Re: [PR] feat(blob): Read Blobs in Spark SQL [hudi]

[via GitHub]

codecov-commenter commented on PR #18098:
URL: https://github.com/apache/hudi/pull/18098#issuecomment-4307311735

   ## 
[Codecov](https://app.codecov.io/gh/apache/hudi/pull/18098?dropdown=coverage&src=pr&el=h1&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=apache)
 Report
   :x: Patch coverage is `79.06977%` with `90 lines` in your changes missing 
coverage. Please review.
   :white_check_mark: Project coverage is 68.91%. Comparing base 
([`35e2bbf`](https://app.codecov.io/gh/apache/hudi/commit/35e2bbf9813f313006c773b92578db6cb93da9ca?dropdown=coverage&el=desc&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=apache))
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   :warning: Report is 76 commits behind head on master.
   
   | [Files with missing 
lines](https://app.codecov.io/gh/apache/hudi/pull/18098?dropdown=coverage&src=pr&el=tree&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=apache)
 | Patch % | Lines |
   |---|---|---|
   | 
[...apache/spark/sql/hudi/blob/BatchedBlobReader.scala](https://app.codecov.io/gh/apache/hudi/pull/18098?src=pr&el=tree&filepath=hudi-spark-datasource%2Fhudi-spark-common%2Fsrc%2Fmain%2Fscala%2Forg%2Fapache%2Fspark%2Fsql%2Fhudi%2Fblob%2FBatchedBlobReader.scala&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=apache#diff-aHVkaS1zcGFyay1kYXRhc291cmNlL2h1ZGktc3BhcmstY29tbW9uL3NyYy9tYWluL3NjYWxhL29yZy9hcGFjaGUvc3Bhcmsvc3FsL2h1ZGkvYmxvYi9CYXRjaGVkQmxvYlJlYWRlci5zY2FsYQ==)
 | 84.00% | [13 Missing and 31 partials :warning: 
](https://app.codecov.io/gh/apache/hudi/pull/18098?src=pr&el=tree&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=apache)
 |
   | 
[.../org/apache/spark/sql/hudi/blob/ReadBlobRule.scala](https://app.codecov.io/gh/apache/hudi/pull/18098?src=pr&el=tree&filepath=hudi-spark-datasource%2Fhudi-spark-common%2Fsrc%2Fmain%2Fscala%2Forg%2Fapache%2Fspark%2Fsql%2Fhudi%2Fblob%2FReadBlobRule.scala&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=apache#diff-aHVkaS1zcGFyay1kYXRhc291cmNlL2h1ZGktc3BhcmstY29tbW9uL3NyYy9tYWluL3NjYWxhL29yZy9hcGFjaGUvc3Bhcmsvc3FsL2h1ZGkvYmxvYi9SZWFkQmxvYlJ1bGUuc2NhbGE=)
 | 46.66% | [20 Missing and 20 partials :warning: 
](https://app.codecov.io/gh/apache/hudi/pull/18098?src=pr&el=tree&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=apache)
 |
   | 
[...pache/spark/sql/hudi/blob/ReadBlobExpression.scala](https://app.codecov.io/gh/apache/hudi/pull/18098?src=pr&el=tree&filepath=hudi-spark-datasource%2Fhudi-spark-common%2Fsrc%2Fmain%2Fscala%2Forg%2Fapache%2Fspark%2Fsql%2Fhudi%2Fblob%2FReadBlobExpression.scala&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=apache#diff-aHVkaS1zcGFyay1kYXRhc291cmNlL2h1ZGktc3BhcmstY29tbW9uL3NyYy9tYWluL3NjYWxhL29yZy9hcGFjaGUvc3Bhcmsvc3FsL2h1ZGkvYmxvYi9SZWFkQmxvYkV4cHJlc3Npb24uc2NhbGE=)
 | 66.66% | [1 Missing and 1 partial :warning: 
](https://app.codecov.io/gh/apache/hudi/pull/18098?src=pr&el=tree&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=apache)
 |
   | 
[...g/apache/spark/sql/hudi/blob/BatchedBlobRead.scala](https://app.codecov.io/gh/apache/hudi/pull/18098?src=pr&el=tree&filepath=hudi-spark-datasource%2Fhudi-spark-common%2Fsrc%2Fmain%2Fscala%2Forg%2Fapache%2Fspark%2Fsql%2Fhudi%2Fblob%2FBatchedBlobRead.scala&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=apache#diff-aHVkaS1zcGFyay1kYXRhc291cmNlL2h1ZGktc3BhcmstY29tbW9uL3NyYy9tYWluL3NjYWxhL29yZy9hcGFjaGUvc3Bhcmsvc3FsL2h1ZGkvYmxvYi9CYXRjaGVkQmxvYlJlYWQuc2NhbGE=)
 | 88.88% | [0 Missing and 1 partial :warning: 
](https://app.codecov.io/gh/apache/hudi/pull/18098?src=pr&el=tree&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=apache)
 |
   | 
[...ache/spark/sql/hudi/blob/BatchedBlobReadExec.scala](https://app.codecov.io/gh/apache/hudi/pull/18098?src=pr&el=tree&filepath=hudi-spark-datasource%2Fhudi-spark-common%2Fsrc%2Fmain%2Fscala%2Forg%2Fapache%2Fspark%2Fsql%2Fhudi%2Fblob%2FBatchedBlobReadExec.scala&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=apache#diff-aHVkaS1zcGFyay1kYXRhc291cmNlL2h1ZGktc3BhcmstY29tbW9uL3NyYy9tYWluL3NjYWxhL29yZy9hcGFjaGUvc3Bhcmsvc3FsL2h1ZGkvYmxvYi9CYXRjaGVkQmxvYlJlYWRFeGVjLnNjYWxh)
 | 94.11% | [0 Missing and 1 partial :warning: 
](https://app.codecov.io/gh/apache/hudi/pull/18098?src=pr&el=tree&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=apache)
 |
   | 
[...park/sql/hudi/blob/BatchedBlobReaderStrate

Re: [PR] feat(blob): Read Blobs in Spark SQL [hudi]

[via GitHub]

yihua merged PR #18098:
URL: https://github.com/apache/hudi/pull/18098


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Re: [PR] feat(blob): Read Blobs in Spark SQL [hudi]

[via GitHub]

yihua commented on code in PR #18098:
URL: https://github.com/apache/hudi/pull/18098#discussion_r3112101275


##
hudi-client/hudi-spark-client/src/main/scala/org/apache/spark/sql/hudi/SparkAdapter.scala:
##
@@ -76,6 +76,17 @@ trait SparkAdapter extends Serializable {
*/
   def injectTableFunctions(extensions: SparkSessionExtensions): Unit = {}
 
+  /**
+   * Inject scalar functions into Spark SQL function registry.
+   * These functions can be used in SQL SELECT clauses.
+   */
+  def injectScalarFunctions(extensions: SparkSessionExtensions): Unit
+
+  /**
+   * Inject planner strategies to SparkSessionExtensions for converting custom 
logical plans into physical plans.
+   */
+  def injectPlannerStrategies(extensions: SparkSessionExtensions): Unit

Review Comment:
   To align with most methods in `SparkAdapter`, there is no need to use 
`no-op` default.



##
hudi-spark-datasource/hudi-spark-common/src/main/scala/org/apache/spark/sql/hudi/blob/BatchedBlobReader.scala:
##
@@ -0,0 +1,773 @@
+/*
+ * Licensed to the Apache Software Foundation (ASF) under one
+ * or more contributor license agreements.  See the NOTICE file
+ * distributed with this work for additional information
+ * regarding copyright ownership.  The ASF licenses this file
+ * to you under the Apache License, Version 2.0 (the
+ * "License"); you may not use this file except in compliance
+ * with the License.  You may obtain a copy of the License at
+ *
+ *   http://www.apache.org/licenses/LICENSE-2.0
+ *
+ * Unless required by applicable law or agreed to in writing,
+ * software distributed under the License is distributed on an
+ * "AS IS" BASIS, WITHOUT WARRANTIES OR CONDITIONS OF ANY
+ * KIND, either express or implied.  See the License for the
+ * specific language governing permissions and limitations
+ * under the License.
+ */
+
+package org.apache.spark.sql.hudi.blob
+
+import org.apache.hudi.HoodieSparkUtils.sparkAdapter
+import org.apache.hudi.common.schema.{HoodieSchema, HoodieSchemaType}
+import org.apache.hudi.io.SeekableDataInputStream
+import org.apache.hudi.storage.{HoodieStorage, HoodieStorageUtils, 
StorageConfiguration, StoragePath}
+
+import org.apache.spark.TaskContext
+import org.apache.spark.broadcast.Broadcast
+import org.apache.spark.rdd.RDD
+import org.apache.spark.sql.{Dataset, Row}
+import org.apache.spark.sql.catalyst.InternalRow
+import org.apache.spark.sql.catalyst.expressions.{GenericRowWithSchema, 
SpecificInternalRow}
+import org.apache.spark.sql.types.{BinaryType, BlobType, DataType, 
StructField, StructType}
+import org.slf4j.LoggerFactory
+
+import java.io.InputStream
+
+import scala.collection.mutable.ArrayBuffer
+
+/**
+ * Batched byte range reader that optimizes I/O by combining consecutive reads 
for out-of-line data.
+ *
+ * This reader analyzes sequences of read requests within a partition and 
merges
+ * consecutive or nearby reads into single I/O operations. This significantly 
reduces
+ * the number of seeks and reads when processing sorted data.
+ *
+ * Schema Requirement:
+ * The blob column must match the schema defined in {@link HoodieSchema.Blob}:
+ * 
+ * struct {
+ *   type: string   // "inline" or "out_of_line"
+ *   data: binary (nullable)   // inline data (null for out_of_line)
+ *   reference: struct (nullable) { // file reference (null for inline)
+ * external_path: string
+ * offset: long
+ * length: long
+ * managed: boolean
+ *   }
+ * }
+ * 
+ *
+ * Key Features:
+ * 
+ *   Batches consecutive reads from the same file
+ *   Configurable gap threshold for merging nearby reads
+ *   Lookahead buffer to identify batch opportunities
+ *   Preserves input row order in output
+ * 
+ *
+ * Usage Example:
+ * {{{
+ * import org.apache.hudi.udf.BatchedByteRangeReader
+ * import org.apache.spark.sql.functions._
+ * // Read a table with a blob column (e.g. image_data)
+ * val df = spark.read.format("hudi").load("/my_path").select("image_data", 
"record_id")
+ *
+ * // Read with batching (best when data is sorted by external_path, offset)
+ * val result = BatchedByteRangeReader.readBatched(df, structColName = 
"file_info")
+ *
+ * // Result has: image_data, record_id, data
+ * result.show()
+ * }}}
+ *
+ * Performance Tips:
+ * 
+ *   Sort input by (blob.reference.external_path, blob.reference.offset) 
for maximum batching effectiveness
+ *   Increase lookaheadSize for better batch detection (at cost of 
memory)
+ *   Tune maxGapBytes based on your data access patterns
+ * 
+ *
+ * @param storageHoodieStorage instance for file I/O
+ * @param maxGapBytesMaximum gap between ranges to consider for batching 
(default: 4KB)
+ * @param lookaheadRows  Number of rows to buffer for batch detection 
(default: 50)
+ */
+class BatchedBlobReader(
+ storage: HoodieStorage,
+ maxGapBytes: Int = 4096,
+ lookaheadRows: Int = 50) {
+
+  private val logge

Re: [PR] feat(blob): Read Blobs in Spark SQL [hudi]

[via GitHub]

yihua commented on code in PR #18098:
URL: https://github.com/apache/hudi/pull/18098#discussion_r3111787205


##
hudi-spark-datasource/hudi-spark-common/src/main/scala/org/apache/spark/sql/hudi/blob/BatchedBlobReader.scala:
##
@@ -0,0 +1,772 @@
+/*
+ * Licensed to the Apache Software Foundation (ASF) under one
+ * or more contributor license agreements.  See the NOTICE file
+ * distributed with this work for additional information
+ * regarding copyright ownership.  The ASF licenses this file
+ * to you under the Apache License, Version 2.0 (the
+ * "License"); you may not use this file except in compliance
+ * with the License.  You may obtain a copy of the License at
+ *
+ *   http://www.apache.org/licenses/LICENSE-2.0
+ *
+ * Unless required by applicable law or agreed to in writing,
+ * software distributed under the License is distributed on an
+ * "AS IS" BASIS, WITHOUT WARRANTIES OR CONDITIONS OF ANY
+ * KIND, either express or implied.  See the License for the
+ * specific language governing permissions and limitations
+ * under the License.
+ */
+
+package org.apache.spark.sql.hudi.blob
+
+import org.apache.hudi.HoodieSparkUtils.sparkAdapter
+import org.apache.hudi.common.schema.{HoodieSchema, HoodieSchemaType}
+import org.apache.hudi.io.SeekableDataInputStream
+import org.apache.hudi.storage.{HoodieStorage, HoodieStorageUtils, 
StorageConfiguration, StoragePath}
+
+import org.apache.spark.broadcast.Broadcast
+import org.apache.spark.rdd.RDD
+import org.apache.spark.sql.{Dataset, Row}
+import org.apache.spark.sql.catalyst.InternalRow
+import org.apache.spark.sql.catalyst.expressions.{GenericRowWithSchema, 
SpecificInternalRow}
+import org.apache.spark.sql.types.{BinaryType, BlobType, DataType, 
StructField, StructType}
+import org.slf4j.LoggerFactory
+
+import java.io.InputStream
+
+import scala.collection.mutable.ArrayBuffer
+
+/**
+ * Batched byte range reader that optimizes I/O by combining consecutive reads 
for out-of-line data.
+ *
+ * This reader analyzes sequences of read requests within a partition and 
merges
+ * consecutive or nearby reads into single I/O operations. This significantly 
reduces
+ * the number of seeks and reads when processing sorted data.
+ *
+ * Schema Requirement:
+ * The blob column must match the schema defined in {@link HoodieSchema.Blob}:
+ * 
+ * struct {
+ *   type: string   // "inline" or "out_of_line"
+ *   data: binary (nullable)   // inline data (null for out_of_line)
+ *   reference: struct (nullable) { // file reference (null for inline)
+ * external_path: string
+ * offset: long
+ * length: long
+ * managed: boolean
+ *   }
+ * }
+ * 
+ *
+ * Key Features:
+ * 
+ *   Batches consecutive reads from the same file
+ *   Configurable gap threshold for merging nearby reads
+ *   Lookahead buffer to identify batch opportunities
+ *   Preserves input row order in output
+ * 
+ *
+ * Usage Example:
+ * {{{
+ * import org.apache.hudi.udf.BatchedByteRangeReader
+ * import org.apache.spark.sql.functions._
+ * // Read a table with a blob column (e.g. image_data)
+ * val df = spark.read.format("hudi").load("/my_path").select("image_data", 
"record_id")
+ *
+ * // Read with batching (best when data is sorted by external_path, offset)
+ * val result = BatchedByteRangeReader.readBatched(df, structColName = 
"file_info")
+ *
+ * // Result has: image_data, record_id, data
+ * result.show()
+ * }}}
+ *
+ * Performance Tips:
+ * 
+ *   Sort input by (blob.reference.external_path, blob.reference.offset) 
for maximum batching effectiveness
+ *   Increase lookaheadSize for better batch detection (at cost of 
memory)
+ *   Tune maxGapBytes based on your data access patterns
+ * 
+ *
+ * @param storageHoodieStorage instance for file I/O
+ * @param maxGapBytesMaximum gap between ranges to consider for batching 
(default: 4KB)
+ * @param lookaheadRows  Number of rows to buffer for batch detection 
(default: 50)
+ */
+class BatchedBlobReader(
+ storage: HoodieStorage,
+ maxGapBytes: Int = 4096,
+ lookaheadRows: Int = 50) {
+
+  private val logger = LoggerFactory.getLogger(classOf[BatchedBlobReader])
+
+  /**
+   * Process a partition iterator, batching consecutive reads.
+   *
+   * This method consumes the input iterator and produces an output iterator
+   * with each row containing the original data plus a "data" column with the
+   * bytes read from the file.
+   *
+   * @param rows Iterator of input rows with struct column
+   * @param structColIdx Index of the struct column in the row
+   * @param outputSchema Schema for output rows
+   * @param accessor Type class for accessing row fields
+   * @param builder  Type class for building output rows
+   * @tparam R   Row type (Row or InternalRow)
+   * @return Iterator of output rows with data column added
+   */
+  def processPartition[R](
+  rows: Iterator[R],
+   

Re: [PR] feat(blob): Read Blobs in Spark SQL [hudi]

[via GitHub]

codecov-commenter commented on PR #18098:
URL: https://github.com/apache/hudi/pull/18098#issuecomment-4274788454

   ## 
[Codecov](https://app.codecov.io/gh/apache/hudi/pull/18098?dropdown=coverage&src=pr&el=h1&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=apache)
 Report
   :x: Patch coverage is `79.06977%` with `90 lines` in your changes missing 
coverage. Please review.
   :white_check_mark: Project coverage is 68.91%. Comparing base 
([`35e2bbf`](https://app.codecov.io/gh/apache/hudi/commit/35e2bbf9813f313006c773b92578db6cb93da9ca?dropdown=coverage&el=desc&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=apache))
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   :warning: Report is 53 commits behind head on master.
   
   | [Files with missing 
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 | Patch % | Lines |
   |---|---|---|
   | 
[...apache/spark/sql/hudi/blob/BatchedBlobReader.scala](https://app.codecov.io/gh/apache/hudi/pull/18098?src=pr&el=tree&filepath=hudi-spark-datasource%2Fhudi-spark-common%2Fsrc%2Fmain%2Fscala%2Forg%2Fapache%2Fspark%2Fsql%2Fhudi%2Fblob%2FBatchedBlobReader.scala&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=apache#diff-aHVkaS1zcGFyay1kYXRhc291cmNlL2h1ZGktc3BhcmstY29tbW9uL3NyYy9tYWluL3NjYWxhL29yZy9hcGFjaGUvc3Bhcmsvc3FsL2h1ZGkvYmxvYi9CYXRjaGVkQmxvYlJlYWRlci5zY2FsYQ==)
 | 84.00% | [13 Missing and 31 partials :warning: 
](https://app.codecov.io/gh/apache/hudi/pull/18098?src=pr&el=tree&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=apache)
 |
   | 
[.../org/apache/spark/sql/hudi/blob/ReadBlobRule.scala](https://app.codecov.io/gh/apache/hudi/pull/18098?src=pr&el=tree&filepath=hudi-spark-datasource%2Fhudi-spark-common%2Fsrc%2Fmain%2Fscala%2Forg%2Fapache%2Fspark%2Fsql%2Fhudi%2Fblob%2FReadBlobRule.scala&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=apache#diff-aHVkaS1zcGFyay1kYXRhc291cmNlL2h1ZGktc3BhcmstY29tbW9uL3NyYy9tYWluL3NjYWxhL29yZy9hcGFjaGUvc3Bhcmsvc3FsL2h1ZGkvYmxvYi9SZWFkQmxvYlJ1bGUuc2NhbGE=)
 | 46.66% | [20 Missing and 20 partials :warning: 
](https://app.codecov.io/gh/apache/hudi/pull/18098?src=pr&el=tree&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=apache)
 |
   | 
[...pache/spark/sql/hudi/blob/ReadBlobExpression.scala](https://app.codecov.io/gh/apache/hudi/pull/18098?src=pr&el=tree&filepath=hudi-spark-datasource%2Fhudi-spark-common%2Fsrc%2Fmain%2Fscala%2Forg%2Fapache%2Fspark%2Fsql%2Fhudi%2Fblob%2FReadBlobExpression.scala&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=apache#diff-aHVkaS1zcGFyay1kYXRhc291cmNlL2h1ZGktc3BhcmstY29tbW9uL3NyYy9tYWluL3NjYWxhL29yZy9hcGFjaGUvc3Bhcmsvc3FsL2h1ZGkvYmxvYi9SZWFkQmxvYkV4cHJlc3Npb24uc2NhbGE=)
 | 66.66% | [1 Missing and 1 partial :warning: 
](https://app.codecov.io/gh/apache/hudi/pull/18098?src=pr&el=tree&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=apache)
 |
   | 
[...g/apache/spark/sql/hudi/blob/BatchedBlobRead.scala](https://app.codecov.io/gh/apache/hudi/pull/18098?src=pr&el=tree&filepath=hudi-spark-datasource%2Fhudi-spark-common%2Fsrc%2Fmain%2Fscala%2Forg%2Fapache%2Fspark%2Fsql%2Fhudi%2Fblob%2FBatchedBlobRead.scala&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=apache#diff-aHVkaS1zcGFyay1kYXRhc291cmNlL2h1ZGktc3BhcmstY29tbW9uL3NyYy9tYWluL3NjYWxhL29yZy9hcGFjaGUvc3Bhcmsvc3FsL2h1ZGkvYmxvYi9CYXRjaGVkQmxvYlJlYWQuc2NhbGE=)
 | 88.88% | [0 Missing and 1 partial :warning: 
](https://app.codecov.io/gh/apache/hudi/pull/18098?src=pr&el=tree&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=apache)
 |
   | 
[...ache/spark/sql/hudi/blob/BatchedBlobReadExec.scala](https://app.codecov.io/gh/apache/hudi/pull/18098?src=pr&el=tree&filepath=hudi-spark-datasource%2Fhudi-spark-common%2Fsrc%2Fmain%2Fscala%2Forg%2Fapache%2Fspark%2Fsql%2Fhudi%2Fblob%2FBatchedBlobReadExec.scala&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=apache#diff-aHVkaS1zcGFyay1kYXRhc291cmNlL2h1ZGktc3BhcmstY29tbW9uL3NyYy9tYWluL3NjYWxhL29yZy9hcGFjaGUvc3Bhcmsvc3FsL2h1ZGkvYmxvYi9CYXRjaGVkQmxvYlJlYWRFeGVjLnNjYWxh)
 | 94.11% | [0 Missing and 1 partial :warning: 
](https://app.codecov.io/gh/apache/hudi/pull/18098?src=pr&el=tree&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=apache)
 |
   | 
[...park/sql/hudi/blob/BatchedBlobReaderStrate

Re: [PR] feat(blob): Read Blobs in Spark SQL [hudi]

[via GitHub]

codecov-commenter commented on PR #18098:
URL: https://github.com/apache/hudi/pull/18098#issuecomment-4274783237

   ## 
[Codecov](https://app.codecov.io/gh/apache/hudi/pull/18098?dropdown=coverage&src=pr&el=h1&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=apache)
 Report
   :x: Patch coverage is `79.06977%` with `90 lines` in your changes missing 
coverage. Please review.
   :white_check_mark: Project coverage is 68.91%. Comparing base 
([`35e2bbf`](https://app.codecov.io/gh/apache/hudi/commit/35e2bbf9813f313006c773b92578db6cb93da9ca?dropdown=coverage&el=desc&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=apache))
 to head 
([`5bfc1f2`](https://app.codecov.io/gh/apache/hudi/commit/5bfc1f2021d48c049b86ab5883cb0f37db7872af?dropdown=coverage&el=desc&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=apache)).
   :warning: Report is 53 commits behind head on master.
   
   | [Files with missing 
lines](https://app.codecov.io/gh/apache/hudi/pull/18098?dropdown=coverage&src=pr&el=tree&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=apache)
 | Patch % | Lines |
   |---|---|---|
   | 
[...apache/spark/sql/hudi/blob/BatchedBlobReader.scala](https://app.codecov.io/gh/apache/hudi/pull/18098?src=pr&el=tree&filepath=hudi-spark-datasource%2Fhudi-spark-common%2Fsrc%2Fmain%2Fscala%2Forg%2Fapache%2Fspark%2Fsql%2Fhudi%2Fblob%2FBatchedBlobReader.scala&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=apache#diff-aHVkaS1zcGFyay1kYXRhc291cmNlL2h1ZGktc3BhcmstY29tbW9uL3NyYy9tYWluL3NjYWxhL29yZy9hcGFjaGUvc3Bhcmsvc3FsL2h1ZGkvYmxvYi9CYXRjaGVkQmxvYlJlYWRlci5zY2FsYQ==)
 | 84.00% | [13 Missing and 31 partials :warning: 
](https://app.codecov.io/gh/apache/hudi/pull/18098?src=pr&el=tree&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=apache)
 |
   | 
[.../org/apache/spark/sql/hudi/blob/ReadBlobRule.scala](https://app.codecov.io/gh/apache/hudi/pull/18098?src=pr&el=tree&filepath=hudi-spark-datasource%2Fhudi-spark-common%2Fsrc%2Fmain%2Fscala%2Forg%2Fapache%2Fspark%2Fsql%2Fhudi%2Fblob%2FReadBlobRule.scala&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=apache#diff-aHVkaS1zcGFyay1kYXRhc291cmNlL2h1ZGktc3BhcmstY29tbW9uL3NyYy9tYWluL3NjYWxhL29yZy9hcGFjaGUvc3Bhcmsvc3FsL2h1ZGkvYmxvYi9SZWFkQmxvYlJ1bGUuc2NhbGE=)
 | 46.66% | [20 Missing and 20 partials :warning: 
](https://app.codecov.io/gh/apache/hudi/pull/18098?src=pr&el=tree&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=apache)
 |
   | 
[...pache/spark/sql/hudi/blob/ReadBlobExpression.scala](https://app.codecov.io/gh/apache/hudi/pull/18098?src=pr&el=tree&filepath=hudi-spark-datasource%2Fhudi-spark-common%2Fsrc%2Fmain%2Fscala%2Forg%2Fapache%2Fspark%2Fsql%2Fhudi%2Fblob%2FReadBlobExpression.scala&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=apache#diff-aHVkaS1zcGFyay1kYXRhc291cmNlL2h1ZGktc3BhcmstY29tbW9uL3NyYy9tYWluL3NjYWxhL29yZy9hcGFjaGUvc3Bhcmsvc3FsL2h1ZGkvYmxvYi9SZWFkQmxvYkV4cHJlc3Npb24uc2NhbGE=)
 | 66.66% | [1 Missing and 1 partial :warning: 
](https://app.codecov.io/gh/apache/hudi/pull/18098?src=pr&el=tree&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=apache)
 |
   | 
[...g/apache/spark/sql/hudi/blob/BatchedBlobRead.scala](https://app.codecov.io/gh/apache/hudi/pull/18098?src=pr&el=tree&filepath=hudi-spark-datasource%2Fhudi-spark-common%2Fsrc%2Fmain%2Fscala%2Forg%2Fapache%2Fspark%2Fsql%2Fhudi%2Fblob%2FBatchedBlobRead.scala&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=apache#diff-aHVkaS1zcGFyay1kYXRhc291cmNlL2h1ZGktc3BhcmstY29tbW9uL3NyYy9tYWluL3NjYWxhL29yZy9hcGFjaGUvc3Bhcmsvc3FsL2h1ZGkvYmxvYi9CYXRjaGVkQmxvYlJlYWQuc2NhbGE=)
 | 88.88% | [0 Missing and 1 partial :warning: 
](https://app.codecov.io/gh/apache/hudi/pull/18098?src=pr&el=tree&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=apache)
 |
   | 
[...ache/spark/sql/hudi/blob/BatchedBlobReadExec.scala](https://app.codecov.io/gh/apache/hudi/pull/18098?src=pr&el=tree&filepath=hudi-spark-datasource%2Fhudi-spark-common%2Fsrc%2Fmain%2Fscala%2Forg%2Fapache%2Fspark%2Fsql%2Fhudi%2Fblob%2FBatchedBlobReadExec.scala&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=apache#diff-aHVkaS1zcGFyay1kYXRhc291cmNlL2h1ZGktc3BhcmstY29tbW9uL3NyYy9tYWluL3NjYWxhL29yZy9hcGFjaGUvc3Bhcmsvc3FsL2h1ZGkvYmxvYi9CYXRjaGVkQmxvYlJlYWRFeGVjLnNjYWxh)
 | 94.11% | [0 Missing and 1 partial :warning: 
](https://app.codecov.io/gh/apache/hudi/pull/18098?src=pr&el=tree&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=apache)
 |
   | 
[...park/sql/hudi/blob/BatchedBlobReaderStrate

Re: [PR] feat(blob): Read Blobs in Spark SQL [hudi]

[via GitHub]

codecov-commenter commented on PR #18098:
URL: https://github.com/apache/hudi/pull/18098#issuecomment-4274779228

   ## 
[Codecov](https://app.codecov.io/gh/apache/hudi/pull/18098?dropdown=coverage&src=pr&el=h1&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=apache)
 Report
   :x: Patch coverage is `79.06977%` with `90 lines` in your changes missing 
coverage. Please review.
   :white_check_mark: Project coverage is 68.91%. Comparing base 
([`35e2bbf`](https://app.codecov.io/gh/apache/hudi/commit/35e2bbf9813f313006c773b92578db6cb93da9ca?dropdown=coverage&el=desc&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=apache))
 to head 
([`5bfc1f2`](https://app.codecov.io/gh/apache/hudi/commit/5bfc1f2021d48c049b86ab5883cb0f37db7872af?dropdown=coverage&el=desc&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=apache)).
   :warning: Report is 53 commits behind head on master.
   
   | [Files with missing 
lines](https://app.codecov.io/gh/apache/hudi/pull/18098?dropdown=coverage&src=pr&el=tree&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=apache)
 | Patch % | Lines |
   |---|---|---|
   | 
[...apache/spark/sql/hudi/blob/BatchedBlobReader.scala](https://app.codecov.io/gh/apache/hudi/pull/18098?src=pr&el=tree&filepath=hudi-spark-datasource%2Fhudi-spark-common%2Fsrc%2Fmain%2Fscala%2Forg%2Fapache%2Fspark%2Fsql%2Fhudi%2Fblob%2FBatchedBlobReader.scala&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=apache#diff-aHVkaS1zcGFyay1kYXRhc291cmNlL2h1ZGktc3BhcmstY29tbW9uL3NyYy9tYWluL3NjYWxhL29yZy9hcGFjaGUvc3Bhcmsvc3FsL2h1ZGkvYmxvYi9CYXRjaGVkQmxvYlJlYWRlci5zY2FsYQ==)
 | 84.00% | [13 Missing and 31 partials :warning: 
](https://app.codecov.io/gh/apache/hudi/pull/18098?src=pr&el=tree&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=apache)
 |
   | 
[.../org/apache/spark/sql/hudi/blob/ReadBlobRule.scala](https://app.codecov.io/gh/apache/hudi/pull/18098?src=pr&el=tree&filepath=hudi-spark-datasource%2Fhudi-spark-common%2Fsrc%2Fmain%2Fscala%2Forg%2Fapache%2Fspark%2Fsql%2Fhudi%2Fblob%2FReadBlobRule.scala&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=apache#diff-aHVkaS1zcGFyay1kYXRhc291cmNlL2h1ZGktc3BhcmstY29tbW9uL3NyYy9tYWluL3NjYWxhL29yZy9hcGFjaGUvc3Bhcmsvc3FsL2h1ZGkvYmxvYi9SZWFkQmxvYlJ1bGUuc2NhbGE=)
 | 46.66% | [20 Missing and 20 partials :warning: 
](https://app.codecov.io/gh/apache/hudi/pull/18098?src=pr&el=tree&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=apache)
 |
   | 
[...pache/spark/sql/hudi/blob/ReadBlobExpression.scala](https://app.codecov.io/gh/apache/hudi/pull/18098?src=pr&el=tree&filepath=hudi-spark-datasource%2Fhudi-spark-common%2Fsrc%2Fmain%2Fscala%2Forg%2Fapache%2Fspark%2Fsql%2Fhudi%2Fblob%2FReadBlobExpression.scala&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=apache#diff-aHVkaS1zcGFyay1kYXRhc291cmNlL2h1ZGktc3BhcmstY29tbW9uL3NyYy9tYWluL3NjYWxhL29yZy9hcGFjaGUvc3Bhcmsvc3FsL2h1ZGkvYmxvYi9SZWFkQmxvYkV4cHJlc3Npb24uc2NhbGE=)
 | 66.66% | [1 Missing and 1 partial :warning: 
](https://app.codecov.io/gh/apache/hudi/pull/18098?src=pr&el=tree&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=apache)
 |
   | 
[...g/apache/spark/sql/hudi/blob/BatchedBlobRead.scala](https://app.codecov.io/gh/apache/hudi/pull/18098?src=pr&el=tree&filepath=hudi-spark-datasource%2Fhudi-spark-common%2Fsrc%2Fmain%2Fscala%2Forg%2Fapache%2Fspark%2Fsql%2Fhudi%2Fblob%2FBatchedBlobRead.scala&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=apache#diff-aHVkaS1zcGFyay1kYXRhc291cmNlL2h1ZGktc3BhcmstY29tbW9uL3NyYy9tYWluL3NjYWxhL29yZy9hcGFjaGUvc3Bhcmsvc3FsL2h1ZGkvYmxvYi9CYXRjaGVkQmxvYlJlYWQuc2NhbGE=)
 | 88.88% | [0 Missing and 1 partial :warning: 
](https://app.codecov.io/gh/apache/hudi/pull/18098?src=pr&el=tree&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=apache)
 |
   | 
[...ache/spark/sql/hudi/blob/BatchedBlobReadExec.scala](https://app.codecov.io/gh/apache/hudi/pull/18098?src=pr&el=tree&filepath=hudi-spark-datasource%2Fhudi-spark-common%2Fsrc%2Fmain%2Fscala%2Forg%2Fapache%2Fspark%2Fsql%2Fhudi%2Fblob%2FBatchedBlobReadExec.scala&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=apache#diff-aHVkaS1zcGFyay1kYXRhc291cmNlL2h1ZGktc3BhcmstY29tbW9uL3NyYy9tYWluL3NjYWxhL29yZy9hcGFjaGUvc3Bhcmsvc3FsL2h1ZGkvYmxvYi9CYXRjaGVkQmxvYlJlYWRFeGVjLnNjYWxh)
 | 94.11% | [0 Missing and 1 partial :warning: 
](https://app.codecov.io/gh/apache/hudi/pull/18098?src=pr&el=tree&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=apache)
 |
   | 
[...park/sql/hudi/blob/BatchedBlobReaderStrate

Re: [PR] feat(blob): Read Blobs in Spark SQL [hudi]

[via GitHub]

hudi-bot commented on PR #18098:
URL: https://github.com/apache/hudi/pull/18098#issuecomment-4274459030

   
   ## CI report:
   
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Re: [PR] feat(blob): Read Blobs in Spark SQL [hudi]

[via GitHub]

codecov-commenter commented on PR #18098:
URL: https://github.com/apache/hudi/pull/18098#issuecomment-4274380155

   ## 
[Codecov](https://app.codecov.io/gh/apache/hudi/pull/18098?dropdown=coverage&src=pr&el=h1&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=apache)
 Report
   :x: Patch coverage is `79.06977%` with `90 lines` in your changes missing 
coverage. Please review.
   :white_check_mark: Project coverage is 68.91%. Comparing base 
([`35e2bbf`](https://app.codecov.io/gh/apache/hudi/commit/35e2bbf9813f313006c773b92578db6cb93da9ca?dropdown=coverage&el=desc&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=apache))
 to head 
([`5bfc1f2`](https://app.codecov.io/gh/apache/hudi/commit/5bfc1f2021d48c049b86ab5883cb0f37db7872af?dropdown=coverage&el=desc&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=apache)).
   :warning: Report is 53 commits behind head on master.
   
   | [Files with missing 
lines](https://app.codecov.io/gh/apache/hudi/pull/18098?dropdown=coverage&src=pr&el=tree&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=apache)
 | Patch % | Lines |
   |---|---|---|
   | 
[...apache/spark/sql/hudi/blob/BatchedBlobReader.scala](https://app.codecov.io/gh/apache/hudi/pull/18098?src=pr&el=tree&filepath=hudi-spark-datasource%2Fhudi-spark-common%2Fsrc%2Fmain%2Fscala%2Forg%2Fapache%2Fspark%2Fsql%2Fhudi%2Fblob%2FBatchedBlobReader.scala&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=apache#diff-aHVkaS1zcGFyay1kYXRhc291cmNlL2h1ZGktc3BhcmstY29tbW9uL3NyYy9tYWluL3NjYWxhL29yZy9hcGFjaGUvc3Bhcmsvc3FsL2h1ZGkvYmxvYi9CYXRjaGVkQmxvYlJlYWRlci5zY2FsYQ==)
 | 84.00% | [13 Missing and 31 partials :warning: 
](https://app.codecov.io/gh/apache/hudi/pull/18098?src=pr&el=tree&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=apache)
 |
   | 
[.../org/apache/spark/sql/hudi/blob/ReadBlobRule.scala](https://app.codecov.io/gh/apache/hudi/pull/18098?src=pr&el=tree&filepath=hudi-spark-datasource%2Fhudi-spark-common%2Fsrc%2Fmain%2Fscala%2Forg%2Fapache%2Fspark%2Fsql%2Fhudi%2Fblob%2FReadBlobRule.scala&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=apache#diff-aHVkaS1zcGFyay1kYXRhc291cmNlL2h1ZGktc3BhcmstY29tbW9uL3NyYy9tYWluL3NjYWxhL29yZy9hcGFjaGUvc3Bhcmsvc3FsL2h1ZGkvYmxvYi9SZWFkQmxvYlJ1bGUuc2NhbGE=)
 | 46.66% | [20 Missing and 20 partials :warning: 
](https://app.codecov.io/gh/apache/hudi/pull/18098?src=pr&el=tree&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=apache)
 |
   | 
[...pache/spark/sql/hudi/blob/ReadBlobExpression.scala](https://app.codecov.io/gh/apache/hudi/pull/18098?src=pr&el=tree&filepath=hudi-spark-datasource%2Fhudi-spark-common%2Fsrc%2Fmain%2Fscala%2Forg%2Fapache%2Fspark%2Fsql%2Fhudi%2Fblob%2FReadBlobExpression.scala&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=apache#diff-aHVkaS1zcGFyay1kYXRhc291cmNlL2h1ZGktc3BhcmstY29tbW9uL3NyYy9tYWluL3NjYWxhL29yZy9hcGFjaGUvc3Bhcmsvc3FsL2h1ZGkvYmxvYi9SZWFkQmxvYkV4cHJlc3Npb24uc2NhbGE=)
 | 66.66% | [1 Missing and 1 partial :warning: 
](https://app.codecov.io/gh/apache/hudi/pull/18098?src=pr&el=tree&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=apache)
 |
   | 
[...g/apache/spark/sql/hudi/blob/BatchedBlobRead.scala](https://app.codecov.io/gh/apache/hudi/pull/18098?src=pr&el=tree&filepath=hudi-spark-datasource%2Fhudi-spark-common%2Fsrc%2Fmain%2Fscala%2Forg%2Fapache%2Fspark%2Fsql%2Fhudi%2Fblob%2FBatchedBlobRead.scala&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=apache#diff-aHVkaS1zcGFyay1kYXRhc291cmNlL2h1ZGktc3BhcmstY29tbW9uL3NyYy9tYWluL3NjYWxhL29yZy9hcGFjaGUvc3Bhcmsvc3FsL2h1ZGkvYmxvYi9CYXRjaGVkQmxvYlJlYWQuc2NhbGE=)
 | 88.88% | [0 Missing and 1 partial :warning: 
](https://app.codecov.io/gh/apache/hudi/pull/18098?src=pr&el=tree&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=apache)
 |
   | 
[...ache/spark/sql/hudi/blob/BatchedBlobReadExec.scala](https://app.codecov.io/gh/apache/hudi/pull/18098?src=pr&el=tree&filepath=hudi-spark-datasource%2Fhudi-spark-common%2Fsrc%2Fmain%2Fscala%2Forg%2Fapache%2Fspark%2Fsql%2Fhudi%2Fblob%2FBatchedBlobReadExec.scala&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=apache#diff-aHVkaS1zcGFyay1kYXRhc291cmNlL2h1ZGktc3BhcmstY29tbW9uL3NyYy9tYWluL3NjYWxhL29yZy9hcGFjaGUvc3Bhcmsvc3FsL2h1ZGkvYmxvYi9CYXRjaGVkQmxvYlJlYWRFeGVjLnNjYWxh)
 | 94.11% | [0 Missing and 1 partial :warning: 
](https://app.codecov.io/gh/apache/hudi/pull/18098?src=pr&el=tree&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=apache)
 |
   | 
[...park/sql/hudi/blob/BatchedBlobReaderStrate

Re: [PR] feat(blob): Read Blobs in Spark SQL [hudi]

[via GitHub]

codecov-commenter commented on PR #18098:
URL: https://github.com/apache/hudi/pull/18098#issuecomment-4274360276

   ## 
[Codecov](https://app.codecov.io/gh/apache/hudi/pull/18098?dropdown=coverage&src=pr&el=h1&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=apache)
 Report
   :x: Patch coverage is `79.06977%` with `90 lines` in your changes missing 
coverage. Please review.
   :white_check_mark: Project coverage is 68.06%. Comparing base 
([`35e2bbf`](https://app.codecov.io/gh/apache/hudi/commit/35e2bbf9813f313006c773b92578db6cb93da9ca?dropdown=coverage&el=desc&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=apache))
 to head 
([`5bfc1f2`](https://app.codecov.io/gh/apache/hudi/commit/5bfc1f2021d48c049b86ab5883cb0f37db7872af?dropdown=coverage&el=desc&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=apache)).
   :warning: Report is 53 commits behind head on master.
   
   | [Files with missing 
lines](https://app.codecov.io/gh/apache/hudi/pull/18098?dropdown=coverage&src=pr&el=tree&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=apache)
 | Patch % | Lines |
   |---|---|---|
   | 
[...apache/spark/sql/hudi/blob/BatchedBlobReader.scala](https://app.codecov.io/gh/apache/hudi/pull/18098?src=pr&el=tree&filepath=hudi-spark-datasource%2Fhudi-spark-common%2Fsrc%2Fmain%2Fscala%2Forg%2Fapache%2Fspark%2Fsql%2Fhudi%2Fblob%2FBatchedBlobReader.scala&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=apache#diff-aHVkaS1zcGFyay1kYXRhc291cmNlL2h1ZGktc3BhcmstY29tbW9uL3NyYy9tYWluL3NjYWxhL29yZy9hcGFjaGUvc3Bhcmsvc3FsL2h1ZGkvYmxvYi9CYXRjaGVkQmxvYlJlYWRlci5zY2FsYQ==)
 | 84.00% | [13 Missing and 31 partials :warning: 
](https://app.codecov.io/gh/apache/hudi/pull/18098?src=pr&el=tree&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=apache)
 |
   | 
[.../org/apache/spark/sql/hudi/blob/ReadBlobRule.scala](https://app.codecov.io/gh/apache/hudi/pull/18098?src=pr&el=tree&filepath=hudi-spark-datasource%2Fhudi-spark-common%2Fsrc%2Fmain%2Fscala%2Forg%2Fapache%2Fspark%2Fsql%2Fhudi%2Fblob%2FReadBlobRule.scala&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=apache#diff-aHVkaS1zcGFyay1kYXRhc291cmNlL2h1ZGktc3BhcmstY29tbW9uL3NyYy9tYWluL3NjYWxhL29yZy9hcGFjaGUvc3Bhcmsvc3FsL2h1ZGkvYmxvYi9SZWFkQmxvYlJ1bGUuc2NhbGE=)
 | 46.66% | [20 Missing and 20 partials :warning: 
](https://app.codecov.io/gh/apache/hudi/pull/18098?src=pr&el=tree&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=apache)
 |
   | 
[...pache/spark/sql/hudi/blob/ReadBlobExpression.scala](https://app.codecov.io/gh/apache/hudi/pull/18098?src=pr&el=tree&filepath=hudi-spark-datasource%2Fhudi-spark-common%2Fsrc%2Fmain%2Fscala%2Forg%2Fapache%2Fspark%2Fsql%2Fhudi%2Fblob%2FReadBlobExpression.scala&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=apache#diff-aHVkaS1zcGFyay1kYXRhc291cmNlL2h1ZGktc3BhcmstY29tbW9uL3NyYy9tYWluL3NjYWxhL29yZy9hcGFjaGUvc3Bhcmsvc3FsL2h1ZGkvYmxvYi9SZWFkQmxvYkV4cHJlc3Npb24uc2NhbGE=)
 | 66.66% | [1 Missing and 1 partial :warning: 
](https://app.codecov.io/gh/apache/hudi/pull/18098?src=pr&el=tree&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=apache)
 |
   | 
[...g/apache/spark/sql/hudi/blob/BatchedBlobRead.scala](https://app.codecov.io/gh/apache/hudi/pull/18098?src=pr&el=tree&filepath=hudi-spark-datasource%2Fhudi-spark-common%2Fsrc%2Fmain%2Fscala%2Forg%2Fapache%2Fspark%2Fsql%2Fhudi%2Fblob%2FBatchedBlobRead.scala&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=apache#diff-aHVkaS1zcGFyay1kYXRhc291cmNlL2h1ZGktc3BhcmstY29tbW9uL3NyYy9tYWluL3NjYWxhL29yZy9hcGFjaGUvc3Bhcmsvc3FsL2h1ZGkvYmxvYi9CYXRjaGVkQmxvYlJlYWQuc2NhbGE=)
 | 88.88% | [0 Missing and 1 partial :warning: 
](https://app.codecov.io/gh/apache/hudi/pull/18098?src=pr&el=tree&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=apache)
 |
   | 
[...ache/spark/sql/hudi/blob/BatchedBlobReadExec.scala](https://app.codecov.io/gh/apache/hudi/pull/18098?src=pr&el=tree&filepath=hudi-spark-datasource%2Fhudi-spark-common%2Fsrc%2Fmain%2Fscala%2Forg%2Fapache%2Fspark%2Fsql%2Fhudi%2Fblob%2FBatchedBlobReadExec.scala&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=apache#diff-aHVkaS1zcGFyay1kYXRhc291cmNlL2h1ZGktc3BhcmstY29tbW9uL3NyYy9tYWluL3NjYWxhL29yZy9hcGFjaGUvc3Bhcmsvc3FsL2h1ZGkvYmxvYi9CYXRjaGVkQmxvYlJlYWRFeGVjLnNjYWxh)
 | 94.11% | [0 Missing and 1 partial :warning: 
](https://app.codecov.io/gh/apache/hudi/pull/18098?src=pr&el=tree&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=apache)
 |
   | 
[...park/sql/hudi/blob/BatchedBlobReaderStrate

Re: [PR] feat(blob): Read Blobs in Spark SQL [hudi]

[via GitHub]

codecov-commenter commented on PR #18098:
URL: https://github.com/apache/hudi/pull/18098#issuecomment-4274356955

   ## 
[Codecov](https://app.codecov.io/gh/apache/hudi/pull/18098?dropdown=coverage&src=pr&el=h1&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=apache)
 Report
   :x: Patch coverage is `79.06977%` with `90 lines` in your changes missing 
coverage. Please review.
   :white_check_mark: Project coverage is 68.03%. Comparing base 
([`35e2bbf`](https://app.codecov.io/gh/apache/hudi/commit/35e2bbf9813f313006c773b92578db6cb93da9ca?dropdown=coverage&el=desc&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=apache))
 to head 
([`5bfc1f2`](https://app.codecov.io/gh/apache/hudi/commit/5bfc1f2021d48c049b86ab5883cb0f37db7872af?dropdown=coverage&el=desc&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=apache)).
   :warning: Report is 53 commits behind head on master.
   
   | [Files with missing 
lines](https://app.codecov.io/gh/apache/hudi/pull/18098?dropdown=coverage&src=pr&el=tree&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=apache)
 | Patch % | Lines |
   |---|---|---|
   | 
[...apache/spark/sql/hudi/blob/BatchedBlobReader.scala](https://app.codecov.io/gh/apache/hudi/pull/18098?src=pr&el=tree&filepath=hudi-spark-datasource%2Fhudi-spark-common%2Fsrc%2Fmain%2Fscala%2Forg%2Fapache%2Fspark%2Fsql%2Fhudi%2Fblob%2FBatchedBlobReader.scala&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=apache#diff-aHVkaS1zcGFyay1kYXRhc291cmNlL2h1ZGktc3BhcmstY29tbW9uL3NyYy9tYWluL3NjYWxhL29yZy9hcGFjaGUvc3Bhcmsvc3FsL2h1ZGkvYmxvYi9CYXRjaGVkQmxvYlJlYWRlci5zY2FsYQ==)
 | 84.00% | [13 Missing and 31 partials :warning: 
](https://app.codecov.io/gh/apache/hudi/pull/18098?src=pr&el=tree&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=apache)
 |
   | 
[.../org/apache/spark/sql/hudi/blob/ReadBlobRule.scala](https://app.codecov.io/gh/apache/hudi/pull/18098?src=pr&el=tree&filepath=hudi-spark-datasource%2Fhudi-spark-common%2Fsrc%2Fmain%2Fscala%2Forg%2Fapache%2Fspark%2Fsql%2Fhudi%2Fblob%2FReadBlobRule.scala&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=apache#diff-aHVkaS1zcGFyay1kYXRhc291cmNlL2h1ZGktc3BhcmstY29tbW9uL3NyYy9tYWluL3NjYWxhL29yZy9hcGFjaGUvc3Bhcmsvc3FsL2h1ZGkvYmxvYi9SZWFkQmxvYlJ1bGUuc2NhbGE=)
 | 46.66% | [20 Missing and 20 partials :warning: 
](https://app.codecov.io/gh/apache/hudi/pull/18098?src=pr&el=tree&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=apache)
 |
   | 
[...pache/spark/sql/hudi/blob/ReadBlobExpression.scala](https://app.codecov.io/gh/apache/hudi/pull/18098?src=pr&el=tree&filepath=hudi-spark-datasource%2Fhudi-spark-common%2Fsrc%2Fmain%2Fscala%2Forg%2Fapache%2Fspark%2Fsql%2Fhudi%2Fblob%2FReadBlobExpression.scala&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=apache#diff-aHVkaS1zcGFyay1kYXRhc291cmNlL2h1ZGktc3BhcmstY29tbW9uL3NyYy9tYWluL3NjYWxhL29yZy9hcGFjaGUvc3Bhcmsvc3FsL2h1ZGkvYmxvYi9SZWFkQmxvYkV4cHJlc3Npb24uc2NhbGE=)
 | 66.66% | [1 Missing and 1 partial :warning: 
](https://app.codecov.io/gh/apache/hudi/pull/18098?src=pr&el=tree&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=apache)
 |
   | 
[...g/apache/spark/sql/hudi/blob/BatchedBlobRead.scala](https://app.codecov.io/gh/apache/hudi/pull/18098?src=pr&el=tree&filepath=hudi-spark-datasource%2Fhudi-spark-common%2Fsrc%2Fmain%2Fscala%2Forg%2Fapache%2Fspark%2Fsql%2Fhudi%2Fblob%2FBatchedBlobRead.scala&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=apache#diff-aHVkaS1zcGFyay1kYXRhc291cmNlL2h1ZGktc3BhcmstY29tbW9uL3NyYy9tYWluL3NjYWxhL29yZy9hcGFjaGUvc3Bhcmsvc3FsL2h1ZGkvYmxvYi9CYXRjaGVkQmxvYlJlYWQuc2NhbGE=)
 | 88.88% | [0 Missing and 1 partial :warning: 
](https://app.codecov.io/gh/apache/hudi/pull/18098?src=pr&el=tree&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=apache)
 |
   | 
[...ache/spark/sql/hudi/blob/BatchedBlobReadExec.scala](https://app.codecov.io/gh/apache/hudi/pull/18098?src=pr&el=tree&filepath=hudi-spark-datasource%2Fhudi-spark-common%2Fsrc%2Fmain%2Fscala%2Forg%2Fapache%2Fspark%2Fsql%2Fhudi%2Fblob%2FBatchedBlobReadExec.scala&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=apache#diff-aHVkaS1zcGFyay1kYXRhc291cmNlL2h1ZGktc3BhcmstY29tbW9uL3NyYy9tYWluL3NjYWxhL29yZy9hcGFjaGUvc3Bhcmsvc3FsL2h1ZGkvYmxvYi9CYXRjaGVkQmxvYlJlYWRFeGVjLnNjYWxh)
 | 94.11% | [0 Missing and 1 partial :warning: 
](https://app.codecov.io/gh/apache/hudi/pull/18098?src=pr&el=tree&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=apache)
 |
   | 
[...park/sql/hudi/blob/BatchedBlobReaderStrate

Re: [PR] feat(blob): Read Blobs in Spark SQL [hudi]

[via GitHub]

codecov-commenter commented on PR #18098:
URL: https://github.com/apache/hudi/pull/18098#issuecomment-4274355670

   ## 
[Codecov](https://app.codecov.io/gh/apache/hudi/pull/18098?dropdown=coverage&src=pr&el=h1&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=apache)
 Report
   :x: Patch coverage is `79.06977%` with `90 lines` in your changes missing 
coverage. Please review.
   :white_check_mark: Project coverage is 67.93%. Comparing base 
([`35e2bbf`](https://app.codecov.io/gh/apache/hudi/commit/35e2bbf9813f313006c773b92578db6cb93da9ca?dropdown=coverage&el=desc&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=apache))
 to head 
([`5bfc1f2`](https://app.codecov.io/gh/apache/hudi/commit/5bfc1f2021d48c049b86ab5883cb0f37db7872af?dropdown=coverage&el=desc&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=apache)).
   :warning: Report is 53 commits behind head on master.
   
   | [Files with missing 
lines](https://app.codecov.io/gh/apache/hudi/pull/18098?dropdown=coverage&src=pr&el=tree&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=apache)
 | Patch % | Lines |
   |---|---|---|
   | 
[...apache/spark/sql/hudi/blob/BatchedBlobReader.scala](https://app.codecov.io/gh/apache/hudi/pull/18098?src=pr&el=tree&filepath=hudi-spark-datasource%2Fhudi-spark-common%2Fsrc%2Fmain%2Fscala%2Forg%2Fapache%2Fspark%2Fsql%2Fhudi%2Fblob%2FBatchedBlobReader.scala&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=apache#diff-aHVkaS1zcGFyay1kYXRhc291cmNlL2h1ZGktc3BhcmstY29tbW9uL3NyYy9tYWluL3NjYWxhL29yZy9hcGFjaGUvc3Bhcmsvc3FsL2h1ZGkvYmxvYi9CYXRjaGVkQmxvYlJlYWRlci5zY2FsYQ==)
 | 84.00% | [13 Missing and 31 partials :warning: 
](https://app.codecov.io/gh/apache/hudi/pull/18098?src=pr&el=tree&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=apache)
 |
   | 
[.../org/apache/spark/sql/hudi/blob/ReadBlobRule.scala](https://app.codecov.io/gh/apache/hudi/pull/18098?src=pr&el=tree&filepath=hudi-spark-datasource%2Fhudi-spark-common%2Fsrc%2Fmain%2Fscala%2Forg%2Fapache%2Fspark%2Fsql%2Fhudi%2Fblob%2FReadBlobRule.scala&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=apache#diff-aHVkaS1zcGFyay1kYXRhc291cmNlL2h1ZGktc3BhcmstY29tbW9uL3NyYy9tYWluL3NjYWxhL29yZy9hcGFjaGUvc3Bhcmsvc3FsL2h1ZGkvYmxvYi9SZWFkQmxvYlJ1bGUuc2NhbGE=)
 | 46.66% | [20 Missing and 20 partials :warning: 
](https://app.codecov.io/gh/apache/hudi/pull/18098?src=pr&el=tree&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=apache)
 |
   | 
[...pache/spark/sql/hudi/blob/ReadBlobExpression.scala](https://app.codecov.io/gh/apache/hudi/pull/18098?src=pr&el=tree&filepath=hudi-spark-datasource%2Fhudi-spark-common%2Fsrc%2Fmain%2Fscala%2Forg%2Fapache%2Fspark%2Fsql%2Fhudi%2Fblob%2FReadBlobExpression.scala&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=apache#diff-aHVkaS1zcGFyay1kYXRhc291cmNlL2h1ZGktc3BhcmstY29tbW9uL3NyYy9tYWluL3NjYWxhL29yZy9hcGFjaGUvc3Bhcmsvc3FsL2h1ZGkvYmxvYi9SZWFkQmxvYkV4cHJlc3Npb24uc2NhbGE=)
 | 66.66% | [1 Missing and 1 partial :warning: 
](https://app.codecov.io/gh/apache/hudi/pull/18098?src=pr&el=tree&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=apache)
 |
   | 
[...g/apache/spark/sql/hudi/blob/BatchedBlobRead.scala](https://app.codecov.io/gh/apache/hudi/pull/18098?src=pr&el=tree&filepath=hudi-spark-datasource%2Fhudi-spark-common%2Fsrc%2Fmain%2Fscala%2Forg%2Fapache%2Fspark%2Fsql%2Fhudi%2Fblob%2FBatchedBlobRead.scala&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=apache#diff-aHVkaS1zcGFyay1kYXRhc291cmNlL2h1ZGktc3BhcmstY29tbW9uL3NyYy9tYWluL3NjYWxhL29yZy9hcGFjaGUvc3Bhcmsvc3FsL2h1ZGkvYmxvYi9CYXRjaGVkQmxvYlJlYWQuc2NhbGE=)
 | 88.88% | [0 Missing and 1 partial :warning: 
](https://app.codecov.io/gh/apache/hudi/pull/18098?src=pr&el=tree&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=apache)
 |
   | 
[...ache/spark/sql/hudi/blob/BatchedBlobReadExec.scala](https://app.codecov.io/gh/apache/hudi/pull/18098?src=pr&el=tree&filepath=hudi-spark-datasource%2Fhudi-spark-common%2Fsrc%2Fmain%2Fscala%2Forg%2Fapache%2Fspark%2Fsql%2Fhudi%2Fblob%2FBatchedBlobReadExec.scala&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=apache#diff-aHVkaS1zcGFyay1kYXRhc291cmNlL2h1ZGktc3BhcmstY29tbW9uL3NyYy9tYWluL3NjYWxhL29yZy9hcGFjaGUvc3Bhcmsvc3FsL2h1ZGkvYmxvYi9CYXRjaGVkQmxvYlJlYWRFeGVjLnNjYWxh)
 | 94.11% | [0 Missing and 1 partial :warning: 
](https://app.codecov.io/gh/apache/hudi/pull/18098?src=pr&el=tree&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=apache)
 |
   | 
[...park/sql/hudi/blob/BatchedBlobReaderStrate

