mirror of
https://github.com/lancedb/lancedb.git
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feat: support remote ivf rq (#2863)
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@@ -18,7 +18,17 @@ from lancedb._lancedb import (
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UpdateResult,
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)
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from lancedb.embeddings.base import EmbeddingFunctionConfig
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from lancedb.index import FTS, BTree, Bitmap, HnswSq, IvfFlat, IvfPq, IvfSq, LabelList
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from lancedb.index import (
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FTS,
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BTree,
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Bitmap,
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HnswSq,
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IvfFlat,
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IvfPq,
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IvfRq,
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IvfSq,
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LabelList,
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)
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from lancedb.remote.db import LOOP
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import pyarrow as pa
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@@ -265,6 +275,12 @@ class RemoteTable(Table):
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num_sub_vectors=num_sub_vectors,
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num_bits=num_bits,
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)
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elif index_type == "IVF_RQ":
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config = IvfRq(
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distance_type=metric,
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num_partitions=num_partitions,
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num_bits=num_bits,
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)
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elif index_type == "IVF_SQ":
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config = IvfSq(distance_type=metric, num_partitions=num_partitions)
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elif index_type == "IVF_HNSW_PQ":
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@@ -279,7 +295,8 @@ class RemoteTable(Table):
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else:
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raise ValueError(
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f"Unknown vector index type: {index_type}. Valid options are"
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" 'IVF_FLAT', 'IVF_SQ', 'IVF_PQ', 'IVF_HNSW_PQ', 'IVF_HNSW_SQ'"
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" 'IVF_FLAT', 'IVF_PQ', 'IVF_RQ', 'IVF_SQ',"
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" 'IVF_HNSW_PQ', 'IVF_HNSW_SQ'"
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)
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LOOP.run(
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@@ -1088,6 +1088,17 @@ impl<S: HttpSend> BaseTable for RemoteTable<S> {
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body["num_partitions"] = serde_json::Value::Number(num_partitions.into());
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}
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}
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Index::IvfRq(index) => {
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body[INDEX_TYPE_KEY] = serde_json::Value::String("IVF_RQ".to_string());
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body[METRIC_TYPE_KEY] =
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serde_json::Value::String(index.distance_type.to_string().to_lowercase());
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if let Some(num_partitions) = index.num_partitions {
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body["num_partitions"] = serde_json::Value::Number(num_partitions.into());
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}
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if let Some(num_bits) = index.num_bits {
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body["num_bits"] = serde_json::Value::Number(num_bits.into());
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}
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}
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Index::BTree(_) => {
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body[INDEX_TYPE_KEY] = serde_json::Value::String("BTREE".to_string());
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}
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