add grid size parameter
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parent
29e1d98294
commit
4e9e956589
36
alpr_api.py
36
alpr_api.py
@ -119,10 +119,28 @@ def create_rest_server_flask():
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@app.route('/v1/image/alpr', methods=['POST'])
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@app.route('/v1/image/alpr', methods=['POST'])
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def alpr():
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def alpr():
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"""
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This function is called when a POST request is made to the /v1/image/alpr endpoint.
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The function receives an image and processes it using the ultimateALPR SDK.
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Parameters:
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- upload: The image to be processed
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- grid_size: The number of cells to split the image into (e.g. 4)
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- wanted_cells: The cells to process in the grid separated by commas (e.g. 1,2,3,4) (max: grid_size²)
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"""
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interference = time.time()
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interference = time.time()
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if 'upload' not in request.files:
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if 'upload' not in request.files:
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return jsonify({'error': 'No image found'})
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return jsonify({'error': 'No image found'})
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if 'grid_size' in request.form and request.form['grid_size'].isdigit():
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grid_size = int(request.form['grid_size'])
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else:
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grid_size = None
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if 'wanted_cells' in request.form and request.form['wanted_cells']:
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wanted_cells = request.form['wanted_cells'].split(',')
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wanted_cells = [int(cell) for cell in wanted_cells]
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else:
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wanted_cells = None
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image = request.files['upload']
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image = request.files['upload']
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if image.filename == '':
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if image.filename == '':
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@ -135,7 +153,7 @@ def create_rest_server_flask():
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if not result['predictions']:
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if not result['predictions']:
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print("No plate found in the image, attempting to split the image")
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print("No plate found in the image, attempting to split the image")
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predictions_found = find_best_plate_with_split(image)
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predictions_found = find_best_plate_with_split(image, grid_size, wanted_cells)
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if predictions_found:
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if predictions_found:
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result['predictions'].append(max(predictions_found, key=lambda x: x['confidence']))
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result['predictions'].append(max(predictions_found, key=lambda x: x['confidence']))
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@ -195,19 +213,21 @@ def convert_to_cpai_compatible(result):
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return response
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return response
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def find_best_plate_with_split(image, split_size=4, wanted_cells=None):
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def find_best_plate_with_split(image: Image, grid_size: int = None, wanted_cells: str = None):
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if grid_size is None:
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grid_size = 3
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if wanted_cells is None:
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if wanted_cells is None:
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wanted_cells = [5, 6, 7, 9, 10, 11, 14, 15] # TODO: use params not specifc to my use case
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wanted_cells = list(range(1, grid_size * grid_size + 1))
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predictions_found = []
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predictions_found = []
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width, height = image.size
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width, height = image.size
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cell_width = width // split_size
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cell_width = width // grid_size
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cell_height = height // split_size
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cell_height = height // grid_size
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for cell_index in range(1, split_size * split_size + 1):
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for cell_index in range(1, grid_size * grid_size + 1):
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row = (cell_index - 1) // split_size
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row = (cell_index - 1) // grid_size
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col = (cell_index - 1) % split_size
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col = (cell_index - 1) % grid_size
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left = col * cell_width
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left = col * cell_width
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upper = row * cell_height
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upper = row * cell_height
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right = left + cell_width
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right = left + cell_width
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@ -1 +1,2 @@
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pyinstaller --noconfirm --onefile --console --add-data libs:. --add-data assets:assets --add-data static:static --add-data templates:templates --name easy-local-alpr-1.1.0-openvinocpu_linux_x86_64 "alpr_api.py"
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pyinstaller --noconfirm --console --add-data libs:. --add-data assets:assets --add-data static:static --add-data templates:templates --name easy-local-alpr-1.1.0-openvinocpu_linux_x86_64 "alpr_api.py"
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# optional: --onefile
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@ -14,6 +14,25 @@
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background-size: 20px 20px;
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background-size: 20px 20px;
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font-family: 'Google Sans', sans-serif;
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font-family: 'Google Sans', sans-serif;
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}
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}
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.loading-circle {
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border: 4px solid rgba(0, 0, 0, 0.1);
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border-left-color: #000;
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border-radius: 50%;
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width: 24px;
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height: 24px;
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animation: spin 1s linear infinite;
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}
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@keyframes spin {
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to { transform: rotate(360deg); }
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}
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input[type="text"], input[type="number"] {
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background-color: white;
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color: black;
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}
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input[type="text"].dark, input[type="number"].dark {
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background-color: #3b3b3b;
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color: white;
