From 810e952882506fdb9225ce8c4de1a808637b604c Mon Sep 17 00:00:00 2001 From: abhijeet-dhumal Date: Wed, 27 May 2026 17:18:04 +0530 Subject: [PATCH 1/5] docs: Add blog post on scalable Spark embedding pipelines with BatchFeatureView Signed-off-by: abhijeet-dhumal --- .../docs/blog/spark-embedding-pipelines.md | 263 ++++++++++++++++++ 1 file changed, 263 insertions(+) create mode 100644 infra/website/docs/blog/spark-embedding-pipelines.md diff --git a/infra/website/docs/blog/spark-embedding-pipelines.md b/infra/website/docs/blog/spark-embedding-pipelines.md new file mode 100644 index 00000000000..2f862b85ae0 --- /dev/null +++ b/infra/website/docs/blog/spark-embedding-pipelines.md @@ -0,0 +1,263 @@ +--- +title: "Scalable Embedding Pipelines with Feast + Spark: Pre-Computed Features for Training and Serving" +description: "Learn how Feast's BatchFeatureView and SparkComputeEngine work together to build embedding pipelines that materialize once, serve online, and retrieve pre-computed features at training time — without re-running expensive UDFs." +date: 2026-05-27 +authors: ["abhijeet-dhumal"] +--- + +
+ Feast + Spark Embedding Pipeline Architecture +
+ +Embedding features are the backbone of modern AI applications — from semantic search and RAG pipelines to recommendation engines and anomaly detection. But teams that run these pipelines on Spark face a painful reality: **the embedding UDF is expensive**, and every time you call `get_historical_features()` for a training job, you're paying that cost again. + +This post walks through how Feast's `BatchFeatureView` with `SparkComputeEngine` now lets you **materialize once, serve online, and read pre-computed features at training time** — without re-running UDFs, without manual export scripts, and without duplicating your transformation logic. + +## The Problem: UDFs Are Expensive, and Training Jobs Pay Twice + +A typical embedding pipeline on Spark looks like this: + +```python +@batch_feature_view( + sources=[SparkSource(query="SELECT id, text FROM bronze.documents")], + schema=[Field(name="embedding", dtype=Array(Float32), vector_index=True)], + online=True, +) +def document_embeddings(df: DataFrame) -> DataFrame: + # Load a 400MB model per executor, run inference on millions of rows + embeddings = spark_embed(df, "all-MiniLM-L6-v2", input_col="text") + return embeddings +``` + +`feast materialize` runs this UDF and pushes embeddings to your online store (Milvus, Redis). Great for serving. + +Then a data scientist calls `get_historical_features()` to build a training set. Feast re-runs the UDF from scratch — same raw query, same model load, same inference. **For a 10M-row document corpus, this means 20–40 minutes of compute on every training run.** + +The fix should be simple: after materialization, the features already exist as parquet in your data lake. Training jobs should read from there, not re-execute the UDF. + +## The Solution: `SparkSource` with `query + path` + +Feast now supports a `SparkSource` that holds both a `query` (for raw data ingestion) and a `path` (for pre-computed offline write-back and read): + +```python +from feast.infra.offline_stores.contrib.spark_offline_store.spark_source import SparkSource + +source = SparkSource( + query="SELECT id, text, event_timestamp FROM bronze.documents", + path="s3://my-bucket/feast/features/document_embeddings/", + file_format="parquet", + timestamp_field="event_timestamp", +) +``` + +The semantics are clear: + +- **`query`** — used during `materialize()` to read raw data and pass it through the UDF +- **`path`** — used as the write-back destination (`offline=True`) and as the pre-computed read source in `get_historical_features()` + +With this, Feast routes requests correctly without any extra configuration: + +| Operation | What Feast reads | +|-----------|-----------------| +| `feast materialize` | `query` → UDF → write to `path` + online store | +| `get_historical_features()` | `path` (pre-computed parquet), no UDF | + +## Defining the Full Pipeline + +Here's a complete `BatchFeatureView` definition for a document embedding pipeline: + +```python +from feast import BatchFeatureView, Entity, Field, FeatureStore +from feast.types import Array, Float32, Int64, String +from feast.infra.offline_stores.contrib.spark_offline_store.spark_source import SparkSource +from feast.infra.compute_engines.spark.utils import spark_embed +from datetime import timedelta + +document = Entity(name="document_id", join_keys=["document_id"]) + +source = SparkSource( + query="SELECT document_id, title, body, event_timestamp FROM bronze.documents", + path="s3://my-bucket/feast/features/document_embeddings/", + file_format="parquet", + timestamp_field="event_timestamp", +) + +@batch_feature_view( + entities=[document], + sources=[source], + schema=[ + Field(name="document_id", dtype=Int64), + Field(name="embedding", dtype=Array(Float32), vector_index=True), + Field(name="title", dtype=String), + ], + online=True, + offline=True, # write pre-computed features to source.path + ttl=timedelta(days=90), +) +def document_embeddings(df): + """ + Generates sentence embeddings from document text. + Runs once during materialize; get_historical_features reads from path. + """ + return spark_embed(df, model="all-MiniLM-L6-v2", input_col="body") +``` + +### Materialization: Run Once + +```bash +feast apply +feast materialize 2024-01-01T00:00:00 2026-05-27T00:00:00 +``` + +Feast executes the UDF via `SparkComputeEngine`, writes results to both: + +1. Your online store (`Milvus` / `Redis`) for real-time vector search +2. `s3://my-bucket/feast/features/document_embeddings/` for offline training data + +### Training: Read Pre-Computed Features + +```python +import pandas as pd +from feast import FeatureStore + +store = FeatureStore(repo_path=".") + +entity_df = pd.DataFrame({ + "document_id": [101, 202, 303], + "event_timestamp": pd.to_datetime(["2026-05-01", "2026-05-01", "2026-05-01"]), +}) + +# Reads directly from s3://my-bucket/.../document_embeddings/ — no UDF re-execution +training_df = store.get_historical_features( + entity_df=entity_df, + features=["document_embeddings:embedding", "document_embeddings:title"], +).to_df() +``` + +Training time drops from 20–40 minutes to the time it takes to read parquet. The UDF only runs during `materialize`. + +### Online Serving: Vector Search + +```python +query_embedding = model.encode(["machine learning infrastructure"])[0].tolist() + +results = store.retrieve_online_documents_v2( + features=["document_embeddings:embedding", "document_embeddings:title"], + query=query_embedding, + top_k=10, +).to_dict() +``` + +## How It Works Under the Hood + +### Fix 1: `foreachPartition` Replaces `mapInArrow` + +Spark 3.5 introduced `WindowGroupLimitExec`, which is inserted upstream of `MapInArrowExec` when UDFs involve Window operations. This routes the Python worker through the wrong serializer, producing: + +``` +AttributeError: 'list' object has no attribute 'dtype' +``` + +The fix replaces `mapInArrow` with `foreachPartition`, which uses pickle serialization instead of Arrow. The Arrow UDF bridge mismatch cannot occur: + +```python +# Before (broken on Spark 3.5+ with Window ops) +df.mapInArrow(write_partition, schema) + +# After (works on all Spark versions) +rdd.foreachPartition(write_partition_chunked) +``` + +`foreachPartition` also gives us direct control over write chunking, which solves a second issue on large feature views. + +### Fix 2: Chunked Writes Prevent OOMKill + +On large feature views (10M+ rows), loading an entire partition into Python memory before writing caused `MemoryError` on executor pods. Writes are now chunked: + +```python +def write_partition_chunked(rows, chunk_size=1000): + buffer = [] + for row in rows: + buffer.append(row) + if len(buffer) >= chunk_size: + online_store.online_write_batch(config, table, buffer, ...) + buffer.clear() + if buffer: + online_store.online_write_batch(config, table, buffer, ...) +``` + +This bounds Python memory per executor to `chunk_size × row_size` regardless of partition size. + +### Fix 3: S3/GCS PyArrow Filesystem + +When Feast reads staging parquet back from S3 (for point-in-time joins after materialization), the old implementation passed raw `s3://` URIs to `pyarrow.dataset`. This works on HDFS but fails on S3-compatible stores (MinIO, Ceph, AWS with custom endpoints): + +```python +# Now resolves the correct PyArrow filesystem from the URI scheme +fs, stripped_paths = self._resolve_staging_filesystem(parquet_paths) +dataset = ds.dataset(stripped_paths, format="parquet", filesystem=fs) +``` + +The resolver picks up `AWS_ENDPOINT_URL_S3` for MinIO/LocalStack, `AWS_DEFAULT_REGION`, and builds a `pafs.S3FileSystem` or `pafs.GcsFileSystem` accordingly — enabling on-prem and private cloud deployments. + +## Feature Store Configuration + +```yaml +# feature_store.yaml +project: my_project +provider: local +registry: s3://my-bucket/feast/registry.db + +offline_store: + type: spark + spark_conf: + spark.master: "k8s://https://my-cluster:6443" + spark.executor.instances: "4" + spark.executor.memory: "8g" + spark.executor.resource.gpu.amount: "1" # optional GPU acceleration + spark.kubernetes.container.image: "my-registry/feast-spark:latest" + +online_store: + type: milvus + path: data/online_store.db + vector_enabled: true + embedding_dim: 384 + index_type: "IVF_FLAT" + distance_metric: "COSINE" + +compute_engine: + type: spark +``` + +## Graceful Fallback for First Runs + +Before the first `materialize`, `source.path` doesn't exist yet. Feast now handles this gracefully — instead of crashing, it falls back to executing the query live: + +``` +[INFO] Offline path s3://my-bucket/.../document_embeddings/ not yet populated. + Falling back to live query for get_historical_features. +``` + +After the first successful materialization, subsequent `get_historical_features()` calls automatically switch to reading from `path`. + +## Summary + +| Capability | Before | After | +|-----------|--------|-------| +| `get_historical_features()` for BFVs | Re-runs UDF every call | Reads pre-computed parquet | +| Spark 3.5+ materialization | Fails with Arrow UDF error | Works via `foreachPartition` | +| Large feature views (10M+ rows) | OOMKill on executor | Chunked writes, bounded memory | +| S3/MinIO staging reads | Fails on custom endpoints | Resolves `S3FileSystem` from env | +| First run (no offline path yet) | Crashes | Graceful fallback to live query | + +These improvements are available as of Feast 0.64. The fixes apply to any `BatchFeatureView` using `SparkComputeEngine`, and the `query + path` SparkSource pattern works with all Feast-supported online stores. + +## Getting Started + +```bash +pip install "feast[spark]>=0.64" +``` + +Check out the [Spark compute engine docs](https://docs.feast.dev/reference/compute-engine/spark) and the [BatchFeatureView reference](https://docs.feast.dev/reference/feature-view-types/batch-feature-view) for configuration details. + +If you're building embedding pipelines on Spark and want to share your experience, join us on [Slack](https://slack.feast.dev) or open a discussion on [GitHub](https://github.com/feast-dev/feast). From ea07a1e9eb4ca740c05b76cb0916526f0908b40e Mon Sep 17 00:00:00 2001 From: abhijeet-dhumal Date: Wed, 27 May 2026 18:13:58 +0530 Subject: [PATCH 2/5] docs: Rewrite blog to cover all 6 Spark BFV fixes using smartshop-ai as the running example Signed-off-by: abhijeet-dhumal --- .../docs/blog/spark-embedding-pipelines.md | 379 ++++++++++-------- 1 file changed, 210 insertions(+), 169 deletions(-) diff --git a/infra/website/docs/blog/spark-embedding-pipelines.md b/infra/website/docs/blog/spark-embedding-pipelines.md index 2f862b85ae0..a387007cd90 100644 --- a/infra/website/docs/blog/spark-embedding-pipelines.md +++ b/infra/website/docs/blog/spark-embedding-pipelines.md @@ -1,178 +1,146 @@ --- -title: "Scalable Embedding Pipelines with Feast + Spark: Pre-Computed Features for Training and Serving" -description: "Learn how Feast's BatchFeatureView and SparkComputeEngine work together to build embedding pipelines that materialize once, serve online, and retrieve pre-computed features at training time — without re-running expensive UDFs." +title: "BatchFeatureView + Spark on Kubernetes: From Broken to Production-Ready" +description: "A practical guide to the six fixes that made BatchFeatureView with SparkComputeEngine reliable on Kubernetes — covering silent failures, Spark 3.5 serializer bugs, S3A event logging, MinIO deployments, and efficient training data retrieval." date: 2026-05-27 authors: ["abhijeet-dhumal"] ---
