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I want to create own OpenStreetMap tiles offline on Windows. I've downloaded czech-republic-latest.osm.pbf file at geofabrik.de site, however I am unable to load it to the MapSurfer.NET and Maperative due to /16 GB/ memory overflow.

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Read this. There are many other approaches involving PostGIS and Geoserver KOSMOS and other tools that a search on this site will reveal. If you have any questions on a specific approach, open a new question.

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You could split the .pbf file with osmconvert or osmosis, to fit the RAM limit you have hit.

Make sure to have some overlap to avoid missing features.

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