  },
+  {
+    code: 305,
+    phrase: 'Use Proxy'
+  },
+  {
+    code: 307,
+    phrase: 'Temporary Redirect'
+  },
+  {
+    code: 400,
+    phrase: 'Bad Request'
+  },
+  {
+    code: 401,
+    phrase: 'Unauthorized'
+  },
+  {
+    code: 402,
+    phrase: 'Payment Required'
+  },
+  {
+    code: 403,
+    phrase: 'Forbidden'
+  },
+  {
+    code: 404,
+    phrase: 'Not Found'
+  },
+  {
+    code: 405,
+    phrase: 'Method Not Allowed'
+  },
+  {
+    code: 406,
+    phrase: 'Not Acceptable'
+  },
+  {
+    code: 407,
+    phrase: 'Proxy Authentication Required'
+  },
+  {
+    code: 408,
+    phrase: 'Request Timeout'
+  },
+  {
+    code: 409,
+    phrase: 'Conflict'
+  },
+  {
+    code: 410,
+    phrase: 'Gone'
+  },
+  {
+    code: 411,
+    phrase: 'Length Required'
+  },
+  {
+    code: 412,
+    phrase: 'Precondition Failed'
+  },
+  {
+    code: 413,
+    phrase: 'Payload Too Large'
+  },
+  {
+    code: 414,
+    phrase: 'URI Too Long'
+  },
+  {
+    code: 415,
+    phrase: 'Unsupported Media Type'
+  },
+  {
+    code: 416,
+    phrase: 'Range Not Satisfiable'
+  },
+  {
+    code: 417,
+    phrase: 'Expectation Failed'
+  },
+  {
+    code: 418,
+    phrase: "I'm a teapot"
+  },
+  {
+    code: 426,
+    phrase: 'Upgrade Required'
+  },
+  {
+    code: 500,
+    phrase: 'Internal Server Error'
+  },
+  {
+    code: 501,
+    phrase: 'Not Implemented'
+  },
+  {
+    code: 502,
+    phrase: 'Bad Gateway'
+  },
+  {
+    code: 503,
+    phrase: 'Service Unavailable'
+  },
+  {
+    code: 504,
+    phrase: 'Gateway Time-out'
+  },
+  {
+    code: 505,
+    phrase: 'HTTP Version Not Supported'
+  },
+  {
+    code: 102,
+    phrase: 'Processing'
+  },
+  {
+    code: 207,
+    phrase: 'Multi-Status'
+  },
+  {
+    code: 226,
+    phrase: 'IM Used'
+  },
+  {
+    code: 308,
+    phrase: 'Permanent Redirect'
+  },
+  {
+    code: 422,
+    phrase: 'Unprocessable Entity'
+  },
+  {
+    code: 423,
+    phrase: 'Locked'
+  },
+  {
+    code: 424,
+    phrase: 'Failed Dependency'
+  },
+  {
+    code: 428,
+    phrase: 'Precondition Required'
+  },
+  {
+    code: 429,
+    phrase: 'Too Many Requests'
+  },
+  {
+    code: 431,
+    phrase: 'Request Header Fields Too Large'
+  },
+  {
+    code: 451,
+    phrase: 'Unavailable For Legal Reasons'
+  },
+  {
+    code: 506,
+    phrase: 'Variant Also Negotiates'
+  },
+  {
+    code: 507,
+    phrase: 'Insufficient Storage'
+  },
+  {
+    code: 511,
+    phrase: 'Network Authentication Required'
+  }
+]

