2021-10-21 03:26:52 +08:00
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use std::collections::BTreeMap;
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2021-08-31 17:44:15 +08:00
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use std::io;
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2021-10-21 17:05:16 +08:00
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use std::io::Cursor;
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use std::io::Write;
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2021-08-31 17:44:15 +08:00
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use byteorder::{BigEndian, WriteBytesExt};
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2021-10-21 03:26:52 +08:00
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use serde::Deserializer;
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use serde_json::Value;
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2021-10-21 03:26:52 +08:00
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use crate::FieldId;
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use super::serde::DocumentVisitor;
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use super::{ByteCounter, DocumentsBatchIndex, DocumentsMetadata, Error};
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/// The `DocumentsBatchBuilder` provides a way to build a documents batch in the intermediary
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/// format used by milli.
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///
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/// The writer used by the DocumentBatchBuilder can be read using a `DocumentBatchReader` to
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/// iterate other the documents.
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pub struct DocumentBatchBuilder<W> {
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inner: ByteCounter<W>,
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index: DocumentsBatchIndex,
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obkv_buffer: Vec<u8>,
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value_buffer: Vec<u8>,
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values: BTreeMap<FieldId, Value>,
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count: usize,
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}
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impl<W: io::Write + io::Seek> DocumentBatchBuilder<W> {
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pub fn new(writer: W) -> Result<Self, Error> {
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let index = DocumentsBatchIndex::default();
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let mut writer = ByteCounter::new(writer);
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// add space to write the offset of the metadata at the end of the writer
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writer.write_u64::<BigEndian>(0)?;
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2021-10-21 03:26:52 +08:00
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let this = Self {
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inner: writer,
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index,
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obkv_buffer: Vec::new(),
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value_buffer: Vec::new(),
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values: BTreeMap::new(),
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count: 0,
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};
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2021-10-21 03:26:52 +08:00
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Ok(this)
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}
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/// Returns the number of documents that have been written to the builder.
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pub fn len(&self) -> usize {
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self.count
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}
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/// This method must be called after the document addition is terminated. It will put the
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/// metadata at the end of the file, and write the metadata offset at the beginning on the
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/// file.
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pub fn finish(self) -> Result<(), Error> {
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let Self {
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inner: ByteCounter { mut writer, count: offset },
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index,
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count,
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..
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} = self;
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let meta = DocumentsMetadata { count, index };
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bincode::serialize_into(&mut writer, &meta)?;
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writer.seek(io::SeekFrom::Start(0))?;
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writer.write_u64::<BigEndian>(offset as u64)?;
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writer.flush()?;
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Ok(())
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}
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/// Extends the builder with json documents from a reader.
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pub fn extend_from_json<R: io::Read>(&mut self, reader: R) -> Result<(), Error> {
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let mut de = serde_json::Deserializer::from_reader(reader);
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let mut visitor = DocumentVisitor {
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inner: &mut self.inner,
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index: &mut self.index,
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obkv_buffer: &mut self.obkv_buffer,
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value_buffer: &mut self.value_buffer,
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values: &mut self.values,
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count: &mut self.count,
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};
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de.deserialize_any(&mut visitor).map_err(Error::JsonError)?;
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Ok(())
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}
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/// Extends the builder with json documents from a reader.
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///
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/// This method can be only called once and is mutually exclusive with extend from json. This
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/// is because the fields in a csv are always guaranteed to come in order, and permits some
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/// optimizations.
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///
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/// From csv takes care to call finish in the end.
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pub fn from_csv<R: io::Read>(reader: R, writer: W) -> Result<Self, Error> {
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let mut this = Self::new(writer)?;
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// Ensure that this is the first and only addition made with this builder
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debug_assert!(this.index.is_empty());
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let mut records = csv::Reader::from_reader(reader);
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let headers = records
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.headers()
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.unwrap()
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.into_iter()
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.map(parse_csv_header)
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.map(|(k, t)| (this.index.insert(&k), t))
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.collect::<BTreeMap<_, _>>();
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let records = records.into_records();
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for record in records {
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match record {
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Ok(record) => {
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let mut writer = obkv::KvWriter::new(Cursor::new(&mut this.obkv_buffer));
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for (value, (fid, ty)) in record.into_iter().zip(headers.iter()) {
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let value = match ty {
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AllowedType::Number => value.parse::<f64>().map(Value::from).unwrap(),
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AllowedType::String => Value::String(value.to_string()),
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};
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serde_json::to_writer(Cursor::new(&mut this.value_buffer), &value).unwrap();
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writer.insert(*fid, &this.value_buffer)?;
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this.value_buffer.clear();
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}
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this.inner.write_u32::<BigEndian>(this.obkv_buffer.len() as u32)?;
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this.inner.write_all(&this.obkv_buffer)?;
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this.obkv_buffer.clear();
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this.count += 1;
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},
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Err(_) => panic!(),
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}
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}
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Ok(this)
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}
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}
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#[derive(Debug)]
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enum AllowedType {
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String,
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Number,
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}
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fn parse_csv_header(header: &str) -> (String, AllowedType) {
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// if there are several separators we only split on the last one.
