MeiliSearch/milli/src/update/index_documents/enrich.rs

266 lines
10 KiB
Rust

use std::fmt;
use std::io::{BufWriter, Read, Seek};
use std::result::Result as StdResult;
use serde::{Deserialize, Serialize};
use serde_json::Value;
use crate::documents::{
DocumentIdExtractionError, DocumentsBatchIndex, DocumentsBatchReader,
EnrichedDocumentsBatchReader, PrimaryKey, DEFAULT_PRIMARY_KEY,
};
use crate::error::{GeoError, InternalError, UserError};
use crate::update::index_documents::{obkv_to_object, writer_into_reader};
use crate::{FieldId, Index, Result};
/// This function validates and enrich the documents by checking that:
/// - we can infer a primary key,
/// - all the documents id exist and are extracted,
/// - the validity of them but also,
/// - the validity of the `_geo` field depending on the settings.
///
/// # Panics
///
/// - if reader.is_empty(), this function may panic in some cases
#[tracing::instrument(level = "trace", skip_all, target = "indexing::documents")]
pub fn enrich_documents_batch<R: Read + Seek>(
rtxn: &heed::RoTxn,
index: &Index,
autogenerate_docids: bool,
reader: DocumentsBatchReader<R>,
) -> Result<StdResult<EnrichedDocumentsBatchReader<R>, UserError>> {
puffin::profile_function!();
let (mut cursor, mut documents_batch_index) = reader.into_cursor_and_fields_index();
let mut external_ids = tempfile::tempfile().map(BufWriter::new).map(grenad::Writer::new)?;
let mut uuid_buffer = [0; uuid::fmt::Hyphenated::LENGTH];
// The primary key *field id* that has already been set for this index or the one
// we will guess by searching for the first key that contains "id" as a substring.
let primary_key = match index.primary_key(rtxn)? {
Some(primary_key) => match PrimaryKey::new(primary_key, &documents_batch_index) {
Some(primary_key) => primary_key,
None if autogenerate_docids => PrimaryKey::Flat {
name: primary_key,
field_id: documents_batch_index.insert(primary_key),
},
None => {
return match cursor.next_document()? {
Some(first_document) => Ok(Err(UserError::MissingDocumentId {
primary_key: primary_key.to_string(),
document: obkv_to_object(&first_document, &documents_batch_index)?,
})),
None => unreachable!("Called with reader.is_empty()"),
};
}
},
None => {
let mut guesses: Vec<(u16, &str)> = documents_batch_index
.iter()
.filter(|(_, name)| name.to_lowercase().ends_with(DEFAULT_PRIMARY_KEY))
.map(|(field_id, name)| (*field_id, name.as_str()))
.collect();
// sort the keys in a deterministic, obvious way, so that fields are always in the same order.
guesses.sort_by(|(_, left_name), (_, right_name)| {
// shortest name first
left_name.len().cmp(&right_name.len()).then_with(
// then alphabetical order
|| left_name.cmp(right_name),
)
});
match guesses.as_slice() {
[] if autogenerate_docids => PrimaryKey::Flat {
name: DEFAULT_PRIMARY_KEY,
field_id: documents_batch_index.insert(DEFAULT_PRIMARY_KEY),
},
[] => return Ok(Err(UserError::NoPrimaryKeyCandidateFound)),
[(field_id, name)] => {
tracing::info!("Primary key was not specified in index. Inferred to '{name}'");
PrimaryKey::Flat { name, field_id: *field_id }
}
multiple => {
return Ok(Err(UserError::MultiplePrimaryKeyCandidatesFound {
candidates: multiple
.iter()
.map(|(_, candidate)| candidate.to_string())
.collect(),
}));
}
}
}
};
// If the settings specifies that a _geo field must be used therefore we must check the
// validity of it in all the documents of this batch and this is when we return `Some`.
let geo_field_id = match documents_batch_index.id("_geo") {
Some(geo_field_id)
if index.sortable_fields(rtxn)?.contains("_geo")
|| index.filterable_fields(rtxn)?.contains("_geo") =>
{
Some(geo_field_id)
}
_otherwise => None,
};
let mut count = 0;
while let Some(document) = cursor.next_document()? {
let document_id = match fetch_or_generate_document_id(
&document,
&documents_batch_index,
primary_key,
autogenerate_docids,
&mut uuid_buffer,
count,
)? {
Ok(document_id) => document_id,
Err(user_error) => return Ok(Err(user_error)),
};
if let Some(geo_value) = geo_field_id.and_then(|fid| document.get(fid)) {
if let Err(user_error) = validate_geo_from_json(&document_id, geo_value)? {
return Ok(Err(UserError::from(user_error)));
}
}
let document_id = serde_json::to_vec(&document_id).map_err(InternalError::SerdeJson)?;
external_ids.insert(count.to_be_bytes(), document_id)?;
count += 1;
}
let external_ids = writer_into_reader(external_ids)?;
let primary_key_name = primary_key.name().to_string();
let reader = EnrichedDocumentsBatchReader::new(
DocumentsBatchReader::new(cursor, documents_batch_index),
primary_key_name,
external_ids,
)?;
Ok(Ok(reader))
}
/// Retrieve the document id after validating it, returning a `UserError`
/// if the id is invalid or can't be guessed.