static/src/components/helpers.ts

@@ -0,0 +1,253 @@
+import L, { icon, Evented as LEvented, type LatLng, Map as LMap } from 'leaflet'
+import {
+  responseMessageRef,
+  waitingString,
+  durationRef,
+  numberOfPolygonsRef,
+  numberOfPredictedMasksRef
+} from './constants'
+import {
+  ExcludeIncludeLabelPrompt as excludeIncludeLabelPrompt,
+  type ArrayNumber,
+  type BboxLatLng,
+  type ExcludeIncludeLabelPrompt,
+  type IBodyLatLngPoints,
+  type IPointPrompt,
+  type IRectanglePrompt, type IRectangleTable, type IPointTable
+} from './types.d'
+import type { Ref } from 'vue'
+
+
+export const applyFnToObjectWithinArray = (array: Array<IPointPrompt | IRectanglePrompt>): Array<IPointTable | IRectangleTable> => {
+  let newArray = []
+  for (const el of array) {
+    newArray.push(el.type === 'rectangle' ? getUpdatedRectangle(el) : getUpdatedPoint(el))
+  }
+  return newArray
+}
+
+const getUpdatedPoint = (obj: IPointPrompt): IPointTable => {
+  return {
+    id: obj.id,
+    data: obj.data,
+    label: obj.label
+  }
+}
+
+const getUpdatedRectangle = (obj: IRectanglePrompt): IRectangleTable => {
+  return {
+    id: obj.id,
+    data_ne: obj.data.ne,
+    data_sw: obj.data.sw,
+  }
+}
+
+/** get a custom icon given a PNG path with its anchor/size values  */
+const getCustomIconMarker = (
+  iconUrlNoExt: string,
+  shadowUrl = '/marker-shadow.png',
+  iconSize: ArrayNumber = [25, 41],
+  iconAnchor: ArrayNumber = [12, 41],
+  popupAnchor: ArrayNumber = [1, -34],
+  tooltipAnchor: ArrayNumber = [5, -25],
+  shadowSize: ArrayNumber = [41, 41]
+): icon => {
+  return icon({
+    iconUrl: `${iconUrlNoExt}.png`,
+    iconRetinaUrl: `${iconUrlNoExt}-2x.png`,
+    shadowUrl,
+    iconSize,
+    iconAnchor,
+    popupAnchor,
+    shadowSize,
+    tooltipAnchor
+  })
+}
+
+/** get an  the leaflet editor geoman.io toolbar with the custom actions to draw/edit/move point and rectangle layers */
+const getCustomGeomanActionsObject = (actionName: string, descriptionAction: string, arrayActions: Array<object>) => {
+  return {
+    name: actionName,
+    block: 'custom',
+    title: descriptionAction,
+    actions: arrayActions
+  }
+}
+
+/** prepare the leaflet editor geoman.io toolbar with the custom actions to draw/edit/move point and rectangle layers */
+export function setGeomanControls(localMap: LMap) {
+  // leaflet geoman toolbar
+  localMap.pm.addControls({
+    position: 'topleft',
+    drawControls: false,
+    rotateMode: false,
+    cutPolygon: false,
+    customControls: true
+  })
+
+  const actionArray = [{
+      onClick(actionEvent: LEvented) {
+        console.log('actionEvent:', typeof actionEvent, '|', actionEvent, '')
+      },
+      name: 'actionName'
+  }]
+  const includeMarkerControl = localMap.pm.Toolbar.copyDrawControl('Marker',
+    getCustomGeomanActionsObject('IncludeMarkerPrompt', 'Marker that add recognition regions from SAM prompt requests', actionArray)
+  )
+  includeMarkerControl.drawInstance.setOptions({
+    markerStyle: { icon: getCustomIconMarker('/marker-icon-include') }
+  })
+  const excludeMarkerControl = localMap.pm.Toolbar.copyDrawControl('Marker',
+    getCustomGeomanActionsObject('ExcludeMarkerPrompt', 'Marker that remove recognition regions from SAM prompt requests', actionArray)
+  )
+  excludeMarkerControl.drawInstance.setOptions({
+    markerStyle: { icon: getCustomIconMarker('/marker-icon-exclude') }
+  })
+  localMap.pm.Toolbar.copyDrawControl('Rectangle', {
+    name: 'RectanglePrompt',
+    block: 'custom',
+    title: 'Rectangular recognition regions for SAM prompt requests',
+    actions: actionArray
+  })
+  localMap.pm.setPathOptions({
+    color: "green",
+    fillColor: "green",
+    fillOpacity: 0.15,
+  })
+}
+
+/** get the selected rectangle layer bounding box coordinate */
+export const getSelectedRectangleCoordinatesBBox = (leafletEvent: LEvented): BboxLatLng => {
+  const { _northEast, _southWest } = leafletEvent.layer._bounds
+  return {
+    ne: new L.LatLng(_northEast.lat, _northEast.lng),
+    sw: new L.LatLng(_southWest.lat, _southWest.lng)
+  }
+}
+
+/** get the current selected point coordinate */
+export const getSelectedPointCoordinate = (leafletEvent: LEvented): LatLng => {
+  return leafletEvent.layer._latlng
+}
+
+/** get the current map bounding box coordinates */
+export const getExtentCurrentViewMapBBox = (leafletMap: LMap): BboxLatLng => {
+  const boundaries = leafletMap.getBounds()
