I want to use the Export Training Data For Deep Leaning tool to export Classified Tiles to use in the arcgis.learn `prepare_data` function and then the UnetClassifier. As a note, I am running Arcgis Pro on my mac using Parallels.
My raster data set is the World_Imagery layer at https://services.arcgisonline.com/ArcGIS/rest/services/World_Imagery/MapServer.
My vector dataset has 43,071 features, which covers my area of interest, Fort Worth. "Output No Feature Tiles" is set to False.
When I try to run the Export Training Data For Deep Leaning on all 43,071 features, progress stalls at 100% and then eventually throws error 9999. In this case, my "images" and "labels" folder each has around 1140 numbered tiffs. The map.txt file counts up to somewhere in the 1000s.
I have tried running the tool on a subset of 100 features of my vector, labeled data set. In this case, progress stalls at 100% and reminded stalled for around 12 hours. I ended up with 1531 tiffs in my "labels" and "images" folders. My map.txt files counts up from "000000000000.tif" to "000000000604.tif" then it starts over and counts from "000000000000.tif" to "000000001028.tif"
- Can anyone give me any advice on how to proceed?
- Do you see and red flags in my inputs?
- Can the tool not take the World Imagery layer?
Here are my details for the process run with the 100-feature subset:
Export Training Data For Deep Learning
=====================
Parameters
Input Raster World_Imagery
Output Folder \\Mac\Home\Documents\ArcGIS\Projects\cars\trainingdata\1
Input Feature Class Or Classified Raster Or Table TRN_EDGE_OF_PAVEMENT_subset
Image Format TIFF
Tile Size X 256
Tile Size Y 256
Stride X 128
Stride Y 128
Output No Feature Tiles ONLY_TILES_WITH_FEATURES
Metadata Format Classified_Tiles
Start Index 0
Class Value Field ROAD_GROUP_NUM
Buffer Radius 0
Input Mask Polygons TRN_EDGE_OF_PAVEMENT
Rotation Angle 0
Reference System MAP_SPACE
Processing Mode PROCESS_AS_MOSAICKED_IMAGE
Blacken Around Feature NO_BLACKEN
Crop Mode FIXED_SIZE
Additional Input Raster
Instance Feature Class
Instance Class Value Field
Minimum Polygon Overlap Ratio 0
=====================
Messages
Start Time: Friday, July 21, 2023 9:53:25 PM
Distributing operation across 2 parallel instances.
NumTilesWritten = 15, NextTileIndex = 55
NumTilesWritten = 447, NextTileIndex = 605
NumTilesWritten = 0, NextTileIndex = 0
NumTilesWritten = 196, NextTileIndex = 381
NumTilesWritten = 217, NextTileIndex = 726
NumTilesWritten = 35, NextTileIndex = 855
NumTilesWritten = 10, NextTileIndex = 906
NumTilesWritten = 83, NextTileIndex = 1029