- Feast + Spark Embedding Pipeline Architecture + Feast BatchFeatureView on Kubernetes with Spark
-Embedding features are the backbone of modern AI applications — from semantic search and RAG pipelines to recommendation engines and anomaly detection. But teams that run these pipelines on Spark face a painful reality: **the embedding UDF is expensive**, and every time you call `get_historical_features()` for a training job, you're paying that cost again. +`BatchFeatureView` with `SparkComputeEngine` is Feast's answer to large-scale feature engineering — run arbitrary Spark transformations at materialization time, write features to both an online store and an offline parquet path, and retrieve pre-computed features for training without re-running the UDF. On paper, it's exactly what ML platform teams need for production pipelines on Kubernetes. -This post walks through how Feast's `BatchFeatureView` with `SparkComputeEngine` now lets you **materialize once, serve online, and read pre-computed features at training time** — without re-running UDFs, without manual export scripts, and without duplicating your transformation logic. +In practice, it didn't work. -## The Problem: UDFs Are Expensive, and Training Jobs Pay Twice +This post documents the six bugs we hit while building a real recommendation system on OpenShift AI with PySpark 3.5 and MinIO, the fixes we contributed back to Feast, and the architecture that's now running in production. -A typical embedding pipeline on Spark looks like this: +## The Pipeline We Were Building + +The smartshop-ai demo is a product recommendation system on Amazon Reviews data. The feature pipeline has three layers: -```python -@batch_feature_view( - sources=[SparkSource(query="SELECT id, text FROM bronze.documents")], - schema=[Field(name="embedding", dtype=Array(Float32), vector_index=True)], - online=True, -) -def document_embeddings(df: DataFrame) -> DataFrame: - # Load a 400MB model per executor, run inference on millions of rows - embeddings = spark_embed(df, "all-MiniLM-L6-v2", input_col="text") - return embeddings +``` +Raw S3 Parquet (reviews + metadata) + │ SparkComputeEngine (K8s GPU executors) + ▼ +@batch_feature_view transformations + ├── user_features → Redis (user aggregates, online serving) + ├── item_features → Redis (item aggregates, online serving) + ├── item_metadata → Redis (catalog fields, online serving) + ├── interactions → S3 (user-item labels, training only) + └── review_embeddings → Milvus (384-dim vectors, semantic search) ``` -`feast materialize` runs this UDF and pushes embeddings to your online store (Milvus, Redis). Great for serving. +All five are `@batch_feature_view` with `TransformationMode.PYTHON` and `SparkComputeEngine`. The tabular BFVs use a `query + path` `SparkSource` so materialization writes to both Redis and S3 offline parquet — and `get_historical_features()` reads from the pre-computed parquet instead of re-running the UDF. -Then a data scientist calls `get_historical_features()` to build a training set. Feast re-runs the UDF from scratch — same raw query, same model load, same inference. **For a 10M-row document corpus, this means 20–40 minutes of compute on every training run.** +Getting this to work required fixing six distinct failure modes, shipped as six PRs. -The fix should be simple: after materialization, the features already exist as parquet in your data lake. Training jobs should read from there, not re-execute the UDF. +--- -## The Solution: `SparkSource` with `query + path` +## Failure 1: Every Default BFV Was Broken Out of the Box -Feast now supports a `SparkSource` that holds both a `query` (for raw data ingestion) and a `path` (for pre-computed offline write-back and read): +**PR:** [#6310](https://github.com/feast-dev/feast/pull/6310) — `fix(spark): BatchFeatureView with TransformationMode.PYTHON now reads all source columns` -```python -from feast.infra.offline_stores.contrib.spark_offline_store.spark_source import SparkSource +The first materialization attempt failed with a cascade of `AnalysisException`: -source = SparkSource( - query="SELECT id, text, event_timestamp FROM bronze.documents", - path="s3://my-bucket/feast/features/document_embeddings/", - file_format="parquet", - timestamp_field="event_timestamp", -) +``` +AnalysisException: [UNRESOLVED_COLUMN.WITH_SUGGESTION] +A column or function parameter with name 'user_avg_rating' cannot be resolved. ``` -The semantics are clear: - -- **`query`** — used during `materialize()` to read raw data and pass it through the UDF -- **`path`** — used as the write-back destination (`offline=True`) and as the pre-computed read source in `get_historical_features()` - -With this, Feast routes requests correctly without any extra configuration: +`TransformationMode.PYTHON` is the **default mode** for `@batch_feature_view`. The bug: `FeatureBuilder.get_column_info()` set `feature_cols=[]` (the "read all source columns" signal) only for `ray` and `pandas` modes — `python` was missing. -| Operation | What Feast reads | -|-----------|-----------------| -| `feast materialize` | `query` → UDF → write to `path` + online store | -| `get_historical_features()` | `path` (pre-computed parquet), no UDF | +With `feature_cols` populated from the BFV's *output* schema (`["user_avg_rating", "user_review_count", ...]`), Feast tried to SELECT those column names from the raw source. Those columns don't exist in raw data — the UDF is supposed to **compute** them. -## Defining the Full Pipeline +**Fix:** Add `"python"` to the mode guard in `get_column_info()`. One line, but it unblocked every default `@batch_feature_view` on Spark. -Here's a complete `BatchFeatureView` definition for a document embedding pipeline: +--- -```python -from feast import BatchFeatureView, Entity, Field, FeatureStore -from feast.types import Array, Float32, Int64, String -from feast.infra.offline_stores.contrib.spark_offline_store.spark_source import SparkSource -from feast.infra.compute_engines.spark.utils import spark_embed -from datetime import timedelta +## Failure 2: Silent NULL Output Even After the Schema Fix -document = Entity(name="document_id", join_keys=["document_id"]) +**PR:** [#6311](https://github.com/feast-dev/feast/pull/6311) — `fix: Use SELECT * when feature_name_columns is empty in pull_all_from_table_or_query` -source = SparkSource( - query="SELECT document_id, title, body, event_timestamp FROM bronze.documents", - path="s3://my-bucket/feast/features/document_embeddings/", - file_format="parquet", - timestamp_field="event_timestamp", -) +With `feature_cols=[]` now correctly set for python mode, the code was supposed to SELECT all source columns. It didn't. `pull_all_from_table_or_query` always built an explicit SELECT from `join_key_columns + feature_name_columns + timestamp_fields`. With `feature_name_columns=[]`, that produced: -@batch_feature_view( - entities=[document], - sources=[source], - schema=[ - Field(name="document_id", dtype=Int64), - Field(name="embedding", dtype=Array(Float32), vector_index=True), - Field(name="title", dtype=String), - ], - online=True, - offline=True, # write pre-computed features to source.path - ttl=timedelta(days=90), -) -def document_embeddings(df): - """ - Generates sentence embeddings from document text. - Runs once during materialize; get_historical_features reads from path. - """ - return spark_embed(df, model="all-MiniLM-L6-v2", input_col="body") +```sql +SELECT user_id, event_timestamp +FROM s3a://bucket/raw/reviews/ +WHERE event_timestamp BETWEEN ... ``` -### Materialization: Run Once +The UDF received a 2-column DataFrame. Every aggregation silently returned `null`. Features wrote to Redis — all nulls. No error, exit code 0. + +**Fix:** When `feature_name_columns=[]`, emit `SELECT *` instead of an explicit column list: -```bash -feast apply -feast materialize 2024-01-01T00:00:00 2026-05-27T00:00:00 +```python +if not feature_name_columns: + fields_with_alias_string = "*" +else: + fields_with_aliases, _ = _get_fields_with_aliases(...) + fields_with_alias_string = ", ".join(fields_with_aliases) ``` -Feast executes the UDF via `SparkComputeEngine`, writes results to both: +After these two fixes, the UDFs ran correctly and produced real feature values. + +--- -1. Your online store (`Milvus` / `Redis`) for real-time vector search -2. `s3://my-bucket/feast/features/document_embeddings/` for offline training data +## Failure 3: SparkContext Crashes Silently When Event Logging Points to S3A -### Training: Read Pre-Computed Features +**PR:** [#6317](https://github.com/feast-dev/feast/pull/6317) — `fix: Pre-create S3A event log dir before SparkContext init` -```python -import pandas as pd -from feast import FeatureStore +With Spark event logging enabled for debugging (a reasonable production setting): -store = FeatureStore(repo_path=".") +```yaml +spark.eventLog.enabled: "true" +spark.eventLog.dir: "s3a://my-bucket/spark-logs/" +``` -entity_df = pd.DataFrame({ - "document_id": [101, 202, 303], - "event_timestamp": pd.to_datetime(["2026-05-01", "2026-05-01", "2026-05-01"]), -}) +`feast materialize` exited with code 0 and wrote nothing. The failure chain: -# Reads directly from s3://my-bucket/.../document_embeddings/ — no UDF re-execution -training_df = store.get_historical_features( - entity_df=entity_df, - features=["document_embeddings:embedding", "document_embeddings:title"], -).to_df() +``` +SparkContext.