+  return { ne: boundaries.getNorthEast(), sw: boundaries.getSouthWest() }
+}
+
+/** send the ML request to the backend API through the cloudflare proxy function */
+export const getGeoJSONRequest = async (
+  requestBody: IBodyLatLngPoints,
+  urlApi: string
+) => {
+  responseMessageRef.value = waitingString
+  const data = await fetch(urlApi, {
+    method: 'POST',
+    body: JSON.stringify(requestBody),
+    headers: {
+      'Content-type': 'application/json'
+    }
+  })
+  try {
+    if (data.status === 200) {
+      const output: Object = await data.json()
+      try {
+        const parsed = JSON.parse(output.body)
+        const { geojson, n_predictions, n_shapes_geojson } = parsed.output
+
+        const parsedGeojson = JSON.parse(geojson)
+        durationRef.value = parsed.duration_run
+        numberOfPolygonsRef.value = n_shapes_geojson
+        numberOfPredictedMasksRef.value = n_predictions
+        responseMessageRef.value = ''
+        return parsedGeojson
+      } catch (errParseOutput1) {
+        console.error("errParseOutput1::", errParseOutput1)
+        return String(errParseOutput1)
+      }
+    } else {
+      const outputText = await data.text()
+      console.error('getGeoJSONRequest => status not 200, outputText', outputText, '#')
+      responseMessageRef.value = `error message response: ${outputText}...`
+    }
+  } catch (errorOtherData) {
+    const statusText = data.statusText || 'no response or uncaught exception!'
+    console.error(
+      'getGeoJSONRequest => data',
+      data,
+      'statusText',
+      statusText,
+      'errorOtherData',
+      errorOtherData,
+      '#'
+    )
+    responseMessageRef.value = `error status response: ${statusText}...`
+  }
+}
+
+/** populate a single point ML request prompt, by type (exclude or include), see type ExcludeIncludeLabelPrompt */
+export const getPointPromptElement = (e: LEvented, elementType: ExcludeIncludeLabelPrompt): IPointPrompt|IRectanglePrompt => {
+  const currentPointLayer: LatLng = getSelectedPointCoordinate(e)
+  return {
+    id: e.layer._leaflet_id,
+    type: 'point',
+    data: currentPointLayer,
+    label: elementType
+  }
+}
+
+/** populate a single rectangle ML request prompt */
+export const getRectanglePromptElement = (e: LEvented) => {
+  return {
+    id: e.layer._leaflet_id,
+    type: 'rectangle',
+    data: getSelectedRectangleCoordinatesBBox(e)
+  }
+}
+
+/** handle different event/layer types (rectangle, point: IncludeMarkerPrompt, ExcludeMarkerPrompt) */
+const updateLayerOnCreateOrEditEvent = (
+  event: LEvented,
+  getPopupContentPointFn: (arg0: LEvented, arg1: number) => HTMLDivElement,
+  promptsArrayRef: Ref) => {
+  responseMessageRef.value = '-'
+  if (event.shape === 'IncludeMarkerPrompt' || event.shape === 'ExcludeMarkerPrompt') {
+    const labelPoint = Number(excludeIncludeLabelPrompt[event.shape])
+    const div = getPopupContentPointFn(event, labelPoint)
+    event.layer.bindPopup(div).openPopup()
+    promptsArrayRef.value.push(getPointPromptElement(event, labelPoint))
+  }
+  if (event.shape === 'RectanglePrompt') {
+    event.layer.bindPopup(`id:${event.layer._leaflet_id}.`).openPopup()
+    promptsArrayRef.value.push(getRectanglePromptElement(event))
+  }
+}
+
+/** listen on the leaflet editor geoman.io events and update its layer properties within the promptsArrayRef vue ref */
+export const updateMapData = (
+  localMap: LMap,
+  getPopupContentPointFn: (arg0: LEvented, arg1: number) => HTMLDivElement,
+  promptsArrayRef: Ref
+) => {
+  localMap.on('pm:create', (e: LEvented) => {
+    updateLayerOnCreateOrEditEvent(e, getPopupContentPointFn, promptsArrayRef)
+
+    // listen to changes on the new layer and update its object within promptsArrayRef
+    e.layer.on('pm:edit', function(newEvent: LEvented) {
+      promptsArrayRef.value = removeEventFromArrayByIndex(promptsArrayRef.value, newEvent)
+      updateLayerOnCreateOrEditEvent(e, getPopupContentPointFn, promptsArrayRef)
+    });
+  })
+  localMap.on('pm:remove', (e: LEvented) => {
+    responseMessageRef.value = '-'
+    promptsArrayRef.value = removeEventFromArrayByIndex(promptsArrayRef.value, e)
+  })
+}
+
+/** remove the selected layer from the ML request array prompt */
+const removeEventFromArrayByIndex = (arr: Array<LEvented>, e: LEvented) => {
+  return arr.filter((el: LEvented) => {
+    return el.id != e.layer._leaflet_id
+  })
+}

