5355: Support fetching the pooling method from the model configuration r=Kerollmops a=dureuill

# Pull Request

## Related issue
Fixes #5354 

## What does this PR do?
- Fetches the pooling configuration from the model repository
- Use a pooling method that depends on the pooling configuration of that model.
- Allow overriding the pooling method with a new huggingFace embedder parameter `pooling`
  - for backward-compatibility with Meilisearch v1.13
  - for compatibility with embedders that exhibit the same behavior as Meilisearch v1.13
- Handle the default value of that new parameter
   - for compatibility, when importing a db/a dump, it should be set to `forceMean`
   - when (re)set from the settings for an embedder, it should be set to `useModel`


Co-authored-by: Louis Dureuil <louis@meilisearch.com>
This commit is contained in:
meili-bors[bot] 2025-02-27 14:55:13 +00:00 committed by GitHub
commit c63c25a9a2
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GPG key ID: B5690EEEBB952194
18 changed files with 302 additions and 55 deletions

View file

@ -1,5 +1,5 @@
---
source: dump/src/reader/mod.rs
source: crates/dump/src/reader/mod.rs
expression: vector_index.settings().unwrap()
---
{
@ -49,6 +49,7 @@ expression: vector_index.settings().unwrap()
"source": "huggingFace",
"model": "BAAI/bge-base-en-v1.5",
"revision": "617ca489d9e86b49b8167676d8220688b99db36e",
"pooling": "forceMean",
"documentTemplate": "{% for field in fields %} {{ field.name }}: {{ field.value }}\n{% endfor %}"
}
},

View file

@ -3,6 +3,7 @@ use std::io::{BufRead, BufReader, ErrorKind};
use std::path::Path;
pub use meilisearch_types::milli;
use meilisearch_types::milli::vector::hf::OverridePooling;
use tempfile::TempDir;
use time::OffsetDateTime;
use tracing::debug;
@ -252,7 +253,29 @@ impl V6IndexReader {
}
pub fn settings(&mut self) -> Result<Settings<Checked>> {
let settings: Settings<Unchecked> = serde_json::from_reader(&mut self.settings)?;
let mut settings: Settings<Unchecked> = serde_json::from_reader(&mut self.settings)?;
patch_embedders(&mut settings);
Ok(settings.check())
}
}
fn patch_embedders(settings: &mut Settings<Unchecked>) {
if let Setting::Set(embedders) = &mut settings.embedders {
for settings in embedders.values_mut() {
let Setting::Set(settings) = &mut settings.inner else {
continue;
};
if settings.source != Setting::Set(milli::vector::settings::EmbedderSource::HuggingFace)
{
continue;
}
settings.pooling = match settings.pooling {
Setting::Set(pooling) => Setting::Set(pooling),
// if the pooling for a hugging face embedder is not set, force it to `forceMean`
// for backward compatibility with v1.13
// dumps created in v1.14 and up will have the setting set for hugging face embedders
Setting::Reset | Setting::NotSet => Setting::Set(OverridePooling::ForceMean),
};
}
}
}