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Added example reading Avro from Kafka
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use arrow2::{ | ||
datatypes::{DataType, Field}, | ||
error::Error, | ||
io::avro, | ||
}; | ||
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fn read_schema_id<R: std::io::Read>(reader: &mut R) -> Result<i32, Error> { | ||
let mut header = [0; 5]; | ||
reader.read_exact(&mut header)?; | ||
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if header[0] != 0 { | ||
return Err(Error::ExternalFormat( | ||
"Avro requires the first byte to be a zero".to_string(), | ||
)); | ||
} | ||
Ok(i32::from_be_bytes(header[1..].try_into().unwrap())) | ||
} | ||
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fn read_block<R: std::io::Read>(reader: &mut R, block: &mut avro::Block) -> Result<(), Error> { | ||
// (we could lump multiple records together by extending the block instead of clearing) | ||
block.data.clear(); | ||
reader.read_to_end(&mut block.data)?; | ||
block.number_of_rows = 1; | ||
Ok(()) | ||
} | ||
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fn main() -> Result<(), Error> { | ||
// say we received the event from Kafka | ||
let data = &[0, 0, 0, 0, 1, 6, 115, 99, 105, 6, 109, 97, 115]; | ||
let mut stream = std::io::Cursor::new(data); | ||
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// we can fetch its schema_id from the registry via: | ||
let _schema_id = read_schema_id(&mut stream)?; | ||
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// say that from the registry we concluded that this schema has fields | ||
let avro_fields = vec![ | ||
avro_schema::Schema::String(None), | ||
avro_schema::Schema::String(None), | ||
]; | ||
// (which we map to arrow fields as) | ||
let fields = vec![ | ||
Field::new("first_name", DataType::Utf8, false), | ||
Field::new("last_name", DataType::Utf8, false), | ||
]; | ||
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// the below allow us to read it to arrow (a chunk of a single element) | ||
let mut block = avro::Block::default(); | ||
read_block(&mut stream, &mut block)?; | ||
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let chunk = avro::read::deserialize(&block, &fields, &avro_fields, &[true, true])?; | ||
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println!("{chunk:?}"); | ||
Ok(()) | ||
} |