Re: [PR] feat(blob): Read Blobs in Spark SQL [hudi]

[via GitHub]

codecov-commenter commented on PR #18098:
URL: https://github.com/apache/hudi/pull/18098#issuecomment-4274354516

   ## 
[Codecov](https://app.codecov.io/gh/apache/hudi/pull/18098?dropdown=coverage&src=pr&el=h1&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=apache)
 Report
   :x: Patch coverage is `78.37209%` with `93 lines` in your changes missing 
coverage. Please review.
   :white_check_mark: Project coverage is 67.89%. Comparing base 
([`35e2bbf`](https://app.codecov.io/gh/apache/hudi/commit/35e2bbf9813f313006c773b92578db6cb93da9ca?dropdown=coverage&el=desc&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=apache))
 to head 
([`5bfc1f2`](https://app.codecov.io/gh/apache/hudi/commit/5bfc1f2021d48c049b86ab5883cb0f37db7872af?dropdown=coverage&el=desc&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=apache)).
   :warning: Report is 53 commits behind head on master.
   
   | [Files with missing 
lines](https://app.codecov.io/gh/apache/hudi/pull/18098?dropdown=coverage&src=pr&el=tree&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=apache)
 | Patch % | Lines |
   |---|---|---|
   | 
[...apache/spark/sql/hudi/blob/BatchedBlobReader.scala](https://app.codecov.io/gh/apache/hudi/pull/18098?src=pr&el=tree&filepath=hudi-spark-datasource%2Fhudi-spark-common%2Fsrc%2Fmain%2Fscala%2Forg%2Fapache%2Fspark%2Fsql%2Fhudi%2Fblob%2FBatchedBlobReader.scala&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=apache#diff-aHVkaS1zcGFyay1kYXRhc291cmNlL2h1ZGktc3BhcmstY29tbW9uL3NyYy9tYWluL3NjYWxhL29yZy9hcGFjaGUvc3Bhcmsvc3FsL2h1ZGkvYmxvYi9CYXRjaGVkQmxvYlJlYWRlci5zY2FsYQ==)
 | 83.27% | [15 Missing and 31 partials :warning: 
](https://app.codecov.io/gh/apache/hudi/pull/18098?src=pr&el=tree&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=apache)
 |
   | 
[.../org/apache/spark/sql/hudi/blob/ReadBlobRule.scala](https://app.codecov.io/gh/apache/hudi/pull/18098?src=pr&el=tree&filepath=hudi-spark-datasource%2Fhudi-spark-common%2Fsrc%2Fmain%2Fscala%2Forg%2Fapache%2Fspark%2Fsql%2Fhudi%2Fblob%2FReadBlobRule.scala&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=apache#diff-aHVkaS1zcGFyay1kYXRhc291cmNlL2h1ZGktc3BhcmstY29tbW9uL3NyYy9tYWluL3NjYWxhL29yZy9hcGFjaGUvc3Bhcmsvc3FsL2h1ZGkvYmxvYi9SZWFkQmxvYlJ1bGUuc2NhbGE=)
 | 45.33% | [20 Missing and 21 partials :warning: 
](https://app.codecov.io/gh/apache/hudi/pull/18098?src=pr&el=tree&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=apache)
 |
   | 
[...pache/spark/sql/hudi/blob/ReadBlobExpression.scala](https://app.codecov.io/gh/apache/hudi/pull/18098?src=pr&el=tree&filepath=hudi-spark-datasource%2Fhudi-spark-common%2Fsrc%2Fmain%2Fscala%2Forg%2Fapache%2Fspark%2Fsql%2Fhudi%2Fblob%2FReadBlobExpression.scala&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=apache#diff-aHVkaS1zcGFyay1kYXRhc291cmNlL2h1ZGktc3BhcmstY29tbW9uL3NyYy9tYWluL3NjYWxhL29yZy9hcGFjaGUvc3Bhcmsvc3FsL2h1ZGkvYmxvYi9SZWFkQmxvYkV4cHJlc3Npb24uc2NhbGE=)
 | 66.66% | [1 Missing and 1 partial :warning: 
](https://app.codecov.io/gh/apache/hudi/pull/18098?src=pr&el=tree&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=apache)
 |
   | 
[...g/apache/spark/sql/hudi/blob/BatchedBlobRead.scala](https://app.codecov.io/gh/apache/hudi/pull/18098?src=pr&el=tree&filepath=hudi-spark-datasource%2Fhudi-spark-common%2Fsrc%2Fmain%2Fscala%2Forg%2Fapache%2Fspark%2Fsql%2Fhudi%2Fblob%2FBatchedBlobRead.scala&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=apache#diff-aHVkaS1zcGFyay1kYXRhc291cmNlL2h1ZGktc3BhcmstY29tbW9uL3NyYy9tYWluL3NjYWxhL29yZy9hcGFjaGUvc3Bhcmsvc3FsL2h1ZGkvYmxvYi9CYXRjaGVkQmxvYlJlYWQuc2NhbGE=)
 | 88.88% | [0 Missing and 1 partial :warning: 
](https://app.codecov.io/gh/apache/hudi/pull/18098?src=pr&el=tree&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=apache)
 |
   | 
[...ache/spark/sql/hudi/blob/BatchedBlobReadExec.scala](https://app.codecov.io/gh/apache/hudi/pull/18098?src=pr&el=tree&filepath=hudi-spark-datasource%2Fhudi-spark-common%2Fsrc%2Fmain%2Fscala%2Forg%2Fapache%2Fspark%2Fsql%2Fhudi%2Fblob%2FBatchedBlobReadExec.scala&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=apache#diff-aHVkaS1zcGFyay1kYXRhc291cmNlL2h1ZGktc3BhcmstY29tbW9uL3NyYy9tYWluL3NjYWxhL29yZy9hcGFjaGUvc3Bhcmsvc3FsL2h1ZGkvYmxvYi9CYXRjaGVkQmxvYlJlYWRFeGVjLnNjYWxh)
 | 94.11% | [0 Missing and 1 partial :warning: 
](https://app.codecov.io/gh/apache/hudi/pull/18098?src=pr&el=tree&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=apache)
 |
   | 
[...park/sql/hudi/blob/BatchedBlobReaderStrate

Re: [PR] feat(blob): Read Blobs in Spark SQL [hudi]

[via GitHub]

codecov-commenter commented on PR #18098:
URL: https://github.com/apache/hudi/pull/18098#issuecomment-4274352936

   ## 
[Codecov](https://app.codecov.io/gh/apache/hudi/pull/18098?dropdown=coverage&src=pr&el=h1&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=apache)
 Report
   :x: Patch coverage is `7.44186%` with `398 lines` in your changes missing 
coverage. Please review.
   :white_check_mark: Project coverage is 66.04%. Comparing base 
([`35e2bbf`](https://app.codecov.io/gh/apache/hudi/commit/35e2bbf9813f313006c773b92578db6cb93da9ca?dropdown=coverage&el=desc&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=apache))
 to head 
([`5bfc1f2`](https://app.codecov.io/gh/apache/hudi/commit/5bfc1f2021d48c049b86ab5883cb0f37db7872af?dropdown=coverage&el=desc&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=apache)).
   :warning: Report is 53 commits behind head on master.
   
   | [Files with missing 
lines](https://app.codecov.io/gh/apache/hudi/pull/18098?dropdown=coverage&src=pr&el=tree&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=apache)
 | Patch % | Lines |
   |---|---|---|
   | 
[...apache/spark/sql/hudi/blob/BatchedBlobReader.scala](https://app.codecov.io/gh/apache/hudi/pull/18098?src=pr&el=tree&filepath=hudi-spark-datasource%2Fhudi-spark-common%2Fsrc%2Fmain%2Fscala%2Forg%2Fapache%2Fspark%2Fsql%2Fhudi%2Fblob%2FBatchedBlobReader.scala&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=apache#diff-aHVkaS1zcGFyay1kYXRhc291cmNlL2h1ZGktc3BhcmstY29tbW9uL3NyYy9tYWluL3NjYWxhL29yZy9hcGFjaGUvc3Bhcmsvc3FsL2h1ZGkvYmxvYi9CYXRjaGVkQmxvYlJlYWRlci5zY2FsYQ==)
 | 0.00% | [275 Missing :warning: 
](https://app.codecov.io/gh/apache/hudi/pull/18098?src=pr&el=tree&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=apache)
 |
   | 
[.../org/apache/spark/sql/hudi/blob/ReadBlobRule.scala](https://app.codecov.io/gh/apache/hudi/pull/18098?src=pr&el=tree&filepath=hudi-spark-datasource%2Fhudi-spark-common%2Fsrc%2Fmain%2Fscala%2Forg%2Fapache%2Fspark%2Fsql%2Fhudi%2Fblob%2FReadBlobRule.scala&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=apache#diff-aHVkaS1zcGFyay1kYXRhc291cmNlL2h1ZGktc3BhcmstY29tbW9uL3NyYy9tYWluL3NjYWxhL29yZy9hcGFjaGUvc3Bhcmsvc3FsL2h1ZGkvYmxvYi9SZWFkQmxvYlJ1bGUuc2NhbGE=)
 | 5.33% | [62 Missing and 9 partials :warning: 
](https://app.codecov.io/gh/apache/hudi/pull/18098?src=pr&el=tree&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=apache)
 |
   | 
[...park/sql/hudi/blob/BatchedBlobReaderStrategy.scala](https://app.codecov.io/gh/apache/hudi/pull/18098?src=pr&el=tree&filepath=hudi-spark-datasource%2Fhudi-spark-common%2Fsrc%2Fmain%2Fscala%2Forg%2Fapache%2Fspark%2Fsql%2Fhudi%2Fblob%2FBatchedBlobReaderStrategy.scala&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=apache#diff-aHVkaS1zcGFyay1kYXRhc291cmNlL2h1ZGktc3BhcmstY29tbW9uL3NyYy9tYWluL3NjYWxhL29yZy9hcGFjaGUvc3Bhcmsvc3FsL2h1ZGkvYmxvYi9CYXRjaGVkQmxvYlJlYWRlclN0cmF0ZWd5LnNjYWxh)
 | 10.00% | [17 Missing and 1 partial :warning: 
](https://app.codecov.io/gh/apache/hudi/pull/18098?src=pr&el=tree&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=apache)
 |
   | 
[...ache/spark/sql/hudi/blob/BatchedBlobReadExec.scala](https://app.codecov.io/gh/apache/hudi/pull/18098?src=pr&el=tree&filepath=hudi-spark-datasource%2Fhudi-spark-common%2Fsrc%2Fmain%2Fscala%2Forg%2Fapache%2Fspark%2Fsql%2Fhudi%2Fblob%2FBatchedBlobReadExec.scala&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=apache#diff-aHVkaS1zcGFyay1kYXRhc291cmNlL2h1ZGktc3BhcmstY29tbW9uL3NyYy9tYWluL3NjYWxhL29yZy9hcGFjaGUvc3Bhcmsvc3FsL2h1ZGkvYmxvYi9CYXRjaGVkQmxvYlJlYWRFeGVjLnNjYWxh)
 | 0.00% | [17 Missing :warning: 
](https://app.codecov.io/gh/apache/hudi/pull/18098?src=pr&el=tree&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=apache)
 |
   | 
[...g/apache/spark/sql/hudi/blob/BatchedBlobRead.scala](https://app.codecov.io/gh/apache/hudi/pull/18098?src=pr&el=tree&filepath=hudi-spark-datasource%2Fhudi-spark-common%2Fsrc%2Fmain%2Fscala%2Forg%2Fapache%2Fspark%2Fsql%2Fhudi%2Fblob%2FBatchedBlobRead.scala&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=apache#diff-aHVkaS1zcGFyay1kYXRhc291cmNlL2h1ZGktc3BhcmstY29tbW9uL3NyYy9tYWluL3NjYWxhL29yZy9hcGFjaGUvc3Bhcmsvc3FsL2h1ZGkvYmxvYi9CYXRjaGVkQmxvYlJlYWQuc2NhbGE=)
 | 0.00% | [9 Missing :warning: 
](https://app.codecov.io/gh/apache/hudi/pull/18098?src=pr&el=tree&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=apache)
 |
   | 
[...pache/spark/sql/hudi/blob/ReadBlobExpression.scala](https://app.codecov.i

Re: [PR] feat(blob): Read Blobs in Spark SQL [hudi]

[via GitHub]

codecov-commenter commented on PR #18098:
URL: https://github.com/apache/hudi/pull/18098#issuecomment-4274349106

   ## 
[Codecov](https://app.codecov.io/gh/apache/hudi/pull/18098?dropdown=coverage&src=pr&el=h1&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=apache)
 Report
   :x: Patch coverage is `7.44186%` with `398 lines` in your changes missing 
coverage. Please review.
   :white_check_mark: Project coverage is 65.90%. Comparing base 
([`35e2bbf`](https://app.codecov.io/gh/apache/hudi/commit/35e2bbf9813f313006c773b92578db6cb93da9ca?dropdown=coverage&el=desc&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=apache))
 to head 
([`5bfc1f2`](https://app.codecov.io/gh/apache/hudi/commit/5bfc1f2021d48c049b86ab5883cb0f37db7872af?dropdown=coverage&el=desc&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=apache)).
   :warning: Report is 53 commits behind head on master.
   
   | [Files with missing 
lines](https://app.codecov.io/gh/apache/hudi/pull/18098?dropdown=coverage&src=pr&el=tree&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=apache)
 | Patch % | Lines |
   |---|---|---|
   | 
[...apache/spark/sql/hudi/blob/BatchedBlobReader.scala](https://app.codecov.io/gh/apache/hudi/pull/18098?src=pr&el=tree&filepath=hudi-spark-datasource%2Fhudi-spark-common%2Fsrc%2Fmain%2Fscala%2Forg%2Fapache%2Fspark%2Fsql%2Fhudi%2Fblob%2FBatchedBlobReader.scala&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=apache#diff-aHVkaS1zcGFyay1kYXRhc291cmNlL2h1ZGktc3BhcmstY29tbW9uL3NyYy9tYWluL3NjYWxhL29yZy9hcGFjaGUvc3Bhcmsvc3FsL2h1ZGkvYmxvYi9CYXRjaGVkQmxvYlJlYWRlci5zY2FsYQ==)
 | 0.00% | [275 Missing :warning: 
](https://app.codecov.io/gh/apache/hudi/pull/18098?src=pr&el=tree&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=apache)
 |
   | 
[.../org/apache/spark/sql/hudi/blob/ReadBlobRule.scala](https://app.codecov.io/gh/apache/hudi/pull/18098?src=pr&el=tree&filepath=hudi-spark-datasource%2Fhudi-spark-common%2Fsrc%2Fmain%2Fscala%2Forg%2Fapache%2Fspark%2Fsql%2Fhudi%2Fblob%2FReadBlobRule.scala&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=apache#diff-aHVkaS1zcGFyay1kYXRhc291cmNlL2h1ZGktc3BhcmstY29tbW9uL3NyYy9tYWluL3NjYWxhL29yZy9hcGFjaGUvc3Bhcmsvc3FsL2h1ZGkvYmxvYi9SZWFkQmxvYlJ1bGUuc2NhbGE=)
 | 5.33% | [62 Missing and 9 partials :warning: 
](https://app.codecov.io/gh/apache/hudi/pull/18098?src=pr&el=tree&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=apache)
 |
   | 
[...park/sql/hudi/blob/BatchedBlobReaderStrategy.scala](https://app.codecov.io/gh/apache/hudi/pull/18098?src=pr&el=tree&filepath=hudi-spark-datasource%2Fhudi-spark-common%2Fsrc%2Fmain%2Fscala%2Forg%2Fapache%2Fspark%2Fsql%2Fhudi%2Fblob%2FBatchedBlobReaderStrategy.scala&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=apache#diff-aHVkaS1zcGFyay1kYXRhc291cmNlL2h1ZGktc3BhcmstY29tbW9uL3NyYy9tYWluL3NjYWxhL29yZy9hcGFjaGUvc3Bhcmsvc3FsL2h1ZGkvYmxvYi9CYXRjaGVkQmxvYlJlYWRlclN0cmF0ZWd5LnNjYWxh)
 | 10.00% | [17 Missing and 1 partial :warning: 
](https://app.codecov.io/gh/apache/hudi/pull/18098?src=pr&el=tree&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=apache)
 |
   | 
[...ache/spark/sql/hudi/blob/BatchedBlobReadExec.scala](https://app.codecov.io/gh/apache/hudi/pull/18098?src=pr&el=tree&filepath=hudi-spark-datasource%2Fhudi-spark-common%2Fsrc%2Fmain%2Fscala%2Forg%2Fapache%2Fspark%2Fsql%2Fhudi%2Fblob%2FBatchedBlobReadExec.scala&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=apache#diff-aHVkaS1zcGFyay1kYXRhc291cmNlL2h1ZGktc3BhcmstY29tbW9uL3NyYy9tYWluL3NjYWxhL29yZy9hcGFjaGUvc3Bhcmsvc3FsL2h1ZGkvYmxvYi9CYXRjaGVkQmxvYlJlYWRFeGVjLnNjYWxh)
 | 0.00% | [17 Missing :warning: 
](https://app.codecov.io/gh/apache/hudi/pull/18098?src=pr&el=tree&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=apache)
 |
   | 
[...g/apache/spark/sql/hudi/blob/BatchedBlobRead.scala](https://app.codecov.io/gh/apache/hudi/pull/18098?src=pr&el=tree&filepath=hudi-spark-datasource%2Fhudi-spark-common%2Fsrc%2Fmain%2Fscala%2Forg%2Fapache%2Fspark%2Fsql%2Fhudi%2Fblob%2FBatchedBlobRead.scala&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=apache#diff-aHVkaS1zcGFyay1kYXRhc291cmNlL2h1ZGktc3BhcmstY29tbW9uL3NyYy9tYWluL3NjYWxhL29yZy9hcGFjaGUvc3Bhcmsvc3FsL2h1ZGkvYmxvYi9CYXRjaGVkQmxvYlJlYWQuc2NhbGE=)
 | 0.00% | [9 Missing :warning: 
](https://app.codecov.io/gh/apache/hudi/pull/18098?src=pr&el=tree&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=apache)
 |
   | 
[...pache/spark/sql/hudi/blob/ReadBlobExpression.scala](https://app.codecov.i

Re: [PR] feat(blob): Read Blobs in Spark SQL [hudi]

[via GitHub]

codecov-commenter commented on PR #18098:
URL: https://github.com/apache/hudi/pull/18098#issuecomment-4274341745

   ## 
[Codecov](https://app.codecov.io/gh/apache/hudi/pull/18098?dropdown=coverage&src=pr&el=h1&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=apache)
 Report
   :x: Patch coverage is `7.44186%` with `398 lines` in your changes missing 
coverage. Please review.
   :white_check_mark: Project coverage is 65.78%. Comparing base 
([`35e2bbf`](https://app.codecov.io/gh/apache/hudi/commit/35e2bbf9813f313006c773b92578db6cb93da9ca?dropdown=coverage&el=desc&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=apache))
 to head 
([`5bfc1f2`](https://app.codecov.io/gh/apache/hudi/commit/5bfc1f2021d48c049b86ab5883cb0f37db7872af?dropdown=coverage&el=desc&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=apache)).
   :warning: Report is 53 commits behind head on master.
   
   | [Files with missing 
lines](https://app.codecov.io/gh/apache/hudi/pull/18098?dropdown=coverage&src=pr&el=tree&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=apache)
 | Patch % | Lines |
   |---|---|---|
   | 
[...apache/spark/sql/hudi/blob/BatchedBlobReader.scala](https://app.codecov.io/gh/apache/hudi/pull/18098?src=pr&el=tree&filepath=hudi-spark-datasource%2Fhudi-spark-common%2Fsrc%2Fmain%2Fscala%2Forg%2Fapache%2Fspark%2Fsql%2Fhudi%2Fblob%2FBatchedBlobReader.scala&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=apache#diff-aHVkaS1zcGFyay1kYXRhc291cmNlL2h1ZGktc3BhcmstY29tbW9uL3NyYy9tYWluL3NjYWxhL29yZy9hcGFjaGUvc3Bhcmsvc3FsL2h1ZGkvYmxvYi9CYXRjaGVkQmxvYlJlYWRlci5zY2FsYQ==)
 | 0.00% | [275 Missing :warning: 
](https://app.codecov.io/gh/apache/hudi/pull/18098?src=pr&el=tree&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=apache)
 |
   | 
[.../org/apache/spark/sql/hudi/blob/ReadBlobRule.scala](https://app.codecov.io/gh/apache/hudi/pull/18098?src=pr&el=tree&filepath=hudi-spark-datasource%2Fhudi-spark-common%2Fsrc%2Fmain%2Fscala%2Forg%2Fapache%2Fspark%2Fsql%2Fhudi%2Fblob%2FReadBlobRule.scala&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=apache#diff-aHVkaS1zcGFyay1kYXRhc291cmNlL2h1ZGktc3BhcmstY29tbW9uL3NyYy9tYWluL3NjYWxhL29yZy9hcGFjaGUvc3Bhcmsvc3FsL2h1ZGkvYmxvYi9SZWFkQmxvYlJ1bGUuc2NhbGE=)
 | 5.33% | [62 Missing and 9 partials :warning: 
](https://app.codecov.io/gh/apache/hudi/pull/18098?src=pr&el=tree&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=apache)
 |
   | 
[...park/sql/hudi/blob/BatchedBlobReaderStrategy.scala](https://app.codecov.io/gh/apache/hudi/pull/18098?src=pr&el=tree&filepath=hudi-spark-datasource%2Fhudi-spark-common%2Fsrc%2Fmain%2Fscala%2Forg%2Fapache%2Fspark%2Fsql%2Fhudi%2Fblob%2FBatchedBlobReaderStrategy.scala&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=apache#diff-aHVkaS1zcGFyay1kYXRhc291cmNlL2h1ZGktc3BhcmstY29tbW9uL3NyYy9tYWluL3NjYWxhL29yZy9hcGFjaGUvc3Bhcmsvc3FsL2h1ZGkvYmxvYi9CYXRjaGVkQmxvYlJlYWRlclN0cmF0ZWd5LnNjYWxh)
 | 10.00% | [17 Missing and 1 partial :warning: 
](https://app.codecov.io/gh/apache/hudi/pull/18098?src=pr&el=tree&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=apache)
 |
   | 
[...ache/spark/sql/hudi/blob/BatchedBlobReadExec.scala](https://app.codecov.io/gh/apache/hudi/pull/18098?src=pr&el=tree&filepath=hudi-spark-datasource%2Fhudi-spark-common%2Fsrc%2Fmain%2Fscala%2Forg%2Fapache%2Fspark%2Fsql%2Fhudi%2Fblob%2FBatchedBlobReadExec.scala&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=apache#diff-aHVkaS1zcGFyay1kYXRhc291cmNlL2h1ZGktc3BhcmstY29tbW9uL3NyYy9tYWluL3NjYWxhL29yZy9hcGFjaGUvc3Bhcmsvc3FsL2h1ZGkvYmxvYi9CYXRjaGVkQmxvYlJlYWRFeGVjLnNjYWxh)
 | 0.00% | [17 Missing :warning: 
](https://app.codecov.io/gh/apache/hudi/pull/18098?src=pr&el=tree&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=apache)
 |
   | 
[...g/apache/spark/sql/hudi/blob/BatchedBlobRead.scala](https://app.codecov.io/gh/apache/hudi/pull/18098?src=pr&el=tree&filepath=hudi-spark-datasource%2Fhudi-spark-common%2Fsrc%2Fmain%2Fscala%2Forg%2Fapache%2Fspark%2Fsql%2Fhudi%2Fblob%2FBatchedBlobRead.scala&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=apache#diff-aHVkaS1zcGFyay1kYXRhc291cmNlL2h1ZGktc3BhcmstY29tbW9uL3NyYy9tYWluL3NjYWxhL29yZy9hcGFjaGUvc3Bhcmsvc3FsL2h1ZGkvYmxvYi9CYXRjaGVkQmxvYlJlYWQuc2NhbGE=)
 | 0.00% | [9 Missing :warning: 
](https://app.codecov.io/gh/apache/hudi/pull/18098?src=pr&el=tree&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=apache)
 |
   | 
[...pache/spark/sql/hudi/blob/ReadBlobExpression.scala](https://app.codecov.i

Re: [PR] feat(blob): Read Blobs in Spark SQL [hudi]

[via GitHub]

codecov-commenter commented on PR #18098:
URL: https://github.com/apache/hudi/pull/18098#issuecomment-4274338586

   ## 
[Codecov](https://app.codecov.io/gh/apache/hudi/pull/18098?dropdown=coverage&src=pr&el=h1&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=apache)
 Report
   :x: Patch coverage is `7.44186%` with `398 lines` in your changes missing 
coverage. Please review.
   :white_check_mark: Project coverage is 61.23%. Comparing base 
([`35e2bbf`](https://app.codecov.io/gh/apache/hudi/commit/35e2bbf9813f313006c773b92578db6cb93da9ca?dropdown=coverage&el=desc&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=apache))
 to head 
([`5bfc1f2`](https://app.codecov.io/gh/apache/hudi/commit/5bfc1f2021d48c049b86ab5883cb0f37db7872af?dropdown=coverage&el=desc&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=apache)).
   :warning: Report is 53 commits behind head on master.
   
   | [Files with missing 
lines](https://app.codecov.io/gh/apache/hudi/pull/18098?dropdown=coverage&src=pr&el=tree&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=apache)
 | Patch % | Lines |
   |---|---|---|
   | 
[...apache/spark/sql/hudi/blob/BatchedBlobReader.scala](https://app.codecov.io/gh/apache/hudi/pull/18098?src=pr&el=tree&filepath=hudi-spark-datasource%2Fhudi-spark-common%2Fsrc%2Fmain%2Fscala%2Forg%2Fapache%2Fspark%2Fsql%2Fhudi%2Fblob%2FBatchedBlobReader.scala&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=apache#diff-aHVkaS1zcGFyay1kYXRhc291cmNlL2h1ZGktc3BhcmstY29tbW9uL3NyYy9tYWluL3NjYWxhL29yZy9hcGFjaGUvc3Bhcmsvc3FsL2h1ZGkvYmxvYi9CYXRjaGVkQmxvYlJlYWRlci5zY2FsYQ==)
 | 0.00% | [275 Missing :warning: 
](https://app.codecov.io/gh/apache/hudi/pull/18098?src=pr&el=tree&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=apache)
 |
   | 
[.../org/apache/spark/sql/hudi/blob/ReadBlobRule.scala](https://app.codecov.io/gh/apache/hudi/pull/18098?src=pr&el=tree&filepath=hudi-spark-datasource%2Fhudi-spark-common%2Fsrc%2Fmain%2Fscala%2Forg%2Fapache%2Fspark%2Fsql%2Fhudi%2Fblob%2FReadBlobRule.scala&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=apache#diff-aHVkaS1zcGFyay1kYXRhc291cmNlL2h1ZGktc3BhcmstY29tbW9uL3NyYy9tYWluL3NjYWxhL29yZy9hcGFjaGUvc3Bhcmsvc3FsL2h1ZGkvYmxvYi9SZWFkQmxvYlJ1bGUuc2NhbGE=)
 | 5.33% | [62 Missing and 9 partials :warning: 
](https://app.codecov.io/gh/apache/hudi/pull/18098?src=pr&el=tree&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=apache)
 |
   | 
[...park/sql/hudi/blob/BatchedBlobReaderStrategy.scala](https://app.codecov.io/gh/apache/hudi/pull/18098?src=pr&el=tree&filepath=hudi-spark-datasource%2Fhudi-spark-common%2Fsrc%2Fmain%2Fscala%2Forg%2Fapache%2Fspark%2Fsql%2Fhudi%2Fblob%2FBatchedBlobReaderStrategy.scala&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=apache#diff-aHVkaS1zcGFyay1kYXRhc291cmNlL2h1ZGktc3BhcmstY29tbW9uL3NyYy9tYWluL3NjYWxhL29yZy9hcGFjaGUvc3Bhcmsvc3FsL2h1ZGkvYmxvYi9CYXRjaGVkQmxvYlJlYWRlclN0cmF0ZWd5LnNjYWxh)
 | 10.00% | [17 Missing and 1 partial :warning: 
](https://app.codecov.io/gh/apache/hudi/pull/18098?src=pr&el=tree&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=apache)
 |
   | 
[...ache/spark/sql/hudi/blob/BatchedBlobReadExec.scala](https://app.codecov.io/gh/apache/hudi/pull/18098?src=pr&el=tree&filepath=hudi-spark-datasource%2Fhudi-spark-common%2Fsrc%2Fmain%2Fscala%2Forg%2Fapache%2Fspark%2Fsql%2Fhudi%2Fblob%2FBatchedBlobReadExec.scala&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=apache#diff-aHVkaS1zcGFyay1kYXRhc291cmNlL2h1ZGktc3BhcmstY29tbW9uL3NyYy9tYWluL3NjYWxhL29yZy9hcGFjaGUvc3Bhcmsvc3FsL2h1ZGkvYmxvYi9CYXRjaGVkQmxvYlJlYWRFeGVjLnNjYWxh)
 | 0.00% | [17 Missing :warning: 
](https://app.codecov.io/gh/apache/hudi/pull/18098?src=pr&el=tree&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=apache)
 |
   | 
[...g/apache/spark/sql/hudi/blob/BatchedBlobRead.scala](https://app.codecov.io/gh/apache/hudi/pull/18098?src=pr&el=tree&filepath=hudi-spark-datasource%2Fhudi-spark-common%2Fsrc%2Fmain%2Fscala%2Forg%2Fapache%2Fspark%2Fsql%2Fhudi%2Fblob%2FBatchedBlobRead.scala&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=apache#diff-aHVkaS1zcGFyay1kYXRhc291cmNlL2h1ZGktc3BhcmstY29tbW9uL3NyYy9tYWluL3NjYWxhL29yZy9hcGFjaGUvc3Bhcmsvc3FsL2h1ZGkvYmxvYi9CYXRjaGVkQmxvYlJlYWQuc2NhbGE=)
 | 0.00% | [9 Missing :warning: 
](https://app.codecov.io/gh/apache/hudi/pull/18098?src=pr&el=tree&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=apache)
 |
   | 
[...pache/spark/sql/hudi/blob/ReadBlobExpression.scala](https://app.codecov.i

Re: [PR] feat(blob): Read Blobs in Spark SQL [hudi]

[via GitHub]

codecov-commenter commented on PR #18098:
URL: https://github.com/apache/hudi/pull/18098#issuecomment-4274337720

   ## 
[Codecov](https://app.codecov.io/gh/apache/hudi/pull/18098?dropdown=coverage&src=pr&el=h1&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=apache)
 Report
   :x: Patch coverage is `7.44186%` with `398 lines` in your changes missing 
coverage. Please review.
   :white_check_mark: Project coverage is 58.75%. Comparing base 
([`35e2bbf`](https://app.codecov.io/gh/apache/hudi/commit/35e2bbf9813f313006c773b92578db6cb93da9ca?dropdown=coverage&el=desc&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=apache))
 to head 
([`5bfc1f2`](https://app.codecov.io/gh/apache/hudi/commit/5bfc1f2021d48c049b86ab5883cb0f37db7872af?dropdown=coverage&el=desc&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=apache)).
   :warning: Report is 53 commits behind head on master.
   
   | [Files with missing 
lines](https://app.codecov.io/gh/apache/hudi/pull/18098?dropdown=coverage&src=pr&el=tree&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=apache)
 | Patch % | Lines |
   |---|---|---|
   | 
[...apache/spark/sql/hudi/blob/BatchedBlobReader.scala](https://app.codecov.io/gh/apache/hudi/pull/18098?src=pr&el=tree&filepath=hudi-spark-datasource%2Fhudi-spark-common%2Fsrc%2Fmain%2Fscala%2Forg%2Fapache%2Fspark%2Fsql%2Fhudi%2Fblob%2FBatchedBlobReader.scala&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=apache#diff-aHVkaS1zcGFyay1kYXRhc291cmNlL2h1ZGktc3BhcmstY29tbW9uL3NyYy9tYWluL3NjYWxhL29yZy9hcGFjaGUvc3Bhcmsvc3FsL2h1ZGkvYmxvYi9CYXRjaGVkQmxvYlJlYWRlci5zY2FsYQ==)
 | 0.00% | [275 Missing :warning: 
](https://app.codecov.io/gh/apache/hudi/pull/18098?src=pr&el=tree&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=apache)
 |
   | 
[.../org/apache/spark/sql/hudi/blob/ReadBlobRule.scala](https://app.codecov.io/gh/apache/hudi/pull/18098?src=pr&el=tree&filepath=hudi-spark-datasource%2Fhudi-spark-common%2Fsrc%2Fmain%2Fscala%2Forg%2Fapache%2Fspark%2Fsql%2Fhudi%2Fblob%2FReadBlobRule.scala&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=apache#diff-aHVkaS1zcGFyay1kYXRhc291cmNlL2h1ZGktc3BhcmstY29tbW9uL3NyYy9tYWluL3NjYWxhL29yZy9hcGFjaGUvc3Bhcmsvc3FsL2h1ZGkvYmxvYi9SZWFkQmxvYlJ1bGUuc2NhbGE=)
 | 5.33% | [62 Missing and 9 partials :warning: 
](https://app.codecov.io/gh/apache/hudi/pull/18098?src=pr&el=tree&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=apache)
 |
   | 
[...park/sql/hudi/blob/BatchedBlobReaderStrategy.scala](https://app.codecov.io/gh/apache/hudi/pull/18098?src=pr&el=tree&filepath=hudi-spark-datasource%2Fhudi-spark-common%2Fsrc%2Fmain%2Fscala%2Forg%2Fapache%2Fspark%2Fsql%2Fhudi%2Fblob%2FBatchedBlobReaderStrategy.scala&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=apache#diff-aHVkaS1zcGFyay1kYXRhc291cmNlL2h1ZGktc3BhcmstY29tbW9uL3NyYy9tYWluL3NjYWxhL29yZy9hcGFjaGUvc3Bhcmsvc3FsL2h1ZGkvYmxvYi9CYXRjaGVkQmxvYlJlYWRlclN0cmF0ZWd5LnNjYWxh)
 | 10.00% | [17 Missing and 1 partial :warning: 
](https://app.codecov.io/gh/apache/hudi/pull/18098?src=pr&el=tree&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=apache)
 |
   | 
[...ache/spark/sql/hudi/blob/BatchedBlobReadExec.scala](https://app.codecov.io/gh/apache/hudi/pull/18098?src=pr&el=tree&filepath=hudi-spark-datasource%2Fhudi-spark-common%2Fsrc%2Fmain%2Fscala%2Forg%2Fapache%2Fspark%2Fsql%2Fhudi%2Fblob%2FBatchedBlobReadExec.scala&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=apache#diff-aHVkaS1zcGFyay1kYXRhc291cmNlL2h1ZGktc3BhcmstY29tbW9uL3NyYy9tYWluL3NjYWxhL29yZy9hcGFjaGUvc3Bhcmsvc3FsL2h1ZGkvYmxvYi9CYXRjaGVkQmxvYlJlYWRFeGVjLnNjYWxh)
 | 0.00% | [17 Missing :warning: 
](https://app.codecov.io/gh/apache/hudi/pull/18098?src=pr&el=tree&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=apache)
 |
   | 
[...g/apache/spark/sql/hudi/blob/BatchedBlobRead.scala](https://app.codecov.io/gh/apache/hudi/pull/18098?src=pr&el=tree&filepath=hudi-spark-datasource%2Fhudi-spark-common%2Fsrc%2Fmain%2Fscala%2Forg%2Fapache%2Fspark%2Fsql%2Fhudi%2Fblob%2FBatchedBlobRead.scala&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=apache#diff-aHVkaS1zcGFyay1kYXRhc291cmNlL2h1ZGktc3BhcmstY29tbW9uL3NyYy9tYWluL3NjYWxhL29yZy9hcGFjaGUvc3Bhcmsvc3FsL2h1ZGkvYmxvYi9CYXRjaGVkQmxvYlJlYWQuc2NhbGE=)
 | 0.00% | [9 Missing :warning: 
](https://app.codecov.io/gh/apache/hudi/pull/18098?src=pr&el=tree&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=apache)
 |
   | 
[...pache/spark/sql/hudi/blob/ReadBlobExpression.scala](https://app.codecov.i

Re: [PR] feat(blob): Read Blobs in Spark SQL [hudi]

[via GitHub]

codecov-commenter commented on PR #18098:
URL: https://github.com/apache/hudi/pull/18098#issuecomment-4274331726

   ## 
[Codecov](https://app.codecov.io/gh/apache/hudi/pull/18098?dropdown=coverage&src=pr&el=h1&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=apache)
 Report
   :x: Patch coverage is `7.44186%` with `398 lines` in your changes missing 
coverage. Please review.
   :white_check_mark: Project coverage is 47.88%. Comparing base 
([`35e2bbf`](https://app.codecov.io/gh/apache/hudi/commit/35e2bbf9813f313006c773b92578db6cb93da9ca?dropdown=coverage&el=desc&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=apache))
 to head 
([`5bfc1f2`](https://app.codecov.io/gh/apache/hudi/commit/5bfc1f2021d48c049b86ab5883cb0f37db7872af?dropdown=coverage&el=desc&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=apache)).
   :warning: Report is 53 commits behind head on master.
   
   | [Files with missing 
lines](https://app.codecov.io/gh/apache/hudi/pull/18098?dropdown=coverage&src=pr&el=tree&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=apache)
 | Patch % | Lines |
   |---|---|---|
   | 
[...apache/spark/sql/hudi/blob/BatchedBlobReader.scala](https://app.codecov.io/gh/apache/hudi/pull/18098?src=pr&el=tree&filepath=hudi-spark-datasource%2Fhudi-spark-common%2Fsrc%2Fmain%2Fscala%2Forg%2Fapache%2Fspark%2Fsql%2Fhudi%2Fblob%2FBatchedBlobReader.scala&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=apache#diff-aHVkaS1zcGFyay1kYXRhc291cmNlL2h1ZGktc3BhcmstY29tbW9uL3NyYy9tYWluL3NjYWxhL29yZy9hcGFjaGUvc3Bhcmsvc3FsL2h1ZGkvYmxvYi9CYXRjaGVkQmxvYlJlYWRlci5zY2FsYQ==)
 | 0.00% | [275 Missing :warning: 
](https://app.codecov.io/gh/apache/hudi/pull/18098?src=pr&el=tree&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=apache)
 |
   | 
[.../org/apache/spark/sql/hudi/blob/ReadBlobRule.scala](https://app.codecov.io/gh/apache/hudi/pull/18098?src=pr&el=tree&filepath=hudi-spark-datasource%2Fhudi-spark-common%2Fsrc%2Fmain%2Fscala%2Forg%2Fapache%2Fspark%2Fsql%2Fhudi%2Fblob%2FReadBlobRule.scala&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=apache#diff-aHVkaS1zcGFyay1kYXRhc291cmNlL2h1ZGktc3BhcmstY29tbW9uL3NyYy9tYWluL3NjYWxhL29yZy9hcGFjaGUvc3Bhcmsvc3FsL2h1ZGkvYmxvYi9SZWFkQmxvYlJ1bGUuc2NhbGE=)
 | 5.33% | [62 Missing and 9 partials :warning: 
](https://app.codecov.io/gh/apache/hudi/pull/18098?src=pr&el=tree&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=apache)
 |
   | 
[...park/sql/hudi/blob/BatchedBlobReaderStrategy.scala](https://app.codecov.io/gh/apache/hudi/pull/18098?src=pr&el=tree&filepath=hudi-spark-datasource%2Fhudi-spark-common%2Fsrc%2Fmain%2Fscala%2Forg%2Fapache%2Fspark%2Fsql%2Fhudi%2Fblob%2FBatchedBlobReaderStrategy.scala&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=apache#diff-aHVkaS1zcGFyay1kYXRhc291cmNlL2h1ZGktc3BhcmstY29tbW9uL3NyYy9tYWluL3NjYWxhL29yZy9hcGFjaGUvc3Bhcmsvc3FsL2h1ZGkvYmxvYi9CYXRjaGVkQmxvYlJlYWRlclN0cmF0ZWd5LnNjYWxh)
 | 10.00% | [17 Missing and 1 partial :warning: 
](https://app.codecov.io/gh/apache/hudi/pull/18098?src=pr&el=tree&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=apache)
 |
   | 
[...ache/spark/sql/hudi/blob/BatchedBlobReadExec.scala](https://app.codecov.io/gh/apache/hudi/pull/18098?src=pr&el=tree&filepath=hudi-spark-datasource%2Fhudi-spark-common%2Fsrc%2Fmain%2Fscala%2Forg%2Fapache%2Fspark%2Fsql%2Fhudi%2Fblob%2FBatchedBlobReadExec.scala&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=apache#diff-aHVkaS1zcGFyay1kYXRhc291cmNlL2h1ZGktc3BhcmstY29tbW9uL3NyYy9tYWluL3NjYWxhL29yZy9hcGFjaGUvc3Bhcmsvc3FsL2h1ZGkvYmxvYi9CYXRjaGVkQmxvYlJlYWRFeGVjLnNjYWxh)
 | 0.00% | [17 Missing :warning: 
](https://app.codecov.io/gh/apache/hudi/pull/18098?src=pr&el=tree&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=apache)
 |
   | 
[...g/apache/spark/sql/hudi/blob/BatchedBlobRead.scala](https://app.codecov.io/gh/apache/hudi/pull/18098?src=pr&el=tree&filepath=hudi-spark-datasource%2Fhudi-spark-common%2Fsrc%2Fmain%2Fscala%2Forg%2Fapache%2Fspark%2Fsql%2Fhudi%2Fblob%2FBatchedBlobRead.scala&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=apache#diff-aHVkaS1zcGFyay1kYXRhc291cmNlL2h1ZGktc3BhcmstY29tbW9uL3NyYy9tYWluL3NjYWxhL29yZy9hcGFjaGUvc3Bhcmsvc3FsL2h1ZGkvYmxvYi9CYXRjaGVkQmxvYlJlYWQuc2NhbGE=)
 | 0.00% | [9 Missing :warning: 
](https://app.codecov.io/gh/apache/hudi/pull/18098?src=pr&el=tree&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=apache)
 |
   | 
[...pache/spark/sql/hudi/blob/ReadBlobExpression.scala](https://app.codecov.i

Re: [PR] feat(blob): Read Blobs in Spark SQL [hudi]

[via GitHub]

codecov-commenter commented on PR #18098:
URL: https://github.com/apache/hudi/pull/18098#issuecomment-4274333975

   ## 
[Codecov](https://app.codecov.io/gh/apache/hudi/pull/18098?dropdown=coverage&src=pr&el=h1&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=apache)
 Report
   :x: Patch coverage is `7.44186%` with `398 lines` in your changes missing 
coverage. Please review.
   :white_check_mark: Project coverage is 58.75%. Comparing base 
([`35e2bbf`](https://app.codecov.io/gh/apache/hudi/commit/35e2bbf9813f313006c773b92578db6cb93da9ca?dropdown=coverage&el=desc&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=apache))
 to head 
([`5bfc1f2`](https://app.codecov.io/gh/apache/hudi/commit/5bfc1f2021d48c049b86ab5883cb0f37db7872af?dropdown=coverage&el=desc&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=apache)).
   :warning: Report is 53 commits behind head on master.
   
   | [Files with missing 
lines](https://app.codecov.io/gh/apache/hudi/pull/18098?dropdown=coverage&src=pr&el=tree&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=apache)
 | Patch % | Lines |
   |---|---|---|
   | 
[...apache/spark/sql/hudi/blob/BatchedBlobReader.scala](https://app.codecov.io/gh/apache/hudi/pull/18098?src=pr&el=tree&filepath=hudi-spark-datasource%2Fhudi-spark-common%2Fsrc%2Fmain%2Fscala%2Forg%2Fapache%2Fspark%2Fsql%2Fhudi%2Fblob%2FBatchedBlobReader.scala&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=apache#diff-aHVkaS1zcGFyay1kYXRhc291cmNlL2h1ZGktc3BhcmstY29tbW9uL3NyYy9tYWluL3NjYWxhL29yZy9hcGFjaGUvc3Bhcmsvc3FsL2h1ZGkvYmxvYi9CYXRjaGVkQmxvYlJlYWRlci5zY2FsYQ==)
 | 0.00% | [275 Missing :warning: 
](https://app.codecov.io/gh/apache/hudi/pull/18098?src=pr&el=tree&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=apache)
 |
   | 
[.../org/apache/spark/sql/hudi/blob/ReadBlobRule.scala](https://app.codecov.io/gh/apache/hudi/pull/18098?src=pr&el=tree&filepath=hudi-spark-datasource%2Fhudi-spark-common%2Fsrc%2Fmain%2Fscala%2Forg%2Fapache%2Fspark%2Fsql%2Fhudi%2Fblob%2FReadBlobRule.scala&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=apache#diff-aHVkaS1zcGFyay1kYXRhc291cmNlL2h1ZGktc3BhcmstY29tbW9uL3NyYy9tYWluL3NjYWxhL29yZy9hcGFjaGUvc3Bhcmsvc3FsL2h1ZGkvYmxvYi9SZWFkQmxvYlJ1bGUuc2NhbGE=)
 | 5.33% | [62 Missing and 9 partials :warning: 
](https://app.codecov.io/gh/apache/hudi/pull/18098?src=pr&el=tree&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=apache)
 |
   | 
[...park/sql/hudi/blob/BatchedBlobReaderStrategy.scala](https://app.codecov.io/gh/apache/hudi/pull/18098?src=pr&el=tree&filepath=hudi-spark-datasource%2Fhudi-spark-common%2Fsrc%2Fmain%2Fscala%2Forg%2Fapache%2Fspark%2Fsql%2Fhudi%2Fblob%2FBatchedBlobReaderStrategy.scala&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=apache#diff-aHVkaS1zcGFyay1kYXRhc291cmNlL2h1ZGktc3BhcmstY29tbW9uL3NyYy9tYWluL3NjYWxhL29yZy9hcGFjaGUvc3Bhcmsvc3FsL2h1ZGkvYmxvYi9CYXRjaGVkQmxvYlJlYWRlclN0cmF0ZWd5LnNjYWxh)
 | 10.00% | [17 Missing and 1 partial :warning: 
](https://app.codecov.io/gh/apache/hudi/pull/18098?src=pr&el=tree&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=apache)
 |
   | 
[...ache/spark/sql/hudi/blob/BatchedBlobReadExec.scala](https://app.codecov.io/gh/apache/hudi/pull/18098?src=pr&el=tree&filepath=hudi-spark-datasource%2Fhudi-spark-common%2Fsrc%2Fmain%2Fscala%2Forg%2Fapache%2Fspark%2Fsql%2Fhudi%2Fblob%2FBatchedBlobReadExec.scala&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=apache#diff-aHVkaS1zcGFyay1kYXRhc291cmNlL2h1ZGktc3BhcmstY29tbW9uL3NyYy9tYWluL3NjYWxhL29yZy9hcGFjaGUvc3Bhcmsvc3FsL2h1ZGkvYmxvYi9CYXRjaGVkQmxvYlJlYWRFeGVjLnNjYWxh)
 | 0.00% | [17 Missing :warning: 
](https://app.codecov.io/gh/apache/hudi/pull/18098?src=pr&el=tree&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=apache)
 |
   | 
[...g/apache/spark/sql/hudi/blob/BatchedBlobRead.scala](https://app.codecov.io/gh/apache/hudi/pull/18098?src=pr&el=tree&filepath=hudi-spark-datasource%2Fhudi-spark-common%2Fsrc%2Fmain%2Fscala%2Forg%2Fapache%2Fspark%2Fsql%2Fhudi%2Fblob%2FBatchedBlobRead.scala&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=apache#diff-aHVkaS1zcGFyay1kYXRhc291cmNlL2h1ZGktc3BhcmstY29tbW9uL3NyYy9tYWluL3NjYWxhL29yZy9hcGFjaGUvc3Bhcmsvc3FsL2h1ZGkvYmxvYi9CYXRjaGVkQmxvYlJlYWQuc2NhbGE=)
 | 0.00% | [9 Missing :warning: 
](https://app.codecov.io/gh/apache/hudi/pull/18098?src=pr&el=tree&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=apache)
 |
   | 
[...pache/spark/sql/hudi/blob/ReadBlobExpression.scala](https://app.codecov.i

Re: [PR] feat(blob): Read Blobs in Spark SQL [hudi]

[via GitHub]

codecov-commenter commented on PR #18098:
URL: https://github.com/apache/hudi/pull/18098#issuecomment-4274332723

   ## 
[Codecov](https://app.codecov.io/gh/apache/hudi/pull/18098?dropdown=coverage&src=pr&el=h1&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=apache)
 Report
   :x: Patch coverage is `7.44186%` with `398 lines` in your changes missing 
coverage. Please review.
   :white_check_mark: Project coverage is 58.72%. Comparing base 
([`35e2bbf`](https://app.codecov.io/gh/apache/hudi/commit/35e2bbf9813f313006c773b92578db6cb93da9ca?dropdown=coverage&el=desc&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=apache))
 to head 
([`5bfc1f2`](https://app.codecov.io/gh/apache/hudi/commit/5bfc1f2021d48c049b86ab5883cb0f37db7872af?dropdown=coverage&el=desc&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=apache)).
   :warning: Report is 53 commits behind head on master.
   
   | [Files with missing 
lines](https://app.codecov.io/gh/apache/hudi/pull/18098?dropdown=coverage&src=pr&el=tree&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=apache)
 | Patch % | Lines |
   |---|---|---|
   | 
[...apache/spark/sql/hudi/blob/BatchedBlobReader.scala](https://app.codecov.io/gh/apache/hudi/pull/18098?src=pr&el=tree&filepath=hudi-spark-datasource%2Fhudi-spark-common%2Fsrc%2Fmain%2Fscala%2Forg%2Fapache%2Fspark%2Fsql%2Fhudi%2Fblob%2FBatchedBlobReader.scala&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=apache#diff-aHVkaS1zcGFyay1kYXRhc291cmNlL2h1ZGktc3BhcmstY29tbW9uL3NyYy9tYWluL3NjYWxhL29yZy9hcGFjaGUvc3Bhcmsvc3FsL2h1ZGkvYmxvYi9CYXRjaGVkQmxvYlJlYWRlci5zY2FsYQ==)
 | 0.00% | [275 Missing :warning: 
](https://app.codecov.io/gh/apache/hudi/pull/18098?src=pr&el=tree&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=apache)
 |
   | 
[.../org/apache/spark/sql/hudi/blob/ReadBlobRule.scala](https://app.codecov.io/gh/apache/hudi/pull/18098?src=pr&el=tree&filepath=hudi-spark-datasource%2Fhudi-spark-common%2Fsrc%2Fmain%2Fscala%2Forg%2Fapache%2Fspark%2Fsql%2Fhudi%2Fblob%2FReadBlobRule.scala&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=apache#diff-aHVkaS1zcGFyay1kYXRhc291cmNlL2h1ZGktc3BhcmstY29tbW9uL3NyYy9tYWluL3NjYWxhL29yZy9hcGFjaGUvc3Bhcmsvc3FsL2h1ZGkvYmxvYi9SZWFkQmxvYlJ1bGUuc2NhbGE=)
 | 5.33% | [62 Missing and 9 partials :warning: 
](https://app.codecov.io/gh/apache/hudi/pull/18098?src=pr&el=tree&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=apache)
 |
   | 
[...park/sql/hudi/blob/BatchedBlobReaderStrategy.scala](https://app.codecov.io/gh/apache/hudi/pull/18098?src=pr&el=tree&filepath=hudi-spark-datasource%2Fhudi-spark-common%2Fsrc%2Fmain%2Fscala%2Forg%2Fapache%2Fspark%2Fsql%2Fhudi%2Fblob%2FBatchedBlobReaderStrategy.scala&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=apache#diff-aHVkaS1zcGFyay1kYXRhc291cmNlL2h1ZGktc3BhcmstY29tbW9uL3NyYy9tYWluL3NjYWxhL29yZy9hcGFjaGUvc3Bhcmsvc3FsL2h1ZGkvYmxvYi9CYXRjaGVkQmxvYlJlYWRlclN0cmF0ZWd5LnNjYWxh)
 | 10.00% | [17 Missing and 1 partial :warning: 
](https://app.codecov.io/gh/apache/hudi/pull/18098?src=pr&el=tree&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=apache)
 |
   | 
[...ache/spark/sql/hudi/blob/BatchedBlobReadExec.scala](https://app.codecov.io/gh/apache/hudi/pull/18098?src=pr&el=tree&filepath=hudi-spark-datasource%2Fhudi-spark-common%2Fsrc%2Fmain%2Fscala%2Forg%2Fapache%2Fspark%2Fsql%2Fhudi%2Fblob%2FBatchedBlobReadExec.scala&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=apache#diff-aHVkaS1zcGFyay1kYXRhc291cmNlL2h1ZGktc3BhcmstY29tbW9uL3NyYy9tYWluL3NjYWxhL29yZy9hcGFjaGUvc3Bhcmsvc3FsL2h1ZGkvYmxvYi9CYXRjaGVkQmxvYlJlYWRFeGVjLnNjYWxh)
 | 0.00% | [17 Missing :warning: 
](https://app.codecov.io/gh/apache/hudi/pull/18098?src=pr&el=tree&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=apache)
 |
   | 
[...g/apache/spark/sql/hudi/blob/BatchedBlobRead.scala](https://app.codecov.io/gh/apache/hudi/pull/18098?src=pr&el=tree&filepath=hudi-spark-datasource%2Fhudi-spark-common%2Fsrc%2Fmain%2Fscala%2Forg%2Fapache%2Fspark%2Fsql%2Fhudi%2Fblob%2FBatchedBlobRead.scala&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=apache#diff-aHVkaS1zcGFyay1kYXRhc291cmNlL2h1ZGktc3BhcmstY29tbW9uL3NyYy9tYWluL3NjYWxhL29yZy9hcGFjaGUvc3Bhcmsvc3FsL2h1ZGkvYmxvYi9CYXRjaGVkQmxvYlJlYWQuc2NhbGE=)
 | 0.00% | [9 Missing :warning: 
](https://app.codecov.io/gh/apache/hudi/pull/18098?src=pr&el=tree&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=apache)
 |
   | 
[...pache/spark/sql/hudi/blob/ReadBlobExpression.scala](https://app.codecov.i

Re: [PR] feat(blob): Read Blobs in Spark SQL [hudi]

[via GitHub]

hudi-bot commented on PR #18098:
URL: https://github.com/apache/hudi/pull/18098#issuecomment-4274331652

   
   ## CI report:
   
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Re: [PR] feat(blob): Read Blobs in Spark SQL [hudi]