#[tracing::instrument(level = "trace", skip(uuid_buffer, documents_batch_index, document)
target = "indexing::documents")]
fn fetch_or_generate_document_id(
document: &obkv::KvReader<FieldId>,
documents_batch_index: &DocumentsBatchIndex,
primary_key: PrimaryKey,
autogenerate_docids: bool,
uuid_buffer: &mut [u8; uuid::fmt::Hyphenated::LENGTH],
count: u32,
) -> Result<StdResult<DocumentId, UserError>> {
Ok(match primary_key.document_id(document, documents_batch_index)? {
Ok(document_id) => Ok(DocumentId::Retrieved { value: document_id }),
Err(DocumentIdExtractionError::InvalidDocumentId(user_error)) => Err(user_error),
Err(DocumentIdExtractionError::MissingDocumentId) if autogenerate_docids => {
let uuid = uuid::Uuid::new_v4().as_hyphenated().encode_lower(uuid_buffer);
Ok(DocumentId::Generated { value: uuid.to_string(), document_nth: count })
}
Err(DocumentIdExtractionError::MissingDocumentId) => Err(UserError::MissingDocumentId {
primary_key: primary_key.name().to_string(),
document: obkv_to_object(document, documents_batch_index)?,
}),
Err(DocumentIdExtractionError::TooManyDocumentIds(_)) => {
Err(UserError::TooManyDocumentIds {
primary_key: primary_key.name().to_string(),
document: obkv_to_object(document, documents_batch_index)?,
})
}
})
}
/// A type that represents a document id that has been retrieved from a document or auto-generated.
///
/// In case the document id has been auto-generated, the document nth is kept to help
/// users debug if there is an issue with the document itself.
#[derive(Serialize, Deserialize, Clone)]
pub enum DocumentId {
Retrieved { value: String },
Generated { value: String, document_nth: u32 },
}
impl DocumentId {
fn debug(&self) -> String {
format!("{:?}", self)
}
pub fn is_generated(&self) -> bool {
matches!(self, DocumentId::Generated { .. })
}
pub fn value(&self) -> &str {
match self {
DocumentId::Retrieved { value } => value,
DocumentId::Generated { value, .. } => value,
}
}
}
impl fmt::Debug for DocumentId {
fn fmt(&self, f: &mut fmt::Formatter<'_>) -> fmt::Result {
match self {
DocumentId::Retrieved { value } => write!(f, "{:?}", value),
DocumentId::Generated { value, document_nth } => {
write!(f, "{{{:?}}} of the {}nth document", value, document_nth)
}
}
}
}
/// Try to extract an `f64` from a JSON `Value` and return the `Value`
/// in the `Err` variant if it failed.
pub fn extract_finite_float_from_value(value: Value) -> StdResult<f64, Value> {
let number = match value {
Value::Number(ref n) => match n.as_f64() {
Some(number) => number,
None => return Err(value),
},
Value::String(ref s) => match s.parse::<f64>() {
Ok(number) => number,
Err(_) => return Err(value),
},
value => return Err(value),
};
if number.is_finite() {
Ok(number)
} else {
Err(value)
}
}
pub fn validate_geo_from_json(id: &DocumentId, bytes: &[u8]) -> Result<StdResult<(), GeoError>> {
use GeoError::*;
let debug_id = || {
serde_json::from_slice(id.value().as_bytes()).unwrap_or_else(|_| Value::from(id.debug()))
};
match serde_json::from_slice(bytes).map_err(InternalError::SerdeJson)? {
Value::Object(mut object) => match (object.remove("lat"), object.remove("lng")) {
(Some(lat), Some(lng)) => {
match (extract_finite_float_from_value(lat), extract_finite_float_from_value(lng)) {
(Ok(_), Ok(_)) if !object.is_empty() => Ok(Err(UnexpectedExtraFields {
document_id: debug_id(),
value: object.into(),
})),
(Ok(_), Ok(_)) => Ok(Ok(())),
(Err(value), Ok(_)) => Ok(Err(BadLatitude { document_id: debug_id(), value })),
(Ok(_), Err(value)) => Ok(Err(BadLongitude { document_id: debug_id(), value })),
(Err(lat), Err(lng)) => {
Ok(Err(BadLatitudeAndLongitude { document_id: debug_id(), lat, lng }))
}
}
}
(None, Some(_)) => Ok(Err(MissingLatitude { document_id: debug_id() })),
(Some(_), None) => Ok(Err(MissingLongitude { document_id: debug_id() })),
(None, None) => Ok(Err(MissingLatitudeAndLongitude { document_id: debug_id() })),
},
Value::Null => Ok(Ok(())),
value => Ok(Err(NotAnObject { document_id: debug_id(), value })),
}
}