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}
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</style>
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</style>
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</head>
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</head>
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<body class="bg-neutral-100 dark:bg-neutral-900 dark:text-white flex items-center justify-center min-h-screen p-4">
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<body class="bg-neutral-100 dark:bg-neutral-900 dark:text-white flex items-center justify-center min-h-screen p-4">
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@ -36,10 +55,21 @@
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<span id="fileName" class="ml-2 text-sm text-gray-600 dark:text-gray-300"></span>
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<span id="fileName" class="ml-2 text-sm text-gray-600 dark:text-gray-300"></span>
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</div>
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</div>
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</div>
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</div>
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<div>
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<label for="grid_size" class="block text-sm font-medium text-gray-700 dark:text-gray-300">Grid Size:</label>
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<input type="number" id="grid_size" name="grid_size" value="3" class="mt-1 block w-full px-3 py-2 border border-gray-300 rounded-md shadow-sm focus:outline-none focus:ring-indigo-500 focus:border-indigo-500 sm:text-sm dark">
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</div>
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<div>
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<label for="wanted_cells" class="block text-sm font-medium text-gray-700 dark:text-gray-300">Wanted Cells:</label>
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<input type="text" id="wanted_cells" name="wanted_cells" class="mt-1 block w-full px-3 py-2 border border-gray-300 rounded-md shadow-sm focus:outline-none focus:ring-indigo-500 focus:border-indigo-500 sm:text-sm dark">
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</div>
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<div id="imagePreview" class="mt-4 hidden">
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<div id="imagePreview" class="mt-4 hidden">
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<img id="previewImage" src="#" alt="Preview" class="max-w-full h-auto rounded-lg">
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<img id="previewImage" src="#" alt="Preview" class="max-w-full h-auto rounded-lg">
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</div>
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</div>
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<button type="submit" class="w-full py-2 px-4 bg-black text-white font-semibold rounded-md shadow-sm hover:bg-neutral-900 dark:bg-neutral-900 dark:hover:bg-neutral-950">Upload</button>
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<button id="submitButton" type="submit" class="w-full py-2 px-4 bg-black text-white font-semibold rounded-md shadow-sm hover:bg-neutral-900 dark:bg-neutral-900 dark:hover:bg-neutral-950 relative flex justify-center items-center">
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<span>Upload</span>
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<div id="loadingCircle" class="loading-circle absolute hidden"></div>
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</button>
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</form>
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</form>
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<div class="mt-6">
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<div class="mt-6">
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<h2 class="text-xl font-semibold mb-2 dark:text-gray-200">Response</h2>
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<h2 class="text-xl font-semibold mb-2 dark:text-gray-200">Response</h2>
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@ -73,12 +103,22 @@
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function toggleLogo() {
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function toggleLogo() {
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const logo = document.getElementById('logo');
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const logo = document.getElementById('logo');
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const logoDark = document.getElementById('logoDark');
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const logoDark = document.getElementById('logoDark');
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const upload = document.getElementById('upload');
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const gridSize = document.getElementById('grid_size');
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const wantedCells = document.getElementById('wanted_cells');
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if (prefersDarkScheme.matches) {
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if (prefersDarkScheme.matches) {
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logo.style.display = 'none';
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logo.style.display = 'none';
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logoDark.style.display = 'block';
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logoDark.style.display = 'block';
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upload.classList.add('dark');
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gridSize.classList.add('dark');
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wantedCells.classList.add('dark');
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} else {
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} else {
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logo.style.display = 'block';
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logo.style.display = 'block';
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logoDark.style.display = 'none';
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logoDark.style.display = 'none';
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upload.classList.remove('dark');
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gridSize.classList.remove('dark');
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wantedCells.classList.remove('dark');
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}
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}
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}
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}
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@ -89,6 +129,9 @@
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$('#uploadForm').on('submit', function (e) {
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$('#uploadForm').on('submit', function (e) {
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e.preventDefault();
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e.preventDefault();
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var formData = new FormData(this);
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var formData = new FormData(this);
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$('#submitButton').prop('disabled', true);
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$('#loadingCircle').removeClass('hidden');
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$.ajax({
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$.ajax({
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url: '/v1/image/alpr',
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url: '/v1/image/alpr',
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type: 'POST',
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type: 'POST',
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@ -101,6 +144,10 @@
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error: function (xhr, status, error) {
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error: function (xhr, status, error) {
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var err = JSON.parse(xhr.responseText);
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var err = JSON.parse(xhr.responseText);
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$('#responseBox').text(JSON.stringify(err, null, 2));
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$('#responseBox').text(JSON.stringify(err, null, 2));
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},
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complete: function () {
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$('#submitButton').prop('disabled', false);
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$('#loadingCircle').addClass('hidden');
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}
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}
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});
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});
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});
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});
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