[via GitHub]

codecov-commenter commented on PR #18098:
URL: https://github.com/apache/hudi/pull/18098#issuecomment-4274331387

   ## 
[Codecov](https://app.codecov.io/gh/apache/hudi/pull/18098?dropdown=coverage&src=pr&el=h1&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=apache)
 Report
   :x: Patch coverage is `7.44186%` with `398 lines` in your changes missing 
coverage. Please review.
   :white_check_mark: Project coverage is 47.83%. Comparing base 
([`35e2bbf`](https://app.codecov.io/gh/apache/hudi/commit/35e2bbf9813f313006c773b92578db6cb93da9ca?dropdown=coverage&el=desc&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=apache))
 to head 
([`5bfc1f2`](https://app.codecov.io/gh/apache/hudi/commit/5bfc1f2021d48c049b86ab5883cb0f37db7872af?dropdown=coverage&el=desc&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=apache)).
   :warning: Report is 53 commits behind head on master.
   
   | [Files with missing 
lines](https://app.codecov.io/gh/apache/hudi/pull/18098?dropdown=coverage&src=pr&el=tree&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=apache)
 | Patch % | Lines |
   |---|---|---|
   | 
[...apache/spark/sql/hudi/blob/BatchedBlobReader.scala](https://app.codecov.io/gh/apache/hudi/pull/18098?src=pr&el=tree&filepath=hudi-spark-datasource%2Fhudi-spark-common%2Fsrc%2Fmain%2Fscala%2Forg%2Fapache%2Fspark%2Fsql%2Fhudi%2Fblob%2FBatchedBlobReader.scala&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=apache#diff-aHVkaS1zcGFyay1kYXRhc291cmNlL2h1ZGktc3BhcmstY29tbW9uL3NyYy9tYWluL3NjYWxhL29yZy9hcGFjaGUvc3Bhcmsvc3FsL2h1ZGkvYmxvYi9CYXRjaGVkQmxvYlJlYWRlci5zY2FsYQ==)
 | 0.00% | [275 Missing :warning: 
](https://app.codecov.io/gh/apache/hudi/pull/18098?src=pr&el=tree&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=apache)
 |
   | 
[.../org/apache/spark/sql/hudi/blob/ReadBlobRule.scala](https://app.codecov.io/gh/apache/hudi/pull/18098?src=pr&el=tree&filepath=hudi-spark-datasource%2Fhudi-spark-common%2Fsrc%2Fmain%2Fscala%2Forg%2Fapache%2Fspark%2Fsql%2Fhudi%2Fblob%2FReadBlobRule.scala&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=apache#diff-aHVkaS1zcGFyay1kYXRhc291cmNlL2h1ZGktc3BhcmstY29tbW9uL3NyYy9tYWluL3NjYWxhL29yZy9hcGFjaGUvc3Bhcmsvc3FsL2h1ZGkvYmxvYi9SZWFkQmxvYlJ1bGUuc2NhbGE=)
 | 5.33% | [62 Missing and 9 partials :warning: 
](https://app.codecov.io/gh/apache/hudi/pull/18098?src=pr&el=tree&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=apache)
 |
   | 
[...park/sql/hudi/blob/BatchedBlobReaderStrategy.scala](https://app.codecov.io/gh/apache/hudi/pull/18098?src=pr&el=tree&filepath=hudi-spark-datasource%2Fhudi-spark-common%2Fsrc%2Fmain%2Fscala%2Forg%2Fapache%2Fspark%2Fsql%2Fhudi%2Fblob%2FBatchedBlobReaderStrategy.scala&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=apache#diff-aHVkaS1zcGFyay1kYXRhc291cmNlL2h1ZGktc3BhcmstY29tbW9uL3NyYy9tYWluL3NjYWxhL29yZy9hcGFjaGUvc3Bhcmsvc3FsL2h1ZGkvYmxvYi9CYXRjaGVkQmxvYlJlYWRlclN0cmF0ZWd5LnNjYWxh)
 | 10.00% | [17 Missing and 1 partial :warning: 
](https://app.codecov.io/gh/apache/hudi/pull/18098?src=pr&el=tree&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=apache)
 |
   | 
[...ache/spark/sql/hudi/blob/BatchedBlobReadExec.scala](https://app.codecov.io/gh/apache/hudi/pull/18098?src=pr&el=tree&filepath=hudi-spark-datasource%2Fhudi-spark-common%2Fsrc%2Fmain%2Fscala%2Forg%2Fapache%2Fspark%2Fsql%2Fhudi%2Fblob%2FBatchedBlobReadExec.scala&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=apache#diff-aHVkaS1zcGFyay1kYXRhc291cmNlL2h1ZGktc3BhcmstY29tbW9uL3NyYy9tYWluL3NjYWxhL29yZy9hcGFjaGUvc3Bhcmsvc3FsL2h1ZGkvYmxvYi9CYXRjaGVkQmxvYlJlYWRFeGVjLnNjYWxh)
 | 0.00% | [17 Missing :warning: 
](https://app.codecov.io/gh/apache/hudi/pull/18098?src=pr&el=tree&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=apache)
 |
   | 
[...g/apache/spark/sql/hudi/blob/BatchedBlobRead.scala](https://app.codecov.io/gh/apache/hudi/pull/18098?src=pr&el=tree&filepath=hudi-spark-datasource%2Fhudi-spark-common%2Fsrc%2Fmain%2Fscala%2Forg%2Fapache%2Fspark%2Fsql%2Fhudi%2Fblob%2FBatchedBlobRead.scala&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=apache#diff-aHVkaS1zcGFyay1kYXRhc291cmNlL2h1ZGktc3BhcmstY29tbW9uL3NyYy9tYWluL3NjYWxhL29yZy9hcGFjaGUvc3Bhcmsvc3FsL2h1ZGkvYmxvYi9CYXRjaGVkQmxvYlJlYWQuc2NhbGE=)
 | 0.00% | [9 Missing :warning: 
](https://app.codecov.io/gh/apache/hudi/pull/18098?src=pr&el=tree&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=apache)
 |
   | 
[...pache/spark/sql/hudi/blob/ReadBlobExpression.scala](https://app.codecov.i

Re: [PR] feat(blob): Read Blobs in Spark SQL [hudi]

[via GitHub]

codecov-commenter commented on PR #18098:
URL: https://github.com/apache/hudi/pull/18098#issuecomment-4274328662

   ## 
[Codecov](https://app.codecov.io/gh/apache/hudi/pull/18098?dropdown=coverage&src=pr&el=h1&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=apache)
 Report
   :x: Patch coverage is `7.44186%` with `398 lines` in your changes missing 
coverage. Please review.
   :white_check_mark: Project coverage is 45.05%. Comparing base 
([`35e2bbf`](https://app.codecov.io/gh/apache/hudi/commit/35e2bbf9813f313006c773b92578db6cb93da9ca?dropdown=coverage&el=desc&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=apache))
 to head 
([`5bfc1f2`](https://app.codecov.io/gh/apache/hudi/commit/5bfc1f2021d48c049b86ab5883cb0f37db7872af?dropdown=coverage&el=desc&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=apache)).
   :warning: Report is 53 commits behind head on master.
   
   | [Files with missing 
lines](https://app.codecov.io/gh/apache/hudi/pull/18098?dropdown=coverage&src=pr&el=tree&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=apache)
 | Patch % | Lines |
   |---|---|---|
   | 
[...apache/spark/sql/hudi/blob/BatchedBlobReader.scala](https://app.codecov.io/gh/apache/hudi/pull/18098?src=pr&el=tree&filepath=hudi-spark-datasource%2Fhudi-spark-common%2Fsrc%2Fmain%2Fscala%2Forg%2Fapache%2Fspark%2Fsql%2Fhudi%2Fblob%2FBatchedBlobReader.scala&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=apache#diff-aHVkaS1zcGFyay1kYXRhc291cmNlL2h1ZGktc3BhcmstY29tbW9uL3NyYy9tYWluL3NjYWxhL29yZy9hcGFjaGUvc3Bhcmsvc3FsL2h1ZGkvYmxvYi9CYXRjaGVkQmxvYlJlYWRlci5zY2FsYQ==)
 | 0.00% | [275 Missing :warning: 
](https://app.codecov.io/gh/apache/hudi/pull/18098?src=pr&el=tree&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=apache)
 |
   | 
[.../org/apache/spark/sql/hudi/blob/ReadBlobRule.scala](https://app.codecov.io/gh/apache/hudi/pull/18098?src=pr&el=tree&filepath=hudi-spark-datasource%2Fhudi-spark-common%2Fsrc%2Fmain%2Fscala%2Forg%2Fapache%2Fspark%2Fsql%2Fhudi%2Fblob%2FReadBlobRule.scala&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=apache#diff-aHVkaS1zcGFyay1kYXRhc291cmNlL2h1ZGktc3BhcmstY29tbW9uL3NyYy9tYWluL3NjYWxhL29yZy9hcGFjaGUvc3Bhcmsvc3FsL2h1ZGkvYmxvYi9SZWFkQmxvYlJ1bGUuc2NhbGE=)
 | 5.33% | [62 Missing and 9 partials :warning: 
](https://app.codecov.io/gh/apache/hudi/pull/18098?src=pr&el=tree&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=apache)
 |
   | 
[...park/sql/hudi/blob/BatchedBlobReaderStrategy.scala](https://app.codecov.io/gh/apache/hudi/pull/18098?src=pr&el=tree&filepath=hudi-spark-datasource%2Fhudi-spark-common%2Fsrc%2Fmain%2Fscala%2Forg%2Fapache%2Fspark%2Fsql%2Fhudi%2Fblob%2FBatchedBlobReaderStrategy.scala&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=apache#diff-aHVkaS1zcGFyay1kYXRhc291cmNlL2h1ZGktc3BhcmstY29tbW9uL3NyYy9tYWluL3NjYWxhL29yZy9hcGFjaGUvc3Bhcmsvc3FsL2h1ZGkvYmxvYi9CYXRjaGVkQmxvYlJlYWRlclN0cmF0ZWd5LnNjYWxh)
 | 10.00% | [17 Missing and 1 partial :warning: 
](https://app.codecov.io/gh/apache/hudi/pull/18098?src=pr&el=tree&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=apache)
 |
   | 
[...ache/spark/sql/hudi/blob/BatchedBlobReadExec.scala](https://app.codecov.io/gh/apache/hudi/pull/18098?src=pr&el=tree&filepath=hudi-spark-datasource%2Fhudi-spark-common%2Fsrc%2Fmain%2Fscala%2Forg%2Fapache%2Fspark%2Fsql%2Fhudi%2Fblob%2FBatchedBlobReadExec.scala&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=apache#diff-aHVkaS1zcGFyay1kYXRhc291cmNlL2h1ZGktc3BhcmstY29tbW9uL3NyYy9tYWluL3NjYWxhL29yZy9hcGFjaGUvc3Bhcmsvc3FsL2h1ZGkvYmxvYi9CYXRjaGVkQmxvYlJlYWRFeGVjLnNjYWxh)
 | 0.00% | [17 Missing :warning: 
](https://app.codecov.io/gh/apache/hudi/pull/18098?src=pr&el=tree&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=apache)
 |
   | 
[...g/apache/spark/sql/hudi/blob/BatchedBlobRead.scala](https://app.codecov.io/gh/apache/hudi/pull/18098?src=pr&el=tree&filepath=hudi-spark-datasource%2Fhudi-spark-common%2Fsrc%2Fmain%2Fscala%2Forg%2Fapache%2Fspark%2Fsql%2Fhudi%2Fblob%2FBatchedBlobRead.scala&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=apache#diff-aHVkaS1zcGFyay1kYXRhc291cmNlL2h1ZGktc3BhcmstY29tbW9uL3NyYy9tYWluL3NjYWxhL29yZy9hcGFjaGUvc3Bhcmsvc3FsL2h1ZGkvYmxvYi9CYXRjaGVkQmxvYlJlYWQuc2NhbGE=)
 | 0.00% | [9 Missing :warning: 
](https://app.codecov.io/gh/apache/hudi/pull/18098?src=pr&el=tree&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=apache)
 |
   | 
[...pache/spark/sql/hudi/blob/ReadBlobExpression.scala](https://app.codecov.i

Re: [PR] feat(blob): Read Blobs in Spark SQL [hudi]

[via GitHub]

codecov-commenter commented on PR #18098:
URL: https://github.com/apache/hudi/pull/18098#issuecomment-4274327120

   ## 
[Codecov](https://app.codecov.io/gh/apache/hudi/pull/18098?dropdown=coverage&src=pr&el=h1&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=apache)
 Report
   :x: Patch coverage is `6.79157%` with `398 lines` in your changes missing 
coverage. Please review.
   :white_check_mark: Project coverage is 45.50%. Comparing base 
([`35e2bbf`](https://app.codecov.io/gh/apache/hudi/commit/35e2bbf9813f313006c773b92578db6cb93da9ca?dropdown=coverage&el=desc&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=apache))
 to head 
([`5bfc1f2`](https://app.codecov.io/gh/apache/hudi/commit/5bfc1f2021d48c049b86ab5883cb0f37db7872af?dropdown=coverage&el=desc&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=apache)).
   :warning: Report is 53 commits behind head on master.
   
   | [Files with missing 
lines](https://app.codecov.io/gh/apache/hudi/pull/18098?dropdown=coverage&src=pr&el=tree&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=apache)
 | Patch % | Lines |
   |---|---|---|
   | 
[...apache/spark/sql/hudi/blob/BatchedBlobReader.scala](https://app.codecov.io/gh/apache/hudi/pull/18098?src=pr&el=tree&filepath=hudi-spark-datasource%2Fhudi-spark-common%2Fsrc%2Fmain%2Fscala%2Forg%2Fapache%2Fspark%2Fsql%2Fhudi%2Fblob%2FBatchedBlobReader.scala&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=apache#diff-aHVkaS1zcGFyay1kYXRhc291cmNlL2h1ZGktc3BhcmstY29tbW9uL3NyYy9tYWluL3NjYWxhL29yZy9hcGFjaGUvc3Bhcmsvc3FsL2h1ZGkvYmxvYi9CYXRjaGVkQmxvYlJlYWRlci5zY2FsYQ==)
 | 0.00% | [275 Missing :warning: 
](https://app.codecov.io/gh/apache/hudi/pull/18098?src=pr&el=tree&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=apache)
 |
   | 
[.../org/apache/spark/sql/hudi/blob/ReadBlobRule.scala](https://app.codecov.io/gh/apache/hudi/pull/18098?src=pr&el=tree&filepath=hudi-spark-datasource%2Fhudi-spark-common%2Fsrc%2Fmain%2Fscala%2Forg%2Fapache%2Fspark%2Fsql%2Fhudi%2Fblob%2FReadBlobRule.scala&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=apache#diff-aHVkaS1zcGFyay1kYXRhc291cmNlL2h1ZGktc3BhcmstY29tbW9uL3NyYy9tYWluL3NjYWxhL29yZy9hcGFjaGUvc3Bhcmsvc3FsL2h1ZGkvYmxvYi9SZWFkQmxvYlJ1bGUuc2NhbGE=)
 | 5.33% | [62 Missing and 9 partials :warning: 
](https://app.codecov.io/gh/apache/hudi/pull/18098?src=pr&el=tree&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=apache)
 |
   | 
[...park/sql/hudi/blob/BatchedBlobReaderStrategy.scala](https://app.codecov.io/gh/apache/hudi/pull/18098?src=pr&el=tree&filepath=hudi-spark-datasource%2Fhudi-spark-common%2Fsrc%2Fmain%2Fscala%2Forg%2Fapache%2Fspark%2Fsql%2Fhudi%2Fblob%2FBatchedBlobReaderStrategy.scala&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=apache#diff-aHVkaS1zcGFyay1kYXRhc291cmNlL2h1ZGktc3BhcmstY29tbW9uL3NyYy9tYWluL3NjYWxhL29yZy9hcGFjaGUvc3Bhcmsvc3FsL2h1ZGkvYmxvYi9CYXRjaGVkQmxvYlJlYWRlclN0cmF0ZWd5LnNjYWxh)
 | 10.00% | [17 Missing and 1 partial :warning: 
](https://app.codecov.io/gh/apache/hudi/pull/18098?src=pr&el=tree&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=apache)
 |
   | 
[...ache/spark/sql/hudi/blob/BatchedBlobReadExec.scala](https://app.codecov.io/gh/apache/hudi/pull/18098?src=pr&el=tree&filepath=hudi-spark-datasource%2Fhudi-spark-common%2Fsrc%2Fmain%2Fscala%2Forg%2Fapache%2Fspark%2Fsql%2Fhudi%2Fblob%2FBatchedBlobReadExec.scala&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=apache#diff-aHVkaS1zcGFyay1kYXRhc291cmNlL2h1ZGktc3BhcmstY29tbW9uL3NyYy9tYWluL3NjYWxhL29yZy9hcGFjaGUvc3Bhcmsvc3FsL2h1ZGkvYmxvYi9CYXRjaGVkQmxvYlJlYWRFeGVjLnNjYWxh)
 | 0.00% | [17 Missing :warning: 
](https://app.codecov.io/gh/apache/hudi/pull/18098?src=pr&el=tree&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=apache)
 |
   | 
[...g/apache/spark/sql/hudi/blob/BatchedBlobRead.scala](https://app.codecov.io/gh/apache/hudi/pull/18098?src=pr&el=tree&filepath=hudi-spark-datasource%2Fhudi-spark-common%2Fsrc%2Fmain%2Fscala%2Forg%2Fapache%2Fspark%2Fsql%2Fhudi%2Fblob%2FBatchedBlobRead.scala&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=apache#diff-aHVkaS1zcGFyay1kYXRhc291cmNlL2h1ZGktc3BhcmstY29tbW9uL3NyYy9tYWluL3NjYWxhL29yZy9hcGFjaGUvc3Bhcmsvc3FsL2h1ZGkvYmxvYi9CYXRjaGVkQmxvYlJlYWQuc2NhbGE=)
 | 0.00% | [9 Missing :warning: 
](https://app.codecov.io/gh/apache/hudi/pull/18098?src=pr&el=tree&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=apache)
 |
   | 
[...pache/spark/sql/hudi/blob/ReadBlobExpression.scala](https://app.codecov.i

Re: [PR] feat(blob): Read Blobs in Spark SQL [hudi]

[via GitHub]

codecov-commenter commented on PR #18098:
URL: https://github.com/apache/hudi/pull/18098#issuecomment-4274325113

   ## 
[Codecov](https://app.codecov.io/gh/apache/hudi/pull/18098?dropdown=coverage&src=pr&el=h1&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=apache)
 Report
   :x: Patch coverage is `5.46318%` with `398 lines` in your changes missing 
coverage. Please review.
   :white_check_mark: Project coverage is 46.52%. Comparing base 
([`35e2bbf`](https://app.codecov.io/gh/apache/hudi/commit/35e2bbf9813f313006c773b92578db6cb93da9ca?dropdown=coverage&el=desc&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=apache))
 to head 
([`5bfc1f2`](https://app.codecov.io/gh/apache/hudi/commit/5bfc1f2021d48c049b86ab5883cb0f37db7872af?dropdown=coverage&el=desc&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=apache)).
   :warning: Report is 53 commits behind head on master.
   
   | [Files with missing 
lines](https://app.codecov.io/gh/apache/hudi/pull/18098?dropdown=coverage&src=pr&el=tree&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=apache)
 | Patch % | Lines |
   |---|---|---|
   | 
[...apache/spark/sql/hudi/blob/BatchedBlobReader.scala](https://app.codecov.io/gh/apache/hudi/pull/18098?src=pr&el=tree&filepath=hudi-spark-datasource%2Fhudi-spark-common%2Fsrc%2Fmain%2Fscala%2Forg%2Fapache%2Fspark%2Fsql%2Fhudi%2Fblob%2FBatchedBlobReader.scala&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=apache#diff-aHVkaS1zcGFyay1kYXRhc291cmNlL2h1ZGktc3BhcmstY29tbW9uL3NyYy9tYWluL3NjYWxhL29yZy9hcGFjaGUvc3Bhcmsvc3FsL2h1ZGkvYmxvYi9CYXRjaGVkQmxvYlJlYWRlci5zY2FsYQ==)
 | 0.00% | [275 Missing :warning: 
](https://app.codecov.io/gh/apache/hudi/pull/18098?src=pr&el=tree&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=apache)
 |
   | 
[.../org/apache/spark/sql/hudi/blob/ReadBlobRule.scala](https://app.codecov.io/gh/apache/hudi/pull/18098?src=pr&el=tree&filepath=hudi-spark-datasource%2Fhudi-spark-common%2Fsrc%2Fmain%2Fscala%2Forg%2Fapache%2Fspark%2Fsql%2Fhudi%2Fblob%2FReadBlobRule.scala&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=apache#diff-aHVkaS1zcGFyay1kYXRhc291cmNlL2h1ZGktc3BhcmstY29tbW9uL3NyYy9tYWluL3NjYWxhL29yZy9hcGFjaGUvc3Bhcmsvc3FsL2h1ZGkvYmxvYi9SZWFkQmxvYlJ1bGUuc2NhbGE=)
 | 5.33% | [62 Missing and 9 partials :warning: 
](https://app.codecov.io/gh/apache/hudi/pull/18098?src=pr&el=tree&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=apache)
 |
   | 
[...park/sql/hudi/blob/BatchedBlobReaderStrategy.scala](https://app.codecov.io/gh/apache/hudi/pull/18098?src=pr&el=tree&filepath=hudi-spark-datasource%2Fhudi-spark-common%2Fsrc%2Fmain%2Fscala%2Forg%2Fapache%2Fspark%2Fsql%2Fhudi%2Fblob%2FBatchedBlobReaderStrategy.scala&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=apache#diff-aHVkaS1zcGFyay1kYXRhc291cmNlL2h1ZGktc3BhcmstY29tbW9uL3NyYy9tYWluL3NjYWxhL29yZy9hcGFjaGUvc3Bhcmsvc3FsL2h1ZGkvYmxvYi9CYXRjaGVkQmxvYlJlYWRlclN0cmF0ZWd5LnNjYWxh)
 | 10.00% | [17 Missing and 1 partial :warning: 
](https://app.codecov.io/gh/apache/hudi/pull/18098?src=pr&el=tree&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=apache)
 |
   | 
[...ache/spark/sql/hudi/blob/BatchedBlobReadExec.scala](https://app.codecov.io/gh/apache/hudi/pull/18098?src=pr&el=tree&filepath=hudi-spark-datasource%2Fhudi-spark-common%2Fsrc%2Fmain%2Fscala%2Forg%2Fapache%2Fspark%2Fsql%2Fhudi%2Fblob%2FBatchedBlobReadExec.scala&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=apache#diff-aHVkaS1zcGFyay1kYXRhc291cmNlL2h1ZGktc3BhcmstY29tbW9uL3NyYy9tYWluL3NjYWxhL29yZy9hcGFjaGUvc3Bhcmsvc3FsL2h1ZGkvYmxvYi9CYXRjaGVkQmxvYlJlYWRFeGVjLnNjYWxh)
 | 0.00% | [17 Missing :warning: 
](https://app.codecov.io/gh/apache/hudi/pull/18098?src=pr&el=tree&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=apache)
 |
   | 
[...g/apache/spark/sql/hudi/blob/BatchedBlobRead.scala](https://app.codecov.io/gh/apache/hudi/pull/18098?src=pr&el=tree&filepath=hudi-spark-datasource%2Fhudi-spark-common%2Fsrc%2Fmain%2Fscala%2Forg%2Fapache%2Fspark%2Fsql%2Fhudi%2Fblob%2FBatchedBlobRead.scala&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=apache#diff-aHVkaS1zcGFyay1kYXRhc291cmNlL2h1ZGktc3BhcmstY29tbW9uL3NyYy9tYWluL3NjYWxhL29yZy9hcGFjaGUvc3Bhcmsvc3FsL2h1ZGkvYmxvYi9CYXRjaGVkQmxvYlJlYWQuc2NhbGE=)
 | 0.00% | [9 Missing :warning: 
](https://app.codecov.io/gh/apache/hudi/pull/18098?src=pr&el=tree&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=apache)
 |
   | 
[...pache/spark/sql/hudi/blob/ReadBlobExpression.scala](https://app.codecov.i

Re: [PR] feat(blob): Read Blobs in Spark SQL [hudi]

[via GitHub]

codecov-commenter commented on PR #18098:
URL: https://github.com/apache/hudi/pull/18098#issuecomment-4274319865

   ## 
[Codecov](https://app.codecov.io/gh/apache/hudi/pull/18098?dropdown=coverage&src=pr&el=h1&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=apache)
 Report
   :white_check_mark: All modified and coverable lines are covered by tests.
   :white_check_mark: Project coverage is 53.89%. Comparing base 
([`35e2bbf`](https://app.codecov.io/gh/apache/hudi/commit/35e2bbf9813f313006c773b92578db6cb93da9ca?dropdown=coverage&el=desc&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=apache))
 to head 
([`5bfc1f2`](https://app.codecov.io/gh/apache/hudi/commit/5bfc1f2021d48c049b86ab5883cb0f37db7872af?dropdown=coverage&el=desc&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=apache)).
   :warning: Report is 53 commits behind head on master.
   > :exclamation:  There is a different number of reports uploaded between 
BASE (35e2bbf) and HEAD (5bfc1f2). Click for more details.
   > 
   > HEAD has 27 uploads less than BASE
   >
   >| Flag | BASE (35e2bbf) | HEAD (5bfc1f2) |
   >|--|--|--|
   >|spark-scala-tests|10|0|
   >|spark-java-tests|15|0|
   >|common-and-other-modules|1|0|
   >|utilities|1|0|
   >
   
   Additional details and impacted files
   
   
   
   ```diff
   @@  Coverage Diff  @@
   ## master   #18098   +/-   ##
   =
   - Coverage 68.52%   53.89%   -14.64% 
   + Complexity2796812313-15655 
   =
 Files  2440 1429 -1011 
 Lines13445671363-63093 
 Branches  16226 8068 -8158 
   =
   - Hits  9213838461-53677 
   + Misses3505429461 -5593 
   + Partials   7264 3441 -3823 
   ```
   
   | 
[Flag](https://app.codecov.io/gh/apache/hudi/pull/18098/flags?src=pr&el=flags&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=apache)
 | Coverage Δ | |
   |---|---|---|
   | 
[common-and-other-modules](https://app.codecov.io/gh/apache/hudi/pull/18098/flags?src=pr&el=flag&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=apache)
 | `?` | |
   | 
[hadoop-mr-java-client](https://app.codecov.io/gh/apache/hudi/pull/18098/flags?src=pr&el=flag&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=apache)
 | `44.78% <ø> (-0.21%)` | :arrow_down: |
   | 
[spark-client-hadoop-common](https://app.codecov.io/gh/apache/hudi/pull/18098/flags?src=pr&el=flag&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=apache)
 | `48.40% <ø> (+0.02%)` | :arrow_up: |
   | 
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 | `?` | |
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[spark-scala-tests](https://app.codecov.io/gh/apache/hudi/pull/18098/flags?src=pr&el=flag&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=apache)
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   | [Files with missing 
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 | Coverage Δ | |
   |---|---|---|
   | 
[...scala/org/apache/spark/sql/hudi/SparkAdapter.scala](https://app.codecov.io/gh/apache/hudi/pull/18098?src=pr&el=tree&filepath=hudi-client%2Fhudi-spark-client%2Fsrc%2Fmain%2Fscala%2Forg%2Fapache%2Fspark%2Fsql%2Fhudi%2FSparkAdapter.scala&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=apache#diff-aHVkaS1jbGllbnQvaHVkaS1zcGFyay1jbGllbnQvc3JjL21haW4vc2NhbGEvb3JnL2FwYWNoZS9zcGFyay9zcWwvaHVkaS9TcGFya0FkYXB0ZXIuc2NhbGE=)
 | `0.00% <ø> (-54.55%)` | :arrow_down: |
   
   ... and [1808 files with indirect coverage 
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Re: [PR] feat(blob): Read Blobs in Spark SQL [hudi]

[via GitHub]

codecov-commenter commented on PR #18098:
URL: https://github.com/apache/hudi/pull/18098#issuecomment-4274277764

   ## 
[Codecov](https://app.codecov.io/gh/apache/hudi/pull/18098?dropdown=coverage&src=pr&el=h1&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=apache)
 Report
   :white_check_mark: All modified and coverable lines are covered by tests.
   :white_check_mark: Project coverage is 44.78%. Comparing base 
([`35e2bbf`](https://app.codecov.io/gh/apache/hudi/commit/35e2bbf9813f313006c773b92578db6cb93da9ca?dropdown=coverage&el=desc&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=apache))
 to head 
([`5bfc1f2`](https://app.codecov.io/gh/apache/hudi/commit/5bfc1f2021d48c049b86ab5883cb0f37db7872af?dropdown=coverage&el=desc&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=apache)).
   :warning: Report is 53 commits behind head on master.
   > :exclamation:  There is a different number of reports uploaded between 
BASE (35e2bbf) and HEAD (5bfc1f2). Click for more details.
   > 
   > HEAD has 28 uploads less than BASE
   >
   >| Flag | BASE (35e2bbf) | HEAD (5bfc1f2) |
   >|--|--|--|
   >|spark-client-hadoop-common|1|0|
   >|spark-scala-tests|10|0|
   >|spark-java-tests|15|0|
   >|common-and-other-modules|1|0|
   >|utilities|1|0|
   >
   
   Additional details and impacted files
   
   
   
   ```diff
   @@  Coverage Diff  @@
   ## master   #18098   +/-   ##
   =
   - Coverage 68.52%   44.78%   -23.74% 
   + Complexity27968 8504-19464 
   =
 Files  2440 1199 -1241 
 Lines13445662351-72105 
 Branches  16226 6733 -9493 
   =
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   + Misses3505431375 -3679 
   + Partials   7264 3049 -4215 
   ```
   
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[common-and-other-modules](https://app.codecov.io/gh/apache/hudi/pull/18098/flags?src=pr&el=flag&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=apache)
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   | 
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Re: [PR] feat(blob): Read Blobs in Spark SQL [hudi]

[via GitHub]

hudi-bot commented on PR #18098:
URL: https://github.com/apache/hudi/pull/18098#issuecomment-4274257326

   
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Re: [PR] feat(blob): Read Blobs in Spark SQL [hudi]

[via GitHub]

the-other-tim-brown commented on code in PR #18098:
URL: https://github.com/apache/hudi/pull/18098#discussion_r3105559356


##
hudi-spark-datasource/hudi-spark-common/src/main/scala/org/apache/spark/sql/hudi/blob/BatchedBlobReader.scala:
##
@@ -0,0 +1,761 @@
+/*
+ * Licensed to the Apache Software Foundation (ASF) under one
+ * or more contributor license agreements.  See the NOTICE file
+ * distributed with this work for additional information
+ * regarding copyright ownership.  The ASF licenses this file
+ * to you under the Apache License, Version 2.0 (the
+ * "License"); you may not use this file except in compliance
+ * with the License.  You may obtain a copy of the License at
+ *
+ *   http://www.apache.org/licenses/LICENSE-2.0
+ *
+ * Unless required by applicable law or agreed to in writing,
+ * software distributed under the License is distributed on an
+ * "AS IS" BASIS, WITHOUT WARRANTIES OR CONDITIONS OF ANY
+ * KIND, either express or implied.  See the License for the
+ * specific language governing permissions and limitations
+ * under the License.
+ */
+
+package org.apache.spark.sql.hudi.blob
+
+import org.apache.hudi.HoodieSparkUtils.sparkAdapter
+import org.apache.hudi.common.schema.{HoodieSchema, HoodieSchemaType}
+import org.apache.hudi.io.SeekableDataInputStream
+import org.apache.hudi.storage.{HoodieStorage, HoodieStorageUtils, 
StorageConfiguration, StoragePath}
+
+import org.apache.spark.broadcast.Broadcast
+import org.apache.spark.rdd.RDD
+import org.apache.spark.sql.{Dataset, Row}
+import org.apache.spark.sql.catalyst.InternalRow
+import org.apache.spark.sql.catalyst.expressions.{GenericRowWithSchema, 
SpecificInternalRow}
+import org.apache.spark.sql.types.{BinaryType, BlobType, DataType, 
StructField, StructType}
+import org.slf4j.LoggerFactory
+
+import java.io.InputStream
+
+import scala.collection.mutable.ArrayBuffer
+
+/**
+ * Batched byte range reader that optimizes I/O by combining consecutive reads 
for out-of-line data.
+ *
+ * This reader analyzes sequences of read requests within a partition and 
merges
+ * consecutive or nearby reads into single I/O operations. This significantly 
reduces
+ * the number of seeks and reads when processing sorted data.
+ *
+ * Schema Requirement:
+ * The blob column must match the schema defined in {@link HoodieSchema.Blob}:
+ * 
+ * struct {
+ *   type: string   // "inline" or "out_of_line"
+ *   data: binary (nullable)   // inline data (null for out_of_line)
+ *   reference: struct (nullable) { // file reference (null for inline)
+ * external_path: string
+ * offset: long
+ * length: long
+ * managed: boolean
+ *   }
+ * }
+ * 
+ *
+ * Key Features:
+ * 
+ *   Batches consecutive reads from the same file
+ *   Configurable gap threshold for merging nearby reads
+ *   Lookahead buffer to identify batch opportunities
+ *   Preserves input row order in output
+ * 
+ *
+ * Usage Example:
+ * {{{
+ * import org.apache.hudi.udf.BatchedByteRangeReader
+ * import org.apache.spark.sql.functions._
+ * // Read a table with a blob column (e.g. image_data)
+ * val df = spark.read.format("hudi").load("/my_path").select("image_data", 
"record_id")
+ *
+ * // Read with batching (best when data is sorted by external_path, offset)
+ * val result = BatchedByteRangeReader.readBatched(df, structColName = 
"file_info")
+ *
+ * // Result has: image_data, record_id, data
+ * result.show()
+ * }}}
+ *
+ * Performance Tips:
+ * 
+ *   Sort input by (blob.reference.external_path, blob.reference.offset) 
for maximum batching effectiveness
+ *   Increase lookaheadSize for better batch detection (at cost of 
memory)
+ *   Tune maxGapBytes based on your data access patterns
+ * 
+ *
+ * @param storageHoodieStorage instance for file I/O
+ * @param maxGapBytesMaximum gap between ranges to consider for batching 
(default: 4KB)
+ * @param lookaheadRows  Number of rows to buffer for batch detection 
(default: 50)
+ */
+class BatchedBlobReader(
+ storage: HoodieStorage,
+ maxGapBytes: Int = 4096,
+ lookaheadRows: Int = 50) {
+
+  private val logger = LoggerFactory.getLogger(classOf[BatchedBlobReader])
+
+  /**
+   * Process a partition iterator, batching consecutive reads.
+   *
+   * This method consumes the input iterator and produces an output iterator
+   * with each row containing the original data plus a "data" column with the
+   * bytes read from the file.
+   *
+   * @param rows Iterator of input rows with struct column
+   * @param structColIdx Index of the struct column in the row
+   * @param outputSchema Schema for output rows
+   * @param accessor Type class for accessing row fields
+   * @param builder  Type class for building output rows
+   * @tparam R   Row type (Row or InternalRow)
+   * @return Iterator of output rows with data column added
+   */
+  def processPartition[R](
+  rows: Ite

Re: [PR] feat(blob): Read Blobs in Spark SQL [hudi]

[via GitHub]

yihua commented on code in PR #18098:
URL: https://github.com/apache/hudi/pull/18098#discussion_r3104181673


##
hudi-spark-datasource/hudi-spark-common/src/main/scala/org/apache/spark/sql/hudi/blob/BatchedBlobReader.scala:
##
@@ -0,0 +1,761 @@
+/*
+ * Licensed to the Apache Software Foundation (ASF) under one
+ * or more contributor license agreements.  See the NOTICE file
+ * distributed with this work for additional information
+ * regarding copyright ownership.  The ASF licenses this file
+ * to you under the Apache License, Version 2.0 (the
+ * "License"); you may not use this file except in compliance
+ * with the License.  You may obtain a copy of the License at
+ *
+ *   http://www.apache.org/licenses/LICENSE-2.0
+ *
+ * Unless required by applicable law or agreed to in writing,
+ * software distributed under the License is distributed on an
+ * "AS IS" BASIS, WITHOUT WARRANTIES OR CONDITIONS OF ANY
+ * KIND, either express or implied.  See the License for the
+ * specific language governing permissions and limitations
+ * under the License.
+ */
+
+package org.apache.spark.sql.hudi.blob
+
+import org.apache.hudi.HoodieSparkUtils.sparkAdapter
+import org.apache.hudi.common.schema.{HoodieSchema, HoodieSchemaType}
+import org.apache.hudi.io.SeekableDataInputStream
+import org.apache.hudi.storage.{HoodieStorage, HoodieStorageUtils, 
StorageConfiguration, StoragePath}
+
+import org.apache.spark.broadcast.Broadcast
+import org.apache.spark.rdd.RDD
+import org.apache.spark.sql.{Dataset, Row}
+import org.apache.spark.sql.catalyst.InternalRow
+import org.apache.spark.sql.catalyst.expressions.{GenericRowWithSchema, 
SpecificInternalRow}
+import org.apache.spark.sql.types.{BinaryType, BlobType, DataType, 
StructField, StructType}
+import org.slf4j.LoggerFactory
+
+import java.io.InputStream
+
+import scala.collection.mutable.ArrayBuffer
+
+/**
+ * Batched byte range reader that optimizes I/O by combining consecutive reads 
for out-of-line data.
+ *
+ * This reader analyzes sequences of read requests within a partition and 
merges
+ * consecutive or nearby reads into single I/O operations. This significantly 
reduces
+ * the number of seeks and reads when processing sorted data.
+ *
+ * Schema Requirement:
+ * The blob column must match the schema defined in {@link HoodieSchema.Blob}:
+ * 
+ * struct {
+ *   type: string   // "inline" or "out_of_line"
+ *   data: binary (nullable)   // inline data (null for out_of_line)
+ *   reference: struct (nullable) { // file reference (null for inline)
+ * external_path: string
+ * offset: long
+ * length: long
+ * managed: boolean
+ *   }
+ * }
+ * 
+ *
+ * Key Features:
+ * 
+ *   Batches consecutive reads from the same file
+ *   Configurable gap threshold for merging nearby reads
+ *   Lookahead buffer to identify batch opportunities
+ *   Preserves input row order in output
+ * 
+ *
+ * Usage Example:
+ * {{{
+ * import org.apache.hudi.udf.BatchedByteRangeReader
+ * import org.apache.spark.sql.functions._
+ * // Read a table with a blob column (e.g. image_data)
+ * val df = spark.read.format("hudi").load("/my_path").select("image_data", 
"record_id")
+ *
+ * // Read with batching (best when data is sorted by external_path, offset)
+ * val result = BatchedByteRangeReader.readBatched(df, structColName = 
"file_info")
+ *
+ * // Result has: image_data, record_id, data
+ * result.show()
+ * }}}
+ *
+ * Performance Tips:
+ * 
+ *   Sort input by (blob.reference.external_path, blob.reference.offset) 
for maximum batching effectiveness
+ *   Increase lookaheadSize for better batch detection (at cost of 
memory)
+ *   Tune maxGapBytes based on your data access patterns
+ * 
+ *
+ * @param storageHoodieStorage instance for file I/O
+ * @param maxGapBytesMaximum gap between ranges to consider for batching 
(default: 4KB)
+ * @param lookaheadRows  Number of rows to buffer for batch detection 
(default: 50)
+ */
+class BatchedBlobReader(
+ storage: HoodieStorage,
+ maxGapBytes: Int = 4096,
+ lookaheadRows: Int = 50) {
+
+  private val logger = LoggerFactory.getLogger(classOf[BatchedBlobReader])
+
+  /**
+   * Process a partition iterator, batching consecutive reads.
+   *
+   * This method consumes the input iterator and produces an output iterator
+   * with each row containing the original data plus a "data" column with the
+   * bytes read from the file.
+   *
+   * @param rows Iterator of input rows with struct column
+   * @param structColIdx Index of the struct column in the row
+   * @param outputSchema Schema for output rows
+   * @param accessor Type class for accessing row fields
+   * @param builder  Type class for building output rows
+   * @tparam R   Row type (Row or InternalRow)
+   * @return Iterator of output rows with data column added
+   */
+  def processPartition[R](
+  rows: Iterator[R],
+   

Re: [PR] feat(blob): Read Blobs in Spark SQL [hudi]

[via GitHub]

hudi-bot commented on PR #18098:
URL: https://github.com/apache/hudi/pull/18098#issuecomment-4270407109

   
   ## CI report:
   
   * 4994b8bc9da9022b2084dd18d187afa6e3d9fa64 UNKNOWN
   * 22d2e71a8737b93b3479302a462268ee3a9d39d9 Azure: 
[SUCCESS](https://dev.azure.com/apachehudi/a1a51da7-8592-47d4-88dc-fd67bed336bb/_build/results?buildId=13330)
 
   
   
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Re: [PR] feat(blob): Read Blobs in Spark SQL [hudi]

[via GitHub]

codecov-commenter commented on PR #18098:
URL: https://github.com/apache/hudi/pull/18098#issuecomment-4269976549

   ## 
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 Report
   :x: Patch coverage is `78.84615%` with `88 lines` in your changes missing 
coverage. Please review.
   :white_check_mark: Project coverage is 69.46%. Comparing base 
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 | Patch % | Lines |
   |---|---|---|
   | 
[...apache/spark/sql/hudi/blob/BatchedBlobReader.scala](https://app.codecov.io/gh/apache/hudi/pull/18098?src=pr&el=tree&filepath=hudi-spark-datasource%2Fhudi-spark-common%2Fsrc%2Fmain%2Fscala%2Forg%2Fapache%2Fspark%2Fsql%2Fhudi%2Fblob%2FBatchedBlobReader.scala&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=apache#diff-aHVkaS1zcGFyay1kYXRhc291cmNlL2h1ZGktc3BhcmstY29tbW9uL3NyYy9tYWluL3NjYWxhL29yZy9hcGFjaGUvc3Bhcmsvc3FsL2h1ZGkvYmxvYi9CYXRjaGVkQmxvYlJlYWRlci5zY2FsYQ==)
 | 84.46% | [13 Missing and 28 partials :warning: 
](https://app.codecov.io/gh/apache/hudi/pull/18098?src=pr&el=tree&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=apache)
 |
   | 
[.../org/apache/spark/sql/hudi/blob/ReadBlobRule.scala](https://app.codecov.io/gh/apache/hudi/pull/18098?src=pr&el=tree&filepath=hudi-spark-datasource%2Fhudi-spark-common%2Fsrc%2Fmain%2Fscala%2Forg%2Fapache%2Fspark%2Fsql%2Fhudi%2Fblob%2FReadBlobRule.scala&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=apache#diff-aHVkaS1zcGFyay1kYXRhc291cmNlL2h1ZGktc3BhcmstY29tbW9uL3NyYy9tYWluL3NjYWxhL29yZy9hcGFjaGUvc3Bhcmsvc3FsL2h1ZGkvYmxvYi9SZWFkQmxvYlJ1bGUuc2NhbGE=)
 | 45.33% | [20 Missing and 21 partials :warning: 
](https://app.codecov.io/gh/apache/hudi/pull/18098?src=pr&el=tree&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=apache)
 |
   | 
[...pache/spark/sql/hudi/blob/ReadBlobExpression.scala](https://app.codecov.io/gh/apache/hudi/pull/18098?src=pr&el=tree&filepath=hudi-spark-datasource%2Fhudi-spark-common%2Fsrc%2Fmain%2Fscala%2Forg%2Fapache%2Fspark%2Fsql%2Fhudi%2Fblob%2FReadBlobExpression.scala&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=apache#diff-aHVkaS1zcGFyay1kYXRhc291cmNlL2h1ZGktc3BhcmstY29tbW9uL3NyYy9tYWluL3NjYWxhL29yZy9hcGFjaGUvc3Bhcmsvc3FsL2h1ZGkvYmxvYi9SZWFkQmxvYkV4cHJlc3Npb24uc2NhbGE=)
 | 66.66% | [1 Missing and 1 partial :warning: 
](https://app.codecov.io/gh/apache/hudi/pull/18098?src=pr&el=tree&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=apache)
 |
   | 
[...g/apache/spark/sql/hudi/blob/BatchedBlobRead.scala](https://app.codecov.io/gh/apache/hudi/pull/18098?src=pr&el=tree&filepath=hudi-spark-datasource%2Fhudi-spark-common%2Fsrc%2Fmain%2Fscala%2Forg%2Fapache%2Fspark%2Fsql%2Fhudi%2Fblob%2FBatchedBlobRead.scala&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=apache#diff-aHVkaS1zcGFyay1kYXRhc291cmNlL2h1ZGktc3BhcmstY29tbW9uL3NyYy9tYWluL3NjYWxhL29yZy9hcGFjaGUvc3Bhcmsvc3FsL2h1ZGkvYmxvYi9CYXRjaGVkQmxvYlJlYWQuc2NhbGE=)
 | 88.88% | [0 Missing and 1 partial :warning: 
](https://app.codecov.io/gh/apache/hudi/pull/18098?src=pr&el=tree&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=apache)
 |
   | 
[...ache/spark/sql/hudi/blob/BatchedBlobReadExec.scala](https://app.codecov.io/gh/apache/hudi/pull/18098?src=pr&el=tree&filepath=hudi-spark-datasource%2Fhudi-spark-common%2Fsrc%2Fmain%2Fscala%2Forg%2Fapache%2Fspark%2Fsql%2Fhudi%2Fblob%2FBatchedBlobReadExec.scala&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=apache#diff-aHVkaS1zcGFyay1kYXRhc291cmNlL2h1ZGktc3BhcmstY29tbW9uL3NyYy9tYWluL3NjYWxhL29yZy9hcGFjaGUvc3Bhcmsvc3FsL2h1ZGkvYmxvYi9CYXRjaGVkQmxvYlJlYWRFeGVjLnNjYWxh)
 | 94.11% | [0 Missing and 1 partial :warning: 
](https://app.codecov.io/gh/apache/hudi/pull/18098?src=pr&el=tree&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=apache)
 |
   | 
[...park/sql/hudi/blob/BatchedBlobReaderStrate

Re: [PR] feat(blob): Read Blobs in Spark SQL [hudi]

[via GitHub]

codecov-commenter commented on PR #18098:
URL: https://github.com/apache/hudi/pull/18098#issuecomment-4269980259

   ## 
[Codecov](https://app.codecov.io/gh/apache/hudi/pull/18098?dropdown=coverage&src=pr&el=h1&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=apache)
 Report
   :x: Patch coverage is `78.84615%` with `88 lines` in your changes missing 
coverage. Please review.
   :white_check_mark: Project coverage is 69.46%. Comparing base 
([`35e2bbf`](https://app.codecov.io/gh/apache/hudi/commit/35e2bbf9813f313006c773b92578db6cb93da9ca?dropdown=coverage&el=desc&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=apache))
 to head 
([`22d2e71`](https://app.codecov.io/gh/apache/hudi/commit/22d2e71a8737b93b3479302a462268ee3a9d39d9?dropdown=coverage&el=desc&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=apache)).
   :warning: Report is 46 commits behind head on master.
   
   | [Files with missing 
lines](https://app.codecov.io/gh/apache/hudi/pull/18098?dropdown=coverage&src=pr&el=tree&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=apache)
 | Patch % | Lines |
   |---|---|---|
   | 
[...apache/spark/sql/hudi/blob/BatchedBlobReader.scala](https://app.codecov.io/gh/apache/hudi/pull/18098?src=pr&el=tree&filepath=hudi-spark-datasource%2Fhudi-spark-common%2Fsrc%2Fmain%2Fscala%2Forg%2Fapache%2Fspark%2Fsql%2Fhudi%2Fblob%2FBatchedBlobReader.scala&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=apache#diff-aHVkaS1zcGFyay1kYXRhc291cmNlL2h1ZGktc3BhcmstY29tbW9uL3NyYy9tYWluL3NjYWxhL29yZy9hcGFjaGUvc3Bhcmsvc3FsL2h1ZGkvYmxvYi9CYXRjaGVkQmxvYlJlYWRlci5zY2FsYQ==)
 | 84.46% | [13 Missing and 28 partials :warning: 
](https://app.codecov.io/gh/apache/hudi/pull/18098?src=pr&el=tree&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=apache)
 |
   | 
[.../org/apache/spark/sql/hudi/blob/ReadBlobRule.scala](https://app.codecov.io/gh/apache/hudi/pull/18098?src=pr&el=tree&filepath=hudi-spark-datasource%2Fhudi-spark-common%2Fsrc%2Fmain%2Fscala%2Forg%2Fapache%2Fspark%2Fsql%2Fhudi%2Fblob%2FReadBlobRule.scala&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=apache#diff-aHVkaS1zcGFyay1kYXRhc291cmNlL2h1ZGktc3BhcmstY29tbW9uL3NyYy9tYWluL3NjYWxhL29yZy9hcGFjaGUvc3Bhcmsvc3FsL2h1ZGkvYmxvYi9SZWFkQmxvYlJ1bGUuc2NhbGE=)
 | 45.33% | [20 Missing and 21 partials :warning: 
](https://app.codecov.io/gh/apache/hudi/pull/18098?src=pr&el=tree&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=apache)
 |
   | 
[...pache/spark/sql/hudi/blob/ReadBlobExpression.scala](https://app.codecov.io/gh/apache/hudi/pull/18098?src=pr&el=tree&filepath=hudi-spark-datasource%2Fhudi-spark-common%2Fsrc%2Fmain%2Fscala%2Forg%2Fapache%2Fspark%2Fsql%2Fhudi%2Fblob%2FReadBlobExpression.scala&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=apache#diff-aHVkaS1zcGFyay1kYXRhc291cmNlL2h1ZGktc3BhcmstY29tbW9uL3NyYy9tYWluL3NjYWxhL29yZy9hcGFjaGUvc3Bhcmsvc3FsL2h1ZGkvYmxvYi9SZWFkQmxvYkV4cHJlc3Npb24uc2NhbGE=)
 | 66.66% | [1 Missing and 1 partial :warning: 
](https://app.codecov.io/gh/apache/hudi/pull/18098?src=pr&el=tree&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=apache)
 |
   | 
[...g/apache/spark/sql/hudi/blob/BatchedBlobRead.scala](https://app.codecov.io/gh/apache/hudi/pull/18098?src=pr&el=tree&filepath=hudi-spark-datasource%2Fhudi-spark-common%2Fsrc%2Fmain%2Fscala%2Forg%2Fapache%2Fspark%2Fsql%2Fhudi%2Fblob%2FBatchedBlobRead.scala&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=apache#diff-aHVkaS1zcGFyay1kYXRhc291cmNlL2h1ZGktc3BhcmstY29tbW9uL3NyYy9tYWluL3NjYWxhL29yZy9hcGFjaGUvc3Bhcmsvc3FsL2h1ZGkvYmxvYi9CYXRjaGVkQmxvYlJlYWQuc2NhbGE=)
 | 88.88% | [0 Missing and 1 partial :warning: 
](https://app.codecov.io/gh/apache/hudi/pull/18098?src=pr&el=tree&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=apache)
 |
   | 
[...ache/spark/sql/hudi/blob/BatchedBlobReadExec.scala](https://app.codecov.io/gh/apache/hudi/pull/18098?src=pr&el=tree&filepath=hudi-spark-datasource%2Fhudi-spark-common%2Fsrc%2Fmain%2Fscala%2Forg%2Fapache%2Fspark%2Fsql%2Fhudi%2Fblob%2FBatchedBlobReadExec.scala&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=apache#diff-aHVkaS1zcGFyay1kYXRhc291cmNlL2h1ZGktc3BhcmstY29tbW9uL3NyYy9tYWluL3NjYWxhL29yZy9hcGFjaGUvc3Bhcmsvc3FsL2h1ZGkvYmxvYi9CYXRjaGVkQmxvYlJlYWRFeGVjLnNjYWxh)
 | 94.11% | [0 Missing and 1 partial :warning: 
](https://app.codecov.io/gh/apache/hudi/pull/18098?src=pr&el=tree&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=apache)
 |
   | 
[...park/sql/hudi/blob/BatchedBlobReaderStrate

Re: [PR] feat(blob): Read Blobs in Spark SQL [hudi]

[via GitHub]

codecov-commenter commented on PR #18098:
URL: https://github.com/apache/hudi/pull/18098#issuecomment-4269973084

   ## 
[Codecov](https://app.codecov.io/gh/apache/hudi/pull/18098?dropdown=coverage&src=pr&el=h1&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=apache)
 Report
   :x: Patch coverage is `78.84615%` with `88 lines` in your changes missing 
coverage. Please review.
   :white_check_mark: Project coverage is 69.46%. Comparing base 
([`35e2bbf`](https://app.codecov.io/gh/apache/hudi/commit/35e2bbf9813f313006c773b92578db6cb93da9ca?dropdown=coverage&el=desc&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=apache))
 to head 
([`22d2e71`](https://app.codecov.io/gh/apache/hudi/commit/22d2e71a8737b93b3479302a462268ee3a9d39d9?dropdown=coverage&el=desc&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=apache)).
   :warning: Report is 46 commits behind head on master.
   
   | [Files with missing 
lines](https://app.codecov.io/gh/apache/hudi/pull/18098?dropdown=coverage&src=pr&el=tree&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=apache)
 | Patch % | Lines |
   |---|---|---|
   | 
[...apache/spark/sql/hudi/blob/BatchedBlobReader.scala](https://app.codecov.io/gh/apache/hudi/pull/18098?src=pr&el=tree&filepath=hudi-spark-datasource%2Fhudi-spark-common%2Fsrc%2Fmain%2Fscala%2Forg%2Fapache%2Fspark%2Fsql%2Fhudi%2Fblob%2FBatchedBlobReader.scala&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=apache#diff-aHVkaS1zcGFyay1kYXRhc291cmNlL2h1ZGktc3BhcmstY29tbW9uL3NyYy9tYWluL3NjYWxhL29yZy9hcGFjaGUvc3Bhcmsvc3FsL2h1ZGkvYmxvYi9CYXRjaGVkQmxvYlJlYWRlci5zY2FsYQ==)
 | 84.46% | [13 Missing and 28 partials :warning: 
](https://app.codecov.io/gh/apache/hudi/pull/18098?src=pr&el=tree&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=apache)
 |
   | 
[.../org/apache/spark/sql/hudi/blob/ReadBlobRule.scala](https://app.codecov.io/gh/apache/hudi/pull/18098?src=pr&el=tree&filepath=hudi-spark-datasource%2Fhudi-spark-common%2Fsrc%2Fmain%2Fscala%2Forg%2Fapache%2Fspark%2Fsql%2Fhudi%2Fblob%2FReadBlobRule.scala&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=apache#diff-aHVkaS1zcGFyay1kYXRhc291cmNlL2h1ZGktc3BhcmstY29tbW9uL3NyYy9tYWluL3NjYWxhL29yZy9hcGFjaGUvc3Bhcmsvc3FsL2h1ZGkvYmxvYi9SZWFkQmxvYlJ1bGUuc2NhbGE=)
 | 45.33% | [20 Missing and 21 partials :warning: 
](https://app.codecov.io/gh/apache/hudi/pull/18098?src=pr&el=tree&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=apache)
 |
   | 
[...pache/spark/sql/hudi/blob/ReadBlobExpression.scala](https://app.codecov.io/gh/apache/hudi/pull/18098?src=pr&el=tree&filepath=hudi-spark-datasource%2Fhudi-spark-common%2Fsrc%2Fmain%2Fscala%2Forg%2Fapache%2Fspark%2Fsql%2Fhudi%2Fblob%2FReadBlobExpression.scala&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=apache#diff-aHVkaS1zcGFyay1kYXRhc291cmNlL2h1ZGktc3BhcmstY29tbW9uL3NyYy9tYWluL3NjYWxhL29yZy9hcGFjaGUvc3Bhcmsvc3FsL2h1ZGkvYmxvYi9SZWFkQmxvYkV4cHJlc3Npb24uc2NhbGE=)
 | 66.66% | [1 Missing and 1 partial :warning: 
](https://app.codecov.io/gh/apache/hudi/pull/18098?src=pr&el=tree&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=apache)
 |
   | 
[...g/apache/spark/sql/hudi/blob/BatchedBlobRead.scala](https://app.codecov.io/gh/apache/hudi/pull/18098?src=pr&el=tree&filepath=hudi-spark-datasource%2Fhudi-spark-common%2Fsrc%2Fmain%2Fscala%2Forg%2Fapache%2Fspark%2Fsql%2Fhudi%2Fblob%2FBatchedBlobRead.scala&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=apache#diff-aHVkaS1zcGFyay1kYXRhc291cmNlL2h1ZGktc3BhcmstY29tbW9uL3NyYy9tYWluL3NjYWxhL29yZy9hcGFjaGUvc3Bhcmsvc3FsL2h1ZGkvYmxvYi9CYXRjaGVkQmxvYlJlYWQuc2NhbGE=)
 | 88.88% | [0 Missing and 1 partial :warning: 
](https://app.codecov.io/gh/apache/hudi/pull/18098?src=pr&el=tree&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=apache)
 |
   | 
[...ache/spark/sql/hudi/blob/BatchedBlobReadExec.scala](https://app.codecov.io/gh/apache/hudi/pull/18098?src=pr&el=tree&filepath=hudi-spark-datasource%2Fhudi-spark-common%2Fsrc%2Fmain%2Fscala%2Forg%2Fapache%2Fspark%2Fsql%2Fhudi%2Fblob%2FBatchedBlobReadExec.scala&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=apache#diff-aHVkaS1zcGFyay1kYXRhc291cmNlL2h1ZGktc3BhcmstY29tbW9uL3NyYy9tYWluL3NjYWxhL29yZy9hcGFjaGUvc3Bhcmsvc3FsL2h1ZGkvYmxvYi9CYXRjaGVkQmxvYlJlYWRFeGVjLnNjYWxh)
 | 94.11% | [0 Missing and 1 partial :warning: 
](https://app.codecov.io/gh/apache/hudi/pull/18098?src=pr&el=tree&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=apache)
 |
   | 
[...park/sql/hudi/blob/BatchedBlobReaderStrate

