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Exponential standoff retry support for handling rate limited embedding functions (#614)
Users ingesting data using rate limited apis don't need to manually make the process sleep for counter rate limits resolves #579
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@@ -15,13 +15,16 @@ import sys
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import lance
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import numpy as np
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import pyarrow as pa
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import pytest
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from lancedb.conftest import MockTextEmbeddingFunction
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import lancedb
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from lancedb.conftest import MockRateLimitedEmbeddingFunction, MockTextEmbeddingFunction
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from lancedb.embeddings import (
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EmbeddingFunctionConfig,
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EmbeddingFunctionRegistry,
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with_embeddings,
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)
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from lancedb.pydantic import LanceModel, Vector
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def mock_embed_func(input_data):
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@@ -83,3 +86,29 @@ def test_embedding_function(tmp_path):
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expected = func.compute_query_embeddings("hello world")
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assert np.allclose(actual, expected)
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def test_embedding_function_rate_limit(tmp_path):
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def _get_schema_from_model(model):
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class Schema(LanceModel):
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text: str = model.SourceField()
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vector: Vector(model.ndims()) = model.VectorField()
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return Schema
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db = lancedb.connect(tmp_path)
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registry = EmbeddingFunctionRegistry.get_instance()
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model = registry.get("test-rate-limited").create(max_retries=0)
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schema = _get_schema_from_model(model)
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table = db.create_table("test", schema=schema, mode="overwrite")
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table.add([{"text": "hello world"}])
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with pytest.raises(Exception):
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table.add([{"text": "hello world"}])
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assert len(table) == 1
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model = registry.get("test-rate-limited").create()
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schema = _get_schema_from_model(model)
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table = db.create_table("test", schema=schema, mode="overwrite")
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table.add([{"text": "hello world"}])
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table.add([{"text": "hello world"}])
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assert len(table) == 2
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