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import osmnx as ox
import geopandas as gpd
from shapely.geometry import Polygon, MultiPolygon

# --- INPUTS ---
polygon_path = "<ADD-GEOJSON-PATH-HERE>"
out_nodes = "<ADD-GEOJSON-PATH-HERE>"
out_edges = "<ADD-GEOJSON-PATH-HERE>"
out_traffic_lights = "<AADD-GEOJSON-PATH-HERE>"

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import os
import argparse
from minio import Minio
from minio.error import S3Error
from dotenv import load_dotenv
import urllib3
from tqdm import tqdm

# Disable SSL verification warnings (internal use only)
urllib3.disable_warnings()

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import os
import shutil
from xml.etree.ElementTree import Element, SubElement, ElementTree
import argparse

# Mercator projection measures the Earth in meters, and the TMS format uses a specific tiling scheme.

EARTH_CIRCUMFERENCE = 40075016.68557849  # in meters
TILE_SIZE = 256  # in pixels

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The difference between XYZ and TMS tiles and how to convert between them

Lots of tile-based maps use either the XYZ or TMS scheme. These are the maps that have tiles ending in /0/0/0.png or something. Sometimes if it's a script, it'll look like &z=0&y=0&x=0 instead. Anyway, these are usually maps in Spherical Mercator.

Good examples are OpenStreetMap, Google Maps, MapBox, MapQuest, etc. Lots of maps.

Most of those are in XYZ. The best documentation for that is slippy map tilenames on the OSM Wiki, and Klokan's Tiles a la Google.

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import matplotlib.pyplot as plt
import torch
import torchvision.transforms.functional as F

import kornia.augmentation as K
import kornia.io as Kio

# Note: Regarding dict keys and/or data keys for boxes in AugmentationSequential. 
# If using 'bbox', kornia assumes boxes are in 'vertices_plus' mode (i.e. (N,4,2) tensor).
# If using 'bbox_xyxy', kornia assumes boxes are in 'xyxy' mode (i.e. (N,4) tensor).

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In general, check the crt/host_config.h file to find out which versions are supported. Sometimes it is possible to hack the requirements there to get some newer versions working, too :)

Thrust version can be found in $CUDA_ROOT/include/thrust/version.h.

Download Archives: https://developer.nvidia.com/cuda-toolkit-archive

Release notes for CUDA Toolkit (CTK):

• latest: https://docs.nvidia.com/cuda/cuda-toolkit-release-notes/index.html
• archive: https://docs.nvidia.com/cuda/archive/

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#!/usr/bin/env python3

# Copyright (c) Microsoft Corporation. All rights reserved.
# Licensed under the MIT License.

"""torchgeo model inference script."""

import argparse
import os
from typing import Any, Callable, Dict, Optional, Tuple, Type, cast

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EPSG: 4326 uses a coordinate system on the surface of a sphere or ellipsoid of reference.
WGS 84 - Earth as Geoid. -Mercator

EPSG: 3857 uses a coordinate system PROJECTED from the surface of the 
sphere. Earth as perfectly sphere. -Web Mercator

Think of it as this way:

EPSG 4326 uses a coordinate system the same as a GLOBE (curved surface). 
EPSG 3857 uses a coordinate system the same as a MAP (flat surface).

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Geospatial

Contents

• Software Installation Notes
• Editing GeoJSONs using QGIS
• Image Registration

Software Installation Notes

• SNAP
  • For MacOS

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