Re: [PR] feat(blob): Read Blobs in Spark SQL [hudi]

[via GitHub]

codecov-commenter commented on PR #18098:
URL: https://github.com/apache/hudi/pull/18098#issuecomment-4269955054

   ## 
[Codecov](https://app.codecov.io/gh/apache/hudi/pull/18098?dropdown=coverage&src=pr&el=h1&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=apache)
 Report
   :x: Patch coverage is `78.84615%` with `88 lines` in your changes missing 
coverage. Please review.
   :white_check_mark: Project coverage is 68.70%. Comparing base 
([`35e2bbf`](https://app.codecov.io/gh/apache/hudi/commit/35e2bbf9813f313006c773b92578db6cb93da9ca?dropdown=coverage&el=desc&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=apache))
 to head 
([`22d2e71`](https://app.codecov.io/gh/apache/hudi/commit/22d2e71a8737b93b3479302a462268ee3a9d39d9?dropdown=coverage&el=desc&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=apache)).
   :warning: Report is 46 commits behind head on master.
   
   | [Files with missing 
lines](https://app.codecov.io/gh/apache/hudi/pull/18098?dropdown=coverage&src=pr&el=tree&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=apache)
 | Patch % | Lines |
   |---|---|---|
   | 
[...apache/spark/sql/hudi/blob/BatchedBlobReader.scala](https://app.codecov.io/gh/apache/hudi/pull/18098?src=pr&el=tree&filepath=hudi-spark-datasource%2Fhudi-spark-common%2Fsrc%2Fmain%2Fscala%2Forg%2Fapache%2Fspark%2Fsql%2Fhudi%2Fblob%2FBatchedBlobReader.scala&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=apache#diff-aHVkaS1zcGFyay1kYXRhc291cmNlL2h1ZGktc3BhcmstY29tbW9uL3NyYy9tYWluL3NjYWxhL29yZy9hcGFjaGUvc3Bhcmsvc3FsL2h1ZGkvYmxvYi9CYXRjaGVkQmxvYlJlYWRlci5zY2FsYQ==)
 | 84.46% | [13 Missing and 28 partials :warning: 
](https://app.codecov.io/gh/apache/hudi/pull/18098?src=pr&el=tree&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=apache)
 |
   | 
[.../org/apache/spark/sql/hudi/blob/ReadBlobRule.scala](https://app.codecov.io/gh/apache/hudi/pull/18098?src=pr&el=tree&filepath=hudi-spark-datasource%2Fhudi-spark-common%2Fsrc%2Fmain%2Fscala%2Forg%2Fapache%2Fspark%2Fsql%2Fhudi%2Fblob%2FReadBlobRule.scala&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=apache#diff-aHVkaS1zcGFyay1kYXRhc291cmNlL2h1ZGktc3BhcmstY29tbW9uL3NyYy9tYWluL3NjYWxhL29yZy9hcGFjaGUvc3Bhcmsvc3FsL2h1ZGkvYmxvYi9SZWFkQmxvYlJ1bGUuc2NhbGE=)
 | 45.33% | [20 Missing and 21 partials :warning: 
](https://app.codecov.io/gh/apache/hudi/pull/18098?src=pr&el=tree&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=apache)
 |
   | 
[...pache/spark/sql/hudi/blob/ReadBlobExpression.scala](https://app.codecov.io/gh/apache/hudi/pull/18098?src=pr&el=tree&filepath=hudi-spark-datasource%2Fhudi-spark-common%2Fsrc%2Fmain%2Fscala%2Forg%2Fapache%2Fspark%2Fsql%2Fhudi%2Fblob%2FReadBlobExpression.scala&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=apache#diff-aHVkaS1zcGFyay1kYXRhc291cmNlL2h1ZGktc3BhcmstY29tbW9uL3NyYy9tYWluL3NjYWxhL29yZy9hcGFjaGUvc3Bhcmsvc3FsL2h1ZGkvYmxvYi9SZWFkQmxvYkV4cHJlc3Npb24uc2NhbGE=)
 | 66.66% | [1 Missing and 1 partial :warning: 
](https://app.codecov.io/gh/apache/hudi/pull/18098?src=pr&el=tree&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=apache)
 |
   | 
[...g/apache/spark/sql/hudi/blob/BatchedBlobRead.scala](https://app.codecov.io/gh/apache/hudi/pull/18098?src=pr&el=tree&filepath=hudi-spark-datasource%2Fhudi-spark-common%2Fsrc%2Fmain%2Fscala%2Forg%2Fapache%2Fspark%2Fsql%2Fhudi%2Fblob%2FBatchedBlobRead.scala&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=apache#diff-aHVkaS1zcGFyay1kYXRhc291cmNlL2h1ZGktc3BhcmstY29tbW9uL3NyYy9tYWluL3NjYWxhL29yZy9hcGFjaGUvc3Bhcmsvc3FsL2h1ZGkvYmxvYi9CYXRjaGVkQmxvYlJlYWQuc2NhbGE=)
 | 88.88% | [0 Missing and 1 partial :warning: 
](https://app.codecov.io/gh/apache/hudi/pull/18098?src=pr&el=tree&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=apache)
 |
   | 
[...ache/spark/sql/hudi/blob/BatchedBlobReadExec.scala](https://app.codecov.io/gh/apache/hudi/pull/18098?src=pr&el=tree&filepath=hudi-spark-datasource%2Fhudi-spark-common%2Fsrc%2Fmain%2Fscala%2Forg%2Fapache%2Fspark%2Fsql%2Fhudi%2Fblob%2FBatchedBlobReadExec.scala&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=apache#diff-aHVkaS1zcGFyay1kYXRhc291cmNlL2h1ZGktc3BhcmstY29tbW9uL3NyYy9tYWluL3NjYWxhL29yZy9hcGFjaGUvc3Bhcmsvc3FsL2h1ZGkvYmxvYi9CYXRjaGVkQmxvYlJlYWRFeGVjLnNjYWxh)
 | 94.11% | [0 Missing and 1 partial :warning: 
](https://app.codecov.io/gh/apache/hudi/pull/18098?src=pr&el=tree&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=apache)
 |
   | 
[...park/sql/hudi/blob/BatchedBlobReaderStrate

Re: [PR] feat(blob): Read Blobs in Spark SQL [hudi]

[via GitHub]

codecov-commenter commented on PR #18098:
URL: https://github.com/apache/hudi/pull/18098#issuecomment-4269916950

   ## 
[Codecov](https://app.codecov.io/gh/apache/hudi/pull/18098?dropdown=coverage&src=pr&el=h1&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=apache)
 Report
   :x: Patch coverage is `78.84615%` with `88 lines` in your changes missing 
coverage. Please review.
   :white_check_mark: Project coverage is 68.64%. Comparing base 
([`35e2bbf`](https://app.codecov.io/gh/apache/hudi/commit/35e2bbf9813f313006c773b92578db6cb93da9ca?dropdown=coverage&el=desc&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=apache))
 to head 
([`22d2e71`](https://app.codecov.io/gh/apache/hudi/commit/22d2e71a8737b93b3479302a462268ee3a9d39d9?dropdown=coverage&el=desc&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=apache)).
   :warning: Report is 46 commits behind head on master.
   
   | [Files with missing 
lines](https://app.codecov.io/gh/apache/hudi/pull/18098?dropdown=coverage&src=pr&el=tree&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=apache)
 | Patch % | Lines |
   |---|---|---|
   | 
[...apache/spark/sql/hudi/blob/BatchedBlobReader.scala](https://app.codecov.io/gh/apache/hudi/pull/18098?src=pr&el=tree&filepath=hudi-spark-datasource%2Fhudi-spark-common%2Fsrc%2Fmain%2Fscala%2Forg%2Fapache%2Fspark%2Fsql%2Fhudi%2Fblob%2FBatchedBlobReader.scala&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=apache#diff-aHVkaS1zcGFyay1kYXRhc291cmNlL2h1ZGktc3BhcmstY29tbW9uL3NyYy9tYWluL3NjYWxhL29yZy9hcGFjaGUvc3Bhcmsvc3FsL2h1ZGkvYmxvYi9CYXRjaGVkQmxvYlJlYWRlci5zY2FsYQ==)
 | 84.46% | [13 Missing and 28 partials :warning: 
](https://app.codecov.io/gh/apache/hudi/pull/18098?src=pr&el=tree&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=apache)
 |
   | 
[.../org/apache/spark/sql/hudi/blob/ReadBlobRule.scala](https://app.codecov.io/gh/apache/hudi/pull/18098?src=pr&el=tree&filepath=hudi-spark-datasource%2Fhudi-spark-common%2Fsrc%2Fmain%2Fscala%2Forg%2Fapache%2Fspark%2Fsql%2Fhudi%2Fblob%2FReadBlobRule.scala&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=apache#diff-aHVkaS1zcGFyay1kYXRhc291cmNlL2h1ZGktc3BhcmstY29tbW9uL3NyYy9tYWluL3NjYWxhL29yZy9hcGFjaGUvc3Bhcmsvc3FsL2h1ZGkvYmxvYi9SZWFkQmxvYlJ1bGUuc2NhbGE=)
 | 45.33% | [20 Missing and 21 partials :warning: 
](https://app.codecov.io/gh/apache/hudi/pull/18098?src=pr&el=tree&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=apache)
 |
   | 
[...pache/spark/sql/hudi/blob/ReadBlobExpression.scala](https://app.codecov.io/gh/apache/hudi/pull/18098?src=pr&el=tree&filepath=hudi-spark-datasource%2Fhudi-spark-common%2Fsrc%2Fmain%2Fscala%2Forg%2Fapache%2Fspark%2Fsql%2Fhudi%2Fblob%2FReadBlobExpression.scala&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=apache#diff-aHVkaS1zcGFyay1kYXRhc291cmNlL2h1ZGktc3BhcmstY29tbW9uL3NyYy9tYWluL3NjYWxhL29yZy9hcGFjaGUvc3Bhcmsvc3FsL2h1ZGkvYmxvYi9SZWFkQmxvYkV4cHJlc3Npb24uc2NhbGE=)
 | 66.66% | [1 Missing and 1 partial :warning: 
](https://app.codecov.io/gh/apache/hudi/pull/18098?src=pr&el=tree&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=apache)
 |
   | 
[...g/apache/spark/sql/hudi/blob/BatchedBlobRead.scala](https://app.codecov.io/gh/apache/hudi/pull/18098?src=pr&el=tree&filepath=hudi-spark-datasource%2Fhudi-spark-common%2Fsrc%2Fmain%2Fscala%2Forg%2Fapache%2Fspark%2Fsql%2Fhudi%2Fblob%2FBatchedBlobRead.scala&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=apache#diff-aHVkaS1zcGFyay1kYXRhc291cmNlL2h1ZGktc3BhcmstY29tbW9uL3NyYy9tYWluL3NjYWxhL29yZy9hcGFjaGUvc3Bhcmsvc3FsL2h1ZGkvYmxvYi9CYXRjaGVkQmxvYlJlYWQuc2NhbGE=)
 | 88.88% | [0 Missing and 1 partial :warning: 
](https://app.codecov.io/gh/apache/hudi/pull/18098?src=pr&el=tree&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=apache)
 |
   | 
[...ache/spark/sql/hudi/blob/BatchedBlobReadExec.scala](https://app.codecov.io/gh/apache/hudi/pull/18098?src=pr&el=tree&filepath=hudi-spark-datasource%2Fhudi-spark-common%2Fsrc%2Fmain%2Fscala%2Forg%2Fapache%2Fspark%2Fsql%2Fhudi%2Fblob%2FBatchedBlobReadExec.scala&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=apache#diff-aHVkaS1zcGFyay1kYXRhc291cmNlL2h1ZGktc3BhcmstY29tbW9uL3NyYy9tYWluL3NjYWxhL29yZy9hcGFjaGUvc3Bhcmsvc3FsL2h1ZGkvYmxvYi9CYXRjaGVkQmxvYlJlYWRFeGVjLnNjYWxh)
 | 94.11% | [0 Missing and 1 partial :warning: 
](https://app.codecov.io/gh/apache/hudi/pull/18098?src=pr&el=tree&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=apache)
 |
   | 
[...park/sql/hudi/blob/BatchedBlobReaderStrate

Re: [PR] feat(blob): Read Blobs in Spark SQL [hudi]

[via GitHub]

codecov-commenter commented on PR #18098:
URL: https://github.com/apache/hudi/pull/18098#issuecomment-4269910122

   ## 
[Codecov](https://app.codecov.io/gh/apache/hudi/pull/18098?dropdown=coverage&src=pr&el=h1&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=apache)
 Report
   :x: Patch coverage is `78.84615%` with `88 lines` in your changes missing 
coverage. Please review.
   :white_check_mark: Project coverage is 68.53%. Comparing base 
([`35e2bbf`](https://app.codecov.io/gh/apache/hudi/commit/35e2bbf9813f313006c773b92578db6cb93da9ca?dropdown=coverage&el=desc&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=apache))
 to head 
([`22d2e71`](https://app.codecov.io/gh/apache/hudi/commit/22d2e71a8737b93b3479302a462268ee3a9d39d9?dropdown=coverage&el=desc&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=apache)).
   :warning: Report is 46 commits behind head on master.
   
   | [Files with missing 
lines](https://app.codecov.io/gh/apache/hudi/pull/18098?dropdown=coverage&src=pr&el=tree&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=apache)
 | Patch % | Lines |
   |---|---|---|
   | 
[...apache/spark/sql/hudi/blob/BatchedBlobReader.scala](https://app.codecov.io/gh/apache/hudi/pull/18098?src=pr&el=tree&filepath=hudi-spark-datasource%2Fhudi-spark-common%2Fsrc%2Fmain%2Fscala%2Forg%2Fapache%2Fspark%2Fsql%2Fhudi%2Fblob%2FBatchedBlobReader.scala&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=apache#diff-aHVkaS1zcGFyay1kYXRhc291cmNlL2h1ZGktc3BhcmstY29tbW9uL3NyYy9tYWluL3NjYWxhL29yZy9hcGFjaGUvc3Bhcmsvc3FsL2h1ZGkvYmxvYi9CYXRjaGVkQmxvYlJlYWRlci5zY2FsYQ==)
 | 84.46% | [13 Missing and 28 partials :warning: 
](https://app.codecov.io/gh/apache/hudi/pull/18098?src=pr&el=tree&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=apache)
 |
   | 
[.../org/apache/spark/sql/hudi/blob/ReadBlobRule.scala](https://app.codecov.io/gh/apache/hudi/pull/18098?src=pr&el=tree&filepath=hudi-spark-datasource%2Fhudi-spark-common%2Fsrc%2Fmain%2Fscala%2Forg%2Fapache%2Fspark%2Fsql%2Fhudi%2Fblob%2FReadBlobRule.scala&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=apache#diff-aHVkaS1zcGFyay1kYXRhc291cmNlL2h1ZGktc3BhcmstY29tbW9uL3NyYy9tYWluL3NjYWxhL29yZy9hcGFjaGUvc3Bhcmsvc3FsL2h1ZGkvYmxvYi9SZWFkQmxvYlJ1bGUuc2NhbGE=)
 | 45.33% | [20 Missing and 21 partials :warning: 
](https://app.codecov.io/gh/apache/hudi/pull/18098?src=pr&el=tree&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=apache)
 |
   | 
[...pache/spark/sql/hudi/blob/ReadBlobExpression.scala](https://app.codecov.io/gh/apache/hudi/pull/18098?src=pr&el=tree&filepath=hudi-spark-datasource%2Fhudi-spark-common%2Fsrc%2Fmain%2Fscala%2Forg%2Fapache%2Fspark%2Fsql%2Fhudi%2Fblob%2FReadBlobExpression.scala&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=apache#diff-aHVkaS1zcGFyay1kYXRhc291cmNlL2h1ZGktc3BhcmstY29tbW9uL3NyYy9tYWluL3NjYWxhL29yZy9hcGFjaGUvc3Bhcmsvc3FsL2h1ZGkvYmxvYi9SZWFkQmxvYkV4cHJlc3Npb24uc2NhbGE=)
 | 66.66% | [1 Missing and 1 partial :warning: 
](https://app.codecov.io/gh/apache/hudi/pull/18098?src=pr&el=tree&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=apache)
 |
   | 
[...g/apache/spark/sql/hudi/blob/BatchedBlobRead.scala](https://app.codecov.io/gh/apache/hudi/pull/18098?src=pr&el=tree&filepath=hudi-spark-datasource%2Fhudi-spark-common%2Fsrc%2Fmain%2Fscala%2Forg%2Fapache%2Fspark%2Fsql%2Fhudi%2Fblob%2FBatchedBlobRead.scala&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=apache#diff-aHVkaS1zcGFyay1kYXRhc291cmNlL2h1ZGktc3BhcmstY29tbW9uL3NyYy9tYWluL3NjYWxhL29yZy9hcGFjaGUvc3Bhcmsvc3FsL2h1ZGkvYmxvYi9CYXRjaGVkQmxvYlJlYWQuc2NhbGE=)
 | 88.88% | [0 Missing and 1 partial :warning: 
](https://app.codecov.io/gh/apache/hudi/pull/18098?src=pr&el=tree&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=apache)
 |
   | 
[...ache/spark/sql/hudi/blob/BatchedBlobReadExec.scala](https://app.codecov.io/gh/apache/hudi/pull/18098?src=pr&el=tree&filepath=hudi-spark-datasource%2Fhudi-spark-common%2Fsrc%2Fmain%2Fscala%2Forg%2Fapache%2Fspark%2Fsql%2Fhudi%2Fblob%2FBatchedBlobReadExec.scala&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=apache#diff-aHVkaS1zcGFyay1kYXRhc291cmNlL2h1ZGktc3BhcmstY29tbW9uL3NyYy9tYWluL3NjYWxhL29yZy9hcGFjaGUvc3Bhcmsvc3FsL2h1ZGkvYmxvYi9CYXRjaGVkQmxvYlJlYWRFeGVjLnNjYWxh)
 | 94.11% | [0 Missing and 1 partial :warning: 
](https://app.codecov.io/gh/apache/hudi/pull/18098?src=pr&el=tree&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=apache)
 |
   | 
[...park/sql/hudi/blob/BatchedBlobReaderStrate

Re: [PR] feat(blob): Read Blobs in Spark SQL [hudi]

[via GitHub]

codecov-commenter commented on PR #18098:
URL: https://github.com/apache/hudi/pull/18098#issuecomment-4269900530

   ## 
[Codecov](https://app.codecov.io/gh/apache/hudi/pull/18098?dropdown=coverage&src=pr&el=h1&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=apache)
 Report
   :x: Patch coverage is `78.84615%` with `88 lines` in your changes missing 
coverage. Please review.
   :white_check_mark: Project coverage is 68.42%. Comparing base 
([`35e2bbf`](https://app.codecov.io/gh/apache/hudi/commit/35e2bbf9813f313006c773b92578db6cb93da9ca?dropdown=coverage&el=desc&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=apache))
 to head 
([`22d2e71`](https://app.codecov.io/gh/apache/hudi/commit/22d2e71a8737b93b3479302a462268ee3a9d39d9?dropdown=coverage&el=desc&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=apache)).
   :warning: Report is 46 commits behind head on master.
   
   | [Files with missing 
lines](https://app.codecov.io/gh/apache/hudi/pull/18098?dropdown=coverage&src=pr&el=tree&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=apache)
 | Patch % | Lines |
   |---|---|---|
   | 
[...apache/spark/sql/hudi/blob/BatchedBlobReader.scala](https://app.codecov.io/gh/apache/hudi/pull/18098?src=pr&el=tree&filepath=hudi-spark-datasource%2Fhudi-spark-common%2Fsrc%2Fmain%2Fscala%2Forg%2Fapache%2Fspark%2Fsql%2Fhudi%2Fblob%2FBatchedBlobReader.scala&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=apache#diff-aHVkaS1zcGFyay1kYXRhc291cmNlL2h1ZGktc3BhcmstY29tbW9uL3NyYy9tYWluL3NjYWxhL29yZy9hcGFjaGUvc3Bhcmsvc3FsL2h1ZGkvYmxvYi9CYXRjaGVkQmxvYlJlYWRlci5zY2FsYQ==)
 | 84.46% | [13 Missing and 28 partials :warning: 
](https://app.codecov.io/gh/apache/hudi/pull/18098?src=pr&el=tree&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=apache)
 |
   | 
[.../org/apache/spark/sql/hudi/blob/ReadBlobRule.scala](https://app.codecov.io/gh/apache/hudi/pull/18098?src=pr&el=tree&filepath=hudi-spark-datasource%2Fhudi-spark-common%2Fsrc%2Fmain%2Fscala%2Forg%2Fapache%2Fspark%2Fsql%2Fhudi%2Fblob%2FReadBlobRule.scala&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=apache#diff-aHVkaS1zcGFyay1kYXRhc291cmNlL2h1ZGktc3BhcmstY29tbW9uL3NyYy9tYWluL3NjYWxhL29yZy9hcGFjaGUvc3Bhcmsvc3FsL2h1ZGkvYmxvYi9SZWFkQmxvYlJ1bGUuc2NhbGE=)
 | 45.33% | [20 Missing and 21 partials :warning: 
](https://app.codecov.io/gh/apache/hudi/pull/18098?src=pr&el=tree&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=apache)
 |
   | 
[...pache/spark/sql/hudi/blob/ReadBlobExpression.scala](https://app.codecov.io/gh/apache/hudi/pull/18098?src=pr&el=tree&filepath=hudi-spark-datasource%2Fhudi-spark-common%2Fsrc%2Fmain%2Fscala%2Forg%2Fapache%2Fspark%2Fsql%2Fhudi%2Fblob%2FReadBlobExpression.scala&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=apache#diff-aHVkaS1zcGFyay1kYXRhc291cmNlL2h1ZGktc3BhcmstY29tbW9uL3NyYy9tYWluL3NjYWxhL29yZy9hcGFjaGUvc3Bhcmsvc3FsL2h1ZGkvYmxvYi9SZWFkQmxvYkV4cHJlc3Npb24uc2NhbGE=)
 | 66.66% | [1 Missing and 1 partial :warning: 
](https://app.codecov.io/gh/apache/hudi/pull/18098?src=pr&el=tree&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=apache)
 |
   | 
[...g/apache/spark/sql/hudi/blob/BatchedBlobRead.scala](https://app.codecov.io/gh/apache/hudi/pull/18098?src=pr&el=tree&filepath=hudi-spark-datasource%2Fhudi-spark-common%2Fsrc%2Fmain%2Fscala%2Forg%2Fapache%2Fspark%2Fsql%2Fhudi%2Fblob%2FBatchedBlobRead.scala&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=apache#diff-aHVkaS1zcGFyay1kYXRhc291cmNlL2h1ZGktc3BhcmstY29tbW9uL3NyYy9tYWluL3NjYWxhL29yZy9hcGFjaGUvc3Bhcmsvc3FsL2h1ZGkvYmxvYi9CYXRjaGVkQmxvYlJlYWQuc2NhbGE=)
 | 88.88% | [0 Missing and 1 partial :warning: 
](https://app.codecov.io/gh/apache/hudi/pull/18098?src=pr&el=tree&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=apache)
 |
   | 
[...ache/spark/sql/hudi/blob/BatchedBlobReadExec.scala](https://app.codecov.io/gh/apache/hudi/pull/18098?src=pr&el=tree&filepath=hudi-spark-datasource%2Fhudi-spark-common%2Fsrc%2Fmain%2Fscala%2Forg%2Fapache%2Fspark%2Fsql%2Fhudi%2Fblob%2FBatchedBlobReadExec.scala&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=apache#diff-aHVkaS1zcGFyay1kYXRhc291cmNlL2h1ZGktc3BhcmstY29tbW9uL3NyYy9tYWluL3NjYWxhL29yZy9hcGFjaGUvc3Bhcmsvc3FsL2h1ZGkvYmxvYi9CYXRjaGVkQmxvYlJlYWRFeGVjLnNjYWxh)
 | 94.11% | [0 Missing and 1 partial :warning: 
](https://app.codecov.io/gh/apache/hudi/pull/18098?src=pr&el=tree&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=apache)
 |
   | 
[...park/sql/hudi/blob/BatchedBlobReaderStrate

Re: [PR] feat(blob): Read Blobs in Spark SQL [hudi]

[via GitHub]

codecov-commenter commented on PR #18098:
URL: https://github.com/apache/hudi/pull/18098#issuecomment-4269895008

   ## 
[Codecov](https://app.codecov.io/gh/apache/hudi/pull/18098?dropdown=coverage&src=pr&el=h1&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=apache)
 Report
   :x: Patch coverage is `6.97115%` with `387 lines` in your changes missing 
coverage. Please review.
   :white_check_mark: Project coverage is 66.65%. Comparing base 
([`35e2bbf`](https://app.codecov.io/gh/apache/hudi/commit/35e2bbf9813f313006c773b92578db6cb93da9ca?dropdown=coverage&el=desc&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=apache))
 to head 
([`22d2e71`](https://app.codecov.io/gh/apache/hudi/commit/22d2e71a8737b93b3479302a462268ee3a9d39d9?dropdown=coverage&el=desc&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=apache)).
   :warning: Report is 46 commits behind head on master.
   
   | [Files with missing 
lines](https://app.codecov.io/gh/apache/hudi/pull/18098?dropdown=coverage&src=pr&el=tree&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=apache)
 | Patch % | Lines |
   |---|---|---|
   | 
[...apache/spark/sql/hudi/blob/BatchedBlobReader.scala](https://app.codecov.io/gh/apache/hudi/pull/18098?src=pr&el=tree&filepath=hudi-spark-datasource%2Fhudi-spark-common%2Fsrc%2Fmain%2Fscala%2Forg%2Fapache%2Fspark%2Fsql%2Fhudi%2Fblob%2FBatchedBlobReader.scala&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=apache#diff-aHVkaS1zcGFyay1kYXRhc291cmNlL2h1ZGktc3BhcmstY29tbW9uL3NyYy9tYWluL3NjYWxhL29yZy9hcGFjaGUvc3Bhcmsvc3FsL2h1ZGkvYmxvYi9CYXRjaGVkQmxvYlJlYWRlci5zY2FsYQ==)
 | 0.00% | [264 Missing :warning: 
](https://app.codecov.io/gh/apache/hudi/pull/18098?src=pr&el=tree&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=apache)
 |
   | 
[.../org/apache/spark/sql/hudi/blob/ReadBlobRule.scala](https://app.codecov.io/gh/apache/hudi/pull/18098?src=pr&el=tree&filepath=hudi-spark-datasource%2Fhudi-spark-common%2Fsrc%2Fmain%2Fscala%2Forg%2Fapache%2Fspark%2Fsql%2Fhudi%2Fblob%2FReadBlobRule.scala&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=apache#diff-aHVkaS1zcGFyay1kYXRhc291cmNlL2h1ZGktc3BhcmstY29tbW9uL3NyYy9tYWluL3NjYWxhL29yZy9hcGFjaGUvc3Bhcmsvc3FsL2h1ZGkvYmxvYi9SZWFkQmxvYlJ1bGUuc2NhbGE=)
 | 5.33% | [62 Missing and 9 partials :warning: 
](https://app.codecov.io/gh/apache/hudi/pull/18098?src=pr&el=tree&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=apache)
 |
   | 
[...park/sql/hudi/blob/BatchedBlobReaderStrategy.scala](https://app.codecov.io/gh/apache/hudi/pull/18098?src=pr&el=tree&filepath=hudi-spark-datasource%2Fhudi-spark-common%2Fsrc%2Fmain%2Fscala%2Forg%2Fapache%2Fspark%2Fsql%2Fhudi%2Fblob%2FBatchedBlobReaderStrategy.scala&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=apache#diff-aHVkaS1zcGFyay1kYXRhc291cmNlL2h1ZGktc3BhcmstY29tbW9uL3NyYy9tYWluL3NjYWxhL29yZy9hcGFjaGUvc3Bhcmsvc3FsL2h1ZGkvYmxvYi9CYXRjaGVkQmxvYlJlYWRlclN0cmF0ZWd5LnNjYWxh)
 | 10.00% | [17 Missing and 1 partial :warning: 
](https://app.codecov.io/gh/apache/hudi/pull/18098?src=pr&el=tree&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=apache)
 |
   | 
[...ache/spark/sql/hudi/blob/BatchedBlobReadExec.scala](https://app.codecov.io/gh/apache/hudi/pull/18098?src=pr&el=tree&filepath=hudi-spark-datasource%2Fhudi-spark-common%2Fsrc%2Fmain%2Fscala%2Forg%2Fapache%2Fspark%2Fsql%2Fhudi%2Fblob%2FBatchedBlobReadExec.scala&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=apache#diff-aHVkaS1zcGFyay1kYXRhc291cmNlL2h1ZGktc3BhcmstY29tbW9uL3NyYy9tYWluL3NjYWxhL29yZy9hcGFjaGUvc3Bhcmsvc3FsL2h1ZGkvYmxvYi9CYXRjaGVkQmxvYlJlYWRFeGVjLnNjYWxh)
 | 0.00% | [17 Missing :warning: 
](https://app.codecov.io/gh/apache/hudi/pull/18098?src=pr&el=tree&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=apache)
 |
   | 
[...g/apache/spark/sql/hudi/blob/BatchedBlobRead.scala](https://app.codecov.io/gh/apache/hudi/pull/18098?src=pr&el=tree&filepath=hudi-spark-datasource%2Fhudi-spark-common%2Fsrc%2Fmain%2Fscala%2Forg%2Fapache%2Fspark%2Fsql%2Fhudi%2Fblob%2FBatchedBlobRead.scala&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=apache#diff-aHVkaS1zcGFyay1kYXRhc291cmNlL2h1ZGktc3BhcmstY29tbW9uL3NyYy9tYWluL3NjYWxhL29yZy9hcGFjaGUvc3Bhcmsvc3FsL2h1ZGkvYmxvYi9CYXRjaGVkQmxvYlJlYWQuc2NhbGE=)
 | 0.00% | [9 Missing :warning: 
](https://app.codecov.io/gh/apache/hudi/pull/18098?src=pr&el=tree&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=apache)
 |
   | 
[...pache/spark/sql/hudi/blob/ReadBlobExpression.scala](https://app.codecov.i

Re: [PR] feat(blob): Read Blobs in Spark SQL [hudi]

[via GitHub]

codecov-commenter commented on PR #18098:
URL: https://github.com/apache/hudi/pull/18098#issuecomment-4269861890

   ## 
[Codecov](https://app.codecov.io/gh/apache/hudi/pull/18098?dropdown=coverage&src=pr&el=h1&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=apache)
 Report
   :x: Patch coverage is `6.97115%` with `387 lines` in your changes missing 
coverage. Please review.
   :white_check_mark: Project coverage is 61.87%. Comparing base 
([`35e2bbf`](https://app.codecov.io/gh/apache/hudi/commit/35e2bbf9813f313006c773b92578db6cb93da9ca?dropdown=coverage&el=desc&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=apache))
 to head 
([`22d2e71`](https://app.codecov.io/gh/apache/hudi/commit/22d2e71a8737b93b3479302a462268ee3a9d39d9?dropdown=coverage&el=desc&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=apache)).
   :warning: Report is 45 commits behind head on master.
   
   | [Files with missing 
lines](https://app.codecov.io/gh/apache/hudi/pull/18098?dropdown=coverage&src=pr&el=tree&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=apache)
 | Patch % | Lines |
   |---|---|---|
   | 
[...apache/spark/sql/hudi/blob/BatchedBlobReader.scala](https://app.codecov.io/gh/apache/hudi/pull/18098?src=pr&el=tree&filepath=hudi-spark-datasource%2Fhudi-spark-common%2Fsrc%2Fmain%2Fscala%2Forg%2Fapache%2Fspark%2Fsql%2Fhudi%2Fblob%2FBatchedBlobReader.scala&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=apache#diff-aHVkaS1zcGFyay1kYXRhc291cmNlL2h1ZGktc3BhcmstY29tbW9uL3NyYy9tYWluL3NjYWxhL29yZy9hcGFjaGUvc3Bhcmsvc3FsL2h1ZGkvYmxvYi9CYXRjaGVkQmxvYlJlYWRlci5zY2FsYQ==)
 | 0.00% | [264 Missing :warning: 
](https://app.codecov.io/gh/apache/hudi/pull/18098?src=pr&el=tree&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=apache)
 |
   | 
[.../org/apache/spark/sql/hudi/blob/ReadBlobRule.scala](https://app.codecov.io/gh/apache/hudi/pull/18098?src=pr&el=tree&filepath=hudi-spark-datasource%2Fhudi-spark-common%2Fsrc%2Fmain%2Fscala%2Forg%2Fapache%2Fspark%2Fsql%2Fhudi%2Fblob%2FReadBlobRule.scala&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=apache#diff-aHVkaS1zcGFyay1kYXRhc291cmNlL2h1ZGktc3BhcmstY29tbW9uL3NyYy9tYWluL3NjYWxhL29yZy9hcGFjaGUvc3Bhcmsvc3FsL2h1ZGkvYmxvYi9SZWFkQmxvYlJ1bGUuc2NhbGE=)
 | 5.33% | [62 Missing and 9 partials :warning: 
](https://app.codecov.io/gh/apache/hudi/pull/18098?src=pr&el=tree&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=apache)
 |
   | 
[...park/sql/hudi/blob/BatchedBlobReaderStrategy.scala](https://app.codecov.io/gh/apache/hudi/pull/18098?src=pr&el=tree&filepath=hudi-spark-datasource%2Fhudi-spark-common%2Fsrc%2Fmain%2Fscala%2Forg%2Fapache%2Fspark%2Fsql%2Fhudi%2Fblob%2FBatchedBlobReaderStrategy.scala&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=apache#diff-aHVkaS1zcGFyay1kYXRhc291cmNlL2h1ZGktc3BhcmstY29tbW9uL3NyYy9tYWluL3NjYWxhL29yZy9hcGFjaGUvc3Bhcmsvc3FsL2h1ZGkvYmxvYi9CYXRjaGVkQmxvYlJlYWRlclN0cmF0ZWd5LnNjYWxh)
 | 10.00% | [17 Missing and 1 partial :warning: 
](https://app.codecov.io/gh/apache/hudi/pull/18098?src=pr&el=tree&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=apache)
 |
   | 
[...ache/spark/sql/hudi/blob/BatchedBlobReadExec.scala](https://app.codecov.io/gh/apache/hudi/pull/18098?src=pr&el=tree&filepath=hudi-spark-datasource%2Fhudi-spark-common%2Fsrc%2Fmain%2Fscala%2Forg%2Fapache%2Fspark%2Fsql%2Fhudi%2Fblob%2FBatchedBlobReadExec.scala&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=apache#diff-aHVkaS1zcGFyay1kYXRhc291cmNlL2h1ZGktc3BhcmstY29tbW9uL3NyYy9tYWluL3NjYWxhL29yZy9hcGFjaGUvc3Bhcmsvc3FsL2h1ZGkvYmxvYi9CYXRjaGVkQmxvYlJlYWRFeGVjLnNjYWxh)
 | 0.00% | [17 Missing :warning: 
](https://app.codecov.io/gh/apache/hudi/pull/18098?src=pr&el=tree&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=apache)
 |
   | 
[...g/apache/spark/sql/hudi/blob/BatchedBlobRead.scala](https://app.codecov.io/gh/apache/hudi/pull/18098?src=pr&el=tree&filepath=hudi-spark-datasource%2Fhudi-spark-common%2Fsrc%2Fmain%2Fscala%2Forg%2Fapache%2Fspark%2Fsql%2Fhudi%2Fblob%2FBatchedBlobRead.scala&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=apache#diff-aHVkaS1zcGFyay1kYXRhc291cmNlL2h1ZGktc3BhcmstY29tbW9uL3NyYy9tYWluL3NjYWxhL29yZy9hcGFjaGUvc3Bhcmsvc3FsL2h1ZGkvYmxvYi9CYXRjaGVkQmxvYlJlYWQuc2NhbGE=)
 | 0.00% | [9 Missing :warning: 
](https://app.codecov.io/gh/apache/hudi/pull/18098?src=pr&el=tree&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=apache)
 |
   | 
[...pache/spark/sql/hudi/blob/ReadBlobExpression.scala](https://app.codecov.i

Re: [PR] feat(blob): Read Blobs in Spark SQL [hudi]

[via GitHub]

codecov-commenter commented on PR #18098:
URL: https://github.com/apache/hudi/pull/18098#issuecomment-4269838873

   ## 
[Codecov](https://app.codecov.io/gh/apache/hudi/pull/18098?dropdown=coverage&src=pr&el=h1&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=apache)
 Report
   :x: Patch coverage is `6.97115%` with `387 lines` in your changes missing 
coverage. Please review.
   :white_check_mark: Project coverage is 61.85%. Comparing base 
([`35e2bbf`](https://app.codecov.io/gh/apache/hudi/commit/35e2bbf9813f313006c773b92578db6cb93da9ca?dropdown=coverage&el=desc&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=apache))
 to head 
([`22d2e71`](https://app.codecov.io/gh/apache/hudi/commit/22d2e71a8737b93b3479302a462268ee3a9d39d9?dropdown=coverage&el=desc&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=apache)).
   :warning: Report is 45 commits behind head on master.
   
   | [Files with missing 
lines](https://app.codecov.io/gh/apache/hudi/pull/18098?dropdown=coverage&src=pr&el=tree&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=apache)
 | Patch % | Lines |
   |---|---|---|
   | 
[...apache/spark/sql/hudi/blob/BatchedBlobReader.scala](https://app.codecov.io/gh/apache/hudi/pull/18098?src=pr&el=tree&filepath=hudi-spark-datasource%2Fhudi-spark-common%2Fsrc%2Fmain%2Fscala%2Forg%2Fapache%2Fspark%2Fsql%2Fhudi%2Fblob%2FBatchedBlobReader.scala&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=apache#diff-aHVkaS1zcGFyay1kYXRhc291cmNlL2h1ZGktc3BhcmstY29tbW9uL3NyYy9tYWluL3NjYWxhL29yZy9hcGFjaGUvc3Bhcmsvc3FsL2h1ZGkvYmxvYi9CYXRjaGVkQmxvYlJlYWRlci5zY2FsYQ==)
 | 0.00% | [264 Missing :warning: 
](https://app.codecov.io/gh/apache/hudi/pull/18098?src=pr&el=tree&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=apache)
 |
   | 
[.../org/apache/spark/sql/hudi/blob/ReadBlobRule.scala](https://app.codecov.io/gh/apache/hudi/pull/18098?src=pr&el=tree&filepath=hudi-spark-datasource%2Fhudi-spark-common%2Fsrc%2Fmain%2Fscala%2Forg%2Fapache%2Fspark%2Fsql%2Fhudi%2Fblob%2FReadBlobRule.scala&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=apache#diff-aHVkaS1zcGFyay1kYXRhc291cmNlL2h1ZGktc3BhcmstY29tbW9uL3NyYy9tYWluL3NjYWxhL29yZy9hcGFjaGUvc3Bhcmsvc3FsL2h1ZGkvYmxvYi9SZWFkQmxvYlJ1bGUuc2NhbGE=)
 | 5.33% | [62 Missing and 9 partials :warning: 
](https://app.codecov.io/gh/apache/hudi/pull/18098?src=pr&el=tree&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=apache)
 |
   | 
[...park/sql/hudi/blob/BatchedBlobReaderStrategy.scala](https://app.codecov.io/gh/apache/hudi/pull/18098?src=pr&el=tree&filepath=hudi-spark-datasource%2Fhudi-spark-common%2Fsrc%2Fmain%2Fscala%2Forg%2Fapache%2Fspark%2Fsql%2Fhudi%2Fblob%2FBatchedBlobReaderStrategy.scala&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=apache#diff-aHVkaS1zcGFyay1kYXRhc291cmNlL2h1ZGktc3BhcmstY29tbW9uL3NyYy9tYWluL3NjYWxhL29yZy9hcGFjaGUvc3Bhcmsvc3FsL2h1ZGkvYmxvYi9CYXRjaGVkQmxvYlJlYWRlclN0cmF0ZWd5LnNjYWxh)
 | 10.00% | [17 Missing and 1 partial :warning: 
](https://app.codecov.io/gh/apache/hudi/pull/18098?src=pr&el=tree&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=apache)
 |
   | 
[...ache/spark/sql/hudi/blob/BatchedBlobReadExec.scala](https://app.codecov.io/gh/apache/hudi/pull/18098?src=pr&el=tree&filepath=hudi-spark-datasource%2Fhudi-spark-common%2Fsrc%2Fmain%2Fscala%2Forg%2Fapache%2Fspark%2Fsql%2Fhudi%2Fblob%2FBatchedBlobReadExec.scala&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=apache#diff-aHVkaS1zcGFyay1kYXRhc291cmNlL2h1ZGktc3BhcmstY29tbW9uL3NyYy9tYWluL3NjYWxhL29yZy9hcGFjaGUvc3Bhcmsvc3FsL2h1ZGkvYmxvYi9CYXRjaGVkQmxvYlJlYWRFeGVjLnNjYWxh)
 | 0.00% | [17 Missing :warning: 
](https://app.codecov.io/gh/apache/hudi/pull/18098?src=pr&el=tree&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=apache)
 |
   | 
[...g/apache/spark/sql/hudi/blob/BatchedBlobRead.scala](https://app.codecov.io/gh/apache/hudi/pull/18098?src=pr&el=tree&filepath=hudi-spark-datasource%2Fhudi-spark-common%2Fsrc%2Fmain%2Fscala%2Forg%2Fapache%2Fspark%2Fsql%2Fhudi%2Fblob%2FBatchedBlobRead.scala&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=apache#diff-aHVkaS1zcGFyay1kYXRhc291cmNlL2h1ZGktc3BhcmstY29tbW9uL3NyYy9tYWluL3NjYWxhL29yZy9hcGFjaGUvc3Bhcmsvc3FsL2h1ZGkvYmxvYi9CYXRjaGVkQmxvYlJlYWQuc2NhbGE=)
 | 0.00% | [9 Missing :warning: 
](https://app.codecov.io/gh/apache/hudi/pull/18098?src=pr&el=tree&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=apache)
 |
   | 
[...pache/spark/sql/hudi/blob/ReadBlobExpression.scala](https://app.codecov.i

Re: [PR] feat(blob): Read Blobs in Spark SQL [hudi]

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hudi-bot commented on PR #18098:
URL: https://github.com/apache/hudi/pull/18098#issuecomment-4269837805

   
   ## CI report:
   
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Re: [PR] feat(blob): Read Blobs in Spark SQL [hudi]

[via GitHub]

codecov-commenter commented on PR #18098:
URL: https://github.com/apache/hudi/pull/18098#issuecomment-4269833452

   ## 
[Codecov](https://app.codecov.io/gh/apache/hudi/pull/18098?dropdown=coverage&src=pr&el=h1&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=apache)
 Report
   :x: Patch coverage is `6.97115%` with `387 lines` in your changes missing 
coverage. Please review.
   :white_check_mark: Project coverage is 59.29%. Comparing base 
([`35e2bbf`](https://app.codecov.io/gh/apache/hudi/commit/35e2bbf9813f313006c773b92578db6cb93da9ca?dropdown=coverage&el=desc&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=apache))
 to head 
([`22d2e71`](https://app.codecov.io/gh/apache/hudi/commit/22d2e71a8737b93b3479302a462268ee3a9d39d9?dropdown=coverage&el=desc&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=apache)).
   :warning: Report is 45 commits behind head on master.
   
   | [Files with missing 
lines](https://app.codecov.io/gh/apache/hudi/pull/18098?dropdown=coverage&src=pr&el=tree&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=apache)
 | Patch % | Lines |
   |---|---|---|
   | 
[...apache/spark/sql/hudi/blob/BatchedBlobReader.scala](https://app.codecov.io/gh/apache/hudi/pull/18098?src=pr&el=tree&filepath=hudi-spark-datasource%2Fhudi-spark-common%2Fsrc%2Fmain%2Fscala%2Forg%2Fapache%2Fspark%2Fsql%2Fhudi%2Fblob%2FBatchedBlobReader.scala&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=apache#diff-aHVkaS1zcGFyay1kYXRhc291cmNlL2h1ZGktc3BhcmstY29tbW9uL3NyYy9tYWluL3NjYWxhL29yZy9hcGFjaGUvc3Bhcmsvc3FsL2h1ZGkvYmxvYi9CYXRjaGVkQmxvYlJlYWRlci5zY2FsYQ==)
 | 0.00% | [264 Missing :warning: 
](https://app.codecov.io/gh/apache/hudi/pull/18098?src=pr&el=tree&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=apache)
 |
   | 
[.../org/apache/spark/sql/hudi/blob/ReadBlobRule.scala](https://app.codecov.io/gh/apache/hudi/pull/18098?src=pr&el=tree&filepath=hudi-spark-datasource%2Fhudi-spark-common%2Fsrc%2Fmain%2Fscala%2Forg%2Fapache%2Fspark%2Fsql%2Fhudi%2Fblob%2FReadBlobRule.scala&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=apache#diff-aHVkaS1zcGFyay1kYXRhc291cmNlL2h1ZGktc3BhcmstY29tbW9uL3NyYy9tYWluL3NjYWxhL29yZy9hcGFjaGUvc3Bhcmsvc3FsL2h1ZGkvYmxvYi9SZWFkQmxvYlJ1bGUuc2NhbGE=)
 | 5.33% | [62 Missing and 9 partials :warning: 
](https://app.codecov.io/gh/apache/hudi/pull/18098?src=pr&el=tree&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=apache)
 |
   | 
[...park/sql/hudi/blob/BatchedBlobReaderStrategy.scala](https://app.codecov.io/gh/apache/hudi/pull/18098?src=pr&el=tree&filepath=hudi-spark-datasource%2Fhudi-spark-common%2Fsrc%2Fmain%2Fscala%2Forg%2Fapache%2Fspark%2Fsql%2Fhudi%2Fblob%2FBatchedBlobReaderStrategy.scala&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=apache#diff-aHVkaS1zcGFyay1kYXRhc291cmNlL2h1ZGktc3BhcmstY29tbW9uL3NyYy9tYWluL3NjYWxhL29yZy9hcGFjaGUvc3Bhcmsvc3FsL2h1ZGkvYmxvYi9CYXRjaGVkQmxvYlJlYWRlclN0cmF0ZWd5LnNjYWxh)
 | 10.00% | [17 Missing and 1 partial :warning: 
](https://app.codecov.io/gh/apache/hudi/pull/18098?src=pr&el=tree&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=apache)
 |
   | 
[...ache/spark/sql/hudi/blob/BatchedBlobReadExec.scala](https://app.codecov.io/gh/apache/hudi/pull/18098?src=pr&el=tree&filepath=hudi-spark-datasource%2Fhudi-spark-common%2Fsrc%2Fmain%2Fscala%2Forg%2Fapache%2Fspark%2Fsql%2Fhudi%2Fblob%2FBatchedBlobReadExec.scala&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=apache#diff-aHVkaS1zcGFyay1kYXRhc291cmNlL2h1ZGktc3BhcmstY29tbW9uL3NyYy9tYWluL3NjYWxhL29yZy9hcGFjaGUvc3Bhcmsvc3FsL2h1ZGkvYmxvYi9CYXRjaGVkQmxvYlJlYWRFeGVjLnNjYWxh)
 | 0.00% | [17 Missing :warning: 
](https://app.codecov.io/gh/apache/hudi/pull/18098?src=pr&el=tree&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=apache)
 |
   | 
[...g/apache/spark/sql/hudi/blob/BatchedBlobRead.scala](https://app.codecov.io/gh/apache/hudi/pull/18098?src=pr&el=tree&filepath=hudi-spark-datasource%2Fhudi-spark-common%2Fsrc%2Fmain%2Fscala%2Forg%2Fapache%2Fspark%2Fsql%2Fhudi%2Fblob%2FBatchedBlobRead.scala&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=apache#diff-aHVkaS1zcGFyay1kYXRhc291cmNlL2h1ZGktc3BhcmstY29tbW9uL3NyYy9tYWluL3NjYWxhL29yZy9hcGFjaGUvc3Bhcmsvc3FsL2h1ZGkvYmxvYi9CYXRjaGVkQmxvYlJlYWQuc2NhbGE=)
 | 0.00% | [9 Missing :warning: 
](https://app.codecov.io/gh/apache/hudi/pull/18098?src=pr&el=tree&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=apache)
 |
   | 
[...pache/spark/sql/hudi/blob/ReadBlobExpression.scala](https://app.codecov.i

Re: [PR] feat(blob): Read Blobs in Spark SQL [hudi]

[via GitHub]

codecov-commenter commented on PR #18098:
URL: https://github.com/apache/hudi/pull/18098#issuecomment-4269826494

   ## 
[Codecov](https://app.codecov.io/gh/apache/hudi/pull/18098?dropdown=coverage&src=pr&el=h1&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=apache)
 Report
   :x: Patch coverage is `6.97115%` with `387 lines` in your changes missing 
coverage. Please review.
   :white_check_mark: Project coverage is 48.33%. Comparing base 
([`35e2bbf`](https://app.codecov.io/gh/apache/hudi/commit/35e2bbf9813f313006c773b92578db6cb93da9ca?dropdown=coverage&el=desc&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=apache))
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([`22d2e71`](https://app.codecov.io/gh/apache/hudi/commit/22d2e71a8737b93b3479302a462268ee3a9d39d9?dropdown=coverage&el=desc&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=apache)).
   :warning: Report is 45 commits behind head on master.
   
   | [Files with missing 
lines](https://app.codecov.io/gh/apache/hudi/pull/18098?dropdown=coverage&src=pr&el=tree&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=apache)
 | Patch % | Lines |
   |---|---|---|
   | 
[...apache/spark/sql/hudi/blob/BatchedBlobReader.scala](https://app.codecov.io/gh/apache/hudi/pull/18098?src=pr&el=tree&filepath=hudi-spark-datasource%2Fhudi-spark-common%2Fsrc%2Fmain%2Fscala%2Forg%2Fapache%2Fspark%2Fsql%2Fhudi%2Fblob%2FBatchedBlobReader.scala&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=apache#diff-aHVkaS1zcGFyay1kYXRhc291cmNlL2h1ZGktc3BhcmstY29tbW9uL3NyYy9tYWluL3NjYWxhL29yZy9hcGFjaGUvc3Bhcmsvc3FsL2h1ZGkvYmxvYi9CYXRjaGVkQmxvYlJlYWRlci5zY2FsYQ==)
 | 0.00% | [264 Missing :warning: 
](https://app.codecov.io/gh/apache/hudi/pull/18098?src=pr&el=tree&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=apache)
 |
   | 
[.../org/apache/spark/sql/hudi/blob/ReadBlobRule.scala](https://app.codecov.io/gh/apache/hudi/pull/18098?src=pr&el=tree&filepath=hudi-spark-datasource%2Fhudi-spark-common%2Fsrc%2Fmain%2Fscala%2Forg%2Fapache%2Fspark%2Fsql%2Fhudi%2Fblob%2FReadBlobRule.scala&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=apache#diff-aHVkaS1zcGFyay1kYXRhc291cmNlL2h1ZGktc3BhcmstY29tbW9uL3NyYy9tYWluL3NjYWxhL29yZy9hcGFjaGUvc3Bhcmsvc3FsL2h1ZGkvYmxvYi9SZWFkQmxvYlJ1bGUuc2NhbGE=)
 | 5.33% | [62 Missing and 9 partials :warning: 
](https://app.codecov.io/gh/apache/hudi/pull/18098?src=pr&el=tree&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=apache)
 |
   | 
[...park/sql/hudi/blob/BatchedBlobReaderStrategy.scala](https://app.codecov.io/gh/apache/hudi/pull/18098?src=pr&el=tree&filepath=hudi-spark-datasource%2Fhudi-spark-common%2Fsrc%2Fmain%2Fscala%2Forg%2Fapache%2Fspark%2Fsql%2Fhudi%2Fblob%2FBatchedBlobReaderStrategy.scala&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=apache#diff-aHVkaS1zcGFyay1kYXRhc291cmNlL2h1ZGktc3BhcmstY29tbW9uL3NyYy9tYWluL3NjYWxhL29yZy9hcGFjaGUvc3Bhcmsvc3FsL2h1ZGkvYmxvYi9CYXRjaGVkQmxvYlJlYWRlclN0cmF0ZWd5LnNjYWxh)
 | 10.00% | [17 Missing and 1 partial :warning: 
](https://app.codecov.io/gh/apache/hudi/pull/18098?src=pr&el=tree&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=apache)
 |
   | 
[...ache/spark/sql/hudi/blob/BatchedBlobReadExec.scala](https://app.codecov.io/gh/apache/hudi/pull/18098?src=pr&el=tree&filepath=hudi-spark-datasource%2Fhudi-spark-common%2Fsrc%2Fmain%2Fscala%2Forg%2Fapache%2Fspark%2Fsql%2Fhudi%2Fblob%2FBatchedBlobReadExec.scala&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=apache#diff-aHVkaS1zcGFyay1kYXRhc291cmNlL2h1ZGktc3BhcmstY29tbW9uL3NyYy9tYWluL3NjYWxhL29yZy9hcGFjaGUvc3Bhcmsvc3FsL2h1ZGkvYmxvYi9CYXRjaGVkQmxvYlJlYWRFeGVjLnNjYWxh)
 | 0.00% | [17 Missing :warning: 
](https://app.codecov.io/gh/apache/hudi/pull/18098?src=pr&el=tree&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=apache)
 |
   | 
[...g/apache/spark/sql/hudi/blob/BatchedBlobRead.scala](https://app.codecov.io/gh/apache/hudi/pull/18098?src=pr&el=tree&filepath=hudi-spark-datasource%2Fhudi-spark-common%2Fsrc%2Fmain%2Fscala%2Forg%2Fapache%2Fspark%2Fsql%2Fhudi%2Fblob%2FBatchedBlobRead.scala&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=apache#diff-aHVkaS1zcGFyay1kYXRhc291cmNlL2h1ZGktc3BhcmstY29tbW9uL3NyYy9tYWluL3NjYWxhL29yZy9hcGFjaGUvc3Bhcmsvc3FsL2h1ZGkvYmxvYi9CYXRjaGVkQmxvYlJlYWQuc2NhbGE=)
 | 0.00% | [9 Missing :warning: 
](https://app.codecov.io/gh/apache/hudi/pull/18098?src=pr&el=tree&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=apache)
 |
   | 
[...pache/spark/sql/hudi/blob/ReadBlobExpression.scala](https://app.codecov.i

Re: [PR] feat(blob): Read Blobs in Spark SQL [hudi]

[via GitHub]

codecov-commenter commented on PR #18098:
URL: https://github.com/apache/hudi/pull/18098#issuecomment-4269824261