__init__ + └─ EventLogFileWriter.requireLogBaseDirAsDirectory() + └─ S3A 404 (prefix doesn't exist) → raises RuntimeException + └─ caught by _materialize_one(except Exception) → ERROR job + └─ CLI exits 0 — no data written, no visible error ``` -Training time drops from 20–40 minutes to the time it takes to read parquet. The UDF only runs during `materialize`. +S3 has no real directories. A fresh bucket looks identical to a non-existent prefix, so Spark's pre-flight check always fails on first use. -### Online Serving: Vector Search +**Fix:** Before building the `SparkSession`, call `_ensure_s3a_event_log_dir()` which writes a zero-byte `.keep` placeholder if the prefix is empty. Uses boto3 (already a Feast dependency), reads credentials from Spark config first with env var fallback, and supports MinIO path-style addressing: ```python -query_embedding = model.encode(["machine learning infrastructure"])[0].tolist() - -results = store.retrieve_online_documents_v2( - features=["document_embeddings:embedding", "document_embeddings:title"], - query=query_embedding, - top_k=10, -).to_dict() +addressing_style = ( + "path" + if spark_config.get("spark.hadoop.fs.s3a.path.style.access", "false") == "true" + else "auto" +) ``` -## How It Works Under the Hood +Non-fatal: logs a warning and lets Spark surface its own error if the write fails. -### Fix 1: `foreachPartition` Replaces `mapInArrow` +--- -Spark 3.5 introduced `WindowGroupLimitExec`, which is inserted upstream of `MapInArrowExec` when UDFs involve Window operations. This routes the Python worker through the wrong serializer, producing: +## Failure 4: Materialization Fails on Spark 3.5+ With Window Operations -``` -AttributeError: 'list' object has no attribute 'dtype' -``` +**PR:** [#6441](https://github.com/feast-dev/feast/pull/6441) — `fix(spark): Replace mapInArrow with foreachPartition and bound write memory` -The fix replaces `mapInArrow` with `foreachPartition`, which uses pickle serialization instead of Arrow. The Arrow UDF bridge mismatch cannot occur: +The `user_features` BFV uses `Window.partitionBy` to compute the user's primary category: ```python -# Before (broken on Spark 3.5+ with Window ops) -df.mapInArrow(write_partition, schema) - -# After (works on all Spark versions) -rdd.foreachPartition(write_partition_chunked) +w = Window.partitionBy("user_id").orderBy(F.desc("cat_count")) +user_primary = user_cat_counts.withColumn("rn", F.row_number().over(w))... ``` -`foreachPartition` also gives us direct control over write chunking, which solves a second issue on large feature views. +On Spark 3.5 (Databricks Runtime 14+, EMR 7+), this triggered a serializer mismatch: -### Fix 2: Chunked Writes Prevent OOMKill +``` +AttributeError: 'list' object has no attribute 'dtype' +``` + +Spark 3.5 introduced `WindowGroupLimitExec`, which inserts itself upstream of `MapInArrowExec` and routes the Python worker through the wrong serializer. The fix replaces `mapInArrow` (Arrow UDF bridge) with `foreachPartition` (pickle-based), which cannot hit this mismatch. -On large feature views (10M+ rows), loading an entire partition into Python memory before writing caused `MemoryError` on executor pods. Writes are now chunked: +The same PR adds chunked writes (`chunk_size=1000`) so large feature views (26M+ keys in our Redis deployment) don't cause `MemoryError` on executor pods: ```python def write_partition_chunked(rows, chunk_size=1000): @@ -186,78 +154,151 @@ def write_partition_chunked(rows, chunk_size=1000): online_store.online_write_batch(config, table, buffer, ...) ``` -This bounds Python memory per executor to `chunk_size × row_size` regardless of partition size. +Also re-applies `spark.sql.*` / `spark.hadoop.*` session configs after `SparkSession.getOrCreate()`, which silently drops overrides when reusing a warm K8s session. + +--- + +## Failure 5: Training Jobs Re-Run the Full UDF Every Time + +**PR:** [#6440](https://github.com/feast-dev/feast/pull/6440) — `feat(spark): SparkSource query+path and pre-computed offline read for BatchFeatureView` + +Once materialization worked reliably, the next problem: every call to `get_historical_features()` re-ran the full UDF on raw data. For `user_features` on 26M review rows, that's 15–20 minutes of Spark compute per training run — even though the features already existed in S3 from the last `materialize`. + +**The pattern:** `SparkSource` now accepts `query + path` together: + +```python +user_reviews_source = SparkSource( + name="user_reviews_source", + query=( + "SELECT *, CAST(timestamp / 1000 AS TIMESTAMP) AS event_timestamp " + "FROM parquet.`s3a://smartshop-raw/raw/reviews/*/`" + ), + path="s3a://smartshop-features/offline/user_features/", + file_format="parquet", + timestamp_field="event_timestamp", +) +``` + +| Field | Used during | +|-------|------------| +| `query` | `feast materialize` → raw data → UDF → write to `path` + online store | +| `path` | `get_historical_features()` → reads pre-computed parquet directly | + +Materialization writes to both Redis and `s3a://smartshop-features/offline/user_features/`. Training reads directly from that path — no UDF, no raw data scan: + +```python +# Training: reads pre-computed parquet, not raw reviews +training_df = store.get_historical_features( + entity_df=entity_df, + features=[ + "user_features:user_avg_rating", + "user_features:user_review_count", + "item_features:item_avg_rating", + "interactions:label", + ], +).to_df() +``` + +The `interactions` BFV (`online=False, offline=True`) is the offline-only training label view — too large for Redis, needed purely for training. This PR also fixes the `feature_store.py` validation that incorrectly rejected `online=False` BFVs during retrieval. + +Graceful fallback: if `path` doesn't exist yet (before first `materialize`), Feast falls back to the live query automatically. + +--- + +## Failure 6: Staging Reads Fail on MinIO and Private Cloud S3 + +**PR:** [#6442](https://github.com/feast-dev/feast/pull/6442) — `fix(spark): S3/GCS PyArrow filesystem resolution for staging paths` + +After `materialize`, Feast reads staging parquet back via PyArrow for point-in-time joins. The old code passed raw `s3://` / `s3a://` URIs directly to `pyarrow.dataset`: -### Fix 3: S3/GCS PyArrow Filesystem +``` +FileNotFoundError: s3://my-bucket/... +``` -When Feast reads staging parquet back from S3 (for point-in-time joins after materialization), the old implementation passed raw `s3://` URIs to `pyarrow.dataset`. This works on HDFS but fails on S3-compatible stores (MinIO, Ceph, AWS with custom endpoints): +This works on AWS with default credentials but fails on MinIO, LocalStack, or any S3-compatible store with a custom endpoint. The fix builds a proper `pyarrow.fs.S3FileSystem` from the URI scheme: ```python -# Now resolves the correct PyArrow filesystem from the URI scheme -fs, stripped_paths = self._resolve_staging_filesystem(parquet_paths) -dataset = ds.dataset(stripped_paths, format="parquet", filesystem=fs) +def _resolve_staging_filesystem(self, paths): + sample = paths[0] + if sample.startswith("s3://") or sample.startswith("s3a://"): + endpoint = os.environ.get("AWS_ENDPOINT_URL_S3") or os.environ.get("AWS_S3_ENDPOINT") + region = getattr(self._config.offline_store, "region", None) or os.environ.get("AWS_DEFAULT_REGION", "us-east-1") + kwargs = {"region": region} + if endpoint: + kwargs["endpoint_override"] = endpoint.rstrip("/").replace("https://", "").replace("http://", "") + kwargs["scheme"] = "https" if endpoint.startswith("https") else "http" + fs = pafs.S3FileSystem(**kwargs) + stripped = [p.replace("s3a://", "").replace("s3://", "") for p in paths] + return fs, stripped + # GCS and local paths handled similarly ``` -The resolver picks up `AWS_ENDPOINT_URL_S3` for MinIO/LocalStack, `AWS_DEFAULT_REGION`, and builds a `pafs.S3FileSystem` or `pafs.GcsFileSystem` accordingly — enabling on-prem and private cloud deployments. +Picks up `AWS_ENDPOINT_URL_S3` (the standard env var for MinIO/LocalStack) automatically. No configuration changes needed. -## Feature Store Configuration +--- + +## The Full Working Architecture + +With all six fixes in place, the pipeline runs end-to-end on OpenShift AI: + +``` + feast materialize + │ + ┌───────────┼───────────────────┐ + ▼ ▼ ▼ + user_features item_features review_embeddings + item_metadata interactions + │ │ │ + SparkComputeEngine (K8s GPU pods, Spark 3.5) + │ │ │ + Redis (online) S3 offline Milvus (vector search) + │ │ + └─────┬─────┘ + │ + get_historical_features() + (reads S3, no UDF re-run) + │ + training_df → model training +``` ```yaml # feature_store.yaml -project: my_project -provider: local -registry: s3://my-bucket/feast/registry.db - offline_store: type: spark spark_conf: - spark.master: "k8s://https://my-cluster:6443" + spark.master: "k8s://https://openshift-api:6443" spark.executor.instances: "4" - spark.executor.memory: "8g" - spark.executor.resource.gpu.amount: "1" # optional GPU acceleration - spark.kubernetes.container.image: "my-registry/feast-spark:latest" + spark.executor.resource.gpu.amount: "1" + spark.eventLog.enabled: "true" + spark.eventLog.dir: "s3a://smartshop-logs/spark-events/" + spark.hadoop.fs.s3a.endpoint: "http://minio.feast-demo.svc:9000" + spark.hadoop.fs.s3a.path.style.access: "true" online_store: - type: milvus - path: data/online_store.db - vector_enabled: true - embedding_dim: 384 - index_type: "IVF_FLAT" - distance_metric: "COSINE" - -compute_engine: - type: spark + type: redis + connection_string: "redis://redis.feast-demo.svc:6379" ``` -## Graceful Fallback for First Runs - -Before the first `materialize`, `source.path` doesn't exist yet. Feast now handles this gracefully — instead of crashing, it falls back to executing the query live: - -``` -[INFO] Offline path s3://my-bucket/.../document_embeddings/ not yet populated. - Falling back to live query for get_historical_features. -``` +**Numbers from our deployment:** +- 26M+ feature vectors materialized to Redis across 4 GPU executor pods +- `get_historical_features()` for a 500K entity training set: **45 seconds** (reading S3 parquet) vs **18 minutes** (re-running UDF) +- Review embeddings (384-dim, `all-MiniLM-L6-v2`) → Milvus: ~8M vectors -After the first successful materialization, subsequent `get_historical_features()` calls automatically switch to reading from `path`. - -## Summary +--- -| Capability | Before | After | -|-----------|--------|-------| -| `get_historical_features()` for BFVs | Re-runs UDF every call | Reads pre-computed parquet | -| Spark 3.5+ materialization | Fails with Arrow UDF error | Works via `foreachPartition` | -| Large feature views (10M+ rows) | OOMKill on executor | Chunked writes, bounded memory | -| S3/MinIO staging reads | Fails on custom endpoints | Resolves `S3FileSystem` from env | -| First run (no offline path yet) | Crashes | Graceful fallback to live query | +## Summary of Fixes -These improvements are available as of Feast 0.64. The fixes apply to any `BatchFeatureView` using `SparkComputeEngine`, and the `query + path` SparkSource pattern works with all Feast-supported online stores. +| PR | What was broken | Impact | +|----|----------------|--------| +| [#6310](https://github.com/feast-dev/feast/pull/6310) | `TransformationMode.PYTHON` BFVs tried to SELECT output column names from raw source | Every default BFV on Spark failed | +| [#6311](https://github.com/feast-dev/feast/pull/6311) | `feature_name_columns=[]` generated broken SELECT, UDF got empty DataFrame | Silent null features, no error | +| [#6317](https://github.com/feast-dev/feast/pull/6317) | S3A event log dir not pre-created, SparkContext crash swallowed silently | Silent 0-byte materialization | +| [#6441](https://github.com/feast-dev/feast/pull/6441) | Spark 3.5 Window+Arrow serializer mismatch; OOM on large partitions | Materialization crash on modern Spark | +| [#6440](https://github.com/feast-dev/feast/pull/6440) | `get_historical_features()` re-ran full UDF every call | 18 min per training run | +| [#6442](https://github.com/feast-dev/feast/pull/6442) | PyArrow staging reads failed on MinIO/custom S3 endpoints | On-prem/private cloud deployments broken | -## Getting Started +All six fixes are available in Feast 0.64+. -```bash -pip install "feast[spark]>=0.64" -``` - -Check out the [Spark compute engine docs](https://docs.feast.dev/reference/compute-engine/spark) and the [BatchFeatureView reference](https://docs.feast.dev/reference/feature-view-types/batch-feature-view) for configuration details. +--- -If you're building embedding pipelines on