From 713dba5002e10e828e80788c2de547d9ba4bdbcf Mon Sep 17 00:00:00 2001 From: Mats Eikeland Mollestad Date: Fri, 17 Apr 2026 15:20:02 +0200 Subject: [PATCH 1/6] Added python snappy compression --- aligned/redis/job.py | 20 +- aligned/sources/databricks.py | 86 +- aligned/sources/iceberg.py | 2 +- aligned/sources/random_source.py | 22 +- aligned/sources/redis.py | 79 +- poetry.lock | 6118 +++++++++++++++++++----------- pyproject.toml | 30 +- 7 files changed, 4003 insertions(+), 2354 deletions(-) diff --git a/aligned/redis/job.py b/aligned/redis/job.py index 9f33261c..5e4ffc35 100644 --- a/aligned/redis/job.py +++ b/aligned/redis/job.py @@ -50,8 +50,9 @@ async def to_lazy_polars(self) -> pl.LazyFrame: [ ( pl.concat_str( - [pl.lit(request.location.identifier), pl.lit(":")] - + [pl.col(col) for col in sorted(request.entity_names)] + [pl.lit(request.location.identifier)] + + [pl.col(col) for col in sorted(request.entity_names)], + separator=":" ) ).alias(redis_combine_id), pl.col(list(request.entity_names)), @@ -67,10 +68,23 @@ async def to_lazy_polars(self) -> pl.LazyFrame: features = list(feature.name for feature in needed_features) + import snappy + async with redis.pipeline(transaction=False) as pipe: for entity in entities[redis_combine_id]: pipe.hmget(entity, keys=features) - result = await pipe.execute() + + result_bytes = await pipe.execute() + + result = [] + for row in result_bytes: + result.append( + [ + snappy.uncompress(val).decode() + if val else None + for val in row + ] + ) reqs: pl.DataFrame = pl.concat( [entities, pl.DataFrame(result, schema=features, orient="row")], diff --git a/aligned/sources/databricks.py b/aligned/sources/databricks.py index 0c39264b..721da066 100644 --- a/aligned/sources/databricks.py +++ b/aligned/sources/databricks.py @@ -192,6 +192,8 @@ class DatabricksConnectionConfig: azure_client_secret: ConfigValue | None = None azure_tenant_id: ConfigValue | None = None + spark_config: dict[str, str] | None = None + def __init__( self, host: str | ConfigValue, @@ -200,6 +202,7 @@ def __init__( azure_client_id: ConfigValue | None = None, azure_client_secret: ConfigValue | None = None, azure_tenant_id: ConfigValue | None = None, + spark_config: dict[str, str] | None = None, ) -> None: self.host = LiteralValue.from_value(host) self.cluster_id = LiteralValue.from_value(cluster_id) if cluster_id else None @@ -207,6 +210,7 @@ def __init__( self.azure_client_secret = azure_client_secret self.azure_client_id = azure_client_id self.azure_tenant_id = azure_tenant_id + self.spark_config = spark_config def storage_provider(self) -> pl.CredentialProvider | None: if self.azure_client_id and self.azure_client_secret and self.azure_tenant_id: @@ -221,11 +225,24 @@ def storage_provider(self) -> pl.CredentialProvider | None: return pl.CredentialProviderAzure(credential=creds) return None + def with_spark_config(self, spark_config: dict[str, str]) -> DatabricksConnectionConfig: + merged = dict(self.spark_config or {}) + merged.update(spark_config) + return DatabricksConnectionConfig( + host=self.host, + cluster_id=self.cluster_id, + token=self.token, + azure_client_id=self.azure_client_id, + azure_client_secret=self.azure_client_secret, + azure_tenant_id=self.azure_tenant_id, + spark_config=merged, + ) + def with_auth( self, token: str | ConfigValue, host: str | ConfigValue ) -> DatabricksConnectionConfig: return DatabricksConnectionConfig( - cluster_id=self.cluster_id, token=token, host=host + cluster_id=self.cluster_id, token=token, host=host, spark_config=self.spark_config ) @staticmethod @@ -257,7 +274,7 @@ def with_cluster_id( def catalog(self, catalog: str | ConfigValue) -> UnityCatalog: return UnityCatalog(self, LiteralValue.from_value(catalog)) - def connection(self) -> SparkSession: + def connection(self, spark_config: dict[str, str] | None = None) -> SparkSession: from pyspark.errors import PySparkException cluster_id = self.cluster_id @@ -285,6 +302,13 @@ def connection(self) -> SparkSession: if self.token: builder = builder.token(self.token.read()) + effective_config = dict(self.spark_config or {}) + if spark_config: + effective_config.update(spark_config) + + for key, value in effective_config.items(): + builder = builder.config(key, value) + if cluster_id_value == "serverless": spark = builder.getOrCreate() try: @@ -551,9 +575,25 @@ class UCFeatureTableSource( ): config: DatabricksConnectionConfig table: UnityCatalogTableConfig + spark_config: dict[str, str] | None = None type_name = "uc_feature_table" + def _configured_connection(self) -> SparkSession: + conn = self.config.connection() + for key, value in (self.spark_config or {}).items(): + conn.conf.set(key, value) + return conn + + def with_spark_config(self, spark_config: dict[str, str]) -> UCFeatureTableSource: + merged = dict(self.spark_config or {}) + merged.update(spark_config) + return UCFeatureTableSource( + config=self.config, + table=self.table, + spark_config=merged, + ) + def job_group_key(self) -> str: return "uc_feature_table" @@ -661,7 +701,7 @@ async def freshness(self, feature: Feature) -> datetime | None: .freshness() ) """ - spark = self.config.connection() + spark = self._configured_connection() return ( spark.sql( f"SELECT MAX({feature.name}) as {feature.name} FROM {self.table.identifier()}" @@ -684,7 +724,7 @@ async def overwrite( ) -> None: client = databricks_fe.FeatureEngineeringClient() - conn = self.config.connection() + conn = self._configured_connection() df = conn.createDataFrame(await job.unique_entities().to_pandas()) client.create_table( @@ -692,7 +732,7 @@ async def overwrite( ) def with_config(self, config: DatabricksConnectionConfig) -> UCFeatureTableSource: - return UCFeatureTableSource(config, self.table) + return UCFeatureTableSource(config, self.table, spark_config=self.spark_config) def features_to_read( @@ -801,6 +841,7 @@ class UnityCatalogTableAllJob(RetrievalJob, DatabricksSource): _limit: int | None where: Expression | None = field(default=None) renamer: Renamer | None = field(default=None) + spark_config: dict[str, str] | None = field(default=None) @property def request_result(self) -> RequestResult: @@ -830,7 +871,7 @@ async def to_pandas(self) -> pd.DataFrame: return (await self.to_spark()).toPandas() async def to_spark(self, session: SparkSession | None = None) -> SparkFrame: - con = session or self.config.connection() + con = session or self.config.connection(spark_config=self.spark_config) spark_df = con.read.table(self.table.identifier()) if self.request.features_to_include: @@ -914,9 +955,24 @@ class UCTableSource(CodableBatchDataSource, WritableFeatureSource, DatabricksSou table: UnityCatalogTableConfig should_overwrite_schema: bool = False renamer: Renamer | None = None + spark_config: dict[str, str] | None = None type_name = "uc_table" + def _configured_connection(self) -> SparkSession: + return self.config.connection(spark_config=self.spark_config) + + def with_spark_config(self, spark_config: dict[str, str]) -> UCTableSource: + merged = dict(self.spark_config or {}) + merged.update(spark_config) + return UCTableSource( + config=self.config, + table=self.table, + should_overwrite_schema=self.should_overwrite_schema, + renamer=self.renamer, + spark_config=merged, + ) + def job_group_key(self) -> str: return f"uc_table-{self.table.identifier()}" @@ -926,6 +982,7 @@ def overwrite_schema(self, should_overwrite_schema: bool = True) -> UCTableSourc table=self.table, should_overwrite_schema=should_overwrite_schema, renamer=self.renamer, + spark_config=self.spark_config, ) def with_renames(self, renames: dict[str, str] | Renamer | None) -> UCTableSource: @@ -933,12 +990,13 @@ def with_renames(self, renames: dict[str, str] | Renamer | None) -> UCTableSourc renames = Renamer.noop(renames) return UCTableSource( - self.config, self.table, self.should_overwrite_schema, renames + self.config, self.table, self.should_overwrite_schema, renames, self.spark_config ) def all_data(self, request: RetrievalRequest, limit: int | None) -> RetrievalJob: return UnityCatalogTableAllJob( - self.config, self.table, request, limit, renamer=self.renamer + self.config, self.table, request, limit, renamer=self.renamer, + spark_config=self.spark_config, ) def all_between_dates( @@ -995,7 +1053,7 @@ async def schema(self) -> dict[str, FeatureType]: Returns: dict[str, FeatureType]: A dictionary containing the column name and the feature type """ - spark = self.config.connection() + spark = self._configured_connection() schema = spark.table(self.table.identifier()).schema aligned_schema: dict[str, FeatureType] = {} @@ -1011,7 +1069,7 @@ async def freshness(self, feature: Feature) -> datetime | None: .freshness() ) """ - spark = self.config.connection() + spark = self._configured_connection() return ( spark.sql( f"SELECT MAX({feature.name}) as {feature.name} FROM {self.table.identifier()}" @@ -1025,7 +1083,7 @@ async def insert(self, job: RetrievalJob, request: RetrievalRequest) -> None: expected_schema = request.spark_schema() - conn = self.config.connection() + conn = self._configured_connection() spark_df = await job.to_spark(conn) df = spark_df.select( @@ -1046,7 +1104,7 @@ async def upsert(self, job: RetrievalJob, request: RetrievalRequest) -> None: expected_schema = request.spark_schema() - conn = self.config.connection() + conn = self._configured_connection() spark_df = await job.to_spark(conn) df = spark_df.select( @@ -1088,7 +1146,7 @@ async def overwrite( expected_schema = request.spark_schema() - conn = self.config.connection() + conn = self._configured_connection() spark_df = await job.to_spark(conn) df = spark_df.select( @@ -1103,7 +1161,7 @@ async def overwrite( ).saveAsTable(self.table.identifier()) def with_config(self, config: DatabricksConnectionConfig) -> UCTableSource: - return UCTableSource(config, self.table) + return UCTableSource(config, self.table, spark_config=self.spark_config) async def feature_view_code(self, view_name: str) -> str: from aligned.sources.renamer import snake_to_pascal diff --git a/aligned/sources/iceberg.py b/aligned/sources/iceberg.py index ec553b3e..6d1b796e 100644 --- a/aligned/sources/iceberg.py +++ b/aligned/sources/iceberg.py @@ -25,7 +25,7 @@ @dataclass class IcebergCatalog(Codable): - name: ConfigValue = field(default=ConfigValue.from_value("default")) + name: ConfigValue = field(default_factory=lambda: ConfigValue.from_value("default")) config: dict[str, ConfigValue] = field( default_factory=lambda: { "type": ConfigValue.from_value("in-memory"), diff --git a/aligned/sources/random_source.py b/aligned/sources/random_source.py index 881d0988..c84f5719 100644 --- a/aligned/sources/random_source.py +++ b/aligned/sources/random_source.py @@ -10,6 +10,7 @@ from aligned.retrieval_job import RetrievalJob from aligned.feature_source import WritableFeatureSource +from aligned.schemas.constraints import MinLength from aligned.schemas.feature import Feature, FeatureLocation, FeatureType from aligned.request.retrieval_request import RetrievalRequest from aligned.data_source.batch_data_source import ( @@ -110,18 +111,33 @@ def random_values_for( if _sub_constraints: sub_constraints = set(_sub_constraints[0].constraints) + min_len = 4 + for constraint in feature.constraints or set(): + if isinstance(constraint, MinLength): + min_len = max(min_len, constraint.value) + if subtype is None: - values = np.random.random((size, 4)) + values = np.random.random((size, min_len)) else: values = [ random_values_for( - Feature("dd", dtype=subtype, constraints=sub_constraints), 4 + Feature("dd", dtype=subtype, constraints=sub_constraints), min_len ) for _ in range(size) ] elif dtype.is_embedding: - embedding_size = dtype.embedding_size() or 10 + embedding_size = dtype.embedding_size() or 1028 values = np.random.random((size, embedding_size)) + elif dtype.is_struct: + df = pl.DataFrame() + for field, dtype in dtype.struct_fields().items(): + df = df.with_columns( + random_values_for( + Feature(field, dtype), size + ).alias(field) + ) + + return df.to_struct(feature.name) else: if choices: values = np.random.choice(choices, size=size) diff --git a/aligned/sources/redis.py b/aligned/sources/redis.py index a60172c0..98dd7a22 100644 --- a/aligned/sources/redis.py +++ b/aligned/sources/redis.py @@ -1,5 +1,6 @@ from __future__ import annotations +import asyncio from datetime import timedelta import logging import json @@ -29,7 +30,6 @@ from aligned.schemas.vector_storage import VectorIndex, VectorStorage if TYPE_CHECKING: - from redis.client import AbstractRedis from redis.commands.search.field import ( NumericField, TagField, @@ -40,9 +40,51 @@ logger = logging.getLogger(__name__) +@dataclass +class RedisManager: + + clients: dict[str, redis.RedisCluster | redis.StrictRedis] = field(default_factory=dict) + loops: dict[str, asyncio.AbstractEventLoop] = field(default_factory=dict) + + @classmethod + def shared(cls) -> RedisManager: + + key = "_shared" + if hasattr(cls, key): + manager = getattr(cls, key) + else: + manager = RedisManager() + setattr(cls, key, manager) + + return manager + + @classmethod + def client_for(cls, url: str) -> redis.RedisCluster | redis.StrictRedis: + from redis import Redis as SyncRedis + + manager = cls.shared() + loop = asyncio.get_event_loop() -redis_manager: dict[str, AbstractRedis] = {} + if url in manager.clients: + client = manager.clients[url] + if manager.loops[url] is loop: + return client + + sync_client = SyncRedis.from_url(url, decode_responses=True) + info = sync_client.info() + if "cluster_enabled" in info and bool(info["cluster_enabled"]): + manager.clients[url] = redis.RedisCluster.from_url( + url=url + ) + else: + manager.clients[url] = redis.StrictRedis.from_url( + url + ) + + manager.loops[url] = loop + return manager.clients[url] + @dataclass class RedisConfig(Codable, AsBatchSource): @@ -70,23 +112,9 @@ def localhost() -> RedisConfig: def as_source(self) -> CodableBatchDataSource: return RedisSource(self) - def redis(self) -> AbstractRedis: + def redis(self) -> redis.RedisCluster | redis.StrictRedis: url = self.url - if url not in redis_manager: - from redis import Redis as SyncRedis - - sync_client = SyncRedis.from_url(url, decode_responses=True) - info = sync_client.info() - if "cluster_enabled" in info and bool(info["cluster_enabled"]): - redis_manager[url] = redis.RedisCluster.from_url( - url=url, decode_responses=True - ) - else: - redis_manager[url] = redis.StrictRedis.from_url( - url, decode_responses=True - ) - - return redis_manager[url] + return RedisManager.client_for(url) def stream(self, topic: str) -> RedisStreamSource: return RedisStreamSource(topic_name=topic, config=self) @@ -233,6 +261,8 @@ def features_for( return FactualRedisJob(self.config, [request], facts, formatter=self.formatter) async def insert(self, job: RetrievalJob, request: RetrievalRequest) -> None: + import snappy + redis = self.config.redis() data = await job.to_lazy_polars() @@ -247,8 +277,9 @@ async def insert(self, job: RetrievalJob, request: RetrievalRequest) -> None: request_data = data.filter(filter_entity_query).with_columns( ( pl.concat_str( - [pl.lit(request.location.identifier), pl.lit(":")] - + [pl.col(col) for col in sorted(request.entity_names)] + [pl.lit(request.location.identifier)] + + [pl.col(col) for