   ## 
[Codecov](https://app.codecov.io/gh/apache/hudi/pull/18098?dropdown=coverage&src=pr&el=h1&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=apache)
 Report
   :x: Patch coverage is `6.97115%` with `387 lines` in your changes missing 
coverage. Please review.
   :white_check_mark: Project coverage is 48.29%. Comparing base 
([`35e2bbf`](https://app.codecov.io/gh/apache/hudi/commit/35e2bbf9813f313006c773b92578db6cb93da9ca?dropdown=coverage&el=desc&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=apache))
 to head 
([`22d2e71`](https://app.codecov.io/gh/apache/hudi/commit/22d2e71a8737b93b3479302a462268ee3a9d39d9?dropdown=coverage&el=desc&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=apache)).
   :warning: Report is 45 commits behind head on master.
   
   | [Files with missing 
lines](https://app.codecov.io/gh/apache/hudi/pull/18098?dropdown=coverage&src=pr&el=tree&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=apache)
 | Patch % | Lines |
   |---|---|---|
   | 
[...apache/spark/sql/hudi/blob/BatchedBlobReader.scala](https://app.codecov.io/gh/apache/hudi/pull/18098?src=pr&el=tree&filepath=hudi-spark-datasource%2Fhudi-spark-common%2Fsrc%2Fmain%2Fscala%2Forg%2Fapache%2Fspark%2Fsql%2Fhudi%2Fblob%2FBatchedBlobReader.scala&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=apache#diff-aHVkaS1zcGFyay1kYXRhc291cmNlL2h1ZGktc3BhcmstY29tbW9uL3NyYy9tYWluL3NjYWxhL29yZy9hcGFjaGUvc3Bhcmsvc3FsL2h1ZGkvYmxvYi9CYXRjaGVkQmxvYlJlYWRlci5zY2FsYQ==)
 | 0.00% | [264 Missing :warning: 
](https://app.codecov.io/gh/apache/hudi/pull/18098?src=pr&el=tree&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=apache)
 |
   | 
[.../org/apache/spark/sql/hudi/blob/ReadBlobRule.scala](https://app.codecov.io/gh/apache/hudi/pull/18098?src=pr&el=tree&filepath=hudi-spark-datasource%2Fhudi-spark-common%2Fsrc%2Fmain%2Fscala%2Forg%2Fapache%2Fspark%2Fsql%2Fhudi%2Fblob%2FReadBlobRule.scala&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=apache#diff-aHVkaS1zcGFyay1kYXRhc291cmNlL2h1ZGktc3BhcmstY29tbW9uL3NyYy9tYWluL3NjYWxhL29yZy9hcGFjaGUvc3Bhcmsvc3FsL2h1ZGkvYmxvYi9SZWFkQmxvYlJ1bGUuc2NhbGE=)
 | 5.33% | [62 Missing and 9 partials :warning: 
](https://app.codecov.io/gh/apache/hudi/pull/18098?src=pr&el=tree&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=apache)
 |
   | 
[...park/sql/hudi/blob/BatchedBlobReaderStrategy.scala](https://app.codecov.io/gh/apache/hudi/pull/18098?src=pr&el=tree&filepath=hudi-spark-datasource%2Fhudi-spark-common%2Fsrc%2Fmain%2Fscala%2Forg%2Fapache%2Fspark%2Fsql%2Fhudi%2Fblob%2FBatchedBlobReaderStrategy.scala&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=apache#diff-aHVkaS1zcGFyay1kYXRhc291cmNlL2h1ZGktc3BhcmstY29tbW9uL3NyYy9tYWluL3NjYWxhL29yZy9hcGFjaGUvc3Bhcmsvc3FsL2h1ZGkvYmxvYi9CYXRjaGVkQmxvYlJlYWRlclN0cmF0ZWd5LnNjYWxh)
 | 10.00% | [17 Missing and 1 partial :warning: 
](https://app.codecov.io/gh/apache/hudi/pull/18098?src=pr&el=tree&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=apache)
 |
   | 
[...ache/spark/sql/hudi/blob/BatchedBlobReadExec.scala](https://app.codecov.io/gh/apache/hudi/pull/18098?src=pr&el=tree&filepath=hudi-spark-datasource%2Fhudi-spark-common%2Fsrc%2Fmain%2Fscala%2Forg%2Fapache%2Fspark%2Fsql%2Fhudi%2Fblob%2FBatchedBlobReadExec.scala&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=apache#diff-aHVkaS1zcGFyay1kYXRhc291cmNlL2h1ZGktc3BhcmstY29tbW9uL3NyYy9tYWluL3NjYWxhL29yZy9hcGFjaGUvc3Bhcmsvc3FsL2h1ZGkvYmxvYi9CYXRjaGVkQmxvYlJlYWRFeGVjLnNjYWxh)
 | 0.00% | [17 Missing :warning: 
](https://app.codecov.io/gh/apache/hudi/pull/18098?src=pr&el=tree&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=apache)
 |
   | 
[...g/apache/spark/sql/hudi/blob/BatchedBlobRead.scala](https://app.codecov.io/gh/apache/hudi/pull/18098?src=pr&el=tree&filepath=hudi-spark-datasource%2Fhudi-spark-common%2Fsrc%2Fmain%2Fscala%2Forg%2Fapache%2Fspark%2Fsql%2Fhudi%2Fblob%2FBatchedBlobRead.scala&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=apache#diff-aHVkaS1zcGFyay1kYXRhc291cmNlL2h1ZGktc3BhcmstY29tbW9uL3NyYy9tYWluL3NjYWxhL29yZy9hcGFjaGUvc3Bhcmsvc3FsL2h1ZGkvYmxvYi9CYXRjaGVkQmxvYlJlYWQuc2NhbGE=)
 | 0.00% | [9 Missing :warning: 
](https://app.codecov.io/gh/apache/hudi/pull/18098?src=pr&el=tree&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=apache)
 |
   | 
[...pache/spark/sql/hudi/blob/ReadBlobExpression.scala](https://app.codecov.i

Re: [PR] feat(blob): Read Blobs in Spark SQL [hudi]

[via GitHub]

codecov-commenter commented on PR #18098:
URL: https://github.com/apache/hudi/pull/18098#issuecomment-4269794671

   ## 
[Codecov](https://app.codecov.io/gh/apache/hudi/pull/18098?dropdown=coverage&src=pr&el=h1&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=apache)
 Report
   :x: Patch coverage is `5.60976%` with `387 lines` in your changes missing 
coverage. Please review.
   :white_check_mark: Project coverage is 46.54%. Comparing base 
([`35e2bbf`](https://app.codecov.io/gh/apache/hudi/commit/35e2bbf9813f313006c773b92578db6cb93da9ca?dropdown=coverage&el=desc&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=apache))
 to head 
([`22d2e71`](https://app.codecov.io/gh/apache/hudi/commit/22d2e71a8737b93b3479302a462268ee3a9d39d9?dropdown=coverage&el=desc&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=apache)).
   :warning: Report is 45 commits behind head on master.
   
   | [Files with missing 
lines](https://app.codecov.io/gh/apache/hudi/pull/18098?dropdown=coverage&src=pr&el=tree&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=apache)
 | Patch % | Lines |
   |---|---|---|
   | 
[...apache/spark/sql/hudi/blob/BatchedBlobReader.scala](https://app.codecov.io/gh/apache/hudi/pull/18098?src=pr&el=tree&filepath=hudi-spark-datasource%2Fhudi-spark-common%2Fsrc%2Fmain%2Fscala%2Forg%2Fapache%2Fspark%2Fsql%2Fhudi%2Fblob%2FBatchedBlobReader.scala&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=apache#diff-aHVkaS1zcGFyay1kYXRhc291cmNlL2h1ZGktc3BhcmstY29tbW9uL3NyYy9tYWluL3NjYWxhL29yZy9hcGFjaGUvc3Bhcmsvc3FsL2h1ZGkvYmxvYi9CYXRjaGVkQmxvYlJlYWRlci5zY2FsYQ==)
 | 0.00% | [264 Missing :warning: 
](https://app.codecov.io/gh/apache/hudi/pull/18098?src=pr&el=tree&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=apache)
 |
   | 
[.../org/apache/spark/sql/hudi/blob/ReadBlobRule.scala](https://app.codecov.io/gh/apache/hudi/pull/18098?src=pr&el=tree&filepath=hudi-spark-datasource%2Fhudi-spark-common%2Fsrc%2Fmain%2Fscala%2Forg%2Fapache%2Fspark%2Fsql%2Fhudi%2Fblob%2FReadBlobRule.scala&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=apache#diff-aHVkaS1zcGFyay1kYXRhc291cmNlL2h1ZGktc3BhcmstY29tbW9uL3NyYy9tYWluL3NjYWxhL29yZy9hcGFjaGUvc3Bhcmsvc3FsL2h1ZGkvYmxvYi9SZWFkQmxvYlJ1bGUuc2NhbGE=)
 | 5.33% | [62 Missing and 9 partials :warning: 
](https://app.codecov.io/gh/apache/hudi/pull/18098?src=pr&el=tree&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=apache)
 |
   | 
[...park/sql/hudi/blob/BatchedBlobReaderStrategy.scala](https://app.codecov.io/gh/apache/hudi/pull/18098?src=pr&el=tree&filepath=hudi-spark-datasource%2Fhudi-spark-common%2Fsrc%2Fmain%2Fscala%2Forg%2Fapache%2Fspark%2Fsql%2Fhudi%2Fblob%2FBatchedBlobReaderStrategy.scala&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=apache#diff-aHVkaS1zcGFyay1kYXRhc291cmNlL2h1ZGktc3BhcmstY29tbW9uL3NyYy9tYWluL3NjYWxhL29yZy9hcGFjaGUvc3Bhcmsvc3FsL2h1ZGkvYmxvYi9CYXRjaGVkQmxvYlJlYWRlclN0cmF0ZWd5LnNjYWxh)
 | 10.00% | [17 Missing and 1 partial :warning: 
](https://app.codecov.io/gh/apache/hudi/pull/18098?src=pr&el=tree&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=apache)
 |
   | 
[...ache/spark/sql/hudi/blob/BatchedBlobReadExec.scala](https://app.codecov.io/gh/apache/hudi/pull/18098?src=pr&el=tree&filepath=hudi-spark-datasource%2Fhudi-spark-common%2Fsrc%2Fmain%2Fscala%2Forg%2Fapache%2Fspark%2Fsql%2Fhudi%2Fblob%2FBatchedBlobReadExec.scala&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=apache#diff-aHVkaS1zcGFyay1kYXRhc291cmNlL2h1ZGktc3BhcmstY29tbW9uL3NyYy9tYWluL3NjYWxhL29yZy9hcGFjaGUvc3Bhcmsvc3FsL2h1ZGkvYmxvYi9CYXRjaGVkQmxvYlJlYWRFeGVjLnNjYWxh)
 | 0.00% | [17 Missing :warning: 
](https://app.codecov.io/gh/apache/hudi/pull/18098?src=pr&el=tree&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=apache)
 |
   | 
[...g/apache/spark/sql/hudi/blob/BatchedBlobRead.scala](https://app.codecov.io/gh/apache/hudi/pull/18098?src=pr&el=tree&filepath=hudi-spark-datasource%2Fhudi-spark-common%2Fsrc%2Fmain%2Fscala%2Forg%2Fapache%2Fspark%2Fsql%2Fhudi%2Fblob%2FBatchedBlobRead.scala&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=apache#diff-aHVkaS1zcGFyay1kYXRhc291cmNlL2h1ZGktc3BhcmstY29tbW9uL3NyYy9tYWluL3NjYWxhL29yZy9hcGFjaGUvc3Bhcmsvc3FsL2h1ZGkvYmxvYi9CYXRjaGVkQmxvYlJlYWQuc2NhbGE=)
 | 0.00% | [9 Missing :warning: 
](https://app.codecov.io/gh/apache/hudi/pull/18098?src=pr&el=tree&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=apache)
 |
   | 
[...pache/spark/sql/hudi/blob/ReadBlobExpression.scala](https://app.codecov.i

Re: [PR] feat(blob): Read Blobs in Spark SQL [hudi]

[via GitHub]

codecov-commenter commented on PR #18098:
URL: https://github.com/apache/hudi/pull/18098#issuecomment-4269799365

   ## 
[Codecov](https://app.codecov.io/gh/apache/hudi/pull/18098?dropdown=coverage&src=pr&el=h1&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=apache)
 Report
   :x: Patch coverage is `6.97115%` with `387 lines` in your changes missing 
coverage. Please review.
   :white_check_mark: Project coverage is 45.49%. Comparing base 
([`35e2bbf`](https://app.codecov.io/gh/apache/hudi/commit/35e2bbf9813f313006c773b92578db6cb93da9ca?dropdown=coverage&el=desc&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=apache))
 to head 
([`22d2e71`](https://app.codecov.io/gh/apache/hudi/commit/22d2e71a8737b93b3479302a462268ee3a9d39d9?dropdown=coverage&el=desc&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=apache)).
   :warning: Report is 45 commits behind head on master.
   
   | [Files with missing 
lines](https://app.codecov.io/gh/apache/hudi/pull/18098?dropdown=coverage&src=pr&el=tree&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=apache)
 | Patch % | Lines |
   |---|---|---|
   | 
[...apache/spark/sql/hudi/blob/BatchedBlobReader.scala](https://app.codecov.io/gh/apache/hudi/pull/18098?src=pr&el=tree&filepath=hudi-spark-datasource%2Fhudi-spark-common%2Fsrc%2Fmain%2Fscala%2Forg%2Fapache%2Fspark%2Fsql%2Fhudi%2Fblob%2FBatchedBlobReader.scala&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=apache#diff-aHVkaS1zcGFyay1kYXRhc291cmNlL2h1ZGktc3BhcmstY29tbW9uL3NyYy9tYWluL3NjYWxhL29yZy9hcGFjaGUvc3Bhcmsvc3FsL2h1ZGkvYmxvYi9CYXRjaGVkQmxvYlJlYWRlci5zY2FsYQ==)
 | 0.00% | [264 Missing :warning: 
](https://app.codecov.io/gh/apache/hudi/pull/18098?src=pr&el=tree&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=apache)
 |
   | 
[.../org/apache/spark/sql/hudi/blob/ReadBlobRule.scala](https://app.codecov.io/gh/apache/hudi/pull/18098?src=pr&el=tree&filepath=hudi-spark-datasource%2Fhudi-spark-common%2Fsrc%2Fmain%2Fscala%2Forg%2Fapache%2Fspark%2Fsql%2Fhudi%2Fblob%2FReadBlobRule.scala&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=apache#diff-aHVkaS1zcGFyay1kYXRhc291cmNlL2h1ZGktc3BhcmstY29tbW9uL3NyYy9tYWluL3NjYWxhL29yZy9hcGFjaGUvc3Bhcmsvc3FsL2h1ZGkvYmxvYi9SZWFkQmxvYlJ1bGUuc2NhbGE=)
 | 5.33% | [62 Missing and 9 partials :warning: 
](https://app.codecov.io/gh/apache/hudi/pull/18098?src=pr&el=tree&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=apache)
 |
   | 
[...park/sql/hudi/blob/BatchedBlobReaderStrategy.scala](https://app.codecov.io/gh/apache/hudi/pull/18098?src=pr&el=tree&filepath=hudi-spark-datasource%2Fhudi-spark-common%2Fsrc%2Fmain%2Fscala%2Forg%2Fapache%2Fspark%2Fsql%2Fhudi%2Fblob%2FBatchedBlobReaderStrategy.scala&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=apache#diff-aHVkaS1zcGFyay1kYXRhc291cmNlL2h1ZGktc3BhcmstY29tbW9uL3NyYy9tYWluL3NjYWxhL29yZy9hcGFjaGUvc3Bhcmsvc3FsL2h1ZGkvYmxvYi9CYXRjaGVkQmxvYlJlYWRlclN0cmF0ZWd5LnNjYWxh)
 | 10.00% | [17 Missing and 1 partial :warning: 
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 |
   | 
[...ache/spark/sql/hudi/blob/BatchedBlobReadExec.scala](https://app.codecov.io/gh/apache/hudi/pull/18098?src=pr&el=tree&filepath=hudi-spark-datasource%2Fhudi-spark-common%2Fsrc%2Fmain%2Fscala%2Forg%2Fapache%2Fspark%2Fsql%2Fhudi%2Fblob%2FBatchedBlobReadExec.scala&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=apache#diff-aHVkaS1zcGFyay1kYXRhc291cmNlL2h1ZGktc3BhcmstY29tbW9uL3NyYy9tYWluL3NjYWxhL29yZy9hcGFjaGUvc3Bhcmsvc3FsL2h1ZGkvYmxvYi9CYXRjaGVkQmxvYlJlYWRFeGVjLnNjYWxh)
 | 0.00% | [17 Missing :warning: 
](https://app.codecov.io/gh/apache/hudi/pull/18098?src=pr&el=tree&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=apache)
 |
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[...g/apache/spark/sql/hudi/blob/BatchedBlobRead.scala](https://app.codecov.io/gh/apache/hudi/pull/18098?src=pr&el=tree&filepath=hudi-spark-datasource%2Fhudi-spark-common%2Fsrc%2Fmain%2Fscala%2Forg%2Fapache%2Fspark%2Fsql%2Fhudi%2Fblob%2FBatchedBlobRead.scala&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=apache#diff-aHVkaS1zcGFyay1kYXRhc291cmNlL2h1ZGktc3BhcmstY29tbW9uL3NyYy9tYWluL3NjYWxhL29yZy9hcGFjaGUvc3Bhcmsvc3FsL2h1ZGkvYmxvYi9CYXRjaGVkQmxvYlJlYWQuc2NhbGE=)
 | 0.00% | [9 Missing :warning: 
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 |
   | 
[...pache/spark/sql/hudi/blob/ReadBlobExpression.scala](https://app.codecov.i

Re: [PR] feat(blob): Read Blobs in Spark SQL [hudi]

[via GitHub]

codecov-commenter commented on PR #18098:
URL: https://github.com/apache/hudi/pull/18098#issuecomment-4269785353

   ## 
[Codecov](https://app.codecov.io/gh/apache/hudi/pull/18098?dropdown=coverage&src=pr&el=h1&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=apache)
 Report
   :white_check_mark: All modified and coverable lines are covered by tests.
   :white_check_mark: Project coverage is 53.93%. Comparing base 
([`35e2bbf`](https://app.codecov.io/gh/apache/hudi/commit/35e2bbf9813f313006c773b92578db6cb93da9ca?dropdown=coverage&el=desc&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=apache))
 to head 
([`22d2e71`](https://app.codecov.io/gh/apache/hudi/commit/22d2e71a8737b93b3479302a462268ee3a9d39d9?dropdown=coverage&el=desc&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=apache)).
   :warning: Report is 45 commits behind head on master.
   > :exclamation:  There is a different number of reports uploaded between 
BASE (35e2bbf) and HEAD (22d2e71). Click for more details.
   > 
   > HEAD has 27 uploads less than BASE
   >
   >| Flag | BASE (35e2bbf) | HEAD (22d2e71) |
   >|--|--|--|
   >|spark-scala-tests|10|0|
   >|spark-java-tests|15|0|
   >|common-and-other-modules|1|0|
   >|utilities|1|0|
   >
   
   Additional details and impacted files
   
   
   
   ```diff
   @@  Coverage Diff  @@
   ## master   #18098   +/-   ##
   =
   - Coverage 68.52%   53.93%   -14.59% 
   + Complexity2796812308-15660 
   =
 Files  2440 1429 -1011 
 Lines13445671211-63245 
 Branches  16226 8038 -8188 
   =
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   + Misses3505429366 -5688 
   + Partials   7264 3434 -3830 
   ```
   
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[common-and-other-modules](https://app.codecov.io/gh/apache/hudi/pull/18098/flags?src=pr&el=flag&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=apache)
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 | `44.79% <ø> (-0.20%)` | :arrow_down: |
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 | `48.44% <ø> (+0.07%)` | :arrow_up: |
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 | `?` | |
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 | Coverage Δ | |
   |---|---|---|
   | 
[...scala/org/apache/spark/sql/hudi/SparkAdapter.scala](https://app.codecov.io/gh/apache/hudi/pull/18098?src=pr&el=tree&filepath=hudi-client%2Fhudi-spark-client%2Fsrc%2Fmain%2Fscala%2Forg%2Fapache%2Fspark%2Fsql%2Fhudi%2FSparkAdapter.scala&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=apache#diff-aHVkaS1jbGllbnQvaHVkaS1zcGFyay1jbGllbnQvc3JjL21haW4vc2NhbGEvb3JnL2FwYWNoZS9zcGFyay9zcWwvaHVkaS9TcGFya0FkYXB0ZXIuc2NhbGE=)
 | `0.00% <ø> (-54.55%)` | :arrow_down: |
   
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Re: [PR] feat(blob): Read Blobs in Spark SQL [hudi]

[via GitHub]

codecov-commenter commented on PR #18098:
URL: https://github.com/apache/hudi/pull/18098#issuecomment-4269661168

   ## 
[Codecov](https://app.codecov.io/gh/apache/hudi/pull/18098?dropdown=coverage&src=pr&el=h1&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=apache)
 Report
   :white_check_mark: All modified and coverable lines are covered by tests.
   :white_check_mark: Project coverage is 44.79%. Comparing base 
([`35e2bbf`](https://app.codecov.io/gh/apache/hudi/commit/35e2bbf9813f313006c773b92578db6cb93da9ca?dropdown=coverage&el=desc&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=apache))
 to head 
([`22d2e71`](https://app.codecov.io/gh/apache/hudi/commit/22d2e71a8737b93b3479302a462268ee3a9d39d9?dropdown=coverage&el=desc&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=apache)).
   :warning: Report is 45 commits behind head on master.
   > :exclamation:  There is a different number of reports uploaded between 
BASE (35e2bbf) and HEAD (22d2e71). Click for more details.
   > 
   > HEAD has 28 uploads less than BASE
   >
   >| Flag | BASE (35e2bbf) | HEAD (22d2e71) |
   >|--|--|--|
   >|spark-client-hadoop-common|1|0|
   >|spark-scala-tests|10|0|
   >|spark-java-tests|15|0|
   >|common-and-other-modules|1|0|
   >|utilities|1|0|
   >
   
   Additional details and impacted files
   
   
   