Spark and want to share your experience, join us on [Slack](https://slack.feast.dev) or open a discussion on [GitHub](https://github.com/feast-dev/feast). +If you're running `BatchFeatureView` with `SparkComputeEngine` on Kubernetes, especially with MinIO or a custom S3-compatible store, these changes make the difference between a pipeline that silently produces nothing and one that reliably materializes at scale. Join the conversation on [Slack](https://slack.feast.dev) or [GitHub](https://github.com/feast-dev/feast). From aeb87c25e7e02b00e395de6e1e9d014b3e516afe Mon Sep 17 00:00:00 2001 From: abhijeet-dhumal Date: Wed, 27 May 2026 20:15:57 +0530 Subject: [PATCH 3/5] docs: consolidate Spark blogs into two focused posts Signed-off-by: abhijeet-dhumal --- .../blog/feast-spark-kubernetes-production.md | 479 ++++++++++++++++++ .../docs/blog/spark-embedding-pipelines.md | 304 ----------- .../docs/blog/spark-gpu-embeddings-rag.md | 387 ++++++++++++++ .../blog/batchfeatureview-compute-once.png | Bin 0 -> 156337 bytes .../blog/feast-spark-k8s-production.png | Bin 0 -> 213726 bytes .../images/blog/spark-gpu-embeddings-rag.png | Bin 0 -> 196161 bytes 6 files changed, 866 insertions(+), 304 deletions(-) create mode 100644 infra/website/docs/blog/feast-spark-kubernetes-production.md delete mode 100644 infra/website/docs/blog/spark-embedding-pipelines.md create mode 100644 infra/website/docs/blog/spark-gpu-embeddings-rag.md create mode 100644 infra/website/public/images/blog/batchfeatureview-compute-once.png create mode 100644 infra/website/public/images/blog/feast-spark-k8s-production.png create mode 100644 infra/website/public/images/blog/spark-gpu-embeddings-rag.png diff --git a/infra/website/docs/blog/feast-spark-kubernetes-production.md b/infra/website/docs/blog/feast-spark-kubernetes-production.md new file mode 100644 index 00000000000..943a2d5c214 --- /dev/null +++ b/infra/website/docs/blog/feast-spark-kubernetes-production.md @@ -0,0 +1,479 @@ +--- +title: "From Local to Production: BatchFeatureView + Spark on Kubernetes" +description: "How to eliminate redundant UDF re-execution at training time with the query+path pattern — and then deploy the whole pipeline to Kubernetes without spending a week debugging environmental failures." +date: 2026-05-27 +authors: ["Abhijeet Dhumal"] +--- + +# From Local to Production: BatchFeatureView + Spark on Kubernetes + +Two problems, same pipeline. + +The first: a data scientist runs three training experiments and waits 22 minutes for each one — not to train the model, but to re-run the same Spark window aggregations over the same 26M rows. The features from the morning's `feast materialize` are sitting in S3. Feast just doesn't know it's allowed to read them there. + +The second: you fix the first problem, your pipeline works perfectly on the dev cluster, and then you move it to Kubernetes. `feast materialize` exits 0. Nothing wrote to Redis. No error. The features are null. You spend the next three days finding out why. + +This post covers both: the `query+path` pattern that makes features compute once, and the ordered checklist of what breaks when you deploy Feast + Spark to Kubernetes — with a complete production reference config at the end. + +--- + +## Part 1: Compute Features Once + +
+ BatchFeatureView compute-once pattern with Feast and Spark +
+ +### Why `get_historical_features()` Re-Runs Your UDF + +When you define a `BatchFeatureView` with a `SparkSource`, the source tells Feast where the raw data is. During `feast materialize`, Feast runs your UDF on that raw data and writes features to your online store. During `get_historical_features()`, Feast goes back to the same `SparkSource`, reads the same raw data, and runs your UDF again — because from Feast's perspective, the source is raw data and features are always derived on demand. + +There was no way to say: *"for materialization, use the query. For training, read the pre-computed output."* That distinction didn't exist. + +### The `query + path` Pattern + +> **Data Scientist** — *"I run `feast materialize` overnight. By morning, every training job reads pre-computed features in seconds — not minutes of Spark compute."* + +`SparkSource` now accepts both `query` and `path` together. `query` drives materialization. `path` drives training reads. Define both once; Feast routes automatically: + +```python +from feast.infra.offline_stores.contrib.spark_offline_store.spark_source import SparkSource + +user_features_source = SparkSource( + name="user_features_source", + # Materialization: reads raw data, runs UDF, writes to online store + path + query=( + "SELECT *, CAST(timestamp / 1000 AS TIMESTAMP) AS event_timestamp " + "FROM parquet.`s3a://data-lake/raw/reviews/*/`" + ), + # Training: reads pre-computed parquet — no UDF, no raw data scan + path="s3a://feast-features/offline/user_features/", + file_format="parquet", + timestamp_field="event_timestamp", +) +``` + +| Operation | Field used | What happens | +|-----------|------------|--------------| +| `feast materialize` | `query` | Runs UDF on raw data → writes features to online store + `path` | +| `get_historical_features()` | `path` | Reads pre-computed parquet directly | + +**Graceful fallback:** if `path` doesn't exist yet (before the first `materialize` completes), Feast falls back to the live `query` automatically. The pipeline works on day one without pre-computed data. + +### Defining a BatchFeatureView with TransformationMode.PYTHON + +> **Data Scientist** — *"I want to write a PySpark transformation once — window aggregations, joins, derived features — and have Feast handle when it runs and where the output goes."* + +```python +from feast import Entity, Field +from feast.batch_feature_view import batch_feature_view +from feast.transformation.mode import TransformationMode +from feast.types import Float32, Int64, String +from pyspark.sql import DataFrame +from pyspark.sql import functions as F +from pyspark.sql.window import Window +from datetime import timedelta + +user = Entity(name="user_id", join_keys=["user_id"]) + +@batch_feature_view( + source=user_features_source, + entities=[user], + mode=TransformationMode.PYTHON, + online=True, # Written to Redis for real-time serving + offline=True, # Written to S3 for point-in-time correct training data + schema=[ + Field(name="user_avg_rating", dtype=Float32), + Field(name="user_review_count", dtype=Int64), + Field(name="user_primary_category", dtype=String), + ], + ttl=timedelta(days=7), +) +def user_features(df: DataFrame) -> DataFrame: + # Runs once per materialize cycle — not per training experiment + w = Window.partitionBy("user_id").orderBy(F.desc("cat_count")) + user_cat_counts = ( + df.groupBy("user_id", "category") + .agg(F.count("*").alias("cat_count"), F.avg("rating").alias("avg_rating")) + ) + return ( + user_cat_counts + .withColumn("rn", F.row_number().over(w)) + .filter(F.col("rn") == 1) + .groupBy("user_id") + .agg( + F.avg("avg_rating").alias("user_avg_rating"), + F.sum("cat_count").alias("user_review_count"), + F.first("category").alias("user_primary_category"), + ) + .withColumn("event_timestamp", F.current_timestamp()) + ) +``` + +### How Materialization and Training Fit Together + +> **MLOps Engineer** — *"I want materialization on a schedule and training jobs fully decoupled — data scientists iterate at experiment speed, not Spark job speed."* + +```bash +# Runs on a schedule: nightly cron, Argo Workflow, Airflow DAG +feast materialize-incremental $(date -u +"%Y-%m-%dT%H:%M:%S") +``` + +During materialization, Feast runs `user_features_source.query` → `user_features()` UDF → writes to: +- Redis (for `get_online_features()` at serving time) +- `s3a://feast-features/offline/user_features/` as parquet (for training) + +At training time — regardless of how many experiments run that day: + +```python +store = FeatureStore(repo_path=".") + +training_df = store.get_historical_features( + entity_df=entity_df, + features=[ + "user_features:user_avg_rating", + "user_features:user_review_count", + "user_features:user_primary_category", + "item_features:item_avg_rating", + "interactions:label", + ], +).to_df() +``` + +This reads pre-computed parquet. No Spark job triggered. No raw data scan. Point-in-time correctness is preserved — each materialized parquet partition carries its `event_timestamp`. + +### Offline-Only Feature Views for Training Labels + +> **Data Scientist** — *"My interaction table is 500GB and training-only — it will never live in Redis. I still want it versioned, retrievable, and point-in-time correct like any other feature."* + +`online=False, offline=True` is now a first-class `BatchFeatureView` configuration: + +```python +@batch_feature_view( + source=SparkSource( + name="interactions_source", + query="SELECT * FROM parquet.`s3a://data-lake/raw/interactions/*/`", + path="s3a://feast-features/offline/interactions/", + file_format="parquet", + timestamp_field="event_timestamp", + ), + entities=[user, item], + mode=TransformationMode.PYTHON, + online=False, # Never written to Redis + offline=True, # Written to S3 — retrievable via get_historical_features() + schema=[ + Field(name="label", dtype=Int32), + Field(name="interaction_type", dtype=String), + Field(name="dwell_time_seconds", dtype=Int64), + ], + ttl=timedelta(days=90), +) +def interactions(df: DataFrame) -> DataFrame: + return df.select( + "user_id", "item_id", "label", + "interaction_type", "dwell_time_seconds", "event_timestamp", + ) +``` + +Training labels, interaction histories, and large join tables are now first-class Feast objects — with consistent lineage, versioning, and retrieval APIs alongside your serving features. + +--- + +## Part 2: Deploying to Kubernetes + +
+ Feast + Spark on Kubernetes production deployment +
+ +Getting Feast + Spark working locally takes an afternoon. Getting it working on Kubernetes takes a week — not because Kubernetes is hard, but because the failures are environmental, sequential, and each one looks unrelated to the last. + +Here's the ordered checklist: what breaks, in roughly the order you encounter it, why, and exactly how to fix it. + +### Step 1: Build the Right Container Images + +> **MLOps Engineer** — *"I need driver and executor images that agree on Feast version, Spark version, and JARs — and don't break on UBI9 with FIPS enabled."* + +Two images are needed: a **driver image** (runs the Feast server and SparkComputeEngine) and an **executor image** (spawned by Kubernetes for each Spark worker). + +**Java 11 + FIPS disable** + +PySpark 3.5.x requires Java 11. On UBI9/RHEL environments (OpenShift AI, RHEL nodes), the JVM runs in FIPS mode by default. FIPS blocks HMAC-SHA256 key operations used by AWS SDK v1 — every `s3a://` read/write silently fails: + +```dockerfile +RUN microdnf install -y java-11-openjdk-headless git && microdnf clean all +ENV JAVA_HOME=/usr/lib/jvm/jre-11 +ENV PATH="${JAVA_HOME}/bin:${PATH}" +# Disables FIPS JVM mode — required for AWS SDK v1 HMAC signing on UBI9/RHEL +ENV JAVA_TOOL_OPTIONS="-Dcom.redhat.fips=false" +``` + +**S3A JARs — version pinning matters** + +PySpark 3.5.x bundles Hadoop 3.3.4, which uses AWS SDK v1. The JARs must exactly match: + +```dockerfile +RUN SPARK_JARS=$(python3 -c 'import pyspark, os; print(os.path.join(os.path.dirname(pyspark.__file__), "jars"))') && \ + curl -fsSL -o "${SPARK_JARS}/hadoop-aws-3.3.4.jar" \ + https://repo1.maven.org/maven2/org/apache/hadoop/hadoop-aws/3.3.4/hadoop-aws-3.3.4.jar && \ + curl -fsSL -o "${SPARK_JARS}/aws-java-sdk-bundle-1.12.367.jar" \ + https://repo1.maven.org/maven2/com/amazonaws/aws-java-sdk-bundle/1.12.367/aws-java-sdk-bundle-1.12.367.jar +``` + +> ⚠️ **Do not upgrade to PySpark 4.0 yet.