col in sorted(request.entity_names)], + separator=":" ) ).alias("id") ) @@ -293,7 +324,13 @@ def encode_list(value: pl.Series) -> str: record_key = record["id"] pipe.hset( record_key, - mapping={key: value for key, value in record.items() if value}, + mapping={ + # key: value + key: snappy.compress(value) + for key, value + in record.items() + if value + }, ) for key, value in record.items(): if value is None: diff --git a/poetry.lock b/poetry.lock index 269a8b21..36db2d0d 100644 --- a/poetry.lock +++ b/poetry.lock @@ -1,22 +1,21 @@ -# This file is automatically @generated by Poetry 1.5.1 and should not be changed by hand. +# This file is automatically @generated by Poetry 1.8.2 and should not be changed by hand. 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description = "A data management and lineage tool for ML applications." authors = ["Mats E. 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values = ["20", "44"] + values = [snappy.compress(val) for val in ["20", "44"]] redis_mock = mocker.patch.object(Pipeline, "execute", return_value=values) @@ -53,7 +54,7 @@ async def test_factual_redis_job(mocker, retrieval_request) -> None: # type: ig @pytest.mark.asyncio async def test_factual_redis_job_int_as_str(mocker, retrieval_request) -> None: # type: ignore[no-untyped-def] - values = ["20", "44"] + values = [snappy.compress(val) for val in ["20", "44"]] redis_mock = mocker.patch.object(Pipeline, "execute", return_value=values) @@ -77,7 +78,7 @@ async def test_factual_redis_job_int_as_str(mocker, retrieval_request) -> None: @pytest.mark.asyncio async def test_nan_entities_job(mocker, retrieval_request) -> None: # type: ignore[no-untyped-def] - values = ["20", "44"] + values = [snappy.compress(val) for val in ["20", "44"]] redis_mock = mocker.patch.object(Pipeline, "execute", return_value=values) @@ -98,7 +99,7 @@ async def test_nan_entities_job(mocker, retrieval_request) -> None: # type: ign @pytest.mark.asyncio async def test_no_entities_job(mocker, retrieval_request) -> None: # type: ignore[no-untyped-def] - values = ["20", "44"] + values = [snappy.compress(val) for val in ["20", "44"]] redis_mock = mocker.patch.object(Pipeline, "execute", return_value=values) @@ -130,7 +131,7 @@ async def test_factual_redis_job_int_entity(mocker) -> None: # type: ignore[no- event_timestamp=None, ) - values = ["20", "44", "55"] + values = [snappy.compress(val) for val in ["20", "44", "55"]] redis_mock = mocker.patch.object(Pipeline, "execute", return_value=values) diff --git a/aligned/sources/tests/test_redis.py b/aligned/sources/tests/test_redis.py index 917e2078..d4c8c309 100644 --- a/aligned/sources/tests/test_redis.py +++ b/aligned/sources/tests/test_redis.py @@ -1,3 +1,4 @@ +import os from datetime import timedelta import pytest import polars as pl @@ -5,6 +6,11 @@ from aligned.sources.random_source import RandomDataSource from aligned.sources.redis import RedisSource +pytestmark = pytest.mark.skipif( + not os.environ.get("REDIS_URL"), + reason="REDIS_URL not set", +) + ttl_duration = timedelta(hours=2) From d02fc2b2e0d1e52c1ee27cca8941d3f4d8608b47 Mon Sep 17 00:00:00 2001 From: Mats Eikeland Mollestad Date: Mon, 20 Apr 2026 15:11:50 +0200 Subject: [PATCH 5/6] Fix tests --- aligned/redis/tests/test_redis_job.py | 17 ++++++++++------- aligned/sources/lancedb.py | 3 ++- 2 files changed, 12 insertions(+), 8 deletions(-) diff --git a/aligned/redis/tests/test_redis_job.py b/aligned/redis/tests/test_redis_job.py index 86f1144e..cb760b4b 100644 --- a/aligned/redis/tests/test_redis_job.py +++ b/aligned/redis/tests/test_redis_job.py @@ -31,7 +31,8 @@ def retrieval_request() -> RetrievalRequest: @pytest.mark.asyncio async def test_factual_redis_job(mocker, retrieval_request) -> None: # type: ignore[no-untyped-def] - values = [snappy.compress(val) for val