This is the demonstration how to get JSON objects one by one from a JSON array using Retrofit and RxJava.
Retrofit by default downloads whole available data, converts it to java-objects and only then provides the result to the consumer code. This is not effective way, since the data can be too big to keep it in memory of mobile phone. It would be super nice to do not keep whole received data in the memory but process it piece by piece and return to the consumer code parsed objects one by one as fast as they becoming parsed.
- Annotation
@Streaming
for retrofit's service interface method is able to switch off the inner caching of retrofit. - RxJava's
Observable<ResponseBody>
as a return type for retrofit's service interface method gives a chance to get an access to the HTTP-response body'sInputStream
as fast as the connection established and whole the headers received (but the body still not received). - It is possible to parse received body's
InputStream
with Gson in semi-automatic mode in order to receiving desired JSON objects ony by one. - Parsed JSON object should be delivered to the consumer code as fast as they becoming available (parsed).
This huge JSON file (180+Mb) is choosen as a sample source.
It has structure like:
{
"type": "FeatureCollection",
"features": [
{ "type": "Feature", "properties": { "MAPBLKLOT": "0001001", "BLKLOT": "0001001", "BLOCK_NUM": "0001", "LOT_NUM": "001", "FROM_ST": "0", "TO_ST": "0", "STREET": "UNKNOWN", "ST_TYPE": null, "ODD_EVEN": "E" }, "geometry": { "type": "Polygon", "coordinates": [ [ [ -122.422003528252475, 37.808480096967251, 0.0 ], [ -122.422076013325281, 37.808835019815085, 0.0 ], [ -122.421102174348633, 37.808803534992904, 0.0 ], [ -122.421062569067274, 37.808601056818148, 0.0 ], [ -122.422003528252475, 37.808480096967251, 0.0 ] ] ] } }
,
{ "type": "Feature", "properties": { "MAPBLKLOT": "0002001", "BLKLOT": "0002001", "BLOCK_NUM": "0002", "LOT_NUM": "001", "FROM_ST": "0", "TO_ST": "0", "STREET": "UNKNOWN", "ST_TYPE": null, "ODD_EVEN": "E" }, "geometry": { "type": "Polygon", "coordinates": [ [ [ -122.42082593937107, 37.808631474146033, 0.0 ], [ -122.420858049679694, 37.808795641369592, 0.0 ], [ -122.419811958704301, 37.808761809714007, 0.0 ], [ -122.42082593937107, 37.808631474146033, 0.0 ] ] ] } }
,
...
]}
The retrofit's service interface declared like that:
public interface HugeJsonApi {
@Streaming
@GET("/zemirco/sf-city-lots-json/master/citylots.json")
Observable<ResponseBody> get();
}
Then RxJava's operator flatMap()
is used as a way how to turn ResponseBody
to stream of parsed JSON objects.
The actual conversation is happens at MainActivity.convertObjectsStream(...)
method.
It would be nice to have an retrofit's CallAdapter.