static/src/components/types.d.ts

@@ -0,0 +1,50 @@
+import { Evented, type LatLng } from "leaflet";
+
+export interface BboxLatLng {
+    ne: LatLng,
+    sw: LatLng
+}
+
+export enum ExcludeIncludeLabelPrompt {
+    ExcludeMarkerPrompt = 0,
+    IncludeMarkerPrompt = 1
+}
+type PointPromptType = "point"
+type RectanglePromptType = "rectangle"
+
+export interface IPointPrompt {
+    id: Evented.layer._url,
+    type: PointPromptType,
+    data: LatLng,
+    label: ExcludeIncludeLabelPrompt
+}
+
+export interface IRectanglePrompt {
+    id?: Evented.layer._url,
+    type: RectanglePromptType,
+    data: BboxLatLng
+}
+
+export interface IPointTable {
+    id?: Evented.layer._url,
+    data: LatLng,
+    label: ExcludeIncludeLabelPrompt
+}
+
+export interface IRectangleTable {
+    id?: Evented.layer._url,
+    data_ne: BboxLatLng,
+    data_sw: BboxLatLng
+}
+  
+export interface IBodyLatLngPoints {
+    bbox: BboxLatLng,
+    prompt: Array<IPointPrompt|IRectanglePrompt>,
+    zoom: number,
+    source_type: string
+}
+
+export type OpenStreetMap = "OpenStreetMap"
+export type Satellite = "Satellite"
+export type SourceTileType = OpenStreetMap | Satellite
+export type ArrayNumber = Array<number>

static/src/input.css

@@ -0,0 +1,20 @@
+@import "leaflet/dist/leaflet.css";
+@import "leaflet-custom.css";
+@import "@geoman-io/leaflet-geoman-free/dist/leaflet-geoman.css";
+@tailwind base;
+
+@layer base {
+    * {
+        @apply box-border;
+    }
+    h1 {
+        @apply text-xl font-bold md:text-3xl;
+    }
+    a {
+        @apply underline;
+    }
+}
+
+@tailwind components;
+
+@tailwind utilities;

static/src/leaflet-custom.css

@@ -0,0 +1,42 @@
+.map-predictions {
+    width: 80%;
+    aspect-ratio: 256/171;
+    position: relative;
+    z-index: 999;
+    /*float: left;*/
+}
+a.leaflet-control-layers-toggle {
+    background-image: url(data:image/png;base64,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);
+    background-size: 26px 26px;
+}
+.leaflet-retina .leaflet-control-layers-toggle {
+    background-image: url(data:image/png;base64,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);
+    background-size: 28px 28px;
+}
+@media only screen and (min-width: 2000px) {
+    .map-predictions {
+        width: 100%;
+    }
+}
+@media only screen and (max-width: 1800px) {
+    .map-predictions {
+        width: 75%;
+    }
+}
+@media only screen and (max-width: 1600px) {
+    .map-predictions {
+        width: 65%;
+    }
+}
+@media only screen and (max-width: 1370px) and (max-height: 920px) and (orientation: landscape) {
+    .map-predictions {
+        width: 95%;
+    }
+}
+@media only screen and (max-width: 810px) and (max-height: 370px) and (orientation: landscape) {
+    .map-predictions {
+        height: 70%;
+        max-height: 70%;
+        /*float: right;*/
+    }
+}

static/src/main.ts

@@ -0,0 +1,6 @@
+import { createApp } from "vue";
+import App from "./App.vue";
+
+const app = createApp(App);
+
+app.mount("#root");