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match header.rsplit_once(':') {
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Some((field_name, field_type)) => match field_type {
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"string" => (field_name.to_string(), AllowedType::String),
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"number" => (field_name.to_string(), AllowedType::Number), // if the pattern isn't reconized, we keep the whole field.
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_otherwise => (header.to_string(), AllowedType::String),
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},
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None => (header.to_string(), AllowedType::String),
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}
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}
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#[cfg(test)]
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mod test {
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use std::io::Cursor;
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use crate::documents::DocumentBatchReader;
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use super::*;
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#[test]
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fn add_single_documents_json() {
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let mut cursor = Cursor::new(Vec::new());
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let mut builder = DocumentBatchBuilder::new(&mut cursor).unwrap();
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let json = serde_json::json!({
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"id": 1,
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"field": "hello!",
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});
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builder.extend_from_json(Cursor::new(serde_json::to_vec(&json).unwrap())).unwrap();
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let json = serde_json::json!({
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"blabla": false,
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"field": "hello!",
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"id": 1,
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});
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builder.extend_from_json(Cursor::new(serde_json::to_vec(&json).unwrap())).unwrap();
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assert_eq!(builder.len(), 2);
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builder.finish().unwrap();
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cursor.set_position(0);
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let mut reader = DocumentBatchReader::from_reader(cursor).unwrap();
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let (index, document) = reader.next_document_with_index().unwrap().unwrap();
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assert_eq!(index.len(), 3);
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assert_eq!(document.iter().count(), 2);
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let (index, document) = reader.next_document_with_index().unwrap().unwrap();
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assert_eq!(index.len(), 3);
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assert_eq!(document.iter().count(), 3);
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assert!(reader.next_document_with_index().unwrap().is_none());
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}
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#[test]
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fn add_documents_seq_json() {
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let mut cursor = Cursor::new(Vec::new());
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let mut builder = DocumentBatchBuilder::new(&mut cursor).unwrap();
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let json = serde_json::json!([{
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"id": 1,
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"field": "hello!",
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},{
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"blabla": false,
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"field": "hello!",
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"id": 1,
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}
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]);
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builder.extend_from_json(Cursor::new(serde_json::to_vec(&json).unwrap())).unwrap();
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assert_eq!(builder.len(), 2);
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builder.finish().unwrap();
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cursor.set_position(0);
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let mut reader = DocumentBatchReader::from_reader(cursor).unwrap();
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let (index, document) = reader.next_document_with_index().unwrap().unwrap();
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assert_eq!(index.len(), 3);
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assert_eq!(document.iter().count(), 2);
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let (index, document) = reader.next_document_with_index().unwrap().unwrap();
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assert_eq!(index.len(), 3);
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assert_eq!(document.iter().count(), 3);
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assert!(reader.next_document_with_index().unwrap().is_none());
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}
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#[test]
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fn add_documents_csv() {
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let mut cursor = Cursor::new(Vec::new());
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let csv = "id:number,field:string\n1,hello!\n2,blabla";
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let builder = DocumentBatchBuilder::from_csv(Cursor::new(csv.as_bytes()), &mut cursor).unwrap();
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builder.finish().unwrap();
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cursor.set_position(0);
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let mut reader = DocumentBatchReader::from_reader(cursor).unwrap();
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let (index, document) = reader.next_document_with_index().unwrap().unwrap();
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assert_eq!(index.len(), 2);
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assert_eq!(document.iter().count(), 2);
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let (_index, document) = reader.next_document_with_index().unwrap().unwrap();
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assert_eq!(document.iter().count(), 2);
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assert!(reader.next_document_with_index().unwrap().is_none());
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}
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}
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