** PySpark 4.0 bundles Hadoop 3.4.0, which requires AWS SDK v2 but does not bundle it. Every `s3a://` access fails with `NoClassDefFoundError`. + +**Executor `/opt/spark` symlinks** + +When using `spark.master: "k8s://..."`, the driver launches executor pods by calling `/opt/spark/bin/spark-class`. A pip-installed PySpark puts its binaries inside site-packages — not `/opt/spark`: + +```dockerfile +RUN PYSPARK_HOME=$(python3 -c 'import pyspark, os; print(os.path.dirname(pyspark.__file__))') && \ + mkdir -p /opt/spark && \ + ln -sf "${PYSPARK_HOME}/bin" /opt/spark/bin && \ + ln -sf "${PYSPARK_HOME}/jars" /opt/spark/jars && \ + ln -sf "${PYSPARK_HOME}/python" /opt/spark/python +ENV SPARK_HOME=/opt/spark +``` + +Add an entrypoint shim — the Spark k8s executor contract expects `/opt/entrypoint.sh`: + +```bash +#!/bin/bash +# /opt/entrypoint.sh +if [ "$1" = "executor" ]; then + exec /opt/spark/bin/spark-class org.apache.spark.executor.CoarseGrainedExecutorBackend "$@" +fi +exec "$@" +``` + +--- + +### Step 2: S3 Event Logging Without Killing SparkContext + +> **MLOps Engineer** — *"I enabled Spark event logging to S3. Now `feast materialize` exits 0 and writes nothing."* + +On a fresh bucket, `SparkContext` initialization verifies the event log directory exists. S3 has no real directories — a missing prefix returns 404, the pre-flight check raises, and Feast catches it silently. The job exits 0. Nothing was written. + +**The fix:** Feast now automatically writes a zero-byte `.keep` placeholder to the event log prefix before `SparkSession` initialization: + +```yaml +offline_store: + type: spark + spark_conf: + spark.eventLog.enabled: "true" + spark.eventLog.dir: "s3a://feast-logs/spark-events/" + spark.hadoop.fs.s3a.endpoint: "http://minio.feast-system.svc.cluster.local:9000" + spark.hadoop.fs.s3a.path.style.access: "true" +``` + +No bucket setup required. With event logging working, Spark History Server gives you stage timelines and executor utilization for every `feast materialize` job. + +--- + +### Step 3: Window Operations on Spark 3.5+ + +> **Data Scientist** — *"My BFV uses `Window.partitionBy`. It worked on Spark 3.4. On Spark 3.5 (Databricks 14+, EMR 7+) it crashes with a serializer error."* + +Spark 3.5 introduced `WindowGroupLimitExec` — a new physical plan node that inserts itself upstream of Arrow-based UDF execution when `Window` operations are present. The fix replaces the Arrow UDF bridge with `foreachPartition`: + +```python +# Works correctly on all Spark versions including 3.5+ +@batch_feature_view( + sources=[user_reviews_source], + entities=[user], + mode=TransformationMode.PYTHON, + schema=[Field(name="user_primary_category", dtype=String)], +) +def user_features(df: DataFrame) -> DataFrame: + w = Window.partitionBy("user_id").orderBy(F.desc("cnt")) + counts = df.groupBy("user_id", "category").agg(F.count("*").alias("cnt")) + return ( + counts.withColumn("rn", F.row_number().over(w)) + .filter(F.col("rn") == 1) + .select("user_id", F.col("category").alias("user_primary_category")) + .withColumn("event_timestamp", F.current_timestamp()) + ) +``` + +No version pinning, no workarounds. The same BFV code runs on Databricks Runtime 14+, EMR 7+, or self-hosted Spark 3.5. + +--- + +### Step 4: Staging Reads Fail on MinIO and Custom S3 Endpoints + +> **MLOps Engineer** — *"Materialization succeeds. Features land in Redis. But `get_historical_features()` raises `FileNotFoundError` on the staging path — the same bucket that just received the write."* + +Without an explicit filesystem client, PyArrow resolves `s3://` URIs using the default credential chain and connects to `s3.amazonaws.com`. On MinIO or any private endpoint, PyArrow is connecting to the wrong host. + +Feast now builds the correct `pyarrow.fs.S3FileSystem` from your environment. Set `AWS_ENDPOINT_URL_S3`: + +```bash +# Pod environment — mount from Kubernetes Secret +AWS_ENDPOINT_URL_S3=http://minio.feast-system.svc.cluster.local:9000 +AWS_ACCESS_KEY_ID= +AWS_SECRET_ACCESS_KEY= # pragma: allowlist secret +``` + +GCS (`gs://`) and local paths are handled the same way — Feast selects `GcsFileSystem` or `LocalFileSystem` based on URI scheme. + +--- + +### Step 5: Executor Pods Getting OOMKilled on Large Feature Views + +> **MLOps Engineer** — *"Materialization of the 10M-key user feature view keeps OOMKilling executor pods. Raising memory doesn't help beyond a point."* + +The original write path accumulated an entire Spark partition in memory before flushing to the online store. Feast now writes in fixed-size chunks, bounding peak memory per executor regardless of partition size: + +```yaml +batch_engine: + type: spark.engine + partitions: 200 + spark_conf: + spark.executor.memory: "6g" + spark.executor.memoryOverhead: "14g" # GPU UVM counted against overhead for RAPIDS + spark.executor.instances: "2" + spark.executor.cores: "4" +``` + +--- + +## The Full Production Configuration + +With all five steps addressed, here is a production-ready `feature_store.yaml` for a Kubernetes deployment with MinIO, RAPIDS GPU executors, and a stable driver service: + +```yaml +project: my-ml-project +registry: + registry_type: file + path: /feast-registry/registry.db + +# offline_store: used by training pods (get_historical_features) with local[*] SparkSession +offline_store: + type: spark + spark_conf: + spark.master: "local[*]" + spark.driver.memory: "8g" + spark.sql.shuffle.partitions: "200" + spark.default.parallelism: "200" + spark.sql.session.timeZone: "UTC" + spark.sql.runSQLOnFiles: "true" + spark.sql.execution.arrow.pyspark.enabled: "true" + spark.sql.execution.arrow.fallback.enabled: "true" + spark.sql.execution.arrow.maxRecordsPerBatch: "50000" + spark.driver.extraJavaOptions: "-Dcom.redhat.fips=false" + spark.hadoop.fs.s3a.endpoint: "http://minio.feast-system.svc.cluster.local:9000" + spark.hadoop.fs.s3a.path.style.access: "true" + spark.hadoop.fs.s3a.impl: "org.apache.hadoop.fs.s3a.S3AFileSystem" + spark.hadoop.fs.s3a.aws.credentials.provider: "com.amazonaws.auth.EnvironmentVariableCredentialsProvider" + spark.hadoop.fs.s3a.connection.ssl.enabled: "false" + spark.hadoop.fs.s3a.connection.maximum: "100" + spark.hadoop.fs.s3a.threads.max: "64" + staging_location: "s3://feast-features/feast-staging/" + +# batch_engine: used by the feast-spark server pod for feast materialize +# spark.master k8s:// spawns GPU executor pods on demand +batch_engine: + type: spark.engine + partitions: 200 + spark_conf: + spark.master: "k8s://https://kubernetes.default.svc:443" + spark.submit.deployMode: "client" + spark.driver.host: "feast-spark-driver.feast-system.svc.cluster.local" + spark.driver.bindAddress: "0.0.0.0" + spark.driver.port: "7078" + spark.blockManager.port: "7079" + spark.driver.memory: "8g" + spark.driver.maxResultSize: "4g" + spark.driver.extraJavaOptions: "-Dcom.redhat.fips=false" + spark.kubernetes.namespace: "feast-system" + spark.kubernetes.container.image: "your-registry/feast-spark-executor-rapids:latest" + spark.kubernetes.container.image.pullPolicy: "Always" + spark.kubernetes.authenticate.driver.serviceAccountName: "feast-sa" + spark.kubernetes.executor.deleteOnTermination: "true" + spark.kubernetes.executor.secretKeyRef.AWS_ACCESS_KEY_ID: "feast-s3-credentials:AWS_ACCESS_KEY_ID" + spark.kubernetes.executor.secretKeyRef.AWS_SECRET_ACCESS_KEY: "feast-s3-credentials:AWS_SECRET_ACCESS_KEY" # pragma: allowlist secret + spark.executor.instances: "2" + spark.executor.cores: "4" + spark.kubernetes.executor.request.cores: "3" + spark.executor.memory: "6g" + spark.executor.memoryOverhead: "14g" + spark.executor.extraJavaOptions: "-Duser.dir=/tmp -Dcom.redhat.fips=false" + # RAPIDS GPU plugin + spark.rapids.sql.enabled: "true" + spark.plugins: "com.nvidia.spark.SQLPlugin" + spark.rapids.sql.concurrentGpuTasks: "2" + spark.rapids.memory.pinnedPool.size: "1g" + spark.task.resource.gpu.amount: "0.25" + spark.executor.resource.gpu.amount: "1" + spark.executor.resource.gpu.vendor: "nvidia.com" + spark.executor.resource.gpu.discoveryScript: "/opt/spark/getGpusResources.sh" + spark.kubernetes.executor.limit.nvidia.com/gpu: "1" + # Resilience + spark.executor.maxNumFailures: "16" + spark.task.maxFailures: "8" + spark.network.timeout: "600s" + spark.executor.heartbeatInterval: "60s" + spark.kubernetes.executor.missingPodDetectDelta: "120s" + spark.sql.runSQLOnFiles: "true" + spark.sql.session.timeZone: "UTC" + spark.sql.shuffle.partitions: "200" + spark.sql.execution.arrow.pyspark.enabled: "true" + spark.sql.execution.arrow.maxRecordsPerBatch: "10000" + spark.hadoop.fs.s3a.endpoint: "http://minio.feast-system.svc.cluster.local:9000" + spark.hadoop.fs.s3a.path.style.access: "true" + spark.hadoop.fs.s3a.impl: "org.apache.hadoop.fs.s3a.S3AFileSystem" + spark.hadoop.fs.s3a.aws.credentials.provider: "com.amazonaws.auth.EnvironmentVariableCredentialsProvider" + spark.hadoop.fs.s3a.connection.ssl.enabled: "false" + spark.hadoop.fs.s3a.connection.maximum: "100" + spark.hadoop.fs.s3a.threads.max: "64" + +online_store: + type: redis + connection_string: "${REDIS_HOST}:${REDIS_PORT},password=${REDIS_PASSWORD}" + +entity_key_serialization_version: 3 +``` + +```bash +# Pod environment — mount from Kubernetes Secrets +AWS_ENDPOINT_URL_S3=http://minio.feast-system.svc.cluster.local:9000 +AWS_ACCESS_KEY_ID= +AWS_SECRET_ACCESS_KEY= # pragma: allowlist secret +REDIS_HOST=redis.feast-system.svc +REDIS_PORT=6379 +REDIS_PASSWORD= +JAVA_TOOL_OPTIONS=-Dcom.redhat.fips=false +``` + +Key notes: +- `offline_store.spark_conf` uses `local[*]` — training pods run a local SparkSession, no k8s executor spawning needed +- `batch_engine.spark_conf` uses `k8s://` — the materialization server spawns GPU executor pods on demand +- `spark.executor.memoryOverhead: "14g"` is intentionally large: RAPIDS GPU UVM is allocated from the overhead budget, not the JVM heap + +## GPU vs CPU RAPIDS Benchmark + +> 📊 **Coming soon:** end-to-end materialization benchmarks comparing CPU-only vs RAPIDS GPU-accelerated executors across tabular aggregation BFVs and embedding BFVs. Results will be added to this post. + +--- + +## What You Get When It All Works + +**The Spark cluster stops being the experiment bottleneck.** Materialization runs once on a schedule. Every training job after that reads pre-computed parquet. The cluster's compute budget goes to feature refresh, not feature re-derivation. + +**Training-serving consistency becomes structural.** `get_historical_features()` reads the same parquet that `feast materialize` wrote. There is no re-implementation of transformation logic. Training-serving skew cannot emerge because there is only one code path. + +**A complete feature catalog.** Serving features, training features, and training labels — all in the same Feast repository, with the same APIs for discovery, lineage, and retrieval. + +**Platform freedom.** Works on OpenShift AI, self-hosted Kubernetes, Kubeflow, and any K8s-based ML platform with MinIO or GCS. No AWS dependency. + +**Operational visibility.** Spark event logging to S3 gives you stage timelines and executor utilization for every materialization job — the primitives needed for feature freshness SLAs. + +--- + +## Share Your Feedback + +We want to hear from you! Try the compute-once pattern and the deployment guide and tell us: + +- Which Kubernetes platform and object storage backend you're running on +- How the `query + path` routing fits your existing materialization schedules +- Which step in the K8s guide unblocked your deployment — or what's still blocking it + +Join the conversation on [GitHub](https://github.com/feast-dev/feast) or in the [Feast Slack community](https://slack.feast.dev). Your feedback directly shapes what we build next. diff --git a/infra/website/docs/blog/spark-embedding-pipelines.md b/infra/website/docs/blog/spark-embedding-pipelines.md deleted file mode 100644 index a387007cd90..00000000000 --- a/infra/website/docs/blog/spark-embedding-pipelines.md +++ /dev/null @@ -1,304 +0,0 @@ ---- -title: "BatchFeatureView + Spark on Kubernetes: From Broken to Production-Ready" -description: "A practical guide to the six fixes that made BatchFeatureView with SparkComputeEngine reliable on Kubernetes — covering silent failures, Spark 3.5 serializer bugs, S3A event logging, MinIO deployments, and efficient training data retrieval." -date: 2026-05-27 -authors: ["abhijeet-dhumal"] ---- - -
- Feast BatchFeatureView on Kubernetes with Spark -
- -`BatchFeatureView` with `SparkComputeEngine` is Feast's answer to large-scale feature engineering — run arbitrary Spark transformations at materialization time, write features to both an online store and an offline parquet path, and retrieve pre-computed features for training without re-running the UDF. On paper, it's exactly what ML platform teams need for production pipelines on Kubernetes. - -In practice, it didn't work. - -This post documents the six bugs we hit while building a real recommendation system on OpenShift AI with PySpark 3.5 and MinIO, the fixes we contributed back to Feast, and the architecture that's now running in production. - -## The Pipeline We Were Building - -The smartshop-ai demo is a product recommendation system on Amazon Reviews data. The feature pipeline has three layers: - -``` -Raw S3 Parquet (reviews + metadata) - │ SparkComputeEngine (K8s GPU executors) - ▼ -@batch_feature_view transformations - ├── user_features → Redis (user aggregates, online serving) - ├── item_features → Redis (item aggregates, online serving) - ├── item_metadata → Redis (catalog fields, online serving) - ├── interactions → S3 (user-item labels, training only) - └── review_embeddings → Milvus (384-dim vectors, semantic search) -``` - -All five are `@batch_feature_view` with `TransformationMode.PYTHON` and `SparkComputeEngine`. The tabular BFVs use a `query + path` `SparkSource` so materialization writes to both Redis and S3 offline parquet — and `get_historical_features()` reads from the pre-computed parquet instead of re-running the UDF. - -Getting this to work required fixing six distinct failure modes, shipped as six PRs. - ---- - -## Failure 1: Every Default BFV Was Broken Out of the Box - -**PR:** [#6310](https://github.com/feast-dev/feast/pull/6310) — `fix(spark): BatchFeatureView with TransformationMode.PYTHON now reads all source columns` - -The first materialization attempt failed with a cascade of `AnalysisException`: - -``` -AnalysisException: [UNRESOLVED_COLUMN.WITH_SUGGESTION] -A column or function parameter with name 'user_avg_rating' cannot be resolved. -``` - -`TransformationMode.PYTHON` is the **default mode** for `@batch_feature_view`. The bug: `FeatureBuilder.get_column_info()` set `feature_cols=[]` (the "read all source columns" signal) only for `ray` and `pandas` modes — `python` was missing. - -With `feature_cols` populated from the BFV's *output* schema (`["user_avg_rating", "user_review_count", ...]`), Feast tried to SELECT those column names from the raw source. Those columns don't exist in raw data — the UDF is supposed to **compute** them. - -**Fix:** Add `"python"` to the mode guard in `get_column_info()`. One line, but it unblocked every default `@batch_feature_view` on Spark. - ---- - -## Failure 2: Silent NULL Output Even After the Schema Fix - -**PR:** [#6311](https://github.com/feast-dev/feast/pull/6311) — `fix: Use SELECT * when feature_name_columns is empty in pull_all_from_table_or_query` - -With `feature_cols=[]` now correctly set for python mode, the code was supposed to SELECT all source columns. It didn't. `pull_all_from_table_or_query` always built an explicit SELECT from `join_key_columns + feature_name_columns + timestamp_fields`. With `feature_name_columns=[]`, that produced: - -```sql -SELECT user_id, event_timestamp -FROM s3a://bucket/raw/reviews/ -WHERE event_timestamp BETWEEN ... -``` - -The UDF received a 2-column DataFrame. Every aggregation silently returned `null`. Features wrote to Redis — all nulls. No error, exit code 0. - -**Fix:** When `feature_name_columns=[]`, emit `SELECT *` instead of an explicit column list: - -```python -if not feature_name_columns: - fields_with_alias_string = "*" -else: - fields_with_aliases, _ = _get_fields_with_aliases(...) - fields_with_alias_string = ", ".join(fields_with_aliases) -``` - -After these two fixes, the UDFs ran correctly and produced real feature values. - ---- - -## Failure 3: SparkContext Crashes Silently When Event Logging Points to S3A - -**PR:** [#6317](https://github.com/feast-dev/feast/pull/6317) — `fix: Pre-create S3A event log dir before SparkContext init` - -With Spark event logging enabled for debugging (a reasonable production setting): - -```yaml -spark.eventLog.enabled: "true" -spark.eventLog.dir: "s3a://my-bucket/spark-logs/" -``` - -`feast materialize` exited with code 0 and wrote nothing. The failure chain: - -``` -SparkContext.__init__ - └─ EventLogFileWriter.requireLogBaseDirAsDirectory() - └─ S3A 404 (prefix doesn't exist) → raises RuntimeException - └─ caught by _materialize_one(except Exception) → ERROR job - └─ CLI exits 0 — no data written, no visible error -``` - -S3 has no real directories. A fresh bucket looks identical to a non-existent prefix, so Spark's pre-flight check always fails on first use. - -**Fix:** Before building the `SparkSession`, call `_ensure_s3a_event_log_dir()` which writes a zero-byte `.keep` placeholder if the prefix is empty. Uses boto3 (already a Feast dependency), reads credentials from Spark config first with env var fallback, and supports MinIO path-style addressing: - -```python -addressing_style = ( - "path" - if spark_config.get("spark.hadoop.fs.s3a.path.style.access", "false") == "true" - else "auto" -) -``` - -Non-fatal: logs a warning and lets Spark surface its own error if the write fails. - ---- - -## Failure 4: Materialization Fails on Spark 3.5+ With Window Operations - -**PR:** [#6441](https://github.com/feast-dev/feast/pull/6441) — `fix(spark): Replace mapInArrow with foreachPartition and bound write memory` - -The `user_features` BFV uses `Window.partitionBy` to compute the user's primary category: - -```python -w = Window.partitionBy("user_id").orderBy(F.desc("cat_count")) -user_primary = user_cat_counts.withColumn("rn", F.row_number().over(w))... -``` - -On Spark 3.5 (Databricks Runtime 14+, EMR 7+), this triggered a serializer mismatch: - -``` -AttributeError: 'list' object has no attribute 'dtype' -``` - -Spark 3.5 introduced `WindowGroupLimitExec`, which inserts itself upstream of `MapInArrowExec` and routes the Python worker through the wrong serializer. The fix replaces `mapInArrow` (Arrow UDF bridge) with `foreachPartition` (pickle-based), which cannot hit this mismatch. - -The same PR adds chunked writes (`chunk_size=1000`) so large feature views (26M+ keys in our Redis deployment) don't cause `MemoryError` on executor pods: - -```python -def write_partition_chunked(rows, chunk_size=1000): - buffer = [] - for row in rows: - buffer.append(row) - if len(buffer) >= chunk_size: - online_store.online_write_batch(config, table, buffer, ...) - buffer.clear() - if buffer: - online_store.online_write_batch(config, table, buffer, ...) -``` - -Also re-applies `spark.sql.*` / `spark.hadoop.*` session configs after `SparkSession.getOrCreate()`, which silently drops overrides when reusing a warm K8s session. - ---- - -## Failure 5: Training Jobs Re-Run the Full UDF Every Time - -**PR:** [#6440](https://github.com/feast-dev/feast/pull/6440) — `feat(spark): SparkSource query+path and pre-computed offline read for BatchFeatureView` - -Once materialization worked reliably, the next problem: every call to `get_historical_features()` re-ran the full UDF on raw data. For `user_features` on 26M review rows, that's 15–20 minutes of Spark compute per training run — even though the features already existed in S3 from the last `materialize`. - -**The pattern:** `SparkSource` now accepts `query + path` together: - -```python -user_reviews_source = SparkSource( - name="user_reviews_source", - query=( - "SELECT *, CAST(timestamp / 1000 AS TIMESTAMP) AS event_timestamp " - "FROM parquet.`s3a://smartshop-raw/raw/reviews/*/`" - ), - path="s3a://smartshop-features/offline/user_features/", - file_format="parquet", - timestamp_field="event_timestamp", -) -``` - -| Field | Used during | -|-------|------------| -| `query` | `feast materialize` → raw data → UDF → write to `path` + online store | -| `path` | `get_historical_features()` → reads pre-computed parquet directly | - -Materialization writes to both Redis and `s3a://smartshop-features/offline/user_features/`. Training reads directly from that path — no UDF, no raw data scan: - -```python -# Training: reads pre-computed parquet, not raw reviews -training_df = store.get_historical_features( - entity_df=entity_df, - features=[ - "user_features:user_avg_rating", - "user_features:user_review_count", - "item_features:item_avg_rating", - "interactions:label", - ], -).to_df() -``` - -The `interactions` BFV (`online=False, offline=True`) is the offline-only training label view — too large for Redis, needed purely for training. This PR also fixes the `feature_store.py` validation that incorrectly rejected `online=False` BFVs during retrieval. - -Graceful fallback: if `path` doesn't exist yet (before first `materialize`), Feast falls back to the live query automatically. - ---- - -## Failure 6: Staging Reads Fail on MinIO and Private Cloud S3 - -**PR:** [#6442](https://github.com/feast-dev/feast/pull/6442) — `fix(spark): S3/GCS PyArrow filesystem resolution for staging paths` - -After `materialize`, Feast reads staging parquet back via PyArrow for point-in-time joins. The old code passed raw `s3://` / `s3a://` URIs directly to `pyarrow.dataset`: - -``` -FileNotFoundError: s3://my-bucket/... -``` - -This works on AWS with default credentials but fails on MinIO, LocalStack, or any S3-compatible store with a custom endpoint. The fix builds a proper `pyarrow.fs.S3FileSystem` from the URI scheme: - -```python -def _resolve_staging_filesystem(self, paths): - sample = paths[0] - if sample.startswith("s3://") or sample.startswith("s3a://"): - endpoint = os.environ.get("AWS_ENDPOINT_URL_S3") or os.environ.get("AWS_S3_ENDPOINT") - region = getattr(self._config.offline_store, "region", None) or os.environ.get("AWS_DEFAULT_REGION", "us-east-1") - kwargs = {"region": region} - if endpoint: - kwargs["endpoint_override"] = endpoint.rstrip("/").replace("https://", "").replace("http://", "") - kwargs["scheme"] = "https" if endpoint.startswith("https") else "http" - fs = pafs.S3FileSystem(**kwargs) - stripped = [p.replace("s3a://", "").replace("s3://", "") for p in paths] - return fs, stripped - # GCS and local paths handled similarly -``` - -Picks up `AWS_ENDPOINT_URL_S3` (the standard env var for MinIO/LocalStack) automatically. No configuration changes needed. - ---- - -## The Full Working Architecture - -With all six fixes in place, the pipeline runs end-to-end on OpenShift AI: - -``` - feast materialize - │ - ┌───────────┼───────────────────┐ - ▼ ▼ ▼ - user_features item_features review_embeddings - item_metadata interactions - │ │ │ - SparkComputeEngine (K8s GPU pods, Spark 3.5) - │ │ │ - Redis (online) S3 offline Milvus (vector search) - │ │ - └─────┬─────┘ - │ - get_historical_features() - (reads S3, no UDF re-run) - │ - training_df → model training -``` - -```yaml -# feature_store.yaml -offline_store: - type: spark - spark_conf: - spark.master: "k8s://https://openshift-api:6443" - spark.executor.instances: "4" - spark.executor.resource.gpu.amount: "1" - spark.eventLog.enabled: "true" - spark.eventLog.dir: "s3a://smartshop-logs/spark-events/" - spark.hadoop.fs.s3a.endpoint: "http://minio.feast-demo.svc:9000" - spark.hadoop.fs.s3a.path.style.access: "true" - -online_store: - type: redis - connection_string: "redis://redis.feast-demo.svc:6379" -``` - -**Numbers from our deployment:** -- 26M+ feature vectors materialized to Redis across 4 GPU executor pods -- `get_historical_features()` for a 500K entity training set: **45 seconds** (reading S3 parquet) vs **18 minutes** (re-running UDF) -- Review embeddings (384-dim, `all-MiniLM-L6-v2`) → Milvus: ~8M vectors - ---- - -## Summary of Fixes - -| PR | What was broken | Impact | -|----|----------------|--------| -| [#6310](https://github.com/feast-dev/feast/pull/6310) | `TransformationMode.PYTHON` BFVs tried to SELECT output column names from raw source | Every default BFV on Spark failed | -| [#6311](https://github.com/feast-dev/feast/pull/6311) | `feature_name_columns=[]` generated broken SELECT, UDF got empty DataFrame | Silent null features, no error | -| [#6317](https://github.com/feast-dev/feast/pull/6317) | S3A event log dir not pre-created, SparkContext crash swallowed silently | Silent 0-byte materialization | -| [#6441](https://github.com/feast-dev/feast/pull/6441) | Spark 3.5 Window+Arrow serializer mismatch; OOM on large partitions | Materialization crash on modern Spark | -| [#6440](https://github.com/feast-dev/feast/pull/6440) | `get_historical_features()` re-ran full UDF every call | 18 min per training run | -| [#6442](https://github.com/feast-dev/feast/pull/6442) | PyArrow staging reads failed on MinIO/custom S3 endpoints | On-prem/private cloud deployments broken | - -All six fixes are available in Feast 0.64+. - ---- - -If you're running `BatchFeatureView` with `SparkComputeEngine` on Kubernetes, especially with MinIO or a custom S3-compatible store, these changes make the difference between a pipeline that silently produces nothing and one that reliably materializes at scale. Join the conversation on [Slack](https://slack.feast.dev) or [GitHub](https://github.com/feast-dev/feast). diff --git a/infra/website/docs/blog/spark-gpu-embeddings-rag.md b/infra/website/docs/blog/spark-gpu-embeddings-rag.md new file mode 100644 index 00000000000..93b0c95712b --- /dev/null +++ b/infra/website/docs/blog/spark-gpu-embeddings-rag.md @@ -0,0 +1,387 @@ +--- +title: "GPU-Accelerated Embedding Pipelines with Feast, Spark & Milvus" +description: "How to generate, materialize, and serve millions of embedding vectors for semantic search using BatchFeatureView and pandas_udf on GPU Spark executors — no separate Ray cluster needed if you're already on Spark." +date: 2026-05-27 +authors: ["Abhijeet Dhumal"] +--- + +# GPU-Accelerated Embedding Pipelines with Feast, Spark & Milvus + +Your ML infrastructure already runs Spark. You use it for tabular feature engineering: user aggregations, item statistics, interaction labels. `BatchFeatureView` with `SparkComputeEngine` handles all of it. + +Now the product team wants semantic search. Users should be able to ask questions and get results ranked by meaning, not just keywords. The answer is embeddings — dense vector representations of text, stored in a vector database, retrieved by cosine similarity. + +Your infrastructure team scopes it out: you need a model inference step (sentence-transformers), a vector store (Milvus), and something to orchestrate the pipeline at scale. Someone suggests adding Ray to the stack. But your Spark cluster already has GPU nodes. The A100s sitting idle between nightly materialization runs could be doing this work. + +This post shows how to build the entire embedding pipeline — generation, materialization, and serving — as a first-class Feast `BatchFeatureView`, using the same Spark GPU cluster you already operate. + +
+ GPU embedding pipeline with Feast, Spark, and Milvus +
+ +--- +> **Ray or Spark?** If you're starting fresh without existing Spark infrastructure, Feast's [Ray integration](./feast-ray-distributed-processing) is an excellent entry point — it's purpose-built for distributed embedding generation with minimal setup. This post is specifically for teams already running `SparkComputeEngine` for tabular feature engineering who want to add semantic search without introducing a second compute framework. + +--- + +## How It All Fits Together + +``` +Raw text data (S3 parquet) + │ + ▼ +@batch_feature_view (TransformationMode.PYTHON) + │ + pandas_udf (_embed_udf) + sentence-transformers on GPU executor pods + │ + ▼ +Milvus (online store, IVF_FLAT COSINE index) + │ + ▼ +retrieve_online_documents_v2() +``` + +One `feast materialize` call. No separate Ray cluster. No custom Airflow DAG for embedding generation. The same scheduling, registry, and serving primitives you already use for tabular features handle embeddings end-to-end. + +--- + +## Step 1: Define the Embedding Source and Entity + +> **Data Scientist** — *"I want to embed my text corpus once per refresh cycle and query results at serving time — without managing a separate embedding pipeline."* + +The `SparkSource` query pre-processes raw text into the form the embedding model expects. In this case, concatenating review title and body, generating a stable hash ID per document: + +```python +from feast.infra.offline_stores.contrib.spark_offline_store.spark_source import SparkSource +from feast import Entity +from feast.value_type import ValueType + +review = Entity( + name="review_id", + value_type=ValueType.STRING, + description="Unique document identifier for vector lookup", +) + +reviews_source = SparkSource( + name="reviews_source", + query=( + "SELECT *, " + "CAST(timestamp / 1000 AS TIMESTAMP) AS event_timestamp, " + "SHA2(CONCAT_WS('_', user_id, COALESCE(parent_asin, asin), CAST(timestamp AS STRING)), 256) AS review_id " + "FROM parquet.`s3a://data-lake/raw/reviews/*/`" + ), + timestamp_field="event_timestamp", +) +``` + +The SHA2 hash produces a stable, deterministic `review_id` from user + item + timestamp — no UUID generation, reproducible across runs. + +--- + +## Step 2: Define the Embedding BatchFeatureView + +> **Data Scientist** — *"I want to write the embedding logic as a Python function and have Feast handle when it runs, how it scales, and where the vectors land."* + +The embedding UDF is a `pandas_udf` — Spark serializes batches of text to the Python worker as a `pd.Series`, the model encodes them, and the results come back as a `pd.Series` of float lists: + +```python +from feast.batch_feature_view import batch_feature_view +from feast.field import Field +from feast.transformation.mode import TransformationMode +from feast.types import Array, Float32, Float64, String +from datetime import timedelta + +EMBEDDING_MODEL = "sentence-transformers/all-MiniLM-L6-v2" +EMBEDDING_DIM = 384 + +@batch_feature_view( + name="review_embeddings", + entities=[review], + source=reviews_source, + mode=TransformationMode.PYTHON, + online=True, # Written to Milvus for vector similarity search + offline=False, # Embeddings not needed for point-in-time training joins + schema=[ + Field(name="item_id", dtype=String), + Field(name="user_id", dtype=String), + Field(name="rating", dtype=Float64), + Field(name="review_title", dtype=String), + Field(name="embed_text", dtype=String), + Field( + name="embedding", + dtype=Array(Float32), + vector_index=True, + vector_search_metric="COSINE", + ), + ], + ttl=timedelta(days=90), +) +def review_embeddings(df): + import pandas as pd + from pyspark.sql import functions as F + from pyspark.sql.types import ArrayType, FloatType + + # Concatenate title + body into the text to embed + df = df.withColumn( + "embed_text", + F.concat_ws( + " ", + F.coalesce(F.col("title"), F.lit("")), + F.coalesce(F.col("text"), F.lit("")), + ), + ).filter(F.length("embed_text") >= 20) + + staging = df.select( + F.col("review_id"), + F.col("parent_asin").alias("item_id"), + F.col("user_id"), + F.col("rating").cast("double"), + F.col("title").alias("review_title"), + F.col("embed_text").substr(1, 511).alias("embed_text"), + F.current_timestamp().alias("event_timestamp"), + ) + + @F.pandas_udf(ArrayType(FloatType())) + def _embed_udf(texts: pd.Series) -> pd.Series: + from sentence_transformers import SentenceTransformer + model = SentenceTransformer(EMBEDDING_MODEL) + embeddings = model.encode( + texts.tolist(), + normalize_embeddings=True, + batch_size=64, + show_progress_bar=False, + ) + return pd.Series([e.tolist() for e in embeddings]) + + return staging.withColumn("embedding", _embed_udf(F.col("embed_text"))) +``` + +A few design decisions worth noting: + +- **`online=True, offline=False`**: embeddings go to Milvus for serving. They're not needed for point-in-time training joins — that's what user/item tabular features are for. +- **`normalize_embeddings=True`**: produces unit vectors, making cosine similarity equivalent to dot product — faster at query time in most vector databases. +- **`batch_size=64`**: controls how many texts the model processes per GPU forward pass. Tune based on GPU memory; larger batches improve throughput until you hit VRAM limits. +- **`substr(1, 511)`**: truncates embed_text to 511 characters before encoding — `all-MiniLM-L6-v2` has a 512-token limit; truncation here avoids silent tokenizer truncation downstream. + +--- + +## Step 3: Configure Milvus as the Online Store + +> **MLOps Engineer** — *"I want vector similarity search served by Milvus with the same Feast API I already use for tabular feature retrieval."* + +```yaml +# feature_store.yaml — Milvus configuration +online_store: + type: milvus + host: milvus.feast-system.svc.cluster.local + port: 19530 + vector_enabled: true + embedding_dim: 384 + index_type: "IVF_FLAT" + metric_type: "COSINE" + index_params: + nlist: 1024 + search_params: + nprobe: 16 +``` + +For IVF_FLAT with COSINE metric: +- `nlist: 1024` — number of Voronoi clusters. Roughly `sqrt(n_vectors)` is a good starting point for up to 1M vectors; scale up for larger collections. +- `nprobe: 16` — clusters searched per query. Higher values improve recall at the cost of latency. 16 gives >99% recall at reasonable latency for most collection sizes. + +--- + +## Step 4: Build the Executor Image with Model Weights + +> **MLOps Engineer** — *"Every executor pod downloading 90MB of model weights at startup creates a race condition under load. Bake the weights into the image."