in ["20", "44"]] + raw_values = ["20", "44"] + values = [[snappy.compress(val)] for val in raw_values] redis_mock = mocker.patch.object(Pipeline, "execute", return_value=values) @@ -48,13 +49,14 @@ async def test_factual_redis_job(mocker, retrieval_request) -> None: # type: ig result = await job.to_pandas() redis_mock.assert_called_once() - x_result = [int(value) for value in values] + [0, 0] + x_result = [int(v) for v in raw_values] + [0, 0] assert np.all(result["x"].fillna(0).values == x_result), f"Got {result}" # type: ignore @pytest.mark.asyncio async def test_factual_redis_job_int_as_str(mocker, retrieval_request) -> None: # type: ignore[no-untyped-def] - values = [snappy.compress(val) for val in ["20", "44"]] + raw_values = ["20", "44"] + values = [[snappy.compress(val)] for val in raw_values] redis_mock = mocker.patch.object(Pipeline, "execute", return_value=values) @@ -72,7 +74,7 @@ async def test_factual_redis_job_int_as_str(mocker, retrieval_request) -> None: result = await job.to_pandas() redis_mock.assert_called_once() - x_result = [int(value) for value in values] + [0, 0] + x_result = [int(v) for v in raw_values] + [0, 0] assert np.all(result["x"].fillna(0).values == x_result) # type: ignore @@ -131,7 +133,8 @@ async def test_factual_redis_job_int_entity(mocker) -> None: # type: ignore[no- event_timestamp=None, ) - values = [snappy.compress(val) for val in ["20", "44", "55"]] + raw_values = ["20", "44", "55"] + values = [[snappy.compress(val)] for val in raw_values] redis_mock = mocker.patch.object(Pipeline, "execute", return_value=values) @@ -148,7 +151,7 @@ async def test_factual_redis_job_int_entity(mocker) -> None: # type: ignore[no- result = await job.to_pandas() redis_mock.assert_called_once() - x_result = [int(value) for value in values] + [0] + x_result = [int(v) for v in raw_values] + [0] assert np.all(result["x"].fillna(0).values == x_result) # type: ignore @@ -156,7 +159,7 @@ async def test_factual_redis_job_int_entity(mocker) -> None: # type: ignore[no- async def test_write_job(mocker, retrieval_request: RetrievalRequest) -> None: # type: ignore[no-untyped-def] import fakeredis.aioredis - redis = fakeredis.aioredis.FakeRedis(decode_responses=True) + redis = fakeredis.aioredis.FakeRedis(decode_responses=False) _ = mocker.patch.object(RedisConfig, "redis", return_value=redis) diff --git a/aligned/sources/lancedb.py b/aligned/sources/lancedb.py index 8160903d..f842dd35 100644 --- a/aligned/sources/lancedb.py +++ b/aligned/sources/lancedb.py @@ -193,7 +193,8 @@ def first_embedding(features: set[Feature]) -> Feature | None: polars_df = polars_df.select(pl.exclude("_distance")) if df_cols > 1: logger.info(f"Stacking {polars_df.columns} and {item.keys()}") - polars_df = polars_df.select(pl.exclude(org_columns)).hstack( + cols_to_exclude = [c for c in org_columns if c in polars_df.columns] + polars_df = polars_df.select(pl.exclude(cols_to_exclude)).hstack( pl.DataFrame([item] * polars_df.height) .select(org_columns) .select(pl.exclude(embedding.name)) From ab0c4bfea6d831fa9a9edcf6b83ba5e3aecf5a65 Mon Sep 17 00:00:00 2001 From: Mats Eikeland Mollestad Date: Mon, 20 Apr 2026 15:18:02 +0200 Subject: [PATCH 6/6] Fix lancedb test --- aligned/sources/lancedb.py | 3 ++- 1 file changed, 2 insertions(+), 1 deletion(-) diff --git a/aligned/sources/lancedb.py b/aligned/sources/lancedb.py index f842dd35..8b588957 100644 --- a/aligned/sources/lancedb.py +++ b/aligned/sources/lancedb.py @@ -127,7 +127,8 @@ async def insert(self, job: "RetrievalJob", request: RetrievalRequest) -> None: if df.is_empty(): return - arrow_table = df.to_arrow() + columns = list(request.all_returned_columns) + arrow_table = df.select(columns).to_arrow() await table.add(arrow_table) async def overwrite(self, job: "RetrievalJob", request: RetrievalRequest) -> None: