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import cv2
import numpy as np


def warp_image_with_heatmap(src_image: 'BGRImageArray', heatmap: 'HeatMapArray') -> 'BGRImageArray':
    """ Rough draft of warping an image with a heatmap.
    We compute a set of "resampled pixel locations" and then use cv2.remap to resample the image from these points.

    Think of heatmap as representing a grid of point masses.
    Each heatmap point "pulls" each resampled-pixel-point away from its original location.

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from dataclasses import dataclass
from typing import Optional

import cv2
import numpy as np

import tensorflow as tf


def tf_box_sum_image_from_padded_image(padded_image, width: int):

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import tensorflow as tf


def tf_mask_to_boxes(mask, insert_fake_first_box: bool = False):
    """
    Convert a boolean mask to a series of bounding boxes around each segment.

    Warning: VERY SLOW (slower than pure python version of same algorithm)

    :param mask: A (HxW) boolean mask

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import hashlib
import itertools
import os
from collections import OrderedDict
from dataclasses import dataclass
from typing import Optional, TypeVar, Generic, Hashable, Any
from typing import Tuple, Iterator

import av
import cv2

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import shutil
import tempfile
from dataclasses import dataclass
from typing import Optional, Callable, Any, Mapping
import os
import numpy as np
import tensorflow as tf


def save_signatures_to_tflite_model(

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# Author: Peter O'Connor
# This script starts with a pyinstaller spec file, builds a macOS app,
# codesigns it, notarizes it, staples the notarization ticket, and zips it up.
# Full Guide at: https://sites.google.com/site/petesjunkyard/how-to-turn-your-python-program-into-a-working-macos-app
#
# Before using:
# 1) You should have a python app with a main script.
# 2) Become apple developer - See guide https://sites.google.com/site/petesjunkyard/how-to-turn-your-python-program-into-a-working-macos-app
# 3) Install pyinstaller with
#     pip install pyinstaller

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# Python 3.11.7 Conda build with Tkinter 8.6.13 - Should fix MacOS Sonoma unresponsive-mouse-click issues.
# 
# Modified from https://gist.github.com/space-medicine-lab/17ebe2dee2cc9c26c8907db85bfa220e
#
#
# This file may be used to create an environment using:
# $ conda create --name <env> --file <this file>
# platform: osx-arm64
@EXPLICIT
https://repo.anaconda.com/pkgs/main/osx-arm64/blas-1.0-openblas.conda

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package com.eagleeyessearch

/**
 * Mersenne Twister (MR19937) random number generator
 * Translated from Numpy source code https://github.com/numpy/numpy/tree/main/numpy/random/src/mt19937
 *
 * This class is designed to mimic the behavior of the numpy random number generator.  I.e. when given
 * the same seed, it should produce the same sequence of random numbers as numpy.
 *
 *      val rng = NumpyLikeRandomState(intSeed)

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/**
 * Vocal Coords Coordinate System
 *
 * This file is part of the Vocal Coords app — A free, offline, voice-enabled coordinate converter
 * designed to reduce miscommunication of coordinates. The system encodes positions to roughly 2.4m (8ft)
 * precision using a 12-token alphanumeric code with built-in error detection.
 *
 * For more details on how the system works, please visit:
 * https://vocalcoords.com/about
 *