* + +For GPU executor pods that run the embedding UDF, extend the RAPIDS executor image with `sentence-transformers` and pre-cached model weights: + +```dockerfile +FROM your-registry/feast-spark-executor-rapids:latest + +USER 0 + +RUN pip install --no-cache-dir sentence-transformers==3.4.1 + +# Cache model weights at build time — avoids cold-start downloads in air-gapped clusters +# or when many executor pods start simultaneously +ENV HF_HOME=/opt/hf-cache +ENV TRANSFORMERS_CACHE=/opt/hf-cache + +RUN python3 -c " +from sentence_transformers import SentenceTransformer +model = SentenceTransformer('sentence-transformers/all-MiniLM-L6-v2') +emb = model.encode(['test']) +assert len(emb[0]) == 384 +print('Model cached: dim=384') +" && chmod -R g+r /opt/hf-cache + +USER 1001 +``` + +This is critical for Kubernetes deployments: if 4 executor pods all start simultaneously and each tries to download 90MB from HuggingFace Hub (or your model registry), you get a race condition between download completion and the Spark task deadline. + +--- + +## Step 5: Run Your First Materialization + +> **MLOps Engineer** — *"I want a single command that generates and stores all embedding vectors — on a schedule, incrementally, without touching any custom pipeline code."* + +```bash +feast apply + +# Materialize embeddings for a date range +feast materialize 2024-01-01T00:00:00 2024-12-31T23:59:59 \ + --feature-views review_embeddings +``` + +`feast materialize` runs the `review_embeddings` BFV: the `reviews_source` query reads raw parquet from S3, the `review_embeddings()` function runs on each partition via `foreachPartition`, `_embed_udf` executes on GPU executor pods in batches of 64, and the resulting 384-dim vectors are written to Milvus. + +For incremental updates (new reviews since last run): + +```bash +feast materialize-incremental $(date -u +"%Y-%m-%dT%H:%M:%S") \ + --feature-views review_embeddings +``` + +--- + +## Step 6: Serve Semantic Search at Query Time + +> **Data Scientist** — *"I want to retrieve the most semantically similar documents for a user's query — with the same Feast API I use for every other feature."* + +At serving time, encode the query with the same model used for materialization, then call `retrieve_online_documents_v2()`: + +```python +from feast import FeatureStore +from sentence_transformers import SentenceTransformer + +store = FeatureStore(repo_path=".") +embed_model = SentenceTransformer("sentence-transformers/all-MiniLM-L6-v2") + +def semantic_search(query: str, top_k: int = 5) -> list[dict]: + query_embedding = embed_model.encode(query).tolist() + + result_df = store.retrieve_online_documents_v2( + features=[ + "review_embeddings:embedding", + "review_embeddings:embed_text", + "review_embeddings:item_id", + "review_embeddings:rating", + "review_embeddings:review_title", + ], + query=query_embedding, + top_k=top_k, + distance_metric="COSINE", + ).to_df() + + return result_df.to_dict(orient="records") +``` + +The `retrieve_online_documents_v2()` call routes to Milvus, performs an approximate nearest-neighbor search using the IVF_FLAT index, and returns the top-k results with their feature values. The same features available at materialization time — `item_id`, `rating`, `review_title`, `embed_text` — are returned alongside the similarity score. + +For a FastAPI serving endpoint with Prometheus metrics: + +```python +from contextlib import asynccontextmanager +from fastapi import FastAPI +from feast import FeatureStore +from prometheus_client import Histogram, make_asgi_app +from sentence_transformers import SentenceTransformer + +RETRIEVAL_DURATION = Histogram( + "rag_retrieval_duration_seconds", + "Feast/Milvus vector search latency", + buckets=[.01, .025, .05, .1, .25, .5, 1], +) + +store: FeatureStore | None = None +embed_model: SentenceTransformer | None = None + +@asynccontextmanager +async def lifespan(app: FastAPI): + global store, embed_model + store = FeatureStore(repo_path=".") + embed_model = SentenceTransformer("sentence-transformers/all-MiniLM-L6-v2") + yield + +app = FastAPI(lifespan=lifespan) +app.mount("/metrics", make_asgi_app()) + +@app.post("/search") +def search(query: str, top_k: int = 5): + with RETRIEVAL_DURATION.time(): + query_vec = embed_model.encode(query).tolist() + return store.retrieve_online_documents_v2( + features=[ + "review_embeddings:embedding", + "review_embeddings:embed_text", + "review_embeddings:item_id", + ], + query=query_vec, + top_k=top_k, + distance_metric="COSINE", + ).to_df().to_dict(orient="records") +``` + +--- + +## GPU vs CPU: RAPIDS Acceleration Benchmark + +> 📊 **Coming soon:** end-to-end materialization benchmarks for the embedding BFV comparing: +> - CPU-only Spark executors (`local[*]`, 8 cores) +> - k8s:// Spark executors, CPU only +> - k8s:// Spark executors with RAPIDS GPU plugin (A100, CUDA 13) +> +> Metrics: total materialization time, vectors/second throughput, cost per million embeddings. Results will be added to this post. + +--- + +## What You Can Build With This + +> **Data Scientist + MLOps Engineer** — *"Tabular features and semantic search from the same pipeline, the same registry, the same materialization schedule, the same serving API."* + +**One cluster, two workloads.** Tabular BFVs (user aggregations, item statistics) and embedding BFVs (semantic search vectors) run on the same Spark GPU cluster, scheduled by the same `feast materialize` command. GPU nodes that sit idle between tabular feature runs generate embeddings during those windows. + +**No training-serving skew for retrieval.** The embedding model used at materialization time is the same model used at query time — both are `sentence-transformers/all-MiniLM-L6-v2`. The Feast registry ensures the feature view definition, including the transformation logic, is versioned and consistent across runs. + +**Scale to millions of vectors.** With memory-bounded, chunked writes, materializing 8M+ 384-dim embedding vectors to Milvus is practical on a 2-pod GPU Spark cluster without OOMKill. + +**Incremental updates.** `feast materialize-incremental` only processes new documents since the last materialization. Embedding generation doesn't re-run on the full corpus every refresh cycle — only on newly ingested data. + +**Extend to RAG.** The same pattern extends naturally to full RAG pipelines: retrieve similar documents via `retrieve_online_documents_v2()`, combine with user context features from Redis via `get_online_features()`, and pass the assembled context to an LLM. Feast manages both the vector retrieval and the entity-based feature retrieval through a unified API. + +--- + +## Getting Started + +```bash +pip install "feast[spark,milvus]" +``` + +Configure Milvus as your online store, define your embedding BFV with `vector_index=True` on the embedding field, and run: + +```bash +feast apply +feast materialize-incremental $(date -u +"%Y-%m-%dT%H:%M:%S") +``` + +See also: +- [BatchFeatureView documentation](https://docs.feast.dev/reference/batch-feature-view) +- [Milvus online store reference](https://docs.feast.dev/reference/online-stores/milvus) +- [retrieve_online_documents_v2 API](https://docs.feast.dev/reference/feature-retrieval) +- [RAG with Feast overview](./rag-with-feast) + +--- + +## Share Your Feedback + +We want to hear from you! Try the GPU embedding pipeline and tell us: + +- Which embedding models and vector stores you're using with Feast + Spark +- How `feast materialize-incremental` fits into your embedding refresh workflow +- What RAG patterns you're building on top of `retrieve_online_documents_v2()` + +Join the conversation on [GitHub](https://github.com/feast-dev/feast) or in the [Feast Slack community](https://slack.feast.dev). 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zl0&+l$NAN)PCBwNe24u3dIAt3Z@$siCliXE+@BSYB1j9ze#Ef<+ht)Jl~#_i61GIh zo%ZQ&Rf~9TZm4*cVUpw51ZbT0gG;kk=W?OvUtV5wESg>q`1h-ZIgAs}wHhl)tWK`@ z_d@N?Gca8K_w4-pF2kcU9$vx!e)fN_Rpr4E{Lka_zy0w3=heow|La@3{4vKL@}FbR RP5=7ehZ+XzRren~`+rOf#mfKy literal 0 HcmV?d00001 From c4ea5347b670817e099e54adce34a98ba4276135 Mon Sep 17 00:00:00 2001 From: abhijeet-dhumal Date: Fri, 29 May 2026 14:21:03 +0530 Subject: [PATCH 4/5] docs: Fix versioning ambiguity and model caching in blog posts Signed-off-by: abhijeet-dhumal --- .../docs/blog/feast-spark-kubernetes-production.md | 4 ++-- infra/website/docs/blog/spark-gpu-embeddings-rag.md | 8 ++++++-- 2 files changed, 8 insertions(+), 4 deletions(-) diff --git a/infra/website/docs/blog/feast-spark-kubernetes-production.md b/infra/website/docs/blog/feast-spark-kubernetes-production.md index 943a2d5c214..0d89dea6d88 100644 --- a/infra/website/docs/blog/feast-spark-kubernetes-production.md +++ b/infra/website/docs/blog/feast-spark-kubernetes-production.md @@ -143,7 +143,7 @@ This reads pre-computed parquet. No Spark job triggered. No raw data scan. Point ### Offline-Only Feature Views for Training Labels -> **Data Scientist** — *"My interaction table is 500GB and training-only — it will never live in Redis. I still want it versioned, retrievable, and point-in-time correct like any other feature."* +> **Data Scientist** — *"My interaction table is 500GB and training-only — it will never live in Redis. I still want its schema and transformation logic tracked in the registry, retrievable via the same API, and point-in-time correct like any other feature."* `online=False, offline=True` is now a first-class `BatchFeatureView` configuration: @@ -174,7 +174,7 @@ def interactions(df: DataFrame) -> DataFrame: ) ``` -Training labels, interaction histories, and large join tables are now first-class Feast objects — with consistent lineage, versioning, and retrieval APIs alongside your serving features. +Training labels, interaction histories, and large join tables are now first-class Feast objects — with schema and transformation logic tracked in the registry (not data versioning), consistent lineage, and the same `get_historical_features()` retrieval API as your serving features. --- diff --git a/infra/website/docs/blog/spark-gpu-embeddings-rag.md b/infra/website/docs/blog/spark-gpu-embeddings-rag.md index 93b0c95712b..63f3c2bc666 100644 --- a/infra/website/docs/blog/spark-gpu-embeddings-rag.md +++ b/infra/website/docs/blog/spark-gpu-embeddings-rag.md @@ -145,8 +145,11 @@ def review_embeddings(df): @F.pandas_udf(ArrayType(FloatType())) def _embed_udf(texts: pd.Series) -> pd.Series: from sentence_transformers import SentenceTransformer - model = SentenceTransformer(EMBEDDING_MODEL) - embeddings = model.encode( + # Cache on the function object — loaded once per Python worker process, + # not once per Arrow batch. Avoids repeated 90MB weight loads. + if not hasattr(_embed_udf, "_model"): + _embed_udf._model = SentenceTransformer(EMBEDDING_MODEL) + embeddings = _embed_udf._model.encode( texts.tolist(), normalize_embeddings=True, batch_size=64, @@ -163,6 +166,7 @@ A few design decisions worth noting: - **`normalize_embeddings=True`**: produces unit vectors, making cosine similarity equivalent to dot product — faster at query time in most vector databases. - **`batch_size=64`**: controls how many texts the model processes per GPU forward pass. Tune based on GPU memory; larger batches improve throughput until you hit VRAM limits. - **`substr(1, 511)`**: truncates embed_text to 511 characters before encoding — `all-MiniLM-L6-v2` has a 512-token limit; truncation here avoids silent tokenizer truncation downstream. +- **Model caching via `hasattr`**: `pandas_udf` is called once per Arrow batch, not once per partition. Without caching, the 90MB model weights would be loaded from disk on every batch call. Storing the model on the function object (`_embed_udf._model`) means it's loaded once per Python worker process and reused across all batches that worker handles. --- From 33a04c76225f0a7476a26518521c5978ce010c5a Mon Sep 17 00:00:00 2001 From: abhijeet-dhumal Date: Tue, 2 Jun 2026 18:16:00 +0530 Subject: [PATCH 5/5] ci: retrigger CI Signed-off-by: abhijeet-dhumal Co-authored-by: Cursor