   ```diff
   @@  Coverage Diff  @@
   ## master   #18098   +/-   ##
   =
   - Coverage 68.52%   44.79%   -23.73% 
   + Complexity27968 8492-19476 
   =
 Files  2440 1199 -1241 
 Lines13445662199-72257 
 Branches  16226 6703 -9523 
   =
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   + Misses3505431291 -3763 
   + Partials   7264 3045 -4219 
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 | Coverage Δ | |
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 | `44.79% <ø> (-0.20%)` | :arrow_down: |
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 | `?` | |
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Re: [PR] feat(blob): Read Blobs in Spark SQL [hudi]

[via GitHub]

hudi-bot commented on PR #18098:
URL: https://github.com/apache/hudi/pull/18098#issuecomment-4269612024

   
   ## CI report:
   
   * 4994b8bc9da9022b2084dd18d187afa6e3d9fa64 UNKNOWN
   * 7d152b1ec05a326cfb746aa12e420855fa8b5dd1 Azure: 
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Re: [PR] feat(blob): Read Blobs in Spark SQL [hudi]

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hudi-bot commented on PR #18098:
URL: https://github.com/apache/hudi/pull/18098#issuecomment-4269593140

   
   ## CI report:
   
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   * c6429f8f46eb935f6386eb5d0323ddc5baa5ba0c Azure: 
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Re: [PR] feat(blob): Read Blobs in Spark SQL [hudi]

[via GitHub]

the-other-tim-brown commented on code in PR #18098:
URL: https://github.com/apache/hudi/pull/18098#discussion_r3101667045


##
hudi-spark-datasource/hudi-spark-common/src/main/scala/org/apache/spark/sql/hudi/blob/ReadBlobRule.scala:
##
@@ -0,0 +1,173 @@
+/*
+ * Licensed to the Apache Software Foundation (ASF) under one
+ * or more contributor license agreements.  See the NOTICE file
+ * distributed with this work for additional information
+ * regarding copyright ownership.  The ASF licenses this file
+ * to you under the Apache License, Version 2.0 (the
+ * "License"); you may not use this file except in compliance
+ * with the License.  You may obtain a copy of the License at
+ *
+ *   http://www.apache.org/licenses/LICENSE-2.0
+ *
+ * Unless required by applicable law or agreed to in writing,
+ * software distributed under the License is distributed on an
+ * "AS IS" BASIS, WITHOUT WARRANTIES OR CONDITIONS OF ANY
+ * KIND, either express or implied.  See the License for the
+ * specific language governing permissions and limitations
+ * under the License.
+ */
+
+package org.apache.spark.sql.hudi.blob
+
+import org.apache.spark.sql.AnalysisException
+import org.apache.spark.sql.SparkSession
+import org.apache.spark.sql.catalyst.expressions.{Alias, Attribute, 
AttributeReference, Expression, ExprId, NamedExpression}
+import org.apache.spark.sql.catalyst.plans.logical.{Filter, LogicalPlan, 
Project}
+import org.apache.spark.sql.catalyst.rules.Rule
+import org.apache.spark.sql.types.{DataType, StructType}
+
+import scala.collection.mutable
+import scala.collection.mutable.ArrayBuffer
+
+/**
+ * Transforms queries with `read_blob()` to use lazy batched I/O.
+ *
+ * Replaces [[ReadBlobExpression]] markers with [[BatchedBlobRead]] nodes
+ * that read blob data during physical execution.
+ *
+ * Example: `SELECT id, read_blob(image_data) FROM table`
+ *
+ * @param spark SparkSession for accessing configuration
+ */
+case class ReadBlobRule(spark: SparkSession) extends Rule[LogicalPlan] {
+
+  override def apply(plan: LogicalPlan): LogicalPlan = plan resolveOperatorsUp 
{
+case Project(projectList, Filter(condition, child))
+  if containsReadBlobExpression(projectList)
+&& containsReadBlobInExpression(condition)
+&& !child.isInstanceOf[BatchedBlobRead] =>
+  val projectBlobCols = extractAllBlobColumns(projectList)
+  val filterBlobCols = extractBlobColumnsFromExpression(condition)
+  val blobColumns = (projectBlobCols ++ filterBlobCols)
+.foldLeft((mutable.LinkedHashSet.empty[ExprId], 
ArrayBuffer.empty[AttributeReference])) {
+  case ((seen, acc), a) if seen.add(a.exprId) => (seen, acc += a)
+  case ((seen, acc), _) => (seen, acc)
+}._2.toSeq
+  val (wrappedPlan, blobToDataAttr) = wrapWithBlobReads(blobColumns, child)
+  val newCondition = replaceReadBlobExpression(condition, blobToDataAttr)
+  val newProjectList = transformNamedExpressions(projectList, 
blobToDataAttr)
+  Project(newProjectList, Filter(newCondition, wrappedPlan))
+
+case Filter(condition, child)
+  if containsReadBlobInExpression(condition)
+&& !child.isInstanceOf[BatchedBlobRead] =>
+
+  val blobColumns = extractBlobColumnsFromExpression(condition)
+  val (wrappedPlan, blobToDataAttr) = wrapWithBlobReads(blobColumns, child)
+  val newCondition = replaceReadBlobExpression(condition, blobToDataAttr)
+  Project(child.output, Filter(newCondition, wrappedPlan))
+
+case Project(projectList, child)
+  if containsReadBlobExpression(projectList)
+&& !child.isInstanceOf[BatchedBlobRead] =>
+
+  val blobColumns = extractAllBlobColumns(projectList)
+  val (wrappedPlan, blobToDataAttr) = wrapWithBlobReads(blobColumns, child)
+  val newProjectList = transformNamedExpressions(projectList, 
blobToDataAttr)
+  Project(newProjectList, wrappedPlan)
+

Review Comment:
   Feel free to take this in a follow-up or suggest something concrete



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Re: [PR] feat(blob): Read Blobs in Spark SQL [hudi]

[via GitHub]

the-other-tim-brown commented on code in PR #18098:
URL: https://github.com/apache/hudi/pull/18098#discussion_r3101665262


##
hudi-spark-datasource/hudi-spark-common/src/main/scala/org/apache/spark/sql/hudi/blob/ReadBlobRule.scala:
##
@@ -0,0 +1,173 @@
+/*
+ * Licensed to the Apache Software Foundation (ASF) under one
+ * or more contributor license agreements.  See the NOTICE file
+ * distributed with this work for additional information
+ * regarding copyright ownership.  The ASF licenses this file
+ * to you under the Apache License, Version 2.0 (the
+ * "License"); you may not use this file except in compliance
+ * with the License.  You may obtain a copy of the License at
+ *
+ *   http://www.apache.org/licenses/LICENSE-2.0
+ *
+ * Unless required by applicable law or agreed to in writing,
+ * software distributed under the License is distributed on an
+ * "AS IS" BASIS, WITHOUT WARRANTIES OR CONDITIONS OF ANY
+ * KIND, either express or implied.  See the License for the
+ * specific language governing permissions and limitations
+ * under the License.
+ */
+
+package org.apache.spark.sql.hudi.blob
+
+import org.apache.spark.sql.AnalysisException
+import org.apache.spark.sql.SparkSession
+import org.apache.spark.sql.catalyst.expressions.{Alias, Attribute, 
AttributeReference, Expression, ExprId, NamedExpression}
+import org.apache.spark.sql.catalyst.plans.logical.{Filter, LogicalPlan, 
Project}
+import org.apache.spark.sql.catalyst.rules.Rule
+import org.apache.spark.sql.types.{DataType, StructType}
+
+import scala.collection.mutable
+import scala.collection.mutable.ArrayBuffer
+
+/**
+ * Transforms queries with `read_blob()` to use lazy batched I/O.
+ *
+ * Replaces [[ReadBlobExpression]] markers with [[BatchedBlobRead]] nodes
+ * that read blob data during physical execution.
+ *
+ * Example: `SELECT id, read_blob(image_data) FROM table`
+ *
+ * @param spark SparkSession for accessing configuration
+ */
+case class ReadBlobRule(spark: SparkSession) extends Rule[LogicalPlan] {
+
+  override def apply(plan: LogicalPlan): LogicalPlan = plan resolveOperatorsUp 
{
+case Project(projectList, Filter(condition, child))
+  if containsReadBlobExpression(projectList)
+&& containsReadBlobInExpression(condition)
+&& !child.isInstanceOf[BatchedBlobRead] =>
+  val projectBlobCols = extractAllBlobColumns(projectList)
+  val filterBlobCols = extractBlobColumnsFromExpression(condition)
+  val blobColumns = (projectBlobCols ++ filterBlobCols)
+.foldLeft((mutable.LinkedHashSet.empty[ExprId], 
ArrayBuffer.empty[AttributeReference])) {
+  case ((seen, acc), a) if seen.add(a.exprId) => (seen, acc += a)
+  case ((seen, acc), _) => (seen, acc)
+}._2.toSeq
+  val (wrappedPlan, blobToDataAttr) = wrapWithBlobReads(blobColumns, child)
+  val newCondition = replaceReadBlobExpression(condition, blobToDataAttr)
+  val newProjectList = transformNamedExpressions(projectList, 
blobToDataAttr)
+  Project(newProjectList, Filter(newCondition, wrappedPlan))
+
+case Filter(condition, child)
+  if containsReadBlobInExpression(condition)
+&& !child.isInstanceOf[BatchedBlobRead] =>
+
+  val blobColumns = extractBlobColumnsFromExpression(condition)
+  val (wrappedPlan, blobToDataAttr) = wrapWithBlobReads(blobColumns, child)
+  val newCondition = replaceReadBlobExpression(condition, blobToDataAttr)
+  Project(child.output, Filter(newCondition, wrappedPlan))
+
+case Project(projectList, child)
+  if containsReadBlobExpression(projectList)
+&& !child.isInstanceOf[BatchedBlobRead] =>
+
+  val blobColumns = extractAllBlobColumns(projectList)
+  val (wrappedPlan, blobToDataAttr) = wrapWithBlobReads(blobColumns, child)
+  val newProjectList = transformNamedExpressions(projectList, 
blobToDataAttr)
+  Project(newProjectList, wrappedPlan)
+
+case node if containsReadBlobInAnyExpression(node) =>
+  throw new AnalysisException(
+s"read_blob() may only appear in SELECT or WHERE clauses. Found in 
unsupported logical plan node: ${node.nodeName}. " +
+s"Move read_blob() to a SELECT or WHERE clause. Full plan: 
${node.simpleStringWithNodeId()}")
+  }
+
+  private def containsReadBlobInAnyExpression(plan: LogicalPlan): Boolean = {
+plan.expressions.exists(containsReadBlobInExpression)
+  }
+
+  private def wrapWithBlobReads(
+  blobColumns: Seq[AttributeReference],
+  child: LogicalPlan): (LogicalPlan, Map[ExprId, Attribute]) = {
+if (blobColumns.isEmpty) {
+  throw new IllegalStateException("read_blob() found but no valid blob 
column reference extracted.")
+}
+blobColumns.foldLeft((child: LogicalPlan, Map.empty[ExprId, Attribute])) {

Review Comment:
   This should be fine, feel free to take it up in a follow up. We need 
utilities for the analysis exceptions across spark version.



-- 
This is an automated message from the Apache Git Servi

Re: [PR] feat(blob): Read Blobs in Spark SQL [hudi]

[via GitHub]

the-other-tim-brown commented on code in PR #18098:
URL: https://github.com/apache/hudi/pull/18098#discussion_r3101648886


##
hudi-spark-datasource/hudi-spark-common/src/main/scala/org/apache/spark/sql/hudi/blob/BatchedBlobReader.scala:
##
@@ -0,0 +1,772 @@
+/*
+ * Licensed to the Apache Software Foundation (ASF) under one
+ * or more contributor license agreements.  See the NOTICE file
+ * distributed with this work for additional information
+ * regarding copyright ownership.  The ASF licenses this file
+ * to you under the Apache License, Version 2.0 (the
+ * "License"); you may not use this file except in compliance
+ * with the License.  You may obtain a copy of the License at
+ *
+ *   http://www.apache.org/licenses/LICENSE-2.0
+ *
+ * Unless required by applicable law or agreed to in writing,
+ * software distributed under the License is distributed on an
+ * "AS IS" BASIS, WITHOUT WARRANTIES OR CONDITIONS OF ANY
+ * KIND, either express or implied.  See the License for the
+ * specific language governing permissions and limitations
+ * under the License.
+ */
+
+package org.apache.spark.sql.hudi.blob
+
+import org.apache.hudi.HoodieSparkUtils.sparkAdapter
+import org.apache.hudi.common.schema.{HoodieSchema, HoodieSchemaType}
+import org.apache.hudi.io.SeekableDataInputStream
+import org.apache.hudi.storage.{HoodieStorage, HoodieStorageUtils, 
StorageConfiguration, StoragePath}
+
+import org.apache.spark.broadcast.Broadcast
+import org.apache.spark.rdd.RDD
+import org.apache.spark.sql.{Dataset, Row}
+import org.apache.spark.sql.catalyst.InternalRow
+import org.apache.spark.sql.catalyst.expressions.{GenericRowWithSchema, 
SpecificInternalRow}
+import org.apache.spark.sql.types.{BinaryType, BlobType, DataType, 
StructField, StructType}
+import org.slf4j.LoggerFactory
+
+import java.io.InputStream
+
+import scala.collection.mutable.ArrayBuffer
+
+/**
+ * Batched byte range reader that optimizes I/O by combining consecutive reads 
for out-of-line data.
+ *
+ * This reader analyzes sequences of read requests within a partition and 
merges
+ * consecutive or nearby reads into single I/O operations. This significantly 
reduces
+ * the number of seeks and reads when processing sorted data.
+ *
+ * Schema Requirement:
+ * The blob column must match the schema defined in {@link HoodieSchema.Blob}:
+ * 
+ * struct {
+ *   type: string   // "inline" or "out_of_line"
+ *   data: binary (nullable)   // inline data (null for out_of_line)
+ *   reference: struct (nullable) { // file reference (null for inline)
+ * external_path: string
+ * offset: long
+ * length: long
+ * managed: boolean
+ *   }
+ * }
+ * 
+ *
+ * Key Features:
+ * 
+ *   Batches consecutive reads from the same file
+ *   Configurable gap threshold for merging nearby reads
+ *   Lookahead buffer to identify batch opportunities
+ *   Preserves input row order in output
+ * 
+ *
+ * Usage Example:
+ * {{{
+ * import org.apache.hudi.udf.BatchedByteRangeReader
+ * import org.apache.spark.sql.functions._
+ * // Read a table with a blob column (e.g. image_data)
+ * val df = spark.read.format("hudi").load("/my_path").select("image_data", 
"record_id")
+ *
+ * // Read with batching (best when data is sorted by external_path, offset)
+ * val result = BatchedByteRangeReader.readBatched(df, structColName = 
"file_info")
+ *
+ * // Result has: image_data, record_id, data
+ * result.show()
+ * }}}
+ *
+ * Performance Tips:
+ * 
+ *   Sort input by (blob.reference.external_path, blob.reference.offset) 
for maximum batching effectiveness
+ *   Increase lookaheadSize for better batch detection (at cost of 
memory)
+ *   Tune maxGapBytes based on your data access patterns
+ * 
+ *
+ * @param storageHoodieStorage instance for file I/O
+ * @param maxGapBytesMaximum gap between ranges to consider for batching 
(default: 4KB)
+ * @param lookaheadRows  Number of rows to buffer for batch detection 
(default: 50)
+ */
+class BatchedBlobReader(
+ storage: HoodieStorage,
+ maxGapBytes: Int = 4096,
+ lookaheadRows: Int = 50) {
+
+  private val logger = LoggerFactory.getLogger(classOf[BatchedBlobReader])
+
+  /**
+   * Process a partition iterator, batching consecutive reads.
+   *
+   * This method consumes the input iterator and produces an output iterator
+   * with each row containing the original data plus a "data" column with the
+   * bytes read from the file.
+   *
+   * @param rows Iterator of input rows with struct column
+   * @param structColIdx Index of the struct column in the row
+   * @param outputSchema Schema for output rows
+   * @param accessor Type class for accessing row fields
+   * @param builder  Type class for building output rows
+   * @tparam R   Row type (Row or InternalRow)
+   * @return Iterator of output rows with data column added
+   */
+  def processPartition[R](
+  rows: Ite

Re: [PR] feat(blob): Read Blobs in Spark SQL [hudi]

[via GitHub]

the-other-tim-brown commented on code in PR #18098:
URL: https://github.com/apache/hudi/pull/18098#discussion_r3101623218


##
hudi-spark-datasource/hudi-spark-common/src/main/scala/org/apache/spark/sql/hudi/blob/BatchedBlobReader.scala:
##
@@ -0,0 +1,772 @@
+/*
+ * Licensed to the Apache Software Foundation (ASF) under one
+ * or more contributor license agreements.  See the NOTICE file
+ * distributed with this work for additional information
+ * regarding copyright ownership.  The ASF licenses this file
+ * to you under the Apache License, Version 2.0 (the
+ * "License"); you may not use this file except in compliance
+ * with the License.  You may obtain a copy of the License at
+ *
+ *   http://www.apache.org/licenses/LICENSE-2.0
+ *
+ * Unless required by applicable law or agreed to in writing,
+ * software distributed under the License is distributed on an
+ * "AS IS" BASIS, WITHOUT WARRANTIES OR CONDITIONS OF ANY
+ * KIND, either express or implied.  See the License for the
+ * specific language governing permissions and limitations
+ * under the License.
+ */
+
+package org.apache.spark.sql.hudi.blob
+
+import org.apache.hudi.HoodieSparkUtils.sparkAdapter
+import org.apache.hudi.common.schema.{HoodieSchema, HoodieSchemaType}
+import org.apache.hudi.io.SeekableDataInputStream
+import org.apache.hudi.storage.{HoodieStorage, HoodieStorageUtils, 
StorageConfiguration, StoragePath}
+
+import org.apache.spark.broadcast.Broadcast
+import org.apache.spark.rdd.RDD
+import org.apache.spark.sql.{Dataset, Row}
+import org.apache.spark.sql.catalyst.InternalRow
+import org.apache.spark.sql.catalyst.expressions.{GenericRowWithSchema, 
SpecificInternalRow}
+import org.apache.spark.sql.types.{BinaryType, BlobType, DataType, 
StructField, StructType}
+import org.slf4j.LoggerFactory
+
+import java.io.InputStream
+
+import scala.collection.mutable.ArrayBuffer
+
+/**
+ * Batched byte range reader that optimizes I/O by combining consecutive reads 
for out-of-line data.
+ *
+ * This reader analyzes sequences of read requests within a partition and 
merges
+ * consecutive or nearby reads into single I/O operations. This significantly 
reduces
+ * the number of seeks and reads when processing sorted data.
+ *
+ * Schema Requirement:
+ * The blob column must match the schema defined in {@link HoodieSchema.Blob}:
+ * 
+ * struct {
+ *   type: string   // "inline" or "out_of_line"
+ *   data: binary (nullable)   // inline data (null for out_of_line)
+ *   reference: struct (nullable) { // file reference (null for inline)
+ * external_path: string
+ * offset: long
+ * length: long
+ * managed: boolean
+ *   }
+ * }
+ * 
+ *
+ * Key Features:
+ * 
+ *   Batches consecutive reads from the same file
+ *   Configurable gap threshold for merging nearby reads
+ *   Lookahead buffer to identify batch opportunities
+ *   Preserves input row order in output
+ * 
+ *
+ * Usage Example:
+ * {{{
+ * import org.apache.hudi.udf.BatchedByteRangeReader
+ * import org.apache.spark.sql.functions._
+ * // Read a table with a blob column (e.g. image_data)
+ * val df = spark.read.format("hudi").load("/my_path").select("image_data", 
"record_id")
+ *
+ * // Read with batching (best when data is sorted by external_path, offset)
+ * val result = BatchedByteRangeReader.readBatched(df, structColName = 
"file_info")
+ *
+ * // Result has: image_data, record_id, data
+ * result.show()
+ * }}}
+ *
+ * Performance Tips:
+ * 
+ *   Sort input by (blob.reference.external_path, blob.reference.offset) 
for maximum batching effectiveness
+ *   Increase lookaheadSize for better batch detection (at cost of 
memory)
+ *   Tune maxGapBytes based on your data access patterns
+ * 
+ *
+ * @param storageHoodieStorage instance for file I/O
+ * @param maxGapBytesMaximum gap between ranges to consider for batching 
(default: 4KB)
+ * @param lookaheadRows  Number of rows to buffer for batch detection 
(default: 50)
+ */
+class BatchedBlobReader(
+ storage: HoodieStorage,
+ maxGapBytes: Int = 4096,
+ lookaheadRows: Int = 50) {
+
+  private val logger = LoggerFactory.getLogger(classOf[BatchedBlobReader])
+
+  /**
+   * Process a partition iterator, batching consecutive reads.
+   *
+   * This method consumes the input iterator and produces an output iterator
+   * with each row containing the original data plus a "data" column with the
+   * bytes read from the file.
+   *
+   * @param rows Iterator of input rows with struct column
+   * @param structColIdx Index of the struct column in the row
+   * @param outputSchema Schema for output rows
+   * @param accessor Type class for accessing row fields
+   * @param builder  Type class for building output rows
+   * @tparam R   Row type (Row or InternalRow)
+   * @return Iterator of output rows with data column added
+   */
+  def processPartition[R](
+  rows: Ite

Re: [PR] feat(blob): Read Blobs in Spark SQL [hudi]

[via GitHub]

codecov-commenter commented on PR #18098:
URL: https://github.com/apache/hudi/pull/18098#issuecomment-4269337990

   ## 
[Codecov](https://app.codecov.io/gh/apache/hudi/pull/18098?dropdown=coverage&src=pr&el=h1&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=apache)
 Report
   :x: Patch coverage is `78.57143%` with `90 lines` in your changes missing 
coverage. Please review.
   :white_check_mark: Project coverage is 65.80%. Comparing base 
([`35e2bbf`](https://app.codecov.io/gh/apache/hudi/commit/35e2bbf9813f313006c773b92578db6cb93da9ca?dropdown=coverage&el=desc&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=apache))
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   :warning: Report is 45 commits behind head on master.
   
   | [Files with missing 
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 | Patch % | Lines |
   |---|---|---|
   | 
[...apache/spark/sql/hudi/blob/BatchedBlobReader.scala](https://app.codecov.io/gh/apache/hudi/pull/18098?src=pr&el=tree&filepath=hudi-spark-datasource%2Fhudi-spark-common%2Fsrc%2Fmain%2Fscala%2Forg%2Fapache%2Fspark%2Fsql%2Fhudi%2Fblob%2FBatchedBlobReader.scala&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=apache#diff-aHVkaS1zcGFyay1kYXRhc291cmNlL2h1ZGktc3BhcmstY29tbW9uL3NyYy9tYWluL3NjYWxhL29yZy9hcGFjaGUvc3Bhcmsvc3FsL2h1ZGkvYmxvYi9CYXRjaGVkQmxvYlJlYWRlci5zY2FsYQ==)
 | 83.95% | [13 Missing and 30 partials :warning: 
](https://app.codecov.io/gh/apache/hudi/pull/18098?src=pr&el=tree&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=apache)
 |
   | 
[.../org/apache/spark/sql/hudi/blob/ReadBlobRule.scala](https://app.codecov.io/gh/apache/hudi/pull/18098?src=pr&el=tree&filepath=hudi-spark-datasource%2Fhudi-spark-common%2Fsrc%2Fmain%2Fscala%2Forg%2Fapache%2Fspark%2Fsql%2Fhudi%2Fblob%2FReadBlobRule.scala&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=apache#diff-aHVkaS1zcGFyay1kYXRhc291cmNlL2h1ZGktc3BhcmstY29tbW9uL3NyYy9tYWluL3NjYWxhL29yZy9hcGFjaGUvc3Bhcmsvc3FsL2h1ZGkvYmxvYi9SZWFkQmxvYlJ1bGUuc2NhbGE=)
 | 45.33% | [20 Missing and 21 partials :warning: 
](https://app.codecov.io/gh/apache/hudi/pull/18098?src=pr&el=tree&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=apache)
 |
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 | 66.66% | [1 Missing and 1 partial :warning: 
](https://app.codecov.io/gh/apache/hudi/pull/18098?src=pr&el=tree&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=apache)
 |
   | 
[...g/apache/spark/sql/hudi/blob/BatchedBlobRead.scala](https://app.codecov.io/gh/apache/hudi/pull/18098?src=pr&el=tree&filepath=hudi-spark-datasource%2Fhudi-spark-common%2Fsrc%2Fmain%2Fscala%2Forg%2Fapache%2Fspark%2Fsql%2Fhudi%2Fblob%2FBatchedBlobRead.scala&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=apache#diff-aHVkaS1zcGFyay1kYXRhc291cmNlL2h1ZGktc3BhcmstY29tbW9uL3NyYy9tYWluL3NjYWxhL29yZy9hcGFjaGUvc3Bhcmsvc3FsL2h1ZGkvYmxvYi9CYXRjaGVkQmxvYlJlYWQuc2NhbGE=)
 | 88.88% | [0 Missing and 1 partial :warning: 
](https://app.codecov.io/gh/apache/hudi/pull/18098?src=pr&el=tree&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=apache)
 |
   | 
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 | 94.11% | [0 Missing and 1 partial :warning: 
](https://app.codecov.io/gh/apache/hudi/pull/18098?src=pr&el=tree&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=apache)
 |
   | 
[...park/sql/hudi/blob/BatchedBlobReaderStrate

Re: [PR] feat(blob): Read Blobs in Spark SQL [hudi]

[via GitHub]

codecov-commenter commented on PR #18098:
URL: https://github.com/apache/hudi/pull/18098#issuecomment-4269262299

   ## 
[Codecov](https://app.codecov.io/gh/apache/hudi/pull/18098?dropdown=coverage&src=pr&el=h1&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=apache)
 Report
   :x: Patch coverage is `78.57143%` with `90 lines` in your changes missing 
coverage. Please review.
   :white_check_mark: Project coverage is 65.79%. Comparing base 
([`35e2bbf`](https://app.codecov.io/gh/apache/hudi/commit/35e2bbf9813f313006c773b92578db6cb93da9ca?dropdown=coverage&el=desc&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=apache))
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([`7d152b1`](https://app.codecov.io/gh/apache/hudi/commit/7d152b1ec05a326cfb746aa12e420855fa8b5dd1?dropdown=coverage&el=desc&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=apache)).
   :warning: Report is 45 commits behind head on master.
   
   | [Files with missing 
lines](https://app.codecov.io/gh/apache/hudi/pull/18098?dropdown=coverage&src=pr&el=tree&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=apache)
 | Patch % | Lines |
   |---|---|---|
   | 
[...apache/spark/sql/hudi/blob/BatchedBlobReader.scala](https://app.codecov.io/gh/apache/hudi/pull/18098?src=pr&el=tree&filepath=hudi-spark-datasource%2Fhudi-spark-common%2Fsrc%2Fmain%2Fscala%2Forg%2Fapache%2Fspark%2Fsql%2Fhudi%2Fblob%2FBatchedBlobReader.scala&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=apache#diff-aHVkaS1zcGFyay1kYXRhc291cmNlL2h1ZGktc3BhcmstY29tbW9uL3NyYy9tYWluL3NjYWxhL29yZy9hcGFjaGUvc3Bhcmsvc3FsL2h1ZGkvYmxvYi9CYXRjaGVkQmxvYlJlYWRlci5zY2FsYQ==)
 | 83.95% | [13 Missing and 30 partials :warning: 
](https://app.codecov.io/gh/apache/hudi/pull/18098?src=pr&el=tree&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=apache)
 |
   | 
[.../org/apache/spark/sql/hudi/blob/ReadBlobRule.scala](https://app.codecov.io/gh/apache/hudi/pull/18098?src=pr&el=tree&filepath=hudi-spark-datasource%2Fhudi-spark-common%2Fsrc%2Fmain%2Fscala%2Forg%2Fapache%2Fspark%2Fsql%2Fhudi%2Fblob%2FReadBlobRule.scala&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=apache#diff-aHVkaS1zcGFyay1kYXRhc291cmNlL2h1ZGktc3BhcmstY29tbW9uL3NyYy9tYWluL3NjYWxhL29yZy9hcGFjaGUvc3Bhcmsvc3FsL2h1ZGkvYmxvYi9SZWFkQmxvYlJ1bGUuc2NhbGE=)
 | 45.33% | [20 Missing and 21 partials :warning: 
](https://app.codecov.io/gh/apache/hudi/pull/18098?src=pr&el=tree&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=apache)
 |
   | 
[...pache/spark/sql/hudi/blob/ReadBlobExpression.scala](https://app.codecov.io/gh/apache/hudi/pull/18098?src=pr&el=tree&filepath=hudi-spark-datasource%2Fhudi-spark-common%2Fsrc%2Fmain%2Fscala%2Forg%2Fapache%2Fspark%2Fsql%2Fhudi%2Fblob%2FReadBlobExpression.scala&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=apache#diff-aHVkaS1zcGFyay1kYXRhc291cmNlL2h1ZGktc3BhcmstY29tbW9uL3NyYy9tYWluL3NjYWxhL29yZy9hcGFjaGUvc3Bhcmsvc3FsL2h1ZGkvYmxvYi9SZWFkQmxvYkV4cHJlc3Npb24uc2NhbGE=)
 | 66.66% | [1 Missing and 1 partial :warning: 
](https://app.codecov.io/gh/apache/hudi/pull/18098?src=pr&el=tree&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=apache)
 |
   | 
[...g/apache/spark/sql/hudi/blob/BatchedBlobRead.scala](https://app.codecov.io/gh/apache/hudi/pull/18098?src=pr&el=tree&filepath=hudi-spark-datasource%2Fhudi-spark-common%2Fsrc%2Fmain%2Fscala%2Forg%2Fapache%2Fspark%2Fsql%2Fhudi%2Fblob%2FBatchedBlobRead.scala&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=apache#diff-aHVkaS1zcGFyay1kYXRhc291cmNlL2h1ZGktc3BhcmstY29tbW9uL3NyYy9tYWluL3NjYWxhL29yZy9hcGFjaGUvc3Bhcmsvc3FsL2h1ZGkvYmxvYi9CYXRjaGVkQmxvYlJlYWQuc2NhbGE=)
 | 88.88% | [0 Missing and 1 partial :warning: 
](https://app.codecov.io/gh/apache/hudi/pull/18098?src=pr&el=tree&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=apache)
 |
   | 
[...ache/spark/sql/hudi/blob/BatchedBlobReadExec.scala](https://app.codecov.io/gh/apache/hudi/pull/18098?src=pr&el=tree&filepath=hudi-spark-datasource%2Fhudi-spark-common%2Fsrc%2Fmain%2Fscala%2Forg%2Fapache%2Fspark%2Fsql%2Fhudi%2Fblob%2FBatchedBlobReadExec.scala&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=apache#diff-aHVkaS1zcGFyay1kYXRhc291cmNlL2h1ZGktc3BhcmstY29tbW9uL3NyYy9tYWluL3NjYWxhL29yZy9hcGFjaGUvc3Bhcmsvc3FsL2h1ZGkvYmxvYi9CYXRjaGVkQmxvYlJlYWRFeGVjLnNjYWxh)
 | 94.11% | [0 Missing and 1 partial :warning: 
](https://app.codecov.io/gh/apache/hudi/pull/18098?src=pr&el=tree&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=apache)
 |
   | 
[...park/sql/hudi/blob/BatchedBlobReaderStrate

Re: [PR] feat(blob): Read Blobs in Spark SQL [hudi]

[via GitHub]

codecov-commenter commented on PR #18098:
URL: https://github.com/apache/hudi/pull/18098#issuecomment-4269255388

   ## 
[Codecov](https://app.codecov.io/gh/apache/hudi/pull/18098?dropdown=coverage&src=pr&el=h1&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=apache)
 Report
   :x: Patch coverage is `78.57143%` with `90 lines` in your changes missing 
coverage. Please review.
   :white_check_mark: Project coverage is 65.79%. Comparing base 
([`35e2bbf`](https://app.codecov.io/gh/apache/hudi/commit/35e2bbf9813f313006c773b92578db6cb93da9ca?dropdown=coverage&el=desc&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=apache))
 to head 
([`7d152b1`](https://app.codecov.io/gh/apache/hudi/commit/7d152b1ec05a326cfb746aa12e420855fa8b5dd1?dropdown=coverage&el=desc&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=apache)).
   :warning: Report is 45 commits behind head on master.
   
   | [Files with missing 
lines](https://app.codecov.io/gh/apache/hudi/pull/18098?dropdown=coverage&src=pr&el=tree&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=apache)
 | Patch % | Lines |
   |---|---|---|
   | 
[...apache/spark/sql/hudi/blob/BatchedBlobReader.scala](https://app.codecov.io/gh/apache/hudi/pull/18098?src=pr&el=tree&filepath=hudi-spark-datasource%2Fhudi-spark-common%2Fsrc%2Fmain%2Fscala%2Forg%2Fapache%2Fspark%2Fsql%2Fhudi%2Fblob%2FBatchedBlobReader.scala&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=apache#diff-aHVkaS1zcGFyay1kYXRhc291cmNlL2h1ZGktc3BhcmstY29tbW9uL3NyYy9tYWluL3NjYWxhL29yZy9hcGFjaGUvc3Bhcmsvc3FsL2h1ZGkvYmxvYi9CYXRjaGVkQmxvYlJlYWRlci5zY2FsYQ==)
 | 83.95% | [13 Missing and 30 partials :warning: 
](https://app.codecov.io/gh/apache/hudi/pull/18098?src=pr&el=tree&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=apache)
 |
   | 
[.../org/apache/spark/sql/hudi/blob/ReadBlobRule.scala](https://app.codecov.io/gh/apache/hudi/pull/18098?src=pr&el=tree&filepath=hudi-spark-datasource%2Fhudi-spark-common%2Fsrc%2Fmain%2Fscala%2Forg%2Fapache%2Fspark%2Fsql%2Fhudi%2Fblob%2FReadBlobRule.scala&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=apache#diff-aHVkaS1zcGFyay1kYXRhc291cmNlL2h1ZGktc3BhcmstY29tbW9uL3NyYy9tYWluL3NjYWxhL29yZy9hcGFjaGUvc3Bhcmsvc3FsL2h1ZGkvYmxvYi9SZWFkQmxvYlJ1bGUuc2NhbGE=)
 | 45.33% | [20 Missing and 21 partials :warning: 
](https://app.codecov.io/gh/apache/hudi/pull/18098?src=pr&el=tree&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=apache)
 |
   | 
[...pache/spark/sql/hudi/blob/ReadBlobExpression.scala](https://app.codecov.io/gh/apache/hudi/pull/18098?src=pr&el=tree&filepath=hudi-spark-datasource%2Fhudi-spark-common%2Fsrc%2Fmain%2Fscala%2Forg%2Fapache%2Fspark%2Fsql%2Fhudi%2Fblob%2FReadBlobExpression.scala&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=apache#diff-aHVkaS1zcGFyay1kYXRhc291cmNlL2h1ZGktc3BhcmstY29tbW9uL3NyYy9tYWluL3NjYWxhL29yZy9hcGFjaGUvc3Bhcmsvc3FsL2h1ZGkvYmxvYi9SZWFkQmxvYkV4cHJlc3Npb24uc2NhbGE=)
 | 66.66% | [1 Missing and 1 partial :warning: 
](https://app.codecov.io/gh/apache/hudi/pull/18098?src=pr&el=tree&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=apache)
 |
   | 
[...g/apache/spark/sql/hudi/blob/BatchedBlobRead.scala](https://app.codecov.io/gh/apache/hudi/pull/18098?src=pr&el=tree&filepath=hudi-spark-datasource%2Fhudi-spark-common%2Fsrc%2Fmain%2Fscala%2Forg%2Fapache%2Fspark%2Fsql%2Fhudi%2Fblob%2FBatchedBlobRead.scala&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=apache#diff-aHVkaS1zcGFyay1kYXRhc291cmNlL2h1ZGktc3BhcmstY29tbW9uL3NyYy9tYWluL3NjYWxhL29yZy9hcGFjaGUvc3Bhcmsvc3FsL2h1ZGkvYmxvYi9CYXRjaGVkQmxvYlJlYWQuc2NhbGE=)
 | 88.88% | [0 Missing and 1 partial :warning: 
](https://app.codecov.io/gh/apache/hudi/pull/18098?src=pr&el=tree&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=apache)
 |
   | 
[...ache/spark/sql/hudi/blob/BatchedBlobReadExec.scala](https://app.codecov.io/gh/apache/hudi/pull/18098?src=pr&el=tree&filepath=hudi-spark-datasource%2Fhudi-spark-common%2Fsrc%2Fmain%2Fscala%2Forg%2Fapache%2Fspark%2Fsql%2Fhudi%2Fblob%2FBatchedBlobReadExec.scala&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=apache#diff-aHVkaS1zcGFyay1kYXRhc291cmNlL2h1ZGktc3BhcmstY29tbW9uL3NyYy9tYWluL3NjYWxhL29yZy9hcGFjaGUvc3Bhcmsvc3FsL2h1ZGkvYmxvYi9CYXRjaGVkQmxvYlJlYWRFeGVjLnNjYWxh)
 | 94.11% | [0 Missing and 1 partial :warning: 
](https://app.codecov.io/gh/apache/hudi/pull/18098?src=pr&el=tree&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=apache)
 |
   | 
[...park/sql/hudi/blob/BatchedBlobReaderStrate

Re: [PR] feat(blob): Read Blobs in Spark SQL [hudi]

[via GitHub]

codecov-commenter commented on PR #18098:
URL: https://github.com/apache/hudi/pull/18098#issuecomment-4269167170

   ## 
[Codecov](https://app.codecov.io/gh/apache/hudi/pull/18098?dropdown=coverage&src=pr&el=h1&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=apache)
 Report
   :x: Patch coverage is `78.57143%` with `90 lines` in your changes missing 
coverage. Please review.
   :white_check_mark: Project coverage is 64.64%. Comparing base 
([`35e2bbf`](https://app.codecov.io/gh/apache/hudi/commit/35e2bbf9813f313006c773b92578db6cb93da9ca?dropdown=coverage&el=desc&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=apache))
 to head 
([`7d152b1`](https://app.codecov.io/gh/apache/hudi/commit/7d152b1ec05a326cfb746aa12e420855fa8b5dd1?dropdown=coverage&el=desc&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=apache)).
   :warning: Report is 45 commits behind head on master.
   
   | [Files with missing 
lines](https://app.codecov.io/gh/apache/hudi/pull/18098?dropdown=coverage&src=pr&el=tree&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=apache)
 | Patch % | Lines |
   |---|---|---|
   | 
[...apache/spark/sql/hudi/blob/BatchedBlobReader.scala](https://app.codecov.io/gh/apache/hudi/pull/18098?src=pr&el=tree&filepath=hudi-spark-datasource%2Fhudi-spark-common%2Fsrc%2Fmain%2Fscala%2Forg%2Fapache%2Fspark%2Fsql%2Fhudi%2Fblob%2FBatchedBlobReader.scala&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=apache#diff-aHVkaS1zcGFyay1kYXRhc291cmNlL2h1ZGktc3BhcmstY29tbW9uL3NyYy9tYWluL3NjYWxhL29yZy9hcGFjaGUvc3Bhcmsvc3FsL2h1ZGkvYmxvYi9CYXRjaGVkQmxvYlJlYWRlci5zY2FsYQ==)
 | 83.95% | [13 Missing and 30 partials :warning: 
](https://app.codecov.io/gh/apache/hudi/pull/18098?src=pr&el=tree&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=apache)
 |
   | 
[.../org/apache/spark/sql/hudi/blob/ReadBlobRule.scala](https://app.codecov.io/gh/apache/hudi/pull/18098?src=pr&el=tree&filepath=hudi-spark-datasource%2Fhudi-spark-common%2Fsrc%2Fmain%2Fscala%2Forg%2Fapache%2Fspark%2Fsql%2Fhudi%2Fblob%2FReadBlobRule.scala&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=apache#diff-aHVkaS1zcGFyay1kYXRhc291cmNlL2h1ZGktc3BhcmstY29tbW9uL3NyYy9tYWluL3NjYWxhL29yZy9hcGFjaGUvc3Bhcmsvc3FsL2h1ZGkvYmxvYi9SZWFkQmxvYlJ1bGUuc2NhbGE=)
 | 45.33% | [20 Missing and 21 partials :warning: 
](https://app.codecov.io/gh/apache/hudi/pull/18098?src=pr&el=tree&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=apache)
 |
   | 
[...pache/spark/sql/hudi/blob/ReadBlobExpression.scala](https://app.codecov.io/gh/apache/hudi/pull/18098?src=pr&el=tree&filepath=hudi-spark-datasource%2Fhudi-spark-common%2Fsrc%2Fmain%2Fscala%2Forg%2Fapache%2Fspark%2Fsql%2Fhudi%2Fblob%2FReadBlobExpression.scala&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=apache#diff-aHVkaS1zcGFyay1kYXRhc291cmNlL2h1ZGktc3BhcmstY29tbW9uL3NyYy9tYWluL3NjYWxhL29yZy9hcGFjaGUvc3Bhcmsvc3FsL2h1ZGkvYmxvYi9SZWFkQmxvYkV4cHJlc3Npb24uc2NhbGE=)
 | 66.66% | [1 Missing and 1 partial :warning: 
](https://app.codecov.io/gh/apache/hudi/pull/18098?src=pr&el=tree&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=apache)
 |
   | 
[...g/apache/spark/sql/hudi/blob/BatchedBlobRead.scala](https://app.codecov.io/gh/apache/hudi/pull/18098?src=pr&el=tree&filepath=hudi-spark-datasource%2Fhudi-spark-common%2Fsrc%2Fmain%2Fscala%2Forg%2Fapache%2Fspark%2Fsql%2Fhudi%2Fblob%2FBatchedBlobRead.scala&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=apache#diff-aHVkaS1zcGFyay1kYXRhc291cmNlL2h1ZGktc3BhcmstY29tbW9uL3NyYy9tYWluL3NjYWxhL29yZy9hcGFjaGUvc3Bhcmsvc3FsL2h1ZGkvYmxvYi9CYXRjaGVkQmxvYlJlYWQuc2NhbGE=)
 | 88.88% | [0 Missing and 1 partial :warning: 
](https://app.codecov.io/gh/apache/hudi/pull/18098?src=pr&el=tree&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=apache)
 |
   | 
[...ache/spark/sql/hudi/blob/BatchedBlobReadExec.scala](https://app.codecov.io/gh/apache/hudi/pull/18098?src=pr&el=tree&filepath=hudi-spark-datasource%2Fhudi-spark-common%2Fsrc%2Fmain%2Fscala%2Forg%2Fapache%2Fspark%2Fsql%2Fhudi%2Fblob%2FBatchedBlobReadExec.scala&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=apache#diff-aHVkaS1zcGFyay1kYXRhc291cmNlL2h1ZGktc3BhcmstY29tbW9uL3NyYy9tYWluL3NjYWxhL29yZy9hcGFjaGUvc3Bhcmsvc3FsL2h1ZGkvYmxvYi9CYXRjaGVkQmxvYlJlYWRFeGVjLnNjYWxh)
 | 94.11% | [0 Missing and 1 partial :warning: 
](https://app.codecov.io/gh/apache/hudi/pull/18098?src=pr&el=tree&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=apache)
 |
   | 
[...park/sql/hudi/blob/BatchedBlobReaderStrate

Re: [PR] feat(blob): Read Blobs in Spark SQL [hudi]

[via GitHub]

yihua commented on code in PR #18098:
URL: https://github.com/apache/hudi/pull/18098#discussion_r3101284113


##
hudi-spark-datasource/hudi-spark-common/src/main/scala/org/apache/spark/sql/hudi/blob/BatchedBlobReader.scala:
##
@@ -0,0 +1,772 @@
+/*
+ * Licensed to the Apache Software Foundation (ASF) under one
+ * or more contributor license agreements.  See the NOTICE file
+ * distributed with this work for additional information
+ * regarding copyright ownership.  The ASF licenses this file
+ * to you under the Apache License, Version 2.0 (the
+ * "License"); you may not use this file except in compliance
+ * with the License.  You may obtain a copy of the License at
+ *
+ *   http://www.apache.org/licenses/LICENSE-2.0
+ *
+ * Unless required by applicable law or agreed to in writing,
+ * software distributed under the License is distributed on an
+ * "AS IS" BASIS, WITHOUT WARRANTIES OR CONDITIONS OF ANY
+ * KIND, either express or implied.  See the License for the
+ * specific language governing permissions and limitations
+ * under the License.
+ */
+
+package org.apache.spark.sql.hudi.blob
+
+import org.apache.hudi.HoodieSparkUtils.sparkAdapter
+import org.apache.hudi.common.schema.{HoodieSchema, HoodieSchemaType}
+import org.apache.hudi.io.SeekableDataInputStream
+import org.apache.hudi.storage.{HoodieStorage, HoodieStorageUtils, 
StorageConfiguration, StoragePath}
+
+import org.apache.spark.broadcast.Broadcast
+import org.apache.spark.rdd.RDD
+import org.apache.spark.sql.{Dataset, Row}
+import org.apache.spark.sql.catalyst.InternalRow
+import org.apache.spark.sql.catalyst.expressions.{GenericRowWithSchema, 
SpecificInternalRow}
+import org.apache.spark.sql.types.{BinaryType, BlobType, DataType, 
StructField, StructType}
+import org.slf4j.LoggerFactory
+
+import java.io.InputStream
+
+import scala.collection.mutable.ArrayBuffer
+
+/**
+ * Batched byte range reader that optimizes I/O by combining consecutive reads 
for out-of-line data.
+ *
+ * This reader analyzes sequences of read requests within a partition and 
merges
+ * consecutive or nearby reads into single I/O operations. This significantly 
reduces
+ * the number of seeks and reads when processing sorted data.
+ *
+ * Schema Requirement:
+ * The blob column must match the schema defined in {@link HoodieSchema.Blob}:
+ * 
+ * struct {
+ *   type: string   // "inline" or "out_of_line"
+ *   data: binary (nullable)   // inline data (null for out_of_line)
+ *   reference: struct (nullable) { // file reference (null for inline)
+ * external_path: string
+ * offset: long
+ * length: long
+ * managed: boolean
+ *   }
+ * }
+ * 
+ *
+ * Key Features:
+ * 
+ *   Batches consecutive reads from the same file
+ *   Configurable gap threshold for merging nearby reads
+ *   Lookahead buffer to identify batch opportunities
+ *   Preserves input row order in output
+ * 
+ *
+ * Usage Example:
+ * {{{
+ * import org.apache.hudi.udf.BatchedByteRangeReader
+ * import org.apache.spark.sql.functions._
+ * // Read a table with a blob column (e.g. image_data)
+ * val df = spark.read.format("hudi").load("/my_path").select("image_data", 
"record_id")
+ *
+ * // Read with batching (best when data is sorted by external_path, offset)
+ * val result = BatchedByteRangeReader.readBatched(df, structColName = 
"file_info")
+ *
+ * // Result has: image_data, record_id, data
+ * result.show()
+ * }}}
+ *
+ * Performance Tips:
+ * 
+ *   Sort input by (blob.reference.external_path, blob.reference.offset) 
for maximum batching effectiveness
+ *   Increase lookaheadSize for better batch detection (at cost of 
memory)
+ *   Tune maxGapBytes based on your data access patterns
+ * 
+ *
+ * @param storageHoodieStorage instance for file I/O
+ * @param maxGapBytesMaximum gap between ranges to consider for batching 
(default: 4KB)
+ * @param lookaheadRows  Number of rows to buffer for batch detection 
(default: 50)
+ */
+class BatchedBlobReader(
+ storage: HoodieStorage,
+ maxGapBytes: Int = 4096,
+ lookaheadRows: Int = 50) {
+
+  private val logger = LoggerFactory.getLogger(classOf[BatchedBlobReader])
+
+  /**
+   * Process a partition iterator, batching consecutive reads.
+   *
+   * This method consumes the input iterator and produces an output iterator
+   * with each row containing the original data plus a "data" column with the
+   * bytes read from the file.
+   *
+   * @param rows Iterator of input rows with struct column
+   * @param structColIdx Index of the struct column in the row
+   * @param outputSchema Schema for output rows
+   * @param accessor Type class for accessing row fields
+   * @param builder  Type class for building output rows
+   * @tparam R   Row type (Row or InternalRow)
+   * @return Iterator of output rows with data column added
+   */
+  def processPartition[R](
+  rows: Iterator[R],
+   

Re: [PR] feat(blob): Read Blobs in Spark SQL [hudi]

[via GitHub]

yihua commented on code in PR #18098:
URL: https://github.com/apache/hudi/pull/18098#discussion_r3101285421


##
hudi-spark-datasource/hudi-spark-common/src/main/scala/org/apache/spark/sql/hudi/blob/ReadBlobRule.scala:
##
@@ -0,0 +1,173 @@
+/*
+ * Licensed to the Apache Software Foundation (ASF) under one
+ * or more contributor license agreements.  See the NOTICE file
+ * distributed with this work for additional information
+ * regarding copyright ownership.  The ASF licenses this file
+ * to you under the Apache License, Version 2.0 (the
+ * "License"); you may not use this file except in compliance
+ * with the License.  You may obtain a copy of the License at
+ *
+ *   http://www.apache.org/licenses/LICENSE-2.0
+ *
+ * Unless required by applicable law or agreed to in writing,
+ * software distributed under the License is distributed on an
+ * "AS IS" BASIS, WITHOUT WARRANTIES OR CONDITIONS OF ANY
+ * KIND, either express or implied.  See the License for the
+ * specific language governing permissions and limitations
+ * under the License.
+ */
+
+package org.apache.spark.sql.hudi.blob
+
+import org.apache.spark.sql.AnalysisException
+import org.apache.spark.sql.SparkSession
+import org.apache.spark.sql.catalyst.expressions.{Alias, Attribute, 
AttributeReference, Expression, ExprId, NamedExpression}
+import org.apache.spark.sql.catalyst.plans.logical.{Filter, LogicalPlan, 
Project}
+import org.apache.spark.sql.catalyst.rules.Rule
+import org.apache.spark.sql.types.{DataType, StructType}
+
+import scala.collection.mutable
+import scala.collection.mutable.ArrayBuffer
+
+/**
+ * Transforms queries with `read_blob()` to use lazy batched I/O.
+ *
+ * Replaces [[ReadBlobExpression]] markers with [[BatchedBlobRead]] nodes
+ * that read blob data during physical execution.
+ *
+ * Example: `SELECT id, read_blob(image_data) FROM table`
+ *
+ * @param spark SparkSession for accessing configuration
+ */
+case class ReadBlobRule(spark: SparkSession) extends Rule[LogicalPlan] {
+
+  override def apply(plan: LogicalPlan): LogicalPlan = plan resolveOperatorsUp 
{
+case Project(projectList, Filter(condition, child))
+  if containsReadBlobExpression(projectList)
+&& containsReadBlobInExpression(condition)
+&& !child.isInstanceOf[BatchedBlobRead] =>
+  val projectBlobCols = extractAllBlobColumns(projectList)
+  val filterBlobCols = extractBlobColumnsFromExpression(condition)
+  val blobColumns = (projectBlobCols ++ filterBlobCols)
+.foldLeft((mutable.LinkedHashSet.empty[ExprId], 
ArrayBuffer.empty[AttributeReference])) {
+  case ((seen, acc), a) if seen.add(a.exprId) => (seen, acc += a)
+  case ((seen, acc), _) => (seen, acc)
+}._2.toSeq
+  val (wrappedPlan, blobToDataAttr) = wrapWithBlobReads(blobColumns, child)
+  val newCondition = replaceReadBlobExpression(condition, blobToDataAttr)
+  val newProjectList = transformNamedExpressions(projectList, 
blobToDataAttr)
+  Project(newProjectList, Filter(newCondition, wrappedPlan))
+
+case Filter(condition, child)
+  if containsReadBlobInExpression(condition)
+&& !child.isInstanceOf[BatchedBlobRead] =>
+
+  val blobColumns = extractBlobColumnsFromExpression(condition)
+  val (wrappedPlan, blobToDataAttr) = wrapWithBlobReads(blobColumns, child)
+  val newCondition = replaceReadBlobExpression(condition, blobToDataAttr)
+  Project(child.output, Filter(newCondition, wrappedPlan))
+
+case Project(projectList, child)
+  if containsReadBlobExpression(projectList)
+&& !child.isInstanceOf[BatchedBlobRead] =>
+
+  val blobColumns = extractAllBlobColumns(projectList)
+  val (wrappedPlan, blobToDataAttr) = wrapWithBlobReads(blobColumns, child)
+  val newProjectList = transformNamedExpressions(projectList, 
blobToDataAttr)
+  Project(newProjectList, wrappedPlan)
+
+case node if containsReadBlobInAnyExpression(node) =>
+  throw new AnalysisException(
+s"read_blob() may only appear in SELECT or WHERE clauses. Found in 
unsupported logical plan node: ${node.nodeName}. " +
+s"Move read_blob() to a SELECT or WHERE clause. Full plan: 
${node.simpleStringWithNodeId()}")
+  }
+
+  private def containsReadBlobInAnyExpression(plan: LogicalPlan): Boolean = {
+plan.expressions.exists(containsReadBlobInExpression)
+  }
+
+  private def wrapWithBlobReads(
+  blobColumns: Seq[AttributeReference],
+  child: LogicalPlan): (LogicalPlan, Map[ExprId, Attribute]) = {
+if (blobColumns.isEmpty) {
+  throw new IllegalStateException("read_blob() found but no valid blob 
column reference extracted.")
+}
+blobColumns.foldLeft((child: LogicalPlan, Map.empty[ExprId, Attribute])) {

Review Comment:
   _⚠️ Potential issue_ | _🟡 Minor_
   
   **Use `AnalysisException` for invalid `read_blob()` usage.**
   
   These branches reject unsupported SQL shapes and wrong input types, but they 
currently throw `Il

Re: [PR] feat(blob): Read Blobs in Spark SQL [hudi]

[via GitHub]

codecov-commenter commented on PR #18098:
URL: https://github.com/apache/hudi/pull/18098#issuecomment-4269139853

   ## 
[Codecov](https://app.codecov.io/gh/apache/hudi/pull/18098?dropdown=coverage&src=pr&el=h1&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=apache)
 Report
   :x: Patch coverage is `78.57143%` with `90 lines` in your changes missing 
coverage. Please review.
   :white_check_mark: Project coverage is 64.56%. Comparing base 
([`35e2bbf`](https://app.codecov.io/gh/apache/hudi/commit/35e2bbf9813f313006c773b92578db6cb93da9ca?dropdown=coverage&el=desc&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=apache))
 to head 
([`7d152b1`](https://app.codecov.io/gh/apache/hudi/commit/7d152b1ec05a326cfb746aa12e420855fa8b5dd1?dropdown=coverage&el=desc&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=apache)).
   :warning: Report is 45 commits behind head on master.
   
   | [Files with missing 
lines](https://app.codecov.io/gh/apache/hudi/pull/18098?dropdown=coverage&src=pr&el=tree&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=apache)
 | Patch % | Lines |
   |---|---|---|
   | 
[...apache/spark/sql/hudi/blob/BatchedBlobReader.scala](https://app.codecov.io/gh/apache/hudi/pull/18098?src=pr&el=tree&filepath=hudi-spark-datasource%2Fhudi-spark-common%2Fsrc%2Fmain%2Fscala%2Forg%2Fapache%2Fspark%2Fsql%2Fhudi%2Fblob%2FBatchedBlobReader.scala&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=apache#diff-aHVkaS1zcGFyay1kYXRhc291cmNlL2h1ZGktc3BhcmstY29tbW9uL3NyYy9tYWluL3NjYWxhL29yZy9hcGFjaGUvc3Bhcmsvc3FsL2h1ZGkvYmxvYi9CYXRjaGVkQmxvYlJlYWRlci5zY2FsYQ==)
 | 83.95% | [13 Missing and 30 partials :warning: 
](https://app.codecov.io/gh/apache/hudi/pull/18098?src=pr&el=tree&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=apache)
 |
   | 
[.../org/apache/spark/sql/hudi/blob/ReadBlobRule.scala](https://app.codecov.io/gh/apache/hudi/pull/18098?src=pr&el=tree&filepath=hudi-spark-datasource%2Fhudi-spark-common%2Fsrc%2Fmain%2Fscala%2Forg%2Fapache%2Fspark%2Fsql%2Fhudi%2Fblob%2FReadBlobRule.scala&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=apache#diff-aHVkaS1zcGFyay1kYXRhc291cmNlL2h1ZGktc3BhcmstY29tbW9uL3NyYy9tYWluL3NjYWxhL29yZy9hcGFjaGUvc3Bhcmsvc3FsL2h1ZGkvYmxvYi9SZWFkQmxvYlJ1bGUuc2NhbGE=)
 | 45.33% | [20 Missing and 21 partials :warning: 
](https://app.codecov.io/gh/apache/hudi/pull/18098?src=pr&el=tree&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=apache)
 |
   | 
[...pache/spark/sql/hudi/blob/ReadBlobExpression.scala](https://app.codecov.io/gh/apache/hudi/pull/18098?src=pr&el=tree&filepath=hudi-spark-datasource%2Fhudi-spark-common%2Fsrc%2Fmain%2Fscala%2Forg%2Fapache%2Fspark%2Fsql%2Fhudi%2Fblob%2FReadBlobExpression.scala&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=apache#diff-aHVkaS1zcGFyay1kYXRhc291cmNlL2h1ZGktc3BhcmstY29tbW9uL3NyYy9tYWluL3NjYWxhL29yZy9hcGFjaGUvc3Bhcmsvc3FsL2h1ZGkvYmxvYi9SZWFkQmxvYkV4cHJlc3Npb24uc2NhbGE=)
 | 66.66% | [1 Missing and 1 partial :warning: 
](https://app.codecov.io/gh/apache/hudi/pull/18098?src=pr&el=tree&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=apache)
 |
   | 
[...g/apache/spark/sql/hudi/blob/BatchedBlobRead.scala](https://app.codecov.io/gh/apache/hudi/pull/18098?src=pr&el=tree&filepath=hudi-spark-datasource%2Fhudi-spark-common%2Fsrc%2Fmain%2Fscala%2Forg%2Fapache%2Fspark%2Fsql%2Fhudi%2Fblob%2FBatchedBlobRead.scala&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=apache#diff-aHVkaS1zcGFyay1kYXRhc291cmNlL2h1ZGktc3BhcmstY29tbW9uL3NyYy9tYWluL3NjYWxhL29yZy9hcGFjaGUvc3Bhcmsvc3FsL2h1ZGkvYmxvYi9CYXRjaGVkQmxvYlJlYWQuc2NhbGE=)
 | 88.88% | [0 Missing and 1 partial :warning: 
](https://app.codecov.io/gh/apache/hudi/pull/18098?src=pr&el=tree&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=apache)
 |
   | 
[...ache/spark/sql/hudi/blob/BatchedBlobReadExec.scala](https://app.codecov.io/gh/apache/hudi/pull/18098?src=pr&el=tree&filepath=hudi-spark-datasource%2Fhudi-spark-common%2Fsrc%2Fmain%2Fscala%2Forg%2Fapache%2Fspark%2Fsql%2Fhudi%2Fblob%2FBatchedBlobReadExec.scala&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=apache#diff-aHVkaS1zcGFyay1kYXRhc291cmNlL2h1ZGktc3BhcmstY29tbW9uL3NyYy9tYWluL3NjYWxhL29yZy9hcGFjaGUvc3Bhcmsvc3FsL2h1ZGkvYmxvYi9CYXRjaGVkQmxvYlJlYWRFeGVjLnNjYWxh)
 | 94.11% | [0 Missing and 1 partial :warning: 
](https://app.codecov.io/gh/apache/hudi/pull/18098?src=pr&el=tree&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=apache)
 |
   | 
[...park/sql/hudi/blob/BatchedBlobReaderStrate

Re: [PR] feat(blob): Read Blobs in Spark SQL [hudi]

[via GitHub]

codecov-commenter commented on PR #18098:
URL: https://github.com/apache/hudi/pull/18098#issuecomment-4269134121

   ## 
[Codecov](https://app.codecov.io/gh/apache/hudi/pull/18098?dropdown=coverage&src=pr&el=h1&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=apache)
 Report
   :x: Patch coverage is `78.57143%` with `90 lines` in your changes missing 
coverage. Please review.
   :white_check_mark: Project coverage is 64.53%. Comparing base 
([`35e2bbf`](https://app.codecov.io/gh/apache/hudi/commit/35e2bbf9813f313006c773b92578db6cb93da9ca?dropdown=coverage&el=desc&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=apache))
 to head 
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   :warning: Report is 45 commits behind head on master.
   
   | [Files with missing 
lines](https://app.codecov.io/gh/apache/hudi/pull/18098?dropdown=coverage&src=pr&el=tree&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=apache)
 | Patch % | Lines |
   |---|---|---|
   | 
[...apache/spark/sql/hudi/blob/BatchedBlobReader.scala](https://app.codecov.io/gh/apache/hudi/pull/18098?src=pr&el=tree&filepath=hudi-spark-datasource%2Fhudi-spark-common%2Fsrc%2Fmain%2Fscala%2Forg%2Fapache%2Fspark%2Fsql%2Fhudi%2Fblob%2FBatchedBlobReader.scala&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=apache#diff-aHVkaS1zcGFyay1kYXRhc291cmNlL2h1ZGktc3BhcmstY29tbW9uL3NyYy9tYWluL3NjYWxhL29yZy9hcGFjaGUvc3Bhcmsvc3FsL2h1ZGkvYmxvYi9CYXRjaGVkQmxvYlJlYWRlci5zY2FsYQ==)
 | 83.95% | [13 Missing and 30 partials :warning: 
](https://app.codecov.io/gh/apache/hudi/pull/18098?src=pr&el=tree&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=apache)
 |
   | 
[.../org/apache/spark/sql/hudi/blob/ReadBlobRule.scala](https://app.codecov.io/gh/apache/hudi/pull/18098?src=pr&el=tree&filepath=hudi-spark-datasource%2Fhudi-spark-common%2Fsrc%2Fmain%2Fscala%2Forg%2Fapache%2Fspark%2Fsql%2Fhudi%2Fblob%2FReadBlobRule.scala&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=apache#diff-aHVkaS1zcGFyay1kYXRhc291cmNlL2h1ZGktc3BhcmstY29tbW9uL3NyYy9tYWluL3NjYWxhL29yZy9hcGFjaGUvc3Bhcmsvc3FsL2h1ZGkvYmxvYi9SZWFkQmxvYlJ1bGUuc2NhbGE=)
 | 45.33% | [20 Missing and 21 partials :warning: 
](https://app.codecov.io/gh/apache/hudi/pull/18098?src=pr&el=tree&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=apache)
 |
   | 
[...pache/spark/sql/hudi/blob/ReadBlobExpression.scala](https://app.codecov.io/gh/apache/hudi/pull/18098?src=pr&el=tree&filepath=hudi-spark-datasource%2Fhudi-spark-common%2Fsrc%2Fmain%2Fscala%2Forg%2Fapache%2Fspark%2Fsql%2Fhudi%2Fblob%2FReadBlobExpression.scala&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=apache#diff-aHVkaS1zcGFyay1kYXRhc291cmNlL2h1ZGktc3BhcmstY29tbW9uL3NyYy9tYWluL3NjYWxhL29yZy9hcGFjaGUvc3Bhcmsvc3FsL2h1ZGkvYmxvYi9SZWFkQmxvYkV4cHJlc3Npb24uc2NhbGE=)
 | 66.66% | [1 Missing and 1 partial :warning: 
](https://app.codecov.io/gh/apache/hudi/pull/18098?src=pr&el=tree&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=apache)
 |
   | 
[...g/apache/spark/sql/hudi/blob/BatchedBlobRead.scala](https://app.codecov.io/gh/apache/hudi/pull/18098?src=pr&el=tree&filepath=hudi-spark-datasource%2Fhudi-spark-common%2Fsrc%2Fmain%2Fscala%2Forg%2Fapache%2Fspark%2Fsql%2Fhudi%2Fblob%2FBatchedBlobRead.scala&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=apache#diff-aHVkaS1zcGFyay1kYXRhc291cmNlL2h1ZGktc3BhcmstY29tbW9uL3NyYy9tYWluL3NjYWxhL29yZy9hcGFjaGUvc3Bhcmsvc3FsL2h1ZGkvYmxvYi9CYXRjaGVkQmxvYlJlYWQuc2NhbGE=)
 | 88.88% | [0 Missing and 1 partial :warning: 
](https://app.codecov.io/gh/apache/hudi/pull/18098?src=pr&el=tree&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=apache)
 |
   | 
[...ache/spark/sql/hudi/blob/BatchedBlobReadExec.scala](https://app.codecov.io/gh/apache/hudi/pull/18098?src=pr&el=tree&filepath=hudi-spark-datasource%2Fhudi-spark-common%2Fsrc%2Fmain%2Fscala%2Forg%2Fapache%2Fspark%2Fsql%2Fhudi%2Fblob%2FBatchedBlobReadExec.scala&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=apache#diff-aHVkaS1zcGFyay1kYXRhc291cmNlL2h1ZGktc3BhcmstY29tbW9uL3NyYy9tYWluL3NjYWxhL29yZy9hcGFjaGUvc3Bhcmsvc3FsL2h1ZGkvYmxvYi9CYXRjaGVkQmxvYlJlYWRFeGVjLnNjYWxh)
 | 94.11% | [0 Missing and 1 partial :warning: 
](https://app.codecov.io/gh/apache/hudi/pull/18098?src=pr&el=tree&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=apache)
 |
   | 
[...park/sql/hudi/blob/BatchedBlobReaderStrate

Re: [PR] feat(blob): Read Blobs in Spark SQL [hudi]

[via GitHub]

codecov-commenter commented on PR #18098:
URL: https://github.com/apache/hudi/pull/18098#issuecomment-4269128511

   ## 
[Codecov](https://app.codecov.io/gh/apache/hudi/pull/18098?dropdown=coverage&src=pr&el=h1&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=apache)
 Report
   :x: Patch coverage is `6.90476%` with `391 lines` in your changes missing 
coverage. Please review.
   :white_check_mark: Project coverage is 61.49%. Comparing base 
([`35e2bbf`](https://app.codecov.io/gh/apache/hudi/commit/35e2bbf9813f313006c773b92578db6cb93da9ca?dropdown=coverage&el=desc&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=apache))
 to head 
([`7d152b1`](https://app.codecov.io/gh/apache/hudi/commit/7d152b1ec05a326cfb746aa12e420855fa8b5dd1?dropdown=coverage&el=desc&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=apache)).
   :warning: Report is 45 commits behind head on master.
   
   | [Files with missing 
lines](https://app.codecov.io/gh/apache/hudi/pull/18098?dropdown=coverage&src=pr&el=tree&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=apache)
 | Patch % | Lines |
   |---|---|---|
   | 
[...apache/spark/sql/hudi/blob/BatchedBlobReader.scala](https://app.codecov.io/gh/apache/hudi/pull/18098?src=pr&el=tree&filepath=hudi-spark-datasource%2Fhudi-spark-common%2Fsrc%2Fmain%2Fscala%2Forg%2Fapache%2Fspark%2Fsql%2Fhudi%2Fblob%2FBatchedBlobReader.scala&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=apache#diff-aHVkaS1zcGFyay1kYXRhc291cmNlL2h1ZGktc3BhcmstY29tbW9uL3NyYy9tYWluL3NjYWxhL29yZy9hcGFjaGUvc3Bhcmsvc3FsL2h1ZGkvYmxvYi9CYXRjaGVkQmxvYlJlYWRlci5zY2FsYQ==)
 | 0.00% | [268 Missing :warning: 
](https://app.codecov.io/gh/apache/hudi/pull/18098?src=pr&el=tree&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=apache)
 |
   | 
[.../org/apache/spark/sql/hudi/blob/ReadBlobRule.scala](https://app.codecov.io/gh/apache/hudi/pull/18098?src=pr&el=tree&filepath=hudi-spark-datasource%2Fhudi-spark-common%2Fsrc%2Fmain%2Fscala%2Forg%2Fapache%2Fspark%2Fsql%2Fhudi%2Fblob%2FReadBlobRule.scala&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=apache#diff-aHVkaS1zcGFyay1kYXRhc291cmNlL2h1ZGktc3BhcmstY29tbW9uL3NyYy9tYWluL3NjYWxhL29yZy9hcGFjaGUvc3Bhcmsvc3FsL2h1ZGkvYmxvYi9SZWFkQmxvYlJ1bGUuc2NhbGE=)
 | 5.33% | [62 Missing and 9 partials :warning: 
](https://app.codecov.io/gh/apache/hudi/pull/18098?src=pr&el=tree&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=apache)
 |
   | 
[...park/sql/hudi/blob/BatchedBlobReaderStrategy.scala](https://app.codecov.io/gh/apache/hudi/pull/18098?src=pr&el=tree&filepath=hudi-spark-datasource%2Fhudi-spark-common%2Fsrc%2Fmain%2Fscala%2Forg%2Fapache%2Fspark%2Fsql%2Fhudi%2Fblob%2FBatchedBlobReaderStrategy.scala&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=apache#diff-aHVkaS1zcGFyay1kYXRhc291cmNlL2h1ZGktc3BhcmstY29tbW9uL3NyYy9tYWluL3NjYWxhL29yZy9hcGFjaGUvc3Bhcmsvc3FsL2h1ZGkvYmxvYi9CYXRjaGVkQmxvYlJlYWRlclN0cmF0ZWd5LnNjYWxh)
 | 10.00% | [17 Missing and 1 partial :warning: 
](https://app.codecov.io/gh/apache/hudi/pull/18098?src=pr&el=tree&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=apache)
 |
   | 
[...ache/spark/sql/hudi/blob/BatchedBlobReadExec.scala](https://app.codecov.io/gh/apache/hudi/pull/18098?src=pr&el=tree&filepath=hudi-spark-datasource%2Fhudi-spark-common%2Fsrc%2Fmain%2Fscala%2Forg%2Fapache%2Fspark%2Fsql%2Fhudi%2Fblob%2FBatchedBlobReadExec.scala&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=apache#diff-aHVkaS1zcGFyay1kYXRhc291cmNlL2h1ZGktc3BhcmstY29tbW9uL3NyYy9tYWluL3NjYWxhL29yZy9hcGFjaGUvc3Bhcmsvc3FsL2h1ZGkvYmxvYi9CYXRjaGVkQmxvYlJlYWRFeGVjLnNjYWxh)
 | 0.00% | [17 Missing :warning: 
](https://app.codecov.io/gh/apache/hudi/pull/18098?src=pr&el=tree&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=apache)
 |
   | 
[...g/apache/spark/sql/hudi/blob/BatchedBlobRead.scala](https://app.codecov.io/gh/apache/hudi/pull/18098?src=pr&el=tree&filepath=hudi-spark-datasource%2Fhudi-spark-common%2Fsrc%2Fmain%2Fscala%2Forg%2Fapache%2Fspark%2Fsql%2Fhudi%2Fblob%2FBatchedBlobRead.scala&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=apache#diff-aHVkaS1zcGFyay1kYXRhc291cmNlL2h1ZGktc3BhcmstY29tbW9uL3NyYy9tYWluL3NjYWxhL29yZy9hcGFjaGUvc3Bhcmsvc3FsL2h1ZGkvYmxvYi9CYXRjaGVkQmxvYlJlYWQuc2NhbGE=)
 | 0.00% | [9 Missing :warning: 
](https://app.codecov.io/gh/apache/hudi/pull/18098?src=pr&el=tree&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=apache)
 |
   | 
[...pache/spark/sql/hudi/blob/ReadBlobExpression.scala](https://app.codecov.i

Re: [PR] feat(blob): Read Blobs in Spark SQL [hudi]

[via GitHub]

codecov-commenter commented on PR #18098:
URL: https://github.com/apache/hudi/pull/18098#issuecomment-4269125108

   ## 
[Codecov](https://app.codecov.io/gh/apache/hudi/pull/18098?dropdown=coverage&src=pr&el=h1&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=apache)
 Report
   :x: Patch coverage is `6.90476%` with `391 lines` in your changes missing 
coverage. Please review.
   :white_check_mark: Project coverage is 61.49%. Comparing base 
([`35e2bbf`](https://app.codecov.io/gh/apache/hudi/commit/35e2bbf9813f313006c773b92578db6cb93da9ca?dropdown=coverage&el=desc&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=apache))
 to head 
([`7d152b1`](https://app.codecov.io/gh/apache/hudi/commit/7d152b1ec05a326cfb746aa12e420855fa8b5dd1?dropdown=coverage&el=desc&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=apache)).
   :warning: Report is 45 commits behind head on master.
   
   | [Files with missing 
lines](https://app.codecov.io/gh/apache/hudi/pull/18098?dropdown=coverage&src=pr&el=tree&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=apache)
 | Patch % | Lines |
   |---|---|---|
   | 
[...apache/spark/sql/hudi/blob/BatchedBlobReader.scala](https://app.codecov.io/gh/apache/hudi/pull/18098?src=pr&el=tree&filepath=hudi-spark-datasource%2Fhudi-spark-common%2Fsrc%2Fmain%2Fscala%2Forg%2Fapache%2Fspark%2Fsql%2Fhudi%2Fblob%2FBatchedBlobReader.scala&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=apache#diff-aHVkaS1zcGFyay1kYXRhc291cmNlL2h1ZGktc3BhcmstY29tbW9uL3NyYy9tYWluL3NjYWxhL29yZy9hcGFjaGUvc3Bhcmsvc3FsL2h1ZGkvYmxvYi9CYXRjaGVkQmxvYlJlYWRlci5zY2FsYQ==)
 | 0.00% | [268 Missing :warning: 
](https://app.codecov.io/gh/apache/hudi/pull/18098?src=pr&el=tree&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=apache)
 |
   | 
[.../org/apache/spark/sql/hudi/blob/ReadBlobRule.scala](https://app.codecov.io/gh/apache/hudi/pull/18098?src=pr&el=tree&filepath=hudi-spark-datasource%2Fhudi-spark-common%2Fsrc%2Fmain%2Fscala%2Forg%2Fapache%2Fspark%2Fsql%2Fhudi%2Fblob%2FReadBlobRule.scala&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=apache#diff-aHVkaS1zcGFyay1kYXRhc291cmNlL2h1ZGktc3BhcmstY29tbW9uL3NyYy9tYWluL3NjYWxhL29yZy9hcGFjaGUvc3Bhcmsvc3FsL2h1ZGkvYmxvYi9SZWFkQmxvYlJ1bGUuc2NhbGE=)
 | 5.33% | [62 Missing and 9 partials :warning: 
](https://app.codecov.io/gh/apache/hudi/pull/18098?src=pr&el=tree&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=apache)
 |
   | 
[...park/sql/hudi/blob/BatchedBlobReaderStrategy.scala](https://app.codecov.io/gh/apache/hudi/pull/18098?src=pr&el=tree&filepath=hudi-spark-datasource%2Fhudi-spark-common%2Fsrc%2Fmain%2Fscala%2Forg%2Fapache%2Fspark%2Fsql%2Fhudi%2Fblob%2FBatchedBlobReaderStrategy.scala&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=apache#diff-aHVkaS1zcGFyay1kYXRhc291cmNlL2h1ZGktc3BhcmstY29tbW9uL3NyYy9tYWluL3NjYWxhL29yZy9hcGFjaGUvc3Bhcmsvc3FsL2h1ZGkvYmxvYi9CYXRjaGVkQmxvYlJlYWRlclN0cmF0ZWd5LnNjYWxh)
 | 10.00% | [17 Missing and 1 partial :warning: 
](https://app.codecov.io/gh/apache/hudi/pull/18098?src=pr&el=tree&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=apache)
 |
   | 
[...ache/spark/sql/hudi/blob/BatchedBlobReadExec.scala](https://app.codecov.io/gh/apache/hudi/pull/18098?src=pr&el=tree&filepath=hudi-spark-datasource%2Fhudi-spark-common%2Fsrc%2Fmain%2Fscala%2Forg%2Fapache%2Fspark%2Fsql%2Fhudi%2Fblob%2FBatchedBlobReadExec.scala&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=apache#diff-aHVkaS1zcGFyay1kYXRhc291cmNlL2h1ZGktc3BhcmstY29tbW9uL3NyYy9tYWluL3NjYWxhL29yZy9hcGFjaGUvc3Bhcmsvc3FsL2h1ZGkvYmxvYi9CYXRjaGVkQmxvYlJlYWRFeGVjLnNjYWxh)
 | 0.00% | [17 Missing :warning: 
](https://app.codecov.io/gh/apache/hudi/pull/18098?src=pr&el=tree&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=apache)
 |
   | 
[...g/apache/spark/sql/hudi/blob/BatchedBlobRead.scala](https://app.codecov.io/gh/apache/hudi/pull/18098?src=pr&el=tree&filepath=hudi-spark-datasource%2Fhudi-spark-common%2Fsrc%2Fmain%2Fscala%2Forg%2Fapache%2Fspark%2Fsql%2Fhudi%2Fblob%2FBatchedBlobRead.scala&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=apache#diff-aHVkaS1zcGFyay1kYXRhc291cmNlL2h1ZGktc3BhcmstY29tbW9uL3NyYy9tYWluL3NjYWxhL29yZy9hcGFjaGUvc3Bhcmsvc3FsL2h1ZGkvYmxvYi9CYXRjaGVkQmxvYlJlYWQuc2NhbGE=)
 | 0.00% | [9 Missing :warning: 
](https://app.codecov.io/gh/apache/hudi/pull/18098?src=pr&el=tree&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=apache)
 |
   | 
[...pache/spark/sql/hudi/blob/ReadBlobExpression.scala](https://app.codecov.i

Re: [PR] feat(blob): Read Blobs in Spark SQL [hudi]

[via GitHub]

codecov-commenter commented on PR #18098:
URL: https://github.com/apache/hudi/pull/18098#issuecomment-4269117966

   ## 
[Codecov](https://app.codecov.io/gh/apache/hudi/pull/18098?dropdown=coverage&src=pr&el=h1&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=apache)
 Report
   :x: Patch coverage is `6.90476%` with `391 lines` in your changes missing 
coverage. Please review.
   :white_check_mark: Project coverage is 61.24%. Comparing base 
([`35e2bbf`](https://app.codecov.io/gh/apache/hudi/commit/35e2bbf9813f313006c773b92578db6cb93da9ca?dropdown=coverage&el=desc&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=apache))
 to head 
([`7d152b1`](https://app.codecov.io/gh/apache/hudi/commit/7d152b1ec05a326cfb746aa12e420855fa8b5dd1?dropdown=coverage&el=desc&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=apache)).
   :warning: Report is 45 commits behind head on master.
   
   | [Files with missing 
lines](https://app.codecov.io/gh/apache/hudi/pull/18098?dropdown=coverage&src=pr&el=tree&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=apache)
 | Patch % | Lines |
   |---|---|---|
   | 
[...apache/spark/sql/hudi/blob/BatchedBlobReader.scala](https://app.codecov.io/gh/apache/hudi/pull/18098?src=pr&el=tree&filepath=hudi-spark-datasource%2Fhudi-spark-common%2Fsrc%2Fmain%2Fscala%2Forg%2Fapache%2Fspark%2Fsql%2Fhudi%2Fblob%2FBatchedBlobReader.scala&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=apache#diff-aHVkaS1zcGFyay1kYXRhc291cmNlL2h1ZGktc3BhcmstY29tbW9uL3NyYy9tYWluL3NjYWxhL29yZy9hcGFjaGUvc3Bhcmsvc3FsL2h1ZGkvYmxvYi9CYXRjaGVkQmxvYlJlYWRlci5zY2FsYQ==)
 | 0.00% | [268 Missing :warning: 
](https://app.codecov.io/gh/apache/hudi/pull/18098?src=pr&el=tree&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=apache)
 |
   | 
[.../org/apache/spark/sql/hudi/blob/ReadBlobRule.scala](https://app.codecov.io/gh/apache/hudi/pull/18098?src=pr&el=tree&filepath=hudi-spark-datasource%2Fhudi-spark-common%2Fsrc%2Fmain%2Fscala%2Forg%2Fapache%2Fspark%2Fsql%2Fhudi%2Fblob%2FReadBlobRule.scala&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=apache#diff-aHVkaS1zcGFyay1kYXRhc291cmNlL2h1ZGktc3BhcmstY29tbW9uL3NyYy9tYWluL3NjYWxhL29yZy9hcGFjaGUvc3Bhcmsvc3FsL2h1ZGkvYmxvYi9SZWFkQmxvYlJ1bGUuc2NhbGE=)
 | 5.33% | [62 Missing and 9 partials :warning: 
](https://app.codecov.io/gh/apache/hudi/pull/18098?src=pr&el=tree&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=apache)
 |
   | 
[...park/sql/hudi/blob/BatchedBlobReaderStrategy.scala](https://app.codecov.io/gh/apache/hudi/pull/18098?src=pr&el=tree&filepath=hudi-spark-datasource%2Fhudi-spark-common%2Fsrc%2Fmain%2Fscala%2Forg%2Fapache%2Fspark%2Fsql%2Fhudi%2Fblob%2FBatchedBlobReaderStrategy.scala&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=apache#diff-aHVkaS1zcGFyay1kYXRhc291cmNlL2h1ZGktc3BhcmstY29tbW9uL3NyYy9tYWluL3NjYWxhL29yZy9hcGFjaGUvc3Bhcmsvc3FsL2h1ZGkvYmxvYi9CYXRjaGVkQmxvYlJlYWRlclN0cmF0ZWd5LnNjYWxh)
 | 10.00% | [17 Missing and 1 partial :warning: 
](https://app.codecov.io/gh/apache/hudi/pull/18098?src=pr&el=tree&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=apache)
 |
   | 
[...ache/spark/sql/hudi/blob/BatchedBlobReadExec.scala](https://app.codecov.io/gh/apache/hudi/pull/18098?src=pr&el=tree&filepath=hudi-spark-datasource%2Fhudi-spark-common%2Fsrc%2Fmain%2Fscala%2Forg%2Fapache%2Fspark%2Fsql%2Fhudi%2Fblob%2FBatchedBlobReadExec.scala&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=apache#diff-aHVkaS1zcGFyay1kYXRhc291cmNlL2h1ZGktc3BhcmstY29tbW9uL3NyYy9tYWluL3NjYWxhL29yZy9hcGFjaGUvc3Bhcmsvc3FsL2h1ZGkvYmxvYi9CYXRjaGVkQmxvYlJlYWRFeGVjLnNjYWxh)
 | 0.00% | [17 Missing :warning: 
](https://app.codecov.io/gh/apache/hudi/pull/18098?src=pr&el=tree&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=apache)
 |
   | 
[...g/apache/spark/sql/hudi/blob/BatchedBlobRead.scala](https://app.codecov.io/gh/apache/hudi/pull/18098?src=pr&el=tree&filepath=hudi-spark-datasource%2Fhudi-spark-common%2Fsrc%2Fmain%2Fscala%2Forg%2Fapache%2Fspark%2Fsql%2Fhudi%2Fblob%2FBatchedBlobRead.scala&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=apache#diff-aHVkaS1zcGFyay1kYXRhc291cmNlL2h1ZGktc3BhcmstY29tbW9uL3NyYy9tYWluL3NjYWxhL29yZy9hcGFjaGUvc3Bhcmsvc3FsL2h1ZGkvYmxvYi9CYXRjaGVkQmxvYlJlYWQuc2NhbGE=)
 | 0.00% | [9 Missing :warning: 
](https://app.codecov.io/gh/apache/hudi/pull/18098?src=pr&el=tree&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=apache)
 |
   | 
[...pache/spark/sql/hudi/blob/ReadBlobExpression.scala](https://app.codecov.i

Re: [PR] feat(blob): Read Blobs in Spark SQL [hudi]

[via GitHub]

hudi-bot commented on PR #18098:
URL: https://github.com/apache/hudi/pull/18098#issuecomment-4269098464

   
   ## CI report:
   
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Re: [PR] feat(blob): Read Blobs in Spark SQL [hudi]

[via GitHub]

codecov-commenter commented on PR #18098:
URL: https://github.com/apache/hudi/pull/18098#issuecomment-4269066627

   ## 
[Codecov](https://app.codecov.io/gh/apache/hudi/pull/18098?dropdown=coverage&src=pr&el=h1&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=apache)
 Report
   :x: Patch coverage is `6.90476%` with `391 lines` in your changes missing 
coverage. Please review.
   :white_check_mark: Project coverage is 54.81%. Comparing base 
([`35e2bbf`](https://app.codecov.io/gh/apache/hudi/commit/35e2bbf9813f313006c773b92578db6cb93da9ca?dropdown=coverage&el=desc&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=apache))
 to head 
([`7d152b1`](https://app.codecov.io/gh/apache/hudi/commit/7d152b1ec05a326cfb746aa12e420855fa8b5dd1?dropdown=coverage&el=desc&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=apache)).
   :warning: Report is 45 commits behind head on master.
   
   | [Files with missing 
lines](https://app.codecov.io/gh/apache/hudi/pull/18098?dropdown=coverage&src=pr&el=tree&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=apache)
 | Patch % | Lines |
   |---|---|---|
   | 
[...apache/spark/sql/hudi/blob/BatchedBlobReader.scala](https://app.codecov.io/gh/apache/hudi/pull/18098?src=pr&el=tree&filepath=hudi-spark-datasource%2Fhudi-spark-common%2Fsrc%2Fmain%2Fscala%2Forg%2Fapache%2Fspark%2Fsql%2Fhudi%2Fblob%2FBatchedBlobReader.scala&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=apache#diff-aHVkaS1zcGFyay1kYXRhc291cmNlL2h1ZGktc3BhcmstY29tbW9uL3NyYy9tYWluL3NjYWxhL29yZy9hcGFjaGUvc3Bhcmsvc3FsL2h1ZGkvYmxvYi9CYXRjaGVkQmxvYlJlYWRlci5zY2FsYQ==)
 | 0.00% | [268 Missing :warning: 
](https://app.codecov.io/gh/apache/hudi/pull/18098?src=pr&el=tree&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=apache)
 |
   | 
[.../org/apache/spark/sql/hudi/blob/ReadBlobRule.scala](https://app.codecov.io/gh/apache/hudi/pull/18098?src=pr&el=tree&filepath=hudi-spark-datasource%2Fhudi-spark-common%2Fsrc%2Fmain%2Fscala%2Forg%2Fapache%2Fspark%2Fsql%2Fhudi%2Fblob%2FReadBlobRule.scala&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=apache#diff-aHVkaS1zcGFyay1kYXRhc291cmNlL2h1ZGktc3BhcmstY29tbW9uL3NyYy9tYWluL3NjYWxhL29yZy9hcGFjaGUvc3Bhcmsvc3FsL2h1ZGkvYmxvYi9SZWFkQmxvYlJ1bGUuc2NhbGE=)
 | 5.33% | [62 Missing and 9 partials :warning: 
](https://app.codecov.io/gh/apache/hudi/pull/18098?src=pr&el=tree&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=apache)
 |
   | 
[...park/sql/hudi/blob/BatchedBlobReaderStrategy.scala](https://app.codecov.io/gh/apache/hudi/pull/18098?src=pr&el=tree&filepath=hudi-spark-datasource%2Fhudi-spark-common%2Fsrc%2Fmain%2Fscala%2Forg%2Fapache%2Fspark%2Fsql%2Fhudi%2Fblob%2FBatchedBlobReaderStrategy.scala&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=apache#diff-aHVkaS1zcGFyay1kYXRhc291cmNlL2h1ZGktc3BhcmstY29tbW9uL3NyYy9tYWluL3NjYWxhL29yZy9hcGFjaGUvc3Bhcmsvc3FsL2h1ZGkvYmxvYi9CYXRjaGVkQmxvYlJlYWRlclN0cmF0ZWd5LnNjYWxh)
 | 10.00% | [17 Missing and 1 partial :warning: 
](https://app.codecov.io/gh/apache/hudi/pull/18098?src=pr&el=tree&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=apache)
 |
   | 
[...ache/spark/sql/hudi/blob/BatchedBlobReadExec.scala](https://app.codecov.io/gh/apache/hudi/pull/18098?src=pr&el=tree&filepath=hudi-spark-datasource%2Fhudi-spark-common%2Fsrc%2Fmain%2Fscala%2Forg%2Fapache%2Fspark%2Fsql%2Fhudi%2Fblob%2FBatchedBlobReadExec.scala&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=apache#diff-aHVkaS1zcGFyay1kYXRhc291cmNlL2h1ZGktc3BhcmstY29tbW9uL3NyYy9tYWluL3NjYWxhL29yZy9hcGFjaGUvc3Bhcmsvc3FsL2h1ZGkvYmxvYi9CYXRjaGVkQmxvYlJlYWRFeGVjLnNjYWxh)
 | 0.00% | [17 Missing :warning: 
](https://app.codecov.io/gh/apache/hudi/pull/18098?src=pr&el=tree&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=apache)
 |
   | 
[...g/apache/spark/sql/hudi/blob/BatchedBlobRead.scala](https://app.codecov.io/gh/apache/hudi/pull/18098?src=pr&el=tree&filepath=hudi-spark-datasource%2Fhudi-spark-common%2Fsrc%2Fmain%2Fscala%2Forg%2Fapache%2Fspark%2Fsql%2Fhudi%2Fblob%2FBatchedBlobRead.scala&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=apache#diff-aHVkaS1zcGFyay1kYXRhc291cmNlL2h1ZGktc3BhcmstY29tbW9uL3NyYy9tYWluL3NjYWxhL29yZy9hcGFjaGUvc3Bhcmsvc3FsL2h1ZGkvYmxvYi9CYXRjaGVkQmxvYlJlYWQuc2NhbGE=)
 | 0.00% | [9 Missing :warning: 
](https://app.codecov.io/gh/apache/hudi/pull/18098?src=pr&el=tree&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=apache)
 |
   | 
[...pache/spark/sql/hudi/blob/ReadBlobExpression.scala](https://app.codecov.i

Re: [PR] feat(blob): Read Blobs in Spark SQL [hudi]

[via GitHub]

codecov-commenter commented on PR #18098:
URL: https://github.com/apache/hudi/pull/18098#issuecomment-4269059590

   ## 
[Codecov](https://app.codecov.io/gh/apache/hudi/pull/18098?dropdown=coverage&src=pr&el=h1&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=apache)
 Report
   :x: Patch coverage is `6.90476%` with `391 lines` in your changes missing 
coverage. Please review.
   :white_check_mark: Project coverage is 54.78%. Comparing base 
([`35e2bbf`](https://app.codecov.io/gh/apache/hudi/commit/35e2bbf9813f313006c773b92578db6cb93da9ca?dropdown=coverage&el=desc&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=apache))
 to head 
([`7d152b1`](https://app.codecov.io/gh/apache/hudi/commit/7d152b1ec05a326cfb746aa12e420855fa8b5dd1?dropdown=coverage&el=desc&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=apache)).
   :warning: Report is 45 commits behind head on master.
   
   | [Files with missing 
lines](https://app.codecov.io/gh/apache/hudi/pull/18098?dropdown=coverage&src=pr&el=tree&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=apache)
 | Patch % | Lines |
   |---|---|---|
   | 
[...apache/spark/sql/hudi/blob/BatchedBlobReader.scala](https://app.codecov.io/gh/apache/hudi/pull/18098?src=pr&el=tree&filepath=hudi-spark-datasource%2Fhudi-spark-common%2Fsrc%2Fmain%2Fscala%2Forg%2Fapache%2Fspark%2Fsql%2Fhudi%2Fblob%2FBatchedBlobReader.scala&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=apache#diff-aHVkaS1zcGFyay1kYXRhc291cmNlL2h1ZGktc3BhcmstY29tbW9uL3NyYy9tYWluL3NjYWxhL29yZy9hcGFjaGUvc3Bhcmsvc3FsL2h1ZGkvYmxvYi9CYXRjaGVkQmxvYlJlYWRlci5zY2FsYQ==)
 | 0.00% | [268 Missing :warning: 
](https://app.codecov.io/gh/apache/hudi/pull/18098?src=pr&el=tree&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=apache)
 |
   | 
[.../org/apache/spark/sql/hudi/blob/ReadBlobRule.scala](https://app.codecov.io/gh/apache/hudi/pull/18098?src=pr&el=tree&filepath=hudi-spark-datasource%2Fhudi-spark-common%2Fsrc%2Fmain%2Fscala%2Forg%2Fapache%2Fspark%2Fsql%2Fhudi%2Fblob%2FReadBlobRule.scala&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=apache#diff-aHVkaS1zcGFyay1kYXRhc291cmNlL2h1ZGktc3BhcmstY29tbW9uL3NyYy9tYWluL3NjYWxhL29yZy9hcGFjaGUvc3Bhcmsvc3FsL2h1ZGkvYmxvYi9SZWFkQmxvYlJ1bGUuc2NhbGE=)
 | 5.33% | [62 Missing and 9 partials :warning: 
](https://app.codecov.io/gh/apache/hudi/pull/18098?src=pr&el=tree&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=apache)
 |
   | 
[...park/sql/hudi/blob/BatchedBlobReaderStrategy.scala](https://app.codecov.io/gh/apache/hudi/pull/18098?src=pr&el=tree&filepath=hudi-spark-datasource%2Fhudi-spark-common%2Fsrc%2Fmain%2Fscala%2Forg%2Fapache%2Fspark%2Fsql%2Fhudi%2Fblob%2FBatchedBlobReaderStrategy.scala&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=apache#diff-aHVkaS1zcGFyay1kYXRhc291cmNlL2h1ZGktc3BhcmstY29tbW9uL3NyYy9tYWluL3NjYWxhL29yZy9hcGFjaGUvc3Bhcmsvc3FsL2h1ZGkvYmxvYi9CYXRjaGVkQmxvYlJlYWRlclN0cmF0ZWd5LnNjYWxh)
 | 10.00% | [17 Missing and 1 partial :warning: 
](https://app.codecov.io/gh/apache/hudi/pull/18098?src=pr&el=tree&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=apache)
 |
   | 
[...ache/spark/sql/hudi/blob/BatchedBlobReadExec.scala](https://app.codecov.io/gh/apache/hudi/pull/18098?src=pr&el=tree&filepath=hudi-spark-datasource%2Fhudi-spark-common%2Fsrc%2Fmain%2Fscala%2Forg%2Fapache%2Fspark%2Fsql%2Fhudi%2Fblob%2FBatchedBlobReadExec.scala&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=apache#diff-aHVkaS1zcGFyay1kYXRhc291cmNlL2h1ZGktc3BhcmstY29tbW9uL3NyYy9tYWluL3NjYWxhL29yZy9hcGFjaGUvc3Bhcmsvc3FsL2h1ZGkvYmxvYi9CYXRjaGVkQmxvYlJlYWRFeGVjLnNjYWxh)
 | 0.00% | [17 Missing :warning: 
](https://app.codecov.io/gh/apache/hudi/pull/18098?src=pr&el=tree&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=apache)
 |
   | 
[...g/apache/spark/sql/hudi/blob/BatchedBlobRead.scala](https://app.codecov.io/gh/apache/hudi/pull/18098?src=pr&el=tree&filepath=hudi-spark-datasource%2Fhudi-spark-common%2Fsrc%2Fmain%2Fscala%2Forg%2Fapache%2Fspark%2Fsql%2Fhudi%2Fblob%2FBatchedBlobRead.scala&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=apache#diff-aHVkaS1zcGFyay1kYXRhc291cmNlL2h1ZGktc3BhcmstY29tbW9uL3NyYy9tYWluL3NjYWxhL29yZy9hcGFjaGUvc3Bhcmsvc3FsL2h1ZGkvYmxvYi9CYXRjaGVkQmxvYlJlYWQuc2NhbGE=)
 | 0.00% | [9 Missing :warning: 
](https://app.codecov.io/gh/apache/hudi/pull/18098?src=pr&el=tree&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=apache)
 |
   | 
[...pache/spark/sql/hudi/blob/ReadBlobExpression.scala](https://app.codecov.i

Re: [PR] feat(blob): Read Blobs in Spark SQL [hudi]

[via GitHub]

codecov-commenter commented on PR #18098:
URL: https://github.com/apache/hudi/pull/18098#issuecomment-4269057015

   ## 
[Codecov](https://app.codecov.io/gh/apache/hudi/pull/18098?dropdown=coverage&src=pr&el=h1&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=apache)
 Report
   :x: Patch coverage is `6.90476%` with `391 lines` in your changes missing 
coverage. Please review.
   :white_check_mark: Project coverage is 54.76%. Comparing base 
([`35e2bbf`](https://app.codecov.io/gh/apache/hudi/commit/35e2bbf9813f313006c773b92578db6cb93da9ca?dropdown=coverage&el=desc&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=apache))
 to head 
([`7d152b1`](https://app.codecov.io/gh/apache/hudi/commit/7d152b1ec05a326cfb746aa12e420855fa8b5dd1?dropdown=coverage&el=desc&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=apache)).
   :warning: Report is 45 commits behind head on master.
   
   | [Files with missing 
lines](https://app.codecov.io/gh/apache/hudi/pull/18098?dropdown=coverage&src=pr&el=tree&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=apache)
 | Patch % | Lines |
   |---|---|---|
   | 
[...apache/spark/sql/hudi/blob/BatchedBlobReader.scala](https://app.codecov.io/gh/apache/hudi/pull/18098?src=pr&el=tree&filepath=hudi-spark-datasource%2Fhudi-spark-common%2Fsrc%2Fmain%2Fscala%2Forg%2Fapache%2Fspark%2Fsql%2Fhudi%2Fblob%2FBatchedBlobReader.scala&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=apache#diff-aHVkaS1zcGFyay1kYXRhc291cmNlL2h1ZGktc3BhcmstY29tbW9uL3NyYy9tYWluL3NjYWxhL29yZy9hcGFjaGUvc3Bhcmsvc3FsL2h1ZGkvYmxvYi9CYXRjaGVkQmxvYlJlYWRlci5zY2FsYQ==)
 | 0.00% | [268 Missing :warning: 
](https://app.codecov.io/gh/apache/hudi/pull/18098?src=pr&el=tree&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=apache)
 |
   | 
[.../org/apache/spark/sql/hudi/blob/ReadBlobRule.scala](https://app.codecov.io/gh/apache/hudi/pull/18098?src=pr&el=tree&filepath=hudi-spark-datasource%2Fhudi-spark-common%2Fsrc%2Fmain%2Fscala%2Forg%2Fapache%2Fspark%2Fsql%2Fhudi%2Fblob%2FReadBlobRule.scala&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=apache#diff-aHVkaS1zcGFyay1kYXRhc291cmNlL2h1ZGktc3BhcmstY29tbW9uL3NyYy9tYWluL3NjYWxhL29yZy9hcGFjaGUvc3Bhcmsvc3FsL2h1ZGkvYmxvYi9SZWFkQmxvYlJ1bGUuc2NhbGE=)
 | 5.33% | [62 Missing and 9 partials :warning: 
](https://app.codecov.io/gh/apache/hudi/pull/18098?src=pr&el=tree&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=apache)
 |
   | 
[...park/sql/hudi/blob/BatchedBlobReaderStrategy.scala](https://app.codecov.io/gh/apache/hudi/pull/18098?src=pr&el=tree&filepath=hudi-spark-datasource%2Fhudi-spark-common%2Fsrc%2Fmain%2Fscala%2Forg%2Fapache%2Fspark%2Fsql%2Fhudi%2Fblob%2FBatchedBlobReaderStrategy.scala&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=apache#diff-aHVkaS1zcGFyay1kYXRhc291cmNlL2h1ZGktc3BhcmstY29tbW9uL3NyYy9tYWluL3NjYWxhL29yZy9hcGFjaGUvc3Bhcmsvc3FsL2h1ZGkvYmxvYi9CYXRjaGVkQmxvYlJlYWRlclN0cmF0ZWd5LnNjYWxh)
 | 10.00% | [17 Missing and 1 partial :warning: 
](https://app.codecov.io/gh/apache/hudi/pull/18098?src=pr&el=tree&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=apache)
 |
   | 
[...ache/spark/sql/hudi/blob/BatchedBlobReadExec.scala](https://app.codecov.io/gh/apache/hudi/pull/18098?src=pr&el=tree&filepath=hudi-spark-datasource%2Fhudi-spark-common%2Fsrc%2Fmain%2Fscala%2Forg%2Fapache%2Fspark%2Fsql%2Fhudi%2Fblob%2FBatchedBlobReadExec.scala&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=apache#diff-aHVkaS1zcGFyay1kYXRhc291cmNlL2h1ZGktc3BhcmstY29tbW9uL3NyYy9tYWluL3NjYWxhL29yZy9hcGFjaGUvc3Bhcmsvc3FsL2h1ZGkvYmxvYi9CYXRjaGVkQmxvYlJlYWRFeGVjLnNjYWxh)
 | 0.00% | [17 Missing :warning: 
](https://app.codecov.io/gh/apache/hudi/pull/18098?src=pr&el=tree&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=apache)
 |
   | 
[...g/apache/spark/sql/hudi/blob/BatchedBlobRead.scala](https://app.codecov.io/gh/apache/hudi/pull/18098?src=pr&el=tree&filepath=hudi-spark-datasource%2Fhudi-spark-common%2Fsrc%2Fmain%2Fscala%2Forg%2Fapache%2Fspark%2Fsql%2Fhudi%2Fblob%2FBatchedBlobRead.scala&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=apache#diff-aHVkaS1zcGFyay1kYXRhc291cmNlL2h1ZGktc3BhcmstY29tbW9uL3NyYy9tYWluL3NjYWxhL29yZy9hcGFjaGUvc3Bhcmsvc3FsL2h1ZGkvYmxvYi9CYXRjaGVkQmxvYlJlYWQuc2NhbGE=)
 | 0.00% | [9 Missing :warning: 
](https://app.codecov.io/gh/apache/hudi/pull/18098?src=pr&el=tree&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=apache)
 |
   | 
[...pache/spark/sql/hudi/blob/ReadBlobExpression.scala](https://app.codecov.i

Re: [PR] feat(blob): Read Blobs in Spark SQL [hudi]

[via GitHub]

codecov-commenter commented on PR #18098:
URL: https://github.com/apache/hudi/pull/18098#issuecomment-4269042441

   ## 
[Codecov](https://app.codecov.io/gh/apache/hudi/pull/18098?dropdown=coverage&src=pr&el=h1&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=apache)
 Report
   :x: Patch coverage is `6.90476%` with `391 lines` in your changes missing 
coverage. Please review.
   :white_check_mark: Project coverage is 52.92%. Comparing base 
([`35e2bbf`](https://app.codecov.io/gh/apache/hudi/commit/35e2bbf9813f313006c773b92578db6cb93da9ca?dropdown=coverage&el=desc&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=apache))
 to head 
([`7d152b1`](https://app.codecov.io/gh/apache/hudi/commit/7d152b1ec05a326cfb746aa12e420855fa8b5dd1?dropdown=coverage&el=desc&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=apache)).
   :warning: Report is 45 commits behind head on master.
   
   | [Files with missing 
lines](https://app.codecov.io/gh/apache/hudi/pull/18098?dropdown=coverage&src=pr&el=tree&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=apache)
 | Patch % | Lines |
   |---|---|---|
   | 
[...apache/spark/sql/hudi/blob/BatchedBlobReader.scala](https://app.codecov.io/gh/apache/hudi/pull/18098?src=pr&el=tree&filepath=hudi-spark-datasource%2Fhudi-spark-common%2Fsrc%2Fmain%2Fscala%2Forg%2Fapache%2Fspark%2Fsql%2Fhudi%2Fblob%2FBatchedBlobReader.scala&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=apache#diff-aHVkaS1zcGFyay1kYXRhc291cmNlL2h1ZGktc3BhcmstY29tbW9uL3NyYy9tYWluL3NjYWxhL29yZy9hcGFjaGUvc3Bhcmsvc3FsL2h1ZGkvYmxvYi9CYXRjaGVkQmxvYlJlYWRlci5zY2FsYQ==)
 | 0.00% | [268 Missing :warning: 
](https://app.codecov.io/gh/apache/hudi/pull/18098?src=pr&el=tree&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=apache)
 |
   | 
[.../org/apache/spark/sql/hudi/blob/ReadBlobRule.scala](https://app.codecov.io/gh/apache/hudi/pull/18098?src=pr&el=tree&filepath=hudi-spark-datasource%2Fhudi-spark-common%2Fsrc%2Fmain%2Fscala%2Forg%2Fapache%2Fspark%2Fsql%2Fhudi%2Fblob%2FReadBlobRule.scala&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=apache#diff-aHVkaS1zcGFyay1kYXRhc291cmNlL2h1ZGktc3BhcmstY29tbW9uL3NyYy9tYWluL3NjYWxhL29yZy9hcGFjaGUvc3Bhcmsvc3FsL2h1ZGkvYmxvYi9SZWFkQmxvYlJ1bGUuc2NhbGE=)
 | 5.33% | [62 Missing and 9 partials :warning: 
](https://app.codecov.io/gh/apache/hudi/pull/18098?src=pr&el=tree&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=apache)
 |
   | 
[...park/sql/hudi/blob/BatchedBlobReaderStrategy.scala](https://app.codecov.io/gh/apache/hudi/pull/18098?src=pr&el=tree&filepath=hudi-spark-datasource%2Fhudi-spark-common%2Fsrc%2Fmain%2Fscala%2Forg%2Fapache%2Fspark%2Fsql%2Fhudi%2Fblob%2FBatchedBlobReaderStrategy.scala&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=apache#diff-aHVkaS1zcGFyay1kYXRhc291cmNlL2h1ZGktc3BhcmstY29tbW9uL3NyYy9tYWluL3NjYWxhL29yZy9hcGFjaGUvc3Bhcmsvc3FsL2h1ZGkvYmxvYi9CYXRjaGVkQmxvYlJlYWRlclN0cmF0ZWd5LnNjYWxh)
 | 10.00% | [17 Missing and 1 partial :warning: 
](https://app.codecov.io/gh/apache/hudi/pull/18098?src=pr&el=tree&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=apache)
 |
   | 
[...ache/spark/sql/hudi/blob/BatchedBlobReadExec.scala](https://app.codecov.io/gh/apache/hudi/pull/18098?src=pr&el=tree&filepath=hudi-spark-datasource%2Fhudi-spark-common%2Fsrc%2Fmain%2Fscala%2Forg%2Fapache%2Fspark%2Fsql%2Fhudi%2Fblob%2FBatchedBlobReadExec.scala&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=apache#diff-aHVkaS1zcGFyay1kYXRhc291cmNlL2h1ZGktc3BhcmstY29tbW9uL3NyYy9tYWluL3NjYWxhL29yZy9hcGFjaGUvc3Bhcmsvc3FsL2h1ZGkvYmxvYi9CYXRjaGVkQmxvYlJlYWRFeGVjLnNjYWxh)
 | 0.00% | [17 Missing :warning: 
](https://app.codecov.io/gh/apache/hudi/pull/18098?src=pr&el=tree&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=apache)
 |
   | 
[...g/apache/spark/sql/hudi/blob/BatchedBlobRead.scala](https://app.codecov.io/gh/apache/hudi/pull/18098?src=pr&el=tree&filepath=hudi-spark-datasource%2Fhudi-spark-common%2Fsrc%2Fmain%2Fscala%2Forg%2Fapache%2Fspark%2Fsql%2Fhudi%2Fblob%2FBatchedBlobRead.scala&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=apache#diff-aHVkaS1zcGFyay1kYXRhc291cmNlL2h1ZGktc3BhcmstY29tbW9uL3NyYy9tYWluL3NjYWxhL29yZy9hcGFjaGUvc3Bhcmsvc3FsL2h1ZGkvYmxvYi9CYXRjaGVkQmxvYlJlYWQuc2NhbGE=)
 | 0.00% | [9 Missing :warning: 
](https://app.codecov.io/gh/apache/hudi/pull/18098?src=pr&el=tree&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=apache)
 |
   | 
[...pache/spark/sql/hudi/blob/ReadBlobExpression.scala](https://app.codecov.i

Re: [PR] feat(blob): Read Blobs in Spark SQL [hudi]

[via GitHub]

codecov-commenter commented on PR #18098:
URL: https://github.com/apache/hudi/pull/18098#issuecomment-4269019494

   ## 
[Codecov](https://app.codecov.io/gh/apache/hudi/pull/18098?dropdown=coverage&src=pr&el=h1&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=apache)
 Report
   :x: Patch coverage is `6.90476%` with `391 lines` in your changes missing 
coverage. Please review.
   :white_check_mark: Project coverage is 45.49%. Comparing base 
([`35e2bbf`](https://app.codecov.io/gh/apache/hudi/commit/35e2bbf9813f313006c773b92578db6cb93da9ca?dropdown=coverage&el=desc&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=apache))
 to head 
([`7d152b1`](https://app.codecov.io/gh/apache/hudi/commit/7d152b1ec05a326cfb746aa12e420855fa8b5dd1?dropdown=coverage&el=desc&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=apache)).
   :warning: Report is 45 commits behind head on master.
   
   | [Files with missing 
lines](https://app.codecov.io/gh/apache/hudi/pull/18098?dropdown=coverage&src=pr&el=tree&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=apache)
 | Patch % | Lines |
   |---|---|---|
   | 
[...apache/spark/sql/hudi/blob/BatchedBlobReader.scala](https://app.codecov.io/gh/apache/hudi/pull/18098?src=pr&el=tree&filepath=hudi-spark-datasource%2Fhudi-spark-common%2Fsrc%2Fmain%2Fscala%2Forg%2Fapache%2Fspark%2Fsql%2Fhudi%2Fblob%2FBatchedBlobReader.scala&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=apache#diff-aHVkaS1zcGFyay1kYXRhc291cmNlL2h1ZGktc3BhcmstY29tbW9uL3NyYy9tYWluL3NjYWxhL29yZy9hcGFjaGUvc3Bhcmsvc3FsL2h1ZGkvYmxvYi9CYXRjaGVkQmxvYlJlYWRlci5zY2FsYQ==)
 | 0.00% | [268 Missing :warning: 
](https://app.codecov.io/gh/apache/hudi/pull/18098?src=pr&el=tree&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=apache)
 |
   | 
[.../org/apache/spark/sql/hudi/blob/ReadBlobRule.scala](https://app.codecov.io/gh/apache/hudi/pull/18098?src=pr&el=tree&filepath=hudi-spark-datasource%2Fhudi-spark-common%2Fsrc%2Fmain%2Fscala%2Forg%2Fapache%2Fspark%2Fsql%2Fhudi%2Fblob%2FReadBlobRule.scala&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=apache#diff-aHVkaS1zcGFyay1kYXRhc291cmNlL2h1ZGktc3BhcmstY29tbW9uL3NyYy9tYWluL3NjYWxhL29yZy9hcGFjaGUvc3Bhcmsvc3FsL2h1ZGkvYmxvYi9SZWFkQmxvYlJ1bGUuc2NhbGE=)
 | 5.33% | [62 Missing and 9 partials :warning: 
](https://app.codecov.io/gh/apache/hudi/pull/18098?src=pr&el=tree&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=apache)
 |
   | 
[...park/sql/hudi/blob/BatchedBlobReaderStrategy.scala](https://app.codecov.io/gh/apache/hudi/pull/18098?src=pr&el=tree&filepath=hudi-spark-datasource%2Fhudi-spark-common%2Fsrc%2Fmain%2Fscala%2Forg%2Fapache%2Fspark%2Fsql%2Fhudi%2Fblob%2FBatchedBlobReaderStrategy.scala&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=apache#diff-aHVkaS1zcGFyay1kYXRhc291cmNlL2h1ZGktc3BhcmstY29tbW9uL3NyYy9tYWluL3NjYWxhL29yZy9hcGFjaGUvc3Bhcmsvc3FsL2h1ZGkvYmxvYi9CYXRjaGVkQmxvYlJlYWRlclN0cmF0ZWd5LnNjYWxh)
 | 10.00% | [17 Missing and 1 partial :warning: 
](https://app.codecov.io/gh/apache/hudi/pull/18098?src=pr&el=tree&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=apache)
 |
   | 
[...ache/spark/sql/hudi/blob/BatchedBlobReadExec.scala](https://app.codecov.io/gh/apache/hudi/pull/18098?src=pr&el=tree&filepath=hudi-spark-datasource%2Fhudi-spark-common%2Fsrc%2Fmain%2Fscala%2Forg%2Fapache%2Fspark%2Fsql%2Fhudi%2Fblob%2FBatchedBlobReadExec.scala&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=apache#diff-aHVkaS1zcGFyay1kYXRhc291cmNlL2h1ZGktc3BhcmstY29tbW9uL3NyYy9tYWluL3NjYWxhL29yZy9hcGFjaGUvc3Bhcmsvc3FsL2h1ZGkvYmxvYi9CYXRjaGVkQmxvYlJlYWRFeGVjLnNjYWxh)
 | 0.00% | [17 Missing :warning: 
](https://app.codecov.io/gh/apache/hudi/pull/18098?src=pr&el=tree&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=apache)
 |
   | 
[...g/apache/spark/sql/hudi/blob/BatchedBlobRead.scala](https://app.codecov.io/gh/apache/hudi/pull/18098?src=pr&el=tree&filepath=hudi-spark-datasource%2Fhudi-spark-common%2Fsrc%2Fmain%2Fscala%2Forg%2Fapache%2Fspark%2Fsql%2Fhudi%2Fblob%2FBatchedBlobRead.scala&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=apache#diff-aHVkaS1zcGFyay1kYXRhc291cmNlL2h1ZGktc3BhcmstY29tbW9uL3NyYy9tYWluL3NjYWxhL29yZy9hcGFjaGUvc3Bhcmsvc3FsL2h1ZGkvYmxvYi9CYXRjaGVkQmxvYlJlYWQuc2NhbGE=)
 | 0.00% | [9 Missing :warning: 
](https://app.codecov.io/gh/apache/hudi/pull/18098?src=pr&el=tree&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=apache)
 |
   | 
[...pache/spark/sql/hudi/blob/ReadBlobExpression.scala](https://app.codecov.i

Re: [PR] feat(blob): Read Blobs in Spark SQL [hudi]

[via GitHub]

codecov-commenter commented on PR #18098:
URL: https://github.com/apache/hudi/pull/18098#issuecomment-4269015038

   ## 
[Codecov](https://app.codecov.io/gh/apache/hudi/pull/18098?dropdown=coverage&src=pr&el=h1&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=apache)
 Report
   :x: Patch coverage is `6.23501%` with `391 lines` in your changes missing 
coverage. Please review.
   :white_check_mark: Project coverage is 46.02%. Comparing base 
([`35e2bbf`](https://app.codecov.io/gh/apache/hudi/commit/35e2bbf9813f313006c773b92578db6cb93da9ca?dropdown=coverage&el=desc&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=apache))
 to head 
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   :warning: Report is 45 commits behind head on master.
   
   | [Files with missing 
lines](https://app.codecov.io/gh/apache/hudi/pull/18098?dropdown=coverage&src=pr&el=tree&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=apache)
 | Patch % | Lines |
   |---|---|---|
   | 
[...apache/spark/sql/hudi/blob/BatchedBlobReader.scala](https://app.codecov.io/gh/apache/hudi/pull/18098?src=pr&el=tree&filepath=hudi-spark-datasource%2Fhudi-spark-common%2Fsrc%2Fmain%2Fscala%2Forg%2Fapache%2Fspark%2Fsql%2Fhudi%2Fblob%2FBatchedBlobReader.scala&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=apache#diff-aHVkaS1zcGFyay1kYXRhc291cmNlL2h1ZGktc3BhcmstY29tbW9uL3NyYy9tYWluL3NjYWxhL29yZy9hcGFjaGUvc3Bhcmsvc3FsL2h1ZGkvYmxvYi9CYXRjaGVkQmxvYlJlYWRlci5zY2FsYQ==)
 | 0.00% | [268 Missing :warning: 
](https://app.codecov.io/gh/apache/hudi/pull/18098?src=pr&el=tree&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=apache)
 |
   | 
[.../org/apache/spark/sql/hudi/blob/ReadBlobRule.scala](https://app.codecov.io/gh/apache/hudi/pull/18098?src=pr&el=tree&filepath=hudi-spark-datasource%2Fhudi-spark-common%2Fsrc%2Fmain%2Fscala%2Forg%2Fapache%2Fspark%2Fsql%2Fhudi%2Fblob%2FReadBlobRule.scala&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=apache#diff-aHVkaS1zcGFyay1kYXRhc291cmNlL2h1ZGktc3BhcmstY29tbW9uL3NyYy9tYWluL3NjYWxhL29yZy9hcGFjaGUvc3Bhcmsvc3FsL2h1ZGkvYmxvYi9SZWFkQmxvYlJ1bGUuc2NhbGE=)
 | 5.33% | [62 Missing and 9 partials :warning: 
](https://app.codecov.io/gh/apache/hudi/pull/18098?src=pr&el=tree&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=apache)
 |
   | 
[...park/sql/hudi/blob/BatchedBlobReaderStrategy.scala](https://app.codecov.io/gh/apache/hudi/pull/18098?src=pr&el=tree&filepath=hudi-spark-datasource%2Fhudi-spark-common%2Fsrc%2Fmain%2Fscala%2Forg%2Fapache%2Fspark%2Fsql%2Fhudi%2Fblob%2FBatchedBlobReaderStrategy.scala&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=apache#diff-aHVkaS1zcGFyay1kYXRhc291cmNlL2h1ZGktc3BhcmstY29tbW9uL3NyYy9tYWluL3NjYWxhL29yZy9hcGFjaGUvc3Bhcmsvc3FsL2h1ZGkvYmxvYi9CYXRjaGVkQmxvYlJlYWRlclN0cmF0ZWd5LnNjYWxh)
 | 10.00% | [17 Missing and 1 partial :warning: 
](https://app.codecov.io/gh/apache/hudi/pull/18098?src=pr&el=tree&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=apache)
 |
   | 
[...ache/spark/sql/hudi/blob/BatchedBlobReadExec.scala](https://app.codecov.io/gh/apache/hudi/pull/18098?src=pr&el=tree&filepath=hudi-spark-datasource%2Fhudi-spark-common%2Fsrc%2Fmain%2Fscala%2Forg%2Fapache%2Fspark%2Fsql%2Fhudi%2Fblob%2FBatchedBlobReadExec.scala&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=apache#diff-aHVkaS1zcGFyay1kYXRhc291cmNlL2h1ZGktc3BhcmstY29tbW9uL3NyYy9tYWluL3NjYWxhL29yZy9hcGFjaGUvc3Bhcmsvc3FsL2h1ZGkvYmxvYi9CYXRjaGVkQmxvYlJlYWRFeGVjLnNjYWxh)
 | 0.00% | [17 Missing :warning: 
](https://app.codecov.io/gh/apache/hudi/pull/18098?src=pr&el=tree&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=apache)
 |
   | 
[...g/apache/spark/sql/hudi/blob/BatchedBlobRead.scala](https://app.codecov.io/gh/apache/hudi/pull/18098?src=pr&el=tree&filepath=hudi-spark-datasource%2Fhudi-spark-common%2Fsrc%2Fmain%2Fscala%2Forg%2Fapache%2Fspark%2Fsql%2Fhudi%2Fblob%2FBatchedBlobRead.scala&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=apache#diff-aHVkaS1zcGFyay1kYXRhc291cmNlL2h1ZGktc3BhcmstY29tbW9uL3NyYy9tYWluL3NjYWxhL29yZy9hcGFjaGUvc3Bhcmsvc3FsL2h1ZGkvYmxvYi9CYXRjaGVkQmxvYlJlYWQuc2NhbGE=)
 | 0.00% | [9 Missing :warning: 
](https://app.codecov.io/gh/apache/hudi/pull/18098?src=pr&el=tree&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=apache)
 |
   | 
[...pache/spark/sql/hudi/blob/ReadBlobExpression.scala](https://app.codecov.i

Re: [PR] feat(blob): Read Blobs in Spark SQL [hudi]

[via GitHub]

codecov-commenter commented on PR #18098:
URL: https://github.com/apache/hudi/pull/18098#issuecomment-4268977917

   ## 
[Codecov](https://app.codecov.io/gh/apache/hudi/pull/18098?dropdown=coverage&src=pr&el=h1&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=apache)
 Report
   :white_check_mark: All modified and coverable lines are covered by tests.
   :white_check_mark: Project coverage is 53.94%. Comparing base 
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   Additional details and impacted files
   
   
   
   ```diff
   @@  Coverage Diff  @@
   ## master   #18098   +/-   ##
   =
   - Coverage 68.52%   53.94%   -14.59% 
   + Complexity2796812309-15659 
   =
 Files  2440 1429 -1011 
 Lines13445671211-63245 
 Branches  16226 8038 -8188 
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 | `0.00% <ø> (-54.55%)` | :arrow_down: |
   
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Re: [PR] feat(blob): Read Blobs in Spark SQL [hudi]

[via GitHub]

codecov-commenter commented on PR #18098:
URL: https://github.com/apache/hudi/pull/18098#issuecomment-4268833227

   ## 
[Codecov](https://app.codecov.io/gh/apache/hudi/pull/18098?dropdown=coverage&src=pr&el=h1&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=apache)
 Report
   :white_check_mark: All modified and coverable lines are covered by tests.
   :white_check_mark: Project coverage is 44.81%. Comparing base 
([`35e2bbf`](https://app.codecov.io/gh/apache/hudi/commit/35e2bbf9813f313006c773b92578db6cb93da9ca?dropdown=coverage&el=desc&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=apache))
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   :warning: Report is 45 commits behind head on master.
   > :exclamation:  There is a different number of reports uploaded between 
BASE (35e2bbf) and HEAD (7d152b1). Click for more details.
   > 
   > HEAD has 28 uploads less than BASE
   >
   >| Flag | BASE (35e2bbf) | HEAD (7d152b1) |
   >|--|--|--|
   >|spark-client-hadoop-common|1|0|
   >|spark-scala-tests|10|0|
   >|spark-java-tests|15|0|
   >|common-and-other-modules|1|0|
   >|utilities|1|0|
   >
   
   Additional details and impacted files
   
   
   
   ```diff
   @@  Coverage Diff  @@
   ## master   #18098   +/-   ##
   =
   - Coverage 68.52%   44.81%   -23.72% 
   + Complexity27968 8499-19469 
   =
 Files  2440 1199 -1241 
 Lines13445662199-72257 
 Branches  16226 6703 -9523 
   =
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Re: [PR] feat(blob): Read Blobs in Spark SQL [hudi]

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hudi-bot commented on PR #18098:
URL: https://github.com/apache/hudi/pull/18098#issuecomment-4268716087

   
   ## CI report:
   
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Re: [PR] feat(blob): Read Blobs in Spark SQL [hudi]

[via GitHub]

the-other-tim-brown commented on code in PR #18098:
URL: https://github.com/apache/hudi/pull/18098#discussion_r3100842700


##
hudi-spark-datasource/hudi-spark-common/src/main/scala/org/apache/spark/sql/hudi/blob/ReadBlobRule.scala:
##
@@ -0,0 +1,169 @@
+/*
+ * Licensed to the Apache Software Foundation (ASF) under one
+ * or more contributor license agreements.  See the NOTICE file
+ * distributed with this work for additional information
+ * regarding copyright ownership.  The ASF licenses this file
+ * to you under the Apache License, Version 2.0 (the
+ * "License"); you may not use this file except in compliance
+ * with the License.  You may obtain a copy of the License at
+ *
+ *   http://www.apache.org/licenses/LICENSE-2.0
+ *
+ * Unless required by applicable law or agreed to in writing,
+ * software distributed under the License is distributed on an
+ * "AS IS" BASIS, WITHOUT WARRANTIES OR CONDITIONS OF ANY
+ * KIND, either express or implied.  See the License for the
+ * specific language governing permissions and limitations
+ * under the License.
+ */
+
+package org.apache.spark.sql.hudi.blob
+
+import org.apache.spark.sql.AnalysisException
+import org.apache.spark.sql.SparkSession
+import org.apache.spark.sql.catalyst.expressions.{Alias, Attribute, 
AttributeReference, Expression, ExprId, NamedExpression}
+import org.apache.spark.sql.catalyst.plans.logical.{Filter, LogicalPlan, 
Project}
+import org.apache.spark.sql.catalyst.rules.Rule
+import org.apache.spark.sql.types.{DataType, StructType}
+
+import scala.collection.mutable
+import scala.collection.mutable.ArrayBuffer
+
+/**
+ * Transforms queries with `read_blob()` to use lazy batched I/O.
+ *
+ * Replaces [[ReadBlobExpression]] markers with [[BatchedBlobRead]] nodes
+ * that read blob data during physical execution.
+ *
+ * Example: `SELECT id, read_blob(image_data) FROM table`
+ *
+ * @param spark SparkSession for accessing configuration
+ */
+case class ReadBlobRule(spark: SparkSession) extends Rule[LogicalPlan] {
+
+  override def apply(plan: LogicalPlan): LogicalPlan = plan resolveOperatorsUp 
{
+case Project(projectList, Filter(condition, child))
+  if containsReadBlobExpression(projectList)
+&& containsReadBlobInExpression(condition)
+&& !child.isInstanceOf[BatchedBlobRead] =>
+  val projectBlobCols = extractAllBlobColumns(projectList)
+  val filterBlobCols = extractBlobColumnsFromExpression(condition)
+  val blobColumns = (projectBlobCols ++ filterBlobCols)
+.foldLeft((mutable.LinkedHashSet.empty[ExprId], 
ArrayBuffer.empty[AttributeReference])) {
+  case ((seen, acc), a) if seen.add(a.exprId) => (seen, acc += a)
+  case ((seen, acc), _) => (seen, acc)
+}._2.toSeq
+  val (wrappedPlan, blobToDataAttr) = wrapWithBlobReads(blobColumns, child)
+  val newCondition = replaceReadBlobExpression(condition, blobToDataAttr)
+  val newProjectList = transformNamedExpressions(projectList, 
blobToDataAttr)
+  Project(newProjectList, Filter(newCondition, wrappedPlan))
+
+case Filter(condition, child)
+  if containsReadBlobInExpression(condition)
+&& !child.isInstanceOf[BatchedBlobRead] =>
+
+  val blobColumns = extractBlobColumnsFromExpression(condition)
+  val (wrappedPlan, blobToDataAttr) = wrapWithBlobReads(blobColumns, child)
+  val newCondition = replaceReadBlobExpression(condition, blobToDataAttr)
+  Project(child.output, Filter(newCondition, wrappedPlan))
+
+case Project(projectList, child)
+  if containsReadBlobExpression(projectList)
+&& !child.isInstanceOf[BatchedBlobRead] =>
+
+  val blobColumns = extractAllBlobColumns(projectList)
+  val (wrappedPlan, blobToDataAttr) = wrapWithBlobReads(blobColumns, child)
+  val newProjectList = transformNamedExpressions(projectList, 
blobToDataAttr)
+  Project(newProjectList, wrappedPlan)
+  }
+
+  private def wrapWithBlobReads(
+  blobColumns: Seq[AttributeReference],
+  child: LogicalPlan): (LogicalPlan, Map[ExprId, Attribute]) = {
+if (blobColumns.isEmpty) {
+  throw new IllegalStateException("read_blob() found but no valid blob 
column reference extracted.")
+}
+blobColumns.foldLeft((child: LogicalPlan, Map.empty[ExprId, Attribute])) {
+  case ((currentPlan, mapping), blobAttr) =>
+// Type compatibility check (early fail for non-struct columns)
+blobAttr.dataType match {
+  case struct: StructType if 
DataType.equalsIgnoreCaseAndNullability(struct, 
org.apache.spark.sql.types.BlobType.dataType) =>
+// Valid blob column
+  case _ =>
+throw new IllegalArgumentException(
+  s"Blob column '${blobAttr.name}' must be compatible with 
BlobType (type, data, reference struct), found: ${blobAttr.dataType}")
+}
+val blobRead = BatchedBlobRead(currentPlan, blobAttr)
+(blobRead, mapping + (blobAttr.exprId -> blobRead.dataAttr))

Re: [PR] feat(blob): Read Blobs in Spark SQL [hudi]

[via GitHub]

the-other-tim-brown commented on code in PR #18098:
URL: https://github.com/apache/hudi/pull/18098#discussion_r3100781424


##
hudi-spark-datasource/hudi-spark-common/src/main/scala/org/apache/spark/sql/hudi/blob/BatchedBlobReaderStrategy.scala:
##
@@ -0,0 +1,63 @@
+/*
+ * Licensed to the Apache Software Foundation (ASF) under one
+ * or more contributor license agreements.  See the NOTICE file
+ * distributed with this work for additional information
+ * regarding copyright ownership.  The ASF licenses this file
+ * to you under the Apache License, Version 2.0 (the
+ * "License"); you may not use this file except in compliance
+ * with the License.  You may obtain a copy of the License at
+ *
+ *   http://www.apache.org/licenses/LICENSE-2.0
+ *
+ * Unless required by applicable law or agreed to in writing,
+ * software distributed under the License is distributed on an
+ * "AS IS" BASIS, WITHOUT WARRANTIES OR CONDITIONS OF ANY
+ * KIND, either express or implied.  See the License for the
+ * specific language governing permissions and limitations
+ * under the License.
+ */
+
+package org.apache.spark.sql.hudi.blob
+
+import org.apache.hudi.HoodieSparkConfUtils
+import org.apache.hudi.storage.hadoop.HadoopStorageConfiguration
+
+import org.apache.spark.sql.SparkSession
+import org.apache.spark.sql.catalyst.plans.logical.LogicalPlan
+import org.apache.spark.sql.execution.{SparkPlan, SparkStrategy}
+import org.apache.spark.util.SerializableConfiguration
+
+/**
+ * Spark strategy that converts [[BatchedBlobRead]] logical nodes to 
[[BatchedBlobReadExec]] physical nodes.
+ *
+ * Reads configuration for batching parameters and creates physical plan with 
appropriate settings.
+ *
+ * @param sparkSession SparkSession for accessing configuration
+ */
+case class BatchedBlobReaderStrategy(sparkSession: SparkSession) extends 
SparkStrategy {
+  def apply(plan: LogicalPlan): Seq[SparkPlan] = plan match {
+case read @ BatchedBlobRead(child, _, _) =>
+  // TODO find proper way to access these configs
+  val maxGapBytes = HoodieSparkConfUtils.getConfigValue(
+Map.empty, sparkSession.sessionState.conf,
+BatchedBlobReader.MAX_GAP_BYTES_CONF,
+String.valueOf(BatchedBlobReader.DEFAULT_MAX_GAP_BYTES)).toInt
+
+  val lookaheadSize = HoodieSparkConfUtils.getConfigValue(
+Map.empty, sparkSession.sessionState.conf,
+BatchedBlobReader.LOOKAHEAD_SIZE_CONF,
+String.valueOf(BatchedBlobReader.DEFAULT_LOOKAHEAD_SIZE)).toInt
+
+  val storageConf = new HadoopStorageConfiguration(

Review Comment:
   This change was made due to the previous comment that we must make a copy 
since it is mutable



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Re: [PR] feat(blob): Read Blobs in Spark SQL [hudi]

[via GitHub]

yihua commented on code in PR #18098:
URL: https://github.com/apache/hudi/pull/18098#discussion_r3097968291


##
hudi-spark-datasource/hudi-spark-common/src/main/scala/org/apache/spark/sql/hudi/blob/ReadBlobRule.scala:
##
@@ -0,0 +1,169 @@
+/*
+ * Licensed to the Apache Software Foundation (ASF) under one
+ * or more contributor license agreements.  See the NOTICE file
+ * distributed with this work for additional information
+ * regarding copyright ownership.  The ASF licenses this file
+ * to you under the Apache License, Version 2.0 (the
+ * "License"); you may not use this file except in compliance
+ * with the License.  You may obtain a copy of the License at
+ *
+ *   http://www.apache.org/licenses/LICENSE-2.0
+ *
+ * Unless required by applicable law or agreed to in writing,
+ * software distributed under the License is distributed on an
+ * "AS IS" BASIS, WITHOUT WARRANTIES OR CONDITIONS OF ANY
+ * KIND, either express or implied.  See the License for the
+ * specific language governing permissions and limitations
+ * under the License.
+ */
+
+package org.apache.spark.sql.hudi.blob
+
+import org.apache.spark.sql.AnalysisException
+import org.apache.spark.sql.SparkSession
+import org.apache.spark.sql.catalyst.expressions.{Alias, Attribute, 
AttributeReference, Expression, ExprId, NamedExpression}
+import org.apache.spark.sql.catalyst.plans.logical.{Filter, LogicalPlan, 
Project}
+import org.apache.spark.sql.catalyst.rules.Rule
+import org.apache.spark.sql.types.{DataType, StructType}
+
+import scala.collection.mutable
+import scala.collection.mutable.ArrayBuffer
+
+/**
+ * Transforms queries with `read_blob()` to use lazy batched I/O.
+ *
+ * Replaces [[ReadBlobExpression]] markers with [[BatchedBlobRead]] nodes
+ * that read blob data during physical execution.
+ *
+ * Example: `SELECT id, read_blob(image_data) FROM table`
+ *
+ * @param spark SparkSession for accessing configuration
+ */
+case class ReadBlobRule(spark: SparkSession) extends Rule[LogicalPlan] {
+
+  override def apply(plan: LogicalPlan): LogicalPlan = plan resolveOperatorsUp 
{
+case Project(projectList, Filter(condition, child))
+  if containsReadBlobExpression(projectList)
+&& containsReadBlobInExpression(condition)
+&& !child.isInstanceOf[BatchedBlobRead] =>
+  val projectBlobCols = extractAllBlobColumns(projectList)
+  val filterBlobCols = extractBlobColumnsFromExpression(condition)
+  val blobColumns = (projectBlobCols ++ filterBlobCols)
+.foldLeft((mutable.LinkedHashSet.empty[ExprId], 
ArrayBuffer.empty[AttributeReference])) {
+  case ((seen, acc), a) if seen.add(a.exprId) => (seen, acc += a)
+  case ((seen, acc), _) => (seen, acc)
+}._2.toSeq
+  val (wrappedPlan, blobToDataAttr) = wrapWithBlobReads(blobColumns, child)
+  val newCondition = replaceReadBlobExpression(condition, blobToDataAttr)
+  val newProjectList = transformNamedExpressions(projectList, 
blobToDataAttr)
+  Project(newProjectList, Filter(newCondition, wrappedPlan))
+
+case Filter(condition, child)
+  if containsReadBlobInExpression(condition)
+&& !child.isInstanceOf[BatchedBlobRead] =>
+
+  val blobColumns = extractBlobColumnsFromExpression(condition)
+  val (wrappedPlan, blobToDataAttr) = wrapWithBlobReads(blobColumns, child)
+  val newCondition = replaceReadBlobExpression(condition, blobToDataAttr)
+  Project(child.output, Filter(newCondition, wrappedPlan))
+
+case Project(projectList, child)
+  if containsReadBlobExpression(projectList)
+&& !child.isInstanceOf[BatchedBlobRead] =>
+
+  val blobColumns = extractAllBlobColumns(projectList)
+  val (wrappedPlan, blobToDataAttr) = wrapWithBlobReads(blobColumns, child)
+  val newProjectList = transformNamedExpressions(projectList, 
blobToDataAttr)
+  Project(newProjectList, wrappedPlan)
+  }
+
+  private def wrapWithBlobReads(
+  blobColumns: Seq[AttributeReference],
+  child: LogicalPlan): (LogicalPlan, Map[ExprId, Attribute]) = {
+if (blobColumns.isEmpty) {
+  throw new IllegalStateException("read_blob() found but no valid blob 
column reference extracted.")
+}
+blobColumns.foldLeft((child: LogicalPlan, Map.empty[ExprId, Attribute])) {
+  case ((currentPlan, mapping), blobAttr) =>
+// Type compatibility check (early fail for non-struct columns)
+blobAttr.dataType match {
+  case struct: StructType if 
DataType.equalsIgnoreCaseAndNullability(struct, 
org.apache.spark.sql.types.BlobType.dataType) =>
+// Valid blob column
+  case _ =>
+throw new IllegalArgumentException(
+  s"Blob column '${blobAttr.name}' must be compatible with 
BlobType (type, data, reference struct), found: ${blobAttr.dataType}")
+}
+val blobRead = BatchedBlobRead(currentPlan, blobAttr)
+(blobRead, mapping + (blobAttr.exprId -> blobRead.dataAttr))
+}
+  }
+

Re: [PR] feat(blob): Read Blobs in Spark SQL [hudi]

[via GitHub]

hudi-bot commented on PR #18098:
URL: https://github.com/apache/hudi/pull/18098#issuecomment-4263973185

   
   ## CI report:
   
   * 4994b8bc9da9022b2084dd18d187afa6e3d9fa64 UNKNOWN
   * c6429f8f46eb935f6386eb5d0323ddc5baa5ba0c Azure: 
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Re: [PR] feat(blob): Read Blobs in Spark SQL [hudi]

[via GitHub]

codecov-commenter commented on PR #18098:
URL: https://github.com/apache/hudi/pull/18098#issuecomment-4263625618

   ## 
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 Report
   :x: Patch coverage is `79.36118%` with `84 lines` in your changes missing 
coverage. Please review.
   :white_check_mark: Project coverage is 70.20%. Comparing base 
([`35e2bbf`](https://app.codecov.io/gh/apache/hudi/commit/35e2bbf9813f313006c773b92578db6cb93da9ca?dropdown=coverage&el=desc&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=apache))
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   :warning: Report is 43 commits behind head on master.
   
   | [Files with missing 
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 | Patch % | Lines |
   |---|---|---|
   | 
[.../org/apache/spark/sql/hudi/blob/ReadBlobRule.scala](https://app.codecov.io/gh/apache/hudi/pull/18098?src=pr&el=tree&filepath=hudi-spark-datasource%2Fhudi-spark-common%2Fsrc%2Fmain%2Fscala%2Forg%2Fapache%2Fspark%2Fsql%2Fhudi%2Fblob%2FReadBlobRule.scala&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=apache#diff-aHVkaS1zcGFyay1kYXRhc291cmNlL2h1ZGktc3BhcmstY29tbW9uL3NyYy9tYWluL3NjYWxhL29yZy9hcGFjaGUvc3Bhcmsvc3FsL2h1ZGkvYmxvYi9SZWFkQmxvYlJ1bGUuc2NhbGE=)
 | 45.20% | [20 Missing and 20 partials :warning: 
](https://app.codecov.io/gh/apache/hudi/pull/18098?src=pr&el=tree&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=apache)
 |
   | 
[...apache/spark/sql/hudi/blob/BatchedBlobReader.scala](https://app.codecov.io/gh/apache/hudi/pull/18098?src=pr&el=tree&filepath=hudi-spark-datasource%2Fhudi-spark-common%2Fsrc%2Fmain%2Fscala%2Forg%2Fapache%2Fspark%2Fsql%2Fhudi%2Fblob%2FBatchedBlobReader.scala&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=apache#diff-aHVkaS1zcGFyay1kYXRhc291cmNlL2h1ZGktc3BhcmstY29tbW9uL3NyYy9tYWluL3NjYWxhL29yZy9hcGFjaGUvc3Bhcmsvc3FsL2h1ZGkvYmxvYi9CYXRjaGVkQmxvYlJlYWRlci5zY2FsYQ==)
 | 85.32% | [14 Missing and 24 partials :warning: 
](https://app.codecov.io/gh/apache/hudi/pull/18098?src=pr&el=tree&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=apache)
 |
   | 
[...pache/spark/sql/hudi/blob/ReadBlobExpression.scala](https://app.codecov.io/gh/apache/hudi/pull/18098?src=pr&el=tree&filepath=hudi-spark-datasource%2Fhudi-spark-common%2Fsrc%2Fmain%2Fscala%2Forg%2Fapache%2Fspark%2Fsql%2Fhudi%2Fblob%2FReadBlobExpression.scala&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=apache#diff-aHVkaS1zcGFyay1kYXRhc291cmNlL2h1ZGktc3BhcmstY29tbW9uL3NyYy9tYWluL3NjYWxhL29yZy9hcGFjaGUvc3Bhcmsvc3FsL2h1ZGkvYmxvYi9SZWFkQmxvYkV4cHJlc3Npb24uc2NhbGE=)
 | 66.66% | [1 Missing and 1 partial :warning: 
](https://app.codecov.io/gh/apache/hudi/pull/18098?src=pr&el=tree&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=apache)
 |
   | 
[...g/apache/spark/sql/hudi/blob/BatchedBlobRead.scala](https://app.codecov.io/gh/apache/hudi/pull/18098?src=pr&el=tree&filepath=hudi-spark-datasource%2Fhudi-spark-common%2Fsrc%2Fmain%2Fscala%2Forg%2Fapache%2Fspark%2Fsql%2Fhudi%2Fblob%2FBatchedBlobRead.scala&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=apache#diff-aHVkaS1zcGFyay1kYXRhc291cmNlL2h1ZGktc3BhcmstY29tbW9uL3NyYy9tYWluL3NjYWxhL29yZy9hcGFjaGUvc3Bhcmsvc3FsL2h1ZGkvYmxvYi9CYXRjaGVkQmxvYlJlYWQuc2NhbGE=)
 | 88.88% | [0 Missing and 1 partial :warning: 
](https://app.codecov.io/gh/apache/hudi/pull/18098?src=pr&el=tree&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=apache)
 |
   | 
[...ache/spark/sql/hudi/blob/BatchedBlobReadExec.scala](https://app.codecov.io/gh/apache/hudi/pull/18098?src=pr&el=tree&filepath=hudi-spark-datasource%2Fhudi-spark-common%2Fsrc%2Fmain%2Fscala%2Forg%2Fapache%2Fspark%2Fsql%2Fhudi%2Fblob%2FBatchedBlobReadExec.scala&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=apache#diff-aHVkaS1zcGFyay1kYXRhc291cmNlL2h1ZGktc3BhcmstY29tbW9uL3NyYy9tYWluL3NjYWxhL29yZy9hcGFjaGUvc3Bhcmsvc3FsL2h1ZGkvYmxvYi9CYXRjaGVkQmxvYlJlYWRFeGVjLnNjYWxh)
 | 94.11% | [0 Missing and 1 partial :warning: 
](https://app.codecov.io/gh/apache/hudi/pull/18098?src=pr&el=tree&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=apache)
 |
   | 
[...park/sql/hudi/blob/BatchedBlobReaderStrate

Re: [PR] feat(blob): Read Blobs in Spark SQL [hudi]

[via GitHub]

codecov-commenter commented on PR #18098:
URL: https://github.com/apache/hudi/pull/18098#issuecomment-4263623915

   ## 
[Codecov](https://app.codecov.io/gh/apache/hudi/pull/18098?dropdown=coverage&src=pr&el=h1&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=apache)
 Report
   :x: Patch coverage is `79.36118%` with `84 lines` in your changes missing 
coverage. Please review.
   :white_check_mark: Project coverage is 70.20%. Comparing base 
([`35e2bbf`](https://app.codecov.io/gh/apache/hudi/commit/35e2bbf9813f313006c773b92578db6cb93da9ca?dropdown=coverage&el=desc&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=apache))
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   :warning: Report is 43 commits behind head on master.
   
   | [Files with missing 
lines](https://app.codecov.io/gh/apache/hudi/pull/18098?dropdown=coverage&src=pr&el=tree&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=apache)
 | Patch % | Lines |
   |---|---|---|
   | 
[.../org/apache/spark/sql/hudi/blob/ReadBlobRule.scala](https://app.codecov.io/gh/apache/hudi/pull/18098?src=pr&el=tree&filepath=hudi-spark-datasource%2Fhudi-spark-common%2Fsrc%2Fmain%2Fscala%2Forg%2Fapache%2Fspark%2Fsql%2Fhudi%2Fblob%2FReadBlobRule.scala&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=apache#diff-aHVkaS1zcGFyay1kYXRhc291cmNlL2h1ZGktc3BhcmstY29tbW9uL3NyYy9tYWluL3NjYWxhL29yZy9hcGFjaGUvc3Bhcmsvc3FsL2h1ZGkvYmxvYi9SZWFkQmxvYlJ1bGUuc2NhbGE=)
 | 45.20% | [20 Missing and 20 partials :warning: 
](https://app.codecov.io/gh/apache/hudi/pull/18098?src=pr&el=tree&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=apache)
 |
   | 
[...apache/spark/sql/hudi/blob/BatchedBlobReader.scala](https://app.codecov.io/gh/apache/hudi/pull/18098?src=pr&el=tree&filepath=hudi-spark-datasource%2Fhudi-spark-common%2Fsrc%2Fmain%2Fscala%2Forg%2Fapache%2Fspark%2Fsql%2Fhudi%2Fblob%2FBatchedBlobReader.scala&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=apache#diff-aHVkaS1zcGFyay1kYXRhc291cmNlL2h1ZGktc3BhcmstY29tbW9uL3NyYy9tYWluL3NjYWxhL29yZy9hcGFjaGUvc3Bhcmsvc3FsL2h1ZGkvYmxvYi9CYXRjaGVkQmxvYlJlYWRlci5zY2FsYQ==)
 | 85.32% | [14 Missing and 24 partials :warning: 
](https://app.codecov.io/gh/apache/hudi/pull/18098?src=pr&el=tree&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=apache)
 |
   | 
[...pache/spark/sql/hudi/blob/ReadBlobExpression.scala](https://app.codecov.io/gh/apache/hudi/pull/18098?src=pr&el=tree&filepath=hudi-spark-datasource%2Fhudi-spark-common%2Fsrc%2Fmain%2Fscala%2Forg%2Fapache%2Fspark%2Fsql%2Fhudi%2Fblob%2FReadBlobExpression.scala&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=apache#diff-aHVkaS1zcGFyay1kYXRhc291cmNlL2h1ZGktc3BhcmstY29tbW9uL3NyYy9tYWluL3NjYWxhL29yZy9hcGFjaGUvc3Bhcmsvc3FsL2h1ZGkvYmxvYi9SZWFkQmxvYkV4cHJlc3Npb24uc2NhbGE=)
 | 66.66% | [1 Missing and 1 partial :warning: 
](https://app.codecov.io/gh/apache/hudi/pull/18098?src=pr&el=tree&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=apache)
 |
   | 
[...g/apache/spark/sql/hudi/blob/BatchedBlobRead.scala](https://app.codecov.io/gh/apache/hudi/pull/18098?src=pr&el=tree&filepath=hudi-spark-datasource%2Fhudi-spark-common%2Fsrc%2Fmain%2Fscala%2Forg%2Fapache%2Fspark%2Fsql%2Fhudi%2Fblob%2FBatchedBlobRead.scala&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=apache#diff-aHVkaS1zcGFyay1kYXRhc291cmNlL2h1ZGktc3BhcmstY29tbW9uL3NyYy9tYWluL3NjYWxhL29yZy9hcGFjaGUvc3Bhcmsvc3FsL2h1ZGkvYmxvYi9CYXRjaGVkQmxvYlJlYWQuc2NhbGE=)
 | 88.88% | [0 Missing and 1 partial :warning: 
](https://app.codecov.io/gh/apache/hudi/pull/18098?src=pr&el=tree&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=apache)
 |
   | 
[...ache/spark/sql/hudi/blob/BatchedBlobReadExec.scala](https://app.codecov.io/gh/apache/hudi/pull/18098?src=pr&el=tree&filepath=hudi-spark-datasource%2Fhudi-spark-common%2Fsrc%2Fmain%2Fscala%2Forg%2Fapache%2Fspark%2Fsql%2Fhudi%2Fblob%2FBatchedBlobReadExec.scala&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=apache#diff-aHVkaS1zcGFyay1kYXRhc291cmNlL2h1ZGktc3BhcmstY29tbW9uL3NyYy9tYWluL3NjYWxhL29yZy9hcGFjaGUvc3Bhcmsvc3FsL2h1ZGkvYmxvYi9CYXRjaGVkQmxvYlJlYWRFeGVjLnNjYWxh)
 | 94.11% | [0 Missing and 1 partial :warning: 
](https://app.codecov.io/gh/apache/hudi/pull/18098?src=pr&el=tree&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=apache)
 |
   | 
[...park/sql/hudi/blob/BatchedBlobReaderStrate

Re: [PR] feat(blob): Read Blobs in Spark SQL [hudi]

[via GitHub]

codecov-commenter commented on PR #18098:
URL: https://github.com/apache/hudi/pull/18098#issuecomment-4263609121

   ## 
[Codecov](https://app.codecov.io/gh/apache/hudi/pull/18098?dropdown=coverage&src=pr&el=h1&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=apache)
 Report
   :x: Patch coverage is `79.36118%` with `84 lines` in your changes missing 
coverage. Please review.
   :white_check_mark: Project coverage is 70.12%. Comparing base 
([`35e2bbf`](https://app.codecov.io/gh/apache/hudi/commit/35e2bbf9813f313006c773b92578db6cb93da9ca?dropdown=coverage&el=desc&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=apache))
 to head 
([`c6429f8`](https://app.codecov.io/gh/apache/hudi/commit/c6429f8f46eb935f6386eb5d0323ddc5baa5ba0c?dropdown=coverage&el=desc&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=apache)).
   :warning: Report is 43 commits behind head on master.
   
   | [Files with missing 
lines](https://app.codecov.io/gh/apache/hudi/pull/18098?dropdown=coverage&src=pr&el=tree&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=apache)
 | Patch % | Lines |
   |---|---|---|
   | 
[.../org/apache/spark/sql/hudi/blob/ReadBlobRule.scala](https://app.codecov.io/gh/apache/hudi/pull/18098?src=pr&el=tree&filepath=hudi-spark-datasource%2Fhudi-spark-common%2Fsrc%2Fmain%2Fscala%2Forg%2Fapache%2Fspark%2Fsql%2Fhudi%2Fblob%2FReadBlobRule.scala&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=apache#diff-aHVkaS1zcGFyay1kYXRhc291cmNlL2h1ZGktc3BhcmstY29tbW9uL3NyYy9tYWluL3NjYWxhL29yZy9hcGFjaGUvc3Bhcmsvc3FsL2h1ZGkvYmxvYi9SZWFkQmxvYlJ1bGUuc2NhbGE=)
 | 45.20% | [20 Missing and 20 partials :warning: 
](https://app.codecov.io/gh/apache/hudi/pull/18098?src=pr&el=tree&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=apache)
 |
   | 
[...apache/spark/sql/hudi/blob/BatchedBlobReader.scala](https://app.codecov.io/gh/apache/hudi/pull/18098?src=pr&el=tree&filepath=hudi-spark-datasource%2Fhudi-spark-common%2Fsrc%2Fmain%2Fscala%2Forg%2Fapache%2Fspark%2Fsql%2Fhudi%2Fblob%2FBatchedBlobReader.scala&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=apache#diff-aHVkaS1zcGFyay1kYXRhc291cmNlL2h1ZGktc3BhcmstY29tbW9uL3NyYy9tYWluL3NjYWxhL29yZy9hcGFjaGUvc3Bhcmsvc3FsL2h1ZGkvYmxvYi9CYXRjaGVkQmxvYlJlYWRlci5zY2FsYQ==)
 | 85.32% | [14 Missing and 24 partials :warning: 
](https://app.codecov.io/gh/apache/hudi/pull/18098?src=pr&el=tree&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=apache)
 |
   | 
[...pache/spark/sql/hudi/blob/ReadBlobExpression.scala](https://app.codecov.io/gh/apache/hudi/pull/18098?src=pr&el=tree&filepath=hudi-spark-datasource%2Fhudi-spark-common%2Fsrc%2Fmain%2Fscala%2Forg%2Fapache%2Fspark%2Fsql%2Fhudi%2Fblob%2FReadBlobExpression.scala&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=apache#diff-aHVkaS1zcGFyay1kYXRhc291cmNlL2h1ZGktc3BhcmstY29tbW9uL3NyYy9tYWluL3NjYWxhL29yZy9hcGFjaGUvc3Bhcmsvc3FsL2h1ZGkvYmxvYi9SZWFkQmxvYkV4cHJlc3Npb24uc2NhbGE=)
 | 66.66% | [1 Missing and 1 partial :warning: 
](https://app.codecov.io/gh/apache/hudi/pull/18098?src=pr&el=tree&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=apache)
 |
   | 
[...g/apache/spark/sql/hudi/blob/BatchedBlobRead.scala](https://app.codecov.io/gh/apache/hudi/pull/18098?src=pr&el=tree&filepath=hudi-spark-datasource%2Fhudi-spark-common%2Fsrc%2Fmain%2Fscala%2Forg%2Fapache%2Fspark%2Fsql%2Fhudi%2Fblob%2FBatchedBlobRead.scala&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=apache#diff-aHVkaS1zcGFyay1kYXRhc291cmNlL2h1ZGktc3BhcmstY29tbW9uL3NyYy9tYWluL3NjYWxhL29yZy9hcGFjaGUvc3Bhcmsvc3FsL2h1ZGkvYmxvYi9CYXRjaGVkQmxvYlJlYWQuc2NhbGE=)
 | 88.88% | [0 Missing and 1 partial :warning: 
](https://app.codecov.io/gh/apache/hudi/pull/18098?src=pr&el=tree&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=apache)
 |
   | 
[...ache/spark/sql/hudi/blob/BatchedBlobReadExec.scala](https://app.codecov.io/gh/apache/hudi/pull/18098?src=pr&el=tree&filepath=hudi-spark-datasource%2Fhudi-spark-common%2Fsrc%2Fmain%2Fscala%2Forg%2Fapache%2Fspark%2Fsql%2Fhudi%2Fblob%2FBatchedBlobReadExec.scala&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=apache#diff-aHVkaS1zcGFyay1kYXRhc291cmNlL2h1ZGktc3BhcmstY29tbW9uL3NyYy9tYWluL3NjYWxhL29yZy9hcGFjaGUvc3Bhcmsvc3FsL2h1ZGkvYmxvYi9CYXRjaGVkQmxvYlJlYWRFeGVjLnNjYWxh)
 | 94.11% | [0 Missing and 1 partial :warning: 
](https://app.codecov.io/gh/apache/hudi/pull/18098?src=pr&el=tree&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=apache)
 |
   | 
[...park/sql/hudi/blob/BatchedBlobReaderStrate

Re: [PR] feat(blob): Read Blobs in Spark SQL [hudi]

[via GitHub]

codecov-commenter commented on PR #18098:
URL: https://github.com/apache/hudi/pull/18098#issuecomment-4263577357

   ## 
[Codecov](https://app.codecov.io/gh/apache/hudi/pull/18098?dropdown=coverage&src=pr&el=h1&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=apache)
 Report
   :x: Patch coverage is `79.36118%` with `84 lines` in your changes missing 
coverage. Please review.
   :white_check_mark: Project coverage is 69.31%. Comparing base 
([`35e2bbf`](https://app.codecov.io/gh/apache/hudi/commit/35e2bbf9813f313006c773b92578db6cb93da9ca?dropdown=coverage&el=desc&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=apache))
 to head 
([`c6429f8`](https://app.codecov.io/gh/apache/hudi/commit/c6429f8f46eb935f6386eb5d0323ddc5baa5ba0c?dropdown=coverage&el=desc&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=apache)).
   :warning: Report is 43 commits behind head on master.
   
   | [Files with missing 
lines](https://app.codecov.io/gh/apache/hudi/pull/18098?dropdown=coverage&src=pr&el=tree&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=apache)
 | Patch % | Lines |
   |---|---|---|
   | 
[.../org/apache/spark/sql/hudi/blob/ReadBlobRule.scala](https://app.codecov.io/gh/apache/hudi/pull/18098?src=pr&el=tree&filepath=hudi-spark-datasource%2Fhudi-spark-common%2Fsrc%2Fmain%2Fscala%2Forg%2Fapache%2Fspark%2Fsql%2Fhudi%2Fblob%2FReadBlobRule.scala&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=apache#diff-aHVkaS1zcGFyay1kYXRhc291cmNlL2h1ZGktc3BhcmstY29tbW9uL3NyYy9tYWluL3NjYWxhL29yZy9hcGFjaGUvc3Bhcmsvc3FsL2h1ZGkvYmxvYi9SZWFkQmxvYlJ1bGUuc2NhbGE=)
 | 45.20% | [20 Missing and 20 partials :warning: 
](https://app.codecov.io/gh/apache/hudi/pull/18098?src=pr&el=tree&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=apache)
 |
   | 
[...apache/spark/sql/hudi/blob/BatchedBlobReader.scala](https://app.codecov.io/gh/apache/hudi/pull/18098?src=pr&el=tree&filepath=hudi-spark-datasource%2Fhudi-spark-common%2Fsrc%2Fmain%2Fscala%2Forg%2Fapache%2Fspark%2Fsql%2Fhudi%2Fblob%2FBatchedBlobReader.scala&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=apache#diff-aHVkaS1zcGFyay1kYXRhc291cmNlL2h1ZGktc3BhcmstY29tbW9uL3NyYy9tYWluL3NjYWxhL29yZy9hcGFjaGUvc3Bhcmsvc3FsL2h1ZGkvYmxvYi9CYXRjaGVkQmxvYlJlYWRlci5zY2FsYQ==)
 | 85.32% | [14 Missing and 24 partials :warning: 
](https://app.codecov.io/gh/apache/hudi/pull/18098?src=pr&el=tree&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=apache)
 |
   | 
[...pache/spark/sql/hudi/blob/ReadBlobExpression.scala](https://app.codecov.io/gh/apache/hudi/pull/18098?src=pr&el=tree&filepath=hudi-spark-datasource%2Fhudi-spark-common%2Fsrc%2Fmain%2Fscala%2Forg%2Fapache%2Fspark%2Fsql%2Fhudi%2Fblob%2FReadBlobExpression.scala&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=apache#diff-aHVkaS1zcGFyay1kYXRhc291cmNlL2h1ZGktc3BhcmstY29tbW9uL3NyYy9tYWluL3NjYWxhL29yZy9hcGFjaGUvc3Bhcmsvc3FsL2h1ZGkvYmxvYi9SZWFkQmxvYkV4cHJlc3Npb24uc2NhbGE=)
 | 66.66% | [1 Missing and 1 partial :warning: 
](https://app.codecov.io/gh/apache/hudi/pull/18098?src=pr&el=tree&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=apache)
 |
   | 
[...g/apache/spark/sql/hudi/blob/BatchedBlobRead.scala](https://app.codecov.io/gh/apache/hudi/pull/18098?src=pr&el=tree&filepath=hudi-spark-datasource%2Fhudi-spark-common%2Fsrc%2Fmain%2Fscala%2Forg%2Fapache%2Fspark%2Fsql%2Fhudi%2Fblob%2FBatchedBlobRead.scala&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=apache#diff-aHVkaS1zcGFyay1kYXRhc291cmNlL2h1ZGktc3BhcmstY29tbW9uL3NyYy9tYWluL3NjYWxhL29yZy9hcGFjaGUvc3Bhcmsvc3FsL2h1ZGkvYmxvYi9CYXRjaGVkQmxvYlJlYWQuc2NhbGE=)
 | 88.88% | [0 Missing and 1 partial :warning: 
](https://app.codecov.io/gh/apache/hudi/pull/18098?src=pr&el=tree&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=apache)
 |
   | 
[...ache/spark/sql/hudi/blob/BatchedBlobReadExec.scala](https://app.codecov.io/gh/apache/hudi/pull/18098?src=pr&el=tree&filepath=hudi-spark-datasource%2Fhudi-spark-common%2Fsrc%2Fmain%2Fscala%2Forg%2Fapache%2Fspark%2Fsql%2Fhudi%2Fblob%2FBatchedBlobReadExec.scala&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=apache#diff-aHVkaS1zcGFyay1kYXRhc291cmNlL2h1ZGktc3BhcmstY29tbW9uL3NyYy9tYWluL3NjYWxhL29yZy9hcGFjaGUvc3Bhcmsvc3FsL2h1ZGkvYmxvYi9CYXRjaGVkQmxvYlJlYWRFeGVjLnNjYWxh)
 | 94.11% | [0 Missing and 1 partial :warning: 
](https://app.codecov.io/gh/apache/hudi/pull/18098?src=pr&el=tree&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=apache)
 |
   | 
[...park/sql/hudi/blob/BatchedBlobReaderStrate

Re: [PR] feat(blob): Read Blobs in Spark SQL [hudi]

[via GitHub]

codecov-commenter commented on PR #18098:
URL: https://github.com/apache/hudi/pull/18098#issuecomment-4263565494

   ## 
[Codecov](https://app.codecov.io/gh/apache/hudi/pull/18098?dropdown=coverage&src=pr&el=h1&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=apache)
 Report
   :x: Patch coverage is `6.14251%` with `382 lines` in your changes missing 
coverage. Please review.
   :white_check_mark: Project coverage is 67.39%. Comparing base 
([`35e2bbf`](https://app.codecov.io/gh/apache/hudi/commit/35e2bbf9813f313006c773b92578db6cb93da9ca?dropdown=coverage&el=desc&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=apache))
 to head 
([`c6429f8`](https://app.codecov.io/gh/apache/hudi/commit/c6429f8f46eb935f6386eb5d0323ddc5baa5ba0c?dropdown=coverage&el=desc&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=apache)).
   :warning: Report is 43 commits behind head on master.
   
   | [Files with missing 
lines](https://app.codecov.io/gh/apache/hudi/pull/18098?dropdown=coverage&src=pr&el=tree&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=apache)
 | Patch % | Lines |
   |---|---|---|
   | 
[...apache/spark/sql/hudi/blob/BatchedBlobReader.scala](https://app.codecov.io/gh/apache/hudi/pull/18098?src=pr&el=tree&filepath=hudi-spark-datasource%2Fhudi-spark-common%2Fsrc%2Fmain%2Fscala%2Forg%2Fapache%2Fspark%2Fsql%2Fhudi%2Fblob%2FBatchedBlobReader.scala&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=apache#diff-aHVkaS1zcGFyay1kYXRhc291cmNlL2h1ZGktc3BhcmstY29tbW9uL3NyYy9tYWluL3NjYWxhL29yZy9hcGFjaGUvc3Bhcmsvc3FsL2h1ZGkvYmxvYi9CYXRjaGVkQmxvYlJlYWRlci5zY2FsYQ==)
 | 0.00% | [259 Missing :warning: 
](https://app.codecov.io/gh/apache/hudi/pull/18098?src=pr&el=tree&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=apache)
 |
   | 
[.../org/apache/spark/sql/hudi/blob/ReadBlobRule.scala](https://app.codecov.io/gh/apache/hudi/pull/18098?src=pr&el=tree&filepath=hudi-spark-datasource%2Fhudi-spark-common%2Fsrc%2Fmain%2Fscala%2Forg%2Fapache%2Fspark%2Fsql%2Fhudi%2Fblob%2FReadBlobRule.scala&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=apache#diff-aHVkaS1zcGFyay1kYXRhc291cmNlL2h1ZGktc3BhcmstY29tbW9uL3NyYy9tYWluL3NjYWxhL29yZy9hcGFjaGUvc3Bhcmsvc3FsL2h1ZGkvYmxvYi9SZWFkQmxvYlJ1bGUuc2NhbGE=)
 | 4.10% | [62 Missing and 8 partials :warning: 
](https://app.codecov.io/gh/apache/hudi/pull/18098?src=pr&el=tree&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=apache)
 |
   | 
[...park/sql/hudi/blob/BatchedBlobReaderStrategy.scala](https://app.codecov.io/gh/apache/hudi/pull/18098?src=pr&el=tree&filepath=hudi-spark-datasource%2Fhudi-spark-common%2Fsrc%2Fmain%2Fscala%2Forg%2Fapache%2Fspark%2Fsql%2Fhudi%2Fblob%2FBatchedBlobReaderStrategy.scala&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=apache#diff-aHVkaS1zcGFyay1kYXRhc291cmNlL2h1ZGktc3BhcmstY29tbW9uL3NyYy9tYWluL3NjYWxhL29yZy9hcGFjaGUvc3Bhcmsvc3FsL2h1ZGkvYmxvYi9CYXRjaGVkQmxvYlJlYWRlclN0cmF0ZWd5LnNjYWxh)
 | 9.52% | [18 Missing and 1 partial :warning: 
](https://app.codecov.io/gh/apache/hudi/pull/18098?src=pr&el=tree&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=apache)
 |
   | 
[...ache/spark/sql/hudi/blob/BatchedBlobReadExec.scala](https://app.codecov.io/gh/apache/hudi/pull/18098?src=pr&el=tree&filepath=hudi-spark-datasource%2Fhudi-spark-common%2Fsrc%2Fmain%2Fscala%2Forg%2Fapache%2Fspark%2Fsql%2Fhudi%2Fblob%2FBatchedBlobReadExec.scala&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=apache#diff-aHVkaS1zcGFyay1kYXRhc291cmNlL2h1ZGktc3BhcmstY29tbW9uL3NyYy9tYWluL3NjYWxhL29yZy9hcGFjaGUvc3Bhcmsvc3FsL2h1ZGkvYmxvYi9CYXRjaGVkQmxvYlJlYWRFeGVjLnNjYWxh)
 | 0.00% | [17 Missing :warning: 
](https://app.codecov.io/gh/apache/hudi/pull/18098?src=pr&el=tree&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=apache)
 |
   | 
[...g/apache/spark/sql/hudi/blob/BatchedBlobRead.scala](https://app.codecov.io/gh/apache/hudi/pull/18098?src=pr&el=tree&filepath=hudi-spark-datasource%2Fhudi-spark-common%2Fsrc%2Fmain%2Fscala%2Forg%2Fapache%2Fspark%2Fsql%2Fhudi%2Fblob%2FBatchedBlobRead.scala&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=apache#diff-aHVkaS1zcGFyay1kYXRhc291cmNlL2h1ZGktc3BhcmstY29tbW9uL3NyYy9tYWluL3NjYWxhL29yZy9hcGFjaGUvc3Bhcmsvc3FsL2h1ZGkvYmxvYi9CYXRjaGVkQmxvYlJlYWQuc2NhbGE=)
 | 0.00% | [9 Missing :warning: 
](https://app.codecov.io/gh/apache/hudi/pull/18098?src=pr&el=tree&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=apache)
 |
   | 
[...pache/spark/sql/hudi/blob/ReadBlobExpression.scala](https://app.codecov.io

Re: [PR] feat(blob): Read Blobs in Spark SQL [hudi]

[via GitHub]

hudi-bot commented on PR #18098:
URL: https://github.com/apache/hudi/pull/18098#issuecomment-4263557629

   
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Re: [PR] feat(blob): Read Blobs in Spark SQL [hudi]

[via GitHub]

codecov-commenter commented on PR #18098:
URL: https://github.com/apache/hudi/pull/18098#issuecomment-4263551448

   ## 
[Codecov](https://app.codecov.io/gh/apache/hudi/pull/18098?dropdown=coverage&src=pr&el=h1&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=apache)
 Report
   :x: Patch coverage is `6.14251%` with `382 lines` in your changes missing 
coverage. Please review.
   :white_check_mark: Project coverage is 67.27%. Comparing base 
([`35e2bbf`](https://app.codecov.io/gh/apache/hudi/commit/35e2bbf9813f313006c773b92578db6cb93da9ca?dropdown=coverage&el=desc&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=apache))
 to head 
([`c6429f8`](https://app.codecov.io/gh/apache/hudi/commit/c6429f8f46eb935f6386eb5d0323ddc5baa5ba0c?dropdown=coverage&el=desc&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=apache)).
   :warning: Report is 43 commits behind head on master.
   
   | [Files with missing 
lines](https://app.codecov.io/gh/apache/hudi/pull/18098?dropdown=coverage&src=pr&el=tree&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=apache)
 | Patch % | Lines |
   |---|---|---|
   | 
[...apache/spark/sql/hudi/blob/BatchedBlobReader.scala](https://app.codecov.io/gh/apache/hudi/pull/18098?src=pr&el=tree&filepath=hudi-spark-datasource%2Fhudi-spark-common%2Fsrc%2Fmain%2Fscala%2Forg%2Fapache%2Fspark%2Fsql%2Fhudi%2Fblob%2FBatchedBlobReader.scala&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=apache#diff-aHVkaS1zcGFyay1kYXRhc291cmNlL2h1ZGktc3BhcmstY29tbW9uL3NyYy9tYWluL3NjYWxhL29yZy9hcGFjaGUvc3Bhcmsvc3FsL2h1ZGkvYmxvYi9CYXRjaGVkQmxvYlJlYWRlci5zY2FsYQ==)
 | 0.00% | [259 Missing :warning: 
](https://app.codecov.io/gh/apache/hudi/pull/18098?src=pr&el=tree&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=apache)
 |
   | 
[.../org/apache/spark/sql/hudi/blob/ReadBlobRule.scala](https://app.codecov.io/gh/apache/hudi/pull/18098?src=pr&el=tree&filepath=hudi-spark-datasource%2Fhudi-spark-common%2Fsrc%2Fmain%2Fscala%2Forg%2Fapache%2Fspark%2Fsql%2Fhudi%2Fblob%2FReadBlobRule.scala&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=apache#diff-aHVkaS1zcGFyay1kYXRhc291cmNlL2h1ZGktc3BhcmstY29tbW9uL3NyYy9tYWluL3NjYWxhL29yZy9hcGFjaGUvc3Bhcmsvc3FsL2h1ZGkvYmxvYi9SZWFkQmxvYlJ1bGUuc2NhbGE=)
 | 4.10% | [62 Missing and 8 partials :warning: 
](https://app.codecov.io/gh/apache/hudi/pull/18098?src=pr&el=tree&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=apache)
 |
   | 
[...park/sql/hudi/blob/BatchedBlobReaderStrategy.scala](https://app.codecov.io/gh/apache/hudi/pull/18098?src=pr&el=tree&filepath=hudi-spark-datasource%2Fhudi-spark-common%2Fsrc%2Fmain%2Fscala%2Forg%2Fapache%2Fspark%2Fsql%2Fhudi%2Fblob%2FBatchedBlobReaderStrategy.scala&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=apache#diff-aHVkaS1zcGFyay1kYXRhc291cmNlL2h1ZGktc3BhcmstY29tbW9uL3NyYy9tYWluL3NjYWxhL29yZy9hcGFjaGUvc3Bhcmsvc3FsL2h1ZGkvYmxvYi9CYXRjaGVkQmxvYlJlYWRlclN0cmF0ZWd5LnNjYWxh)
 | 9.52% | [18 Missing and 1 partial :warning: 
](https://app.codecov.io/gh/apache/hudi/pull/18098?src=pr&el=tree&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=apache)
 |
   | 
[...ache/spark/sql/hudi/blob/BatchedBlobReadExec.scala](https://app.codecov.io/gh/apache/hudi/pull/18098?src=pr&el=tree&filepath=hudi-spark-datasource%2Fhudi-spark-common%2Fsrc%2Fmain%2Fscala%2Forg%2Fapache%2Fspark%2Fsql%2Fhudi%2Fblob%2FBatchedBlobReadExec.scala&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=apache#diff-aHVkaS1zcGFyay1kYXRhc291cmNlL2h1ZGktc3BhcmstY29tbW9uL3NyYy9tYWluL3NjYWxhL29yZy9hcGFjaGUvc3Bhcmsvc3FsL2h1ZGkvYmxvYi9CYXRjaGVkQmxvYlJlYWRFeGVjLnNjYWxh)
 | 0.00% | [17 Missing :warning: 
](https://app.codecov.io/gh/apache/hudi/pull/18098?src=pr&el=tree&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=apache)
 |
   | 
[...g/apache/spark/sql/hudi/blob/BatchedBlobRead.scala](https://app.codecov.io/gh/apache/hudi/pull/18098?src=pr&el=tree&filepath=hudi-spark-datasource%2Fhudi-spark-common%2Fsrc%2Fmain%2Fscala%2Forg%2Fapache%2Fspark%2Fsql%2Fhudi%2Fblob%2FBatchedBlobRead.scala&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=apache#diff-aHVkaS1zcGFyay1kYXRhc291cmNlL2h1ZGktc3BhcmstY29tbW9uL3NyYy9tYWluL3NjYWxhL29yZy9hcGFjaGUvc3Bhcmsvc3FsL2h1ZGkvYmxvYi9CYXRjaGVkQmxvYlJlYWQuc2NhbGE=)
 | 0.00% | [9 Missing :warning: 
](https://app.codecov.io/gh/apache/hudi/pull/18098?src=pr&el=tree&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=apache)
 |
   | 
[...pache/spark/sql/hudi/blob/ReadBlobExpression.scala](https://app.codecov.io

Re: [PR] feat(blob): Read Blobs in Spark SQL [hudi]

[via GitHub]

codecov-commenter commented on PR #18098:
URL: https://github.com/apache/hudi/pull/18098#issuecomment-4263526697

   ## 
[Codecov](https://app.codecov.io/gh/apache/hudi/pull/18098?dropdown=coverage&src=pr&el=h1&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=apache)
 Report
   :x: Patch coverage is `6.14251%` with `382 lines` in your changes missing 
coverage. Please review.
   :white_check_mark: Project coverage is 62.55%. Comparing base 
([`35e2bbf`](https://app.codecov.io/gh/apache/hudi/commit/35e2bbf9813f313006c773b92578db6cb93da9ca?dropdown=coverage&el=desc&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=apache))
 to head 
([`c6429f8`](https://app.codecov.io/gh/apache/hudi/commit/c6429f8f46eb935f6386eb5d0323ddc5baa5ba0c?dropdown=coverage&el=desc&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=apache)).
   :warning: Report is 43 commits behind head on master.
   
   | [Files with missing 
lines](https://app.codecov.io/gh/apache/hudi/pull/18098?dropdown=coverage&src=pr&el=tree&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=apache)
 | Patch % | Lines |
   |---|---|---|
   | 
[...apache/spark/sql/hudi/blob/BatchedBlobReader.scala](https://app.codecov.io/gh/apache/hudi/pull/18098?src=pr&el=tree&filepath=hudi-spark-datasource%2Fhudi-spark-common%2Fsrc%2Fmain%2Fscala%2Forg%2Fapache%2Fspark%2Fsql%2Fhudi%2Fblob%2FBatchedBlobReader.scala&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=apache#diff-aHVkaS1zcGFyay1kYXRhc291cmNlL2h1ZGktc3BhcmstY29tbW9uL3NyYy9tYWluL3NjYWxhL29yZy9hcGFjaGUvc3Bhcmsvc3FsL2h1ZGkvYmxvYi9CYXRjaGVkQmxvYlJlYWRlci5zY2FsYQ==)
 | 0.00% | [259 Missing :warning: 
](https://app.codecov.io/gh/apache/hudi/pull/18098?src=pr&el=tree&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=apache)
 |
   | 
[.../org/apache/spark/sql/hudi/blob/ReadBlobRule.scala](https://app.codecov.io/gh/apache/hudi/pull/18098?src=pr&el=tree&filepath=hudi-spark-datasource%2Fhudi-spark-common%2Fsrc%2Fmain%2Fscala%2Forg%2Fapache%2Fspark%2Fsql%2Fhudi%2Fblob%2FReadBlobRule.scala&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=apache#diff-aHVkaS1zcGFyay1kYXRhc291cmNlL2h1ZGktc3BhcmstY29tbW9uL3NyYy9tYWluL3NjYWxhL29yZy9hcGFjaGUvc3Bhcmsvc3FsL2h1ZGkvYmxvYi9SZWFkQmxvYlJ1bGUuc2NhbGE=)
 | 4.10% | [62 Missing and 8 partials :warning: 
](https://app.codecov.io/gh/apache/hudi/pull/18098?src=pr&el=tree&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=apache)
 |
   | 
[...park/sql/hudi/blob/BatchedBlobReaderStrategy.scala](https://app.codecov.io/gh/apache/hudi/pull/18098?src=pr&el=tree&filepath=hudi-spark-datasource%2Fhudi-spark-common%2Fsrc%2Fmain%2Fscala%2Forg%2Fapache%2Fspark%2Fsql%2Fhudi%2Fblob%2FBatchedBlobReaderStrategy.scala&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=apache#diff-aHVkaS1zcGFyay1kYXRhc291cmNlL2h1ZGktc3BhcmstY29tbW9uL3NyYy9tYWluL3NjYWxhL29yZy9hcGFjaGUvc3Bhcmsvc3FsL2h1ZGkvYmxvYi9CYXRjaGVkQmxvYlJlYWRlclN0cmF0ZWd5LnNjYWxh)
 | 9.52% | [18 Missing and 1 partial :warning: 
](https://app.codecov.io/gh/apache/hudi/pull/18098?src=pr&el=tree&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=apache)
 |
   | 
[...ache/spark/sql/hudi/blob/BatchedBlobReadExec.scala](https://app.codecov.io/gh/apache/hudi/pull/18098?src=pr&el=tree&filepath=hudi-spark-datasource%2Fhudi-spark-common%2Fsrc%2Fmain%2Fscala%2Forg%2Fapache%2Fspark%2Fsql%2Fhudi%2Fblob%2FBatchedBlobReadExec.scala&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=apache#diff-aHVkaS1zcGFyay1kYXRhc291cmNlL2h1ZGktc3BhcmstY29tbW9uL3NyYy9tYWluL3NjYWxhL29yZy9hcGFjaGUvc3Bhcmsvc3FsL2h1ZGkvYmxvYi9CYXRjaGVkQmxvYlJlYWRFeGVjLnNjYWxh)
 | 0.00% | [17 Missing :warning: 
](https://app.codecov.io/gh/apache/hudi/pull/18098?src=pr&el=tree&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=apache)
 |
   | 
[...g/apache/spark/sql/hudi/blob/BatchedBlobRead.scala](https://app.codecov.io/gh/apache/hudi/pull/18098?src=pr&el=tree&filepath=hudi-spark-datasource%2Fhudi-spark-common%2Fsrc%2Fmain%2Fscala%2Forg%2Fapache%2Fspark%2Fsql%2Fhudi%2Fblob%2FBatchedBlobRead.scala&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=apache#diff-aHVkaS1zcGFyay1kYXRhc291cmNlL2h1ZGktc3BhcmstY29tbW9uL3NyYy9tYWluL3NjYWxhL29yZy9hcGFjaGUvc3Bhcmsvc3FsL2h1ZGkvYmxvYi9CYXRjaGVkQmxvYlJlYWQuc2NhbGE=)
 | 0.00% | [9 Missing :warning: 
](https://app.codecov.io/gh/apache/hudi/pull/18098?src=pr&el=tree&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=apache)
 |
   | 
[...pache/spark/sql/hudi/blob/ReadBlobExpression.scala](https://app.codecov.io

Re: [PR] feat(blob): Read Blobs in Spark SQL [hudi]

[via GitHub]

codecov-commenter commented on PR #18098:
URL: https://github.com/apache/hudi/pull/18098#issuecomment-4263510912

   ## 
[Codecov](https://app.codecov.io/gh/apache/hudi/pull/18098?dropdown=coverage&src=pr&el=h1&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=apache)
 Report
   :x: Patch coverage is `6.14251%` with `382 lines` in your changes missing 
coverage. Please review.
   :white_check_mark: Project coverage is 59.94%. Comparing base 
([`35e2bbf`](https://app.codecov.io/gh/apache/hudi/commit/35e2bbf9813f313006c773b92578db6cb93da9ca?dropdown=coverage&el=desc&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=apache))
 to head 
([`c6429f8`](https://app.codecov.io/gh/apache/hudi/commit/c6429f8f46eb935f6386eb5d0323ddc5baa5ba0c?dropdown=coverage&el=desc&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=apache)).
   :warning: Report is 43 commits behind head on master.
   
   | [Files with missing 
lines](https://app.codecov.io/gh/apache/hudi/pull/18098?dropdown=coverage&src=pr&el=tree&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=apache)
 | Patch % | Lines |
   |---|---|---|
   | 
[...apache/spark/sql/hudi/blob/BatchedBlobReader.scala](https://app.codecov.io/gh/apache/hudi/pull/18098?src=pr&el=tree&filepath=hudi-spark-datasource%2Fhudi-spark-common%2Fsrc%2Fmain%2Fscala%2Forg%2Fapache%2Fspark%2Fsql%2Fhudi%2Fblob%2FBatchedBlobReader.scala&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=apache#diff-aHVkaS1zcGFyay1kYXRhc291cmNlL2h1ZGktc3BhcmstY29tbW9uL3NyYy9tYWluL3NjYWxhL29yZy9hcGFjaGUvc3Bhcmsvc3FsL2h1ZGkvYmxvYi9CYXRjaGVkQmxvYlJlYWRlci5zY2FsYQ==)
 | 0.00% | [259 Missing :warning: 
](https://app.codecov.io/gh/apache/hudi/pull/18098?src=pr&el=tree&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=apache)
 |
   | 
[.../org/apache/spark/sql/hudi/blob/ReadBlobRule.scala](https://app.codecov.io/gh/apache/hudi/pull/18098?src=pr&el=tree&filepath=hudi-spark-datasource%2Fhudi-spark-common%2Fsrc%2Fmain%2Fscala%2Forg%2Fapache%2Fspark%2Fsql%2Fhudi%2Fblob%2FReadBlobRule.scala&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=apache#diff-aHVkaS1zcGFyay1kYXRhc291cmNlL2h1ZGktc3BhcmstY29tbW9uL3NyYy9tYWluL3NjYWxhL29yZy9hcGFjaGUvc3Bhcmsvc3FsL2h1ZGkvYmxvYi9SZWFkQmxvYlJ1bGUuc2NhbGE=)
 | 4.10% | [62 Missing and 8 partials :warning: 
](https://app.codecov.io/gh/apache/hudi/pull/18098?src=pr&el=tree&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=apache)
 |
   | 
[...park/sql/hudi/blob/BatchedBlobReaderStrategy.scala](https://app.codecov.io/gh/apache/hudi/pull/18098?src=pr&el=tree&filepath=hudi-spark-datasource%2Fhudi-spark-common%2Fsrc%2Fmain%2Fscala%2Forg%2Fapache%2Fspark%2Fsql%2Fhudi%2Fblob%2FBatchedBlobReaderStrategy.scala&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=apache#diff-aHVkaS1zcGFyay1kYXRhc291cmNlL2h1ZGktc3BhcmstY29tbW9uL3NyYy9tYWluL3NjYWxhL29yZy9hcGFjaGUvc3Bhcmsvc3FsL2h1ZGkvYmxvYi9CYXRjaGVkQmxvYlJlYWRlclN0cmF0ZWd5LnNjYWxh)
 | 9.52% | [18 Missing and 1 partial :warning: 
](https://app.codecov.io/gh/apache/hudi/pull/18098?src=pr&el=tree&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=apache)
 |
   | 
[...ache/spark/sql/hudi/blob/BatchedBlobReadExec.scala](https://app.codecov.io/gh/apache/hudi/pull/18098?src=pr&el=tree&filepath=hudi-spark-datasource%2Fhudi-spark-common%2Fsrc%2Fmain%2Fscala%2Forg%2Fapache%2Fspark%2Fsql%2Fhudi%2Fblob%2FBatchedBlobReadExec.scala&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=apache#diff-aHVkaS1zcGFyay1kYXRhc291cmNlL2h1ZGktc3BhcmstY29tbW9uL3NyYy9tYWluL3NjYWxhL29yZy9hcGFjaGUvc3Bhcmsvc3FsL2h1ZGkvYmxvYi9CYXRjaGVkQmxvYlJlYWRFeGVjLnNjYWxh)
 | 0.00% | [17 Missing :warning: 
](https://app.codecov.io/gh/apache/hudi/pull/18098?src=pr&el=tree&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=apache)
 |
   | 
[...g/apache/spark/sql/hudi/blob/BatchedBlobRead.scala](https://app.codecov.io/gh/apache/hudi/pull/18098?src=pr&el=tree&filepath=hudi-spark-datasource%2Fhudi-spark-common%2Fsrc%2Fmain%2Fscala%2Forg%2Fapache%2Fspark%2Fsql%2Fhudi%2Fblob%2FBatchedBlobRead.scala&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=apache#diff-aHVkaS1zcGFyay1kYXRhc291cmNlL2h1ZGktc3BhcmstY29tbW9uL3NyYy9tYWluL3NjYWxhL29yZy9hcGFjaGUvc3Bhcmsvc3FsL2h1ZGkvYmxvYi9CYXRjaGVkQmxvYlJlYWQuc2NhbGE=)
 | 0.00% | [9 Missing :warning: 
](https://app.codecov.io/gh/apache/hudi/pull/18098?src=pr&el=tree&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=apache)
 |
   | 
[...pache/spark/sql/hudi/blob/ReadBlobExpression.scala](https://app.codecov.io

Re: [PR] feat(blob): Read Blobs in Spark SQL [hudi]

[via GitHub]

codecov-commenter commented on PR #18098:
URL: https://github.com/apache/hudi/pull/18098#issuecomment-4263507994

   ## 
[Codecov](https://app.codecov.io/gh/apache/hudi/pull/18098?dropdown=coverage&src=pr&el=h1&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=apache)
 Report
   :x: Patch coverage is `6.14251%` with `382 lines` in your changes missing 
coverage. Please review.
   :white_check_mark: Project coverage is 59.74%. Comparing base 
([`35e2bbf`](https://app.codecov.io/gh/apache/hudi/commit/35e2bbf9813f313006c773b92578db6cb93da9ca?dropdown=coverage&el=desc&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=apache))
 to head 
([`c6429f8`](https://app.codecov.io/gh/apache/hudi/commit/c6429f8f46eb935f6386eb5d0323ddc5baa5ba0c?dropdown=coverage&el=desc&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=apache)).
   :warning: Report is 43 commits behind head on master.
   
   | [Files with missing 
lines](https://app.codecov.io/gh/apache/hudi/pull/18098?dropdown=coverage&src=pr&el=tree&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=apache)
 | Patch % | Lines |
   |---|---|---|
   | 
[...apache/spark/sql/hudi/blob/BatchedBlobReader.scala](https://app.codecov.io/gh/apache/hudi/pull/18098?src=pr&el=tree&filepath=hudi-spark-datasource%2Fhudi-spark-common%2Fsrc%2Fmain%2Fscala%2Forg%2Fapache%2Fspark%2Fsql%2Fhudi%2Fblob%2FBatchedBlobReader.scala&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=apache#diff-aHVkaS1zcGFyay1kYXRhc291cmNlL2h1ZGktc3BhcmstY29tbW9uL3NyYy9tYWluL3NjYWxhL29yZy9hcGFjaGUvc3Bhcmsvc3FsL2h1ZGkvYmxvYi9CYXRjaGVkQmxvYlJlYWRlci5zY2FsYQ==)
 | 0.00% | [259 Missing :warning: 
](https://app.codecov.io/gh/apache/hudi/pull/18098?src=pr&el=tree&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=apache)
 |
   | 
[.../org/apache/spark/sql/hudi/blob/ReadBlobRule.scala](https://app.codecov.io/gh/apache/hudi/pull/18098?src=pr&el=tree&filepath=hudi-spark-datasource%2Fhudi-spark-common%2Fsrc%2Fmain%2Fscala%2Forg%2Fapache%2Fspark%2Fsql%2Fhudi%2Fblob%2FReadBlobRule.scala&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=apache#diff-aHVkaS1zcGFyay1kYXRhc291cmNlL2h1ZGktc3BhcmstY29tbW9uL3NyYy9tYWluL3NjYWxhL29yZy9hcGFjaGUvc3Bhcmsvc3FsL2h1ZGkvYmxvYi9SZWFkQmxvYlJ1bGUuc2NhbGE=)
 | 4.10% | [62 Missing and 8 partials :warning: 
](https://app.codecov.io/gh/apache/hudi/pull/18098?src=pr&el=tree&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=apache)
 |
   | 
[...park/sql/hudi/blob/BatchedBlobReaderStrategy.scala](https://app.codecov.io/gh/apache/hudi/pull/18098?src=pr&el=tree&filepath=hudi-spark-datasource%2Fhudi-spark-common%2Fsrc%2Fmain%2Fscala%2Forg%2Fapache%2Fspark%2Fsql%2Fhudi%2Fblob%2FBatchedBlobReaderStrategy.scala&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=apache#diff-aHVkaS1zcGFyay1kYXRhc291cmNlL2h1ZGktc3BhcmstY29tbW9uL3NyYy9tYWluL3NjYWxhL29yZy9hcGFjaGUvc3Bhcmsvc3FsL2h1ZGkvYmxvYi9CYXRjaGVkQmxvYlJlYWRlclN0cmF0ZWd5LnNjYWxh)
 | 9.52% | [18 Missing and 1 partial :warning: 
](https://app.codecov.io/gh/apache/hudi/pull/18098?src=pr&el=tree&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=apache)
 |
   | 
[...ache/spark/sql/hudi/blob/BatchedBlobReadExec.scala](https://app.codecov.io/gh/apache/hudi/pull/18098?src=pr&el=tree&filepath=hudi-spark-datasource%2Fhudi-spark-common%2Fsrc%2Fmain%2Fscala%2Forg%2Fapache%2Fspark%2Fsql%2Fhudi%2Fblob%2FBatchedBlobReadExec.scala&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=apache#diff-aHVkaS1zcGFyay1kYXRhc291cmNlL2h1ZGktc3BhcmstY29tbW9uL3NyYy9tYWluL3NjYWxhL29yZy9hcGFjaGUvc3Bhcmsvc3FsL2h1ZGkvYmxvYi9CYXRjaGVkQmxvYlJlYWRFeGVjLnNjYWxh)
 | 0.00% | [17 Missing :warning: 
](https://app.codecov.io/gh/apache/hudi/pull/18098?src=pr&el=tree&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=apache)
 |
   | 
[...g/apache/spark/sql/hudi/blob/BatchedBlobRead.scala](https://app.codecov.io/gh/apache/hudi/pull/18098?src=pr&el=tree&filepath=hudi-spark-datasource%2Fhudi-spark-common%2Fsrc%2Fmain%2Fscala%2Forg%2Fapache%2Fspark%2Fsql%2Fhudi%2Fblob%2FBatchedBlobRead.scala&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=apache#diff-aHVkaS1zcGFyay1kYXRhc291cmNlL2h1ZGktc3BhcmstY29tbW9uL3NyYy9tYWluL3NjYWxhL29yZy9hcGFjaGUvc3Bhcmsvc3FsL2h1ZGkvYmxvYi9CYXRjaGVkQmxvYlJlYWQuc2NhbGE=)
 | 0.00% | [9 Missing :warning: 
](https://app.codecov.io/gh/apache/hudi/pull/18098?src=pr&el=tree&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=apache)
 |
   | 
[...pache/spark/sql/hudi/blob/ReadBlobExpression.scala](https://app.codecov.io

Re: [PR] feat(blob): Read Blobs in Spark SQL [hudi]

[via GitHub]

codecov-commenter commented on PR #18098:
URL: https://github.com/apache/hudi/pull/18098#issuecomment-4263502368

   ## 
[Codecov](https://app.codecov.io/gh/apache/hudi/pull/18098?dropdown=coverage&src=pr&el=h1&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=apache)
 Report
   :x: Patch coverage is `5.44554%` with `382 lines` in your changes missing 
coverage. Please review.
   :white_check_mark: Project coverage is 60.61%. Comparing base 
([`35e2bbf`](https://app.codecov.io/gh/apache/hudi/commit/35e2bbf9813f313006c773b92578db6cb93da9ca?dropdown=coverage&el=desc&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=apache))
 to head 
([`c6429f8`](https://app.codecov.io/gh/apache/hudi/commit/c6429f8f46eb935f6386eb5d0323ddc5baa5ba0c?dropdown=coverage&el=desc&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=apache)).
   :warning: Report is 43 commits behind head on master.
   
   | [Files with missing 
lines](https://app.codecov.io/gh/apache/hudi/pull/18098?dropdown=coverage&src=pr&el=tree&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=apache)
 | Patch % | Lines |
   |---|---|---|
   | 
[...apache/spark/sql/hudi/blob/BatchedBlobReader.scala](https://app.codecov.io/gh/apache/hudi/pull/18098?src=pr&el=tree&filepath=hudi-spark-datasource%2Fhudi-spark-common%2Fsrc%2Fmain%2Fscala%2Forg%2Fapache%2Fspark%2Fsql%2Fhudi%2Fblob%2FBatchedBlobReader.scala&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=apache#diff-aHVkaS1zcGFyay1kYXRhc291cmNlL2h1ZGktc3BhcmstY29tbW9uL3NyYy9tYWluL3NjYWxhL29yZy9hcGFjaGUvc3Bhcmsvc3FsL2h1ZGkvYmxvYi9CYXRjaGVkQmxvYlJlYWRlci5zY2FsYQ==)
 | 0.00% | [259 Missing :warning: 
](https://app.codecov.io/gh/apache/hudi/pull/18098?src=pr&el=tree&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=apache)
 |
   | 
[.../org/apache/spark/sql/hudi/blob/ReadBlobRule.scala](https://app.codecov.io/gh/apache/hudi/pull/18098?src=pr&el=tree&filepath=hudi-spark-datasource%2Fhudi-spark-common%2Fsrc%2Fmain%2Fscala%2Forg%2Fapache%2Fspark%2Fsql%2Fhudi%2Fblob%2FReadBlobRule.scala&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=apache#diff-aHVkaS1zcGFyay1kYXRhc291cmNlL2h1ZGktc3BhcmstY29tbW9uL3NyYy9tYWluL3NjYWxhL29yZy9hcGFjaGUvc3Bhcmsvc3FsL2h1ZGkvYmxvYi9SZWFkQmxvYlJ1bGUuc2NhbGE=)
 | 4.10% | [62 Missing and 8 partials :warning: 
](https://app.codecov.io/gh/apache/hudi/pull/18098?src=pr&el=tree&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=apache)
 |
   | 
[...park/sql/hudi/blob/BatchedBlobReaderStrategy.scala](https://app.codecov.io/gh/apache/hudi/pull/18098?src=pr&el=tree&filepath=hudi-spark-datasource%2Fhudi-spark-common%2Fsrc%2Fmain%2Fscala%2Forg%2Fapache%2Fspark%2Fsql%2Fhudi%2Fblob%2FBatchedBlobReaderStrategy.scala&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=apache#diff-aHVkaS1zcGFyay1kYXRhc291cmNlL2h1ZGktc3BhcmstY29tbW9uL3NyYy9tYWluL3NjYWxhL29yZy9hcGFjaGUvc3Bhcmsvc3FsL2h1ZGkvYmxvYi9CYXRjaGVkQmxvYlJlYWRlclN0cmF0ZWd5LnNjYWxh)
 | 9.52% | [18 Missing and 1 partial :warning: 
](https://app.codecov.io/gh/apache/hudi/pull/18098?src=pr&el=tree&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=apache)
 |
   | 
[...ache/spark/sql/hudi/blob/BatchedBlobReadExec.scala](https://app.codecov.io/gh/apache/hudi/pull/18098?src=pr&el=tree&filepath=hudi-spark-datasource%2Fhudi-spark-common%2Fsrc%2Fmain%2Fscala%2Forg%2Fapache%2Fspark%2Fsql%2Fhudi%2Fblob%2FBatchedBlobReadExec.scala&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=apache#diff-aHVkaS1zcGFyay1kYXRhc291cmNlL2h1ZGktc3BhcmstY29tbW9uL3NyYy9tYWluL3NjYWxhL29yZy9hcGFjaGUvc3Bhcmsvc3FsL2h1ZGkvYmxvYi9CYXRjaGVkQmxvYlJlYWRFeGVjLnNjYWxh)
 | 0.00% | [17 Missing :warning: 
](https://app.codecov.io/gh/apache/hudi/pull/18098?src=pr&el=tree&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=apache)
 |
   | 
[...g/apache/spark/sql/hudi/blob/BatchedBlobRead.scala](https://app.codecov.io/gh/apache/hudi/pull/18098?src=pr&el=tree&filepath=hudi-spark-datasource%2Fhudi-spark-common%2Fsrc%2Fmain%2Fscala%2Forg%2Fapache%2Fspark%2Fsql%2Fhudi%2Fblob%2FBatchedBlobRead.scala&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=apache#diff-aHVkaS1zcGFyay1kYXRhc291cmNlL2h1ZGktc3BhcmstY29tbW9uL3NyYy9tYWluL3NjYWxhL29yZy9hcGFjaGUvc3Bhcmsvc3FsL2h1ZGkvYmxvYi9CYXRjaGVkQmxvYlJlYWQuc2NhbGE=)
 | 0.00% | [9 Missing :warning: 
](https://app.codecov.io/gh/apache/hudi/pull/18098?src=pr&el=tree&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=apache)
 |
   | 
[...pache/spark/sql/hudi/blob/ReadBlobExpression.scala](https://app.codecov.io

Re: [PR] feat(blob): Read Blobs in Spark SQL [hudi]

[via GitHub]

codecov-commenter commented on PR #18098:
URL: https://github.com/apache/hudi/pull/18098#issuecomment-4263487361

   ## 
[Codecov](https://app.codecov.io/gh/apache/hudi/pull/18098?dropdown=coverage&src=pr&el=h1&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=apache)
 Report
   :x: Patch coverage is `5.23691%` with `380 lines` in your changes missing 
coverage. Please review.
   :white_check_mark: Project coverage is 46.54%. Comparing base 
([`35e2bbf`](https://app.codecov.io/gh/apache/hudi/commit/35e2bbf9813f313006c773b92578db6cb93da9ca?dropdown=coverage&el=desc&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=apache))
 to head 
([`c6429f8`](https://app.codecov.io/gh/apache/hudi/commit/c6429f8f46eb935f6386eb5d0323ddc5baa5ba0c?dropdown=coverage&el=desc&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=apache)).
   :warning: Report is 43 commits behind head on master.
   
   | [Files with missing 
lines](https://app.codecov.io/gh/apache/hudi/pull/18098?dropdown=coverage&src=pr&el=tree&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=apache)
 | Patch % | Lines |
   |---|---|---|
   | 
[...apache/spark/sql/hudi/blob/BatchedBlobReader.scala](https://app.codecov.io/gh/apache/hudi/pull/18098?src=pr&el=tree&filepath=hudi-spark-datasource%2Fhudi-spark-common%2Fsrc%2Fmain%2Fscala%2Forg%2Fapache%2Fspark%2Fsql%2Fhudi%2Fblob%2FBatchedBlobReader.scala&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=apache#diff-aHVkaS1zcGFyay1kYXRhc291cmNlL2h1ZGktc3BhcmstY29tbW9uL3NyYy9tYWluL3NjYWxhL29yZy9hcGFjaGUvc3Bhcmsvc3FsL2h1ZGkvYmxvYi9CYXRjaGVkQmxvYlJlYWRlci5zY2FsYQ==)
 | 0.00% | [257 Missing :warning: 
](https://app.codecov.io/gh/apache/hudi/pull/18098?src=pr&el=tree&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=apache)
 |
   | 
[.../org/apache/spark/sql/hudi/blob/ReadBlobRule.scala](https://app.codecov.io/gh/apache/hudi/pull/18098?src=pr&el=tree&filepath=hudi-spark-datasource%2Fhudi-spark-common%2Fsrc%2Fmain%2Fscala%2Forg%2Fapache%2Fspark%2Fsql%2Fhudi%2Fblob%2FReadBlobRule.scala&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=apache#diff-aHVkaS1zcGFyay1kYXRhc291cmNlL2h1ZGktc3BhcmstY29tbW9uL3NyYy9tYWluL3NjYWxhL29yZy9hcGFjaGUvc3Bhcmsvc3FsL2h1ZGkvYmxvYi9SZWFkQmxvYlJ1bGUuc2NhbGE=)
 | 4.10% | [62 Missing and 8 partials :warning: 
](https://app.codecov.io/gh/apache/hudi/pull/18098?src=pr&el=tree&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=apache)
 |
   | 
[...park/sql/hudi/blob/BatchedBlobReaderStrategy.scala](https://app.codecov.io/gh/apache/hudi/pull/18098?src=pr&el=tree&filepath=hudi-spark-datasource%2Fhudi-spark-common%2Fsrc%2Fmain%2Fscala%2Forg%2Fapache%2Fspark%2Fsql%2Fhudi%2Fblob%2FBatchedBlobReaderStrategy.scala&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=apache#diff-aHVkaS1zcGFyay1kYXRhc291cmNlL2h1ZGktc3BhcmstY29tbW9uL3NyYy9tYWluL3NjYWxhL29yZy9hcGFjaGUvc3Bhcmsvc3FsL2h1ZGkvYmxvYi9CYXRjaGVkQmxvYlJlYWRlclN0cmF0ZWd5LnNjYWxh)
 | 9.52% | [18 Missing and 1 partial :warning: 
](https://app.codecov.io/gh/apache/hudi/pull/18098?src=pr&el=tree&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=apache)
 |
   | 
[...ache/spark/sql/hudi/blob/BatchedBlobReadExec.scala](https://app.codecov.io/gh/apache/hudi/pull/18098?src=pr&el=tree&filepath=hudi-spark-datasource%2Fhudi-spark-common%2Fsrc%2Fmain%2Fscala%2Forg%2Fapache%2Fspark%2Fsql%2Fhudi%2Fblob%2FBatchedBlobReadExec.scala&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=apache#diff-aHVkaS1zcGFyay1kYXRhc291cmNlL2h1ZGktc3BhcmstY29tbW9uL3NyYy9tYWluL3NjYWxhL29yZy9hcGFjaGUvc3Bhcmsvc3FsL2h1ZGkvYmxvYi9CYXRjaGVkQmxvYlJlYWRFeGVjLnNjYWxh)
 | 0.00% | [17 Missing :warning: 
](https://app.codecov.io/gh/apache/hudi/pull/18098?src=pr&el=tree&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=apache)
 |
   | 
[...g/apache/spark/sql/hudi/blob/BatchedBlobRead.scala](https://app.codecov.io/gh/apache/hudi/pull/18098?src=pr&el=tree&filepath=hudi-spark-datasource%2Fhudi-spark-common%2Fsrc%2Fmain%2Fscala%2Forg%2Fapache%2Fspark%2Fsql%2Fhudi%2Fblob%2FBatchedBlobRead.scala&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=apache#diff-aHVkaS1zcGFyay1kYXRhc291cmNlL2h1ZGktc3BhcmstY29tbW9uL3NyYy9tYWluL3NjYWxhL29yZy9hcGFjaGUvc3Bhcmsvc3FsL2h1ZGkvYmxvYi9CYXRjaGVkQmxvYlJlYWQuc2NhbGE=)
 | 0.00% | [9 Missing :warning: 
](https://app.codecov.io/gh/apache/hudi/pull/18098?src=pr&el=tree&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=apache)
 |
   | 
[...pache/spark/sql/hudi/blob/ReadBlobExpression.scala](https://app.codecov.io

Re: [PR] feat(blob): Read Blobs in Spark SQL [hudi]

[via GitHub]

codecov-commenter commented on PR #18098:
URL: https://github.com/apache/hudi/pull/18098#issuecomment-4263480451

   ## 
[Codecov](https://app.codecov.io/gh/apache/hudi/pull/18098?dropdown=coverage&src=pr&el=h1&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=apache)
 Report
   :white_check_mark: All modified and coverable lines are covered by tests.
   :white_check_mark: Project coverage is 53.94%. Comparing base 
([`35e2bbf`](https://app.codecov.io/gh/apache/hudi/commit/35e2bbf9813f313006c773b92578db6cb93da9ca?dropdown=coverage&el=desc&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=apache))
 to head 
([`c6429f8`](https://app.codecov.io/gh/apache/hudi/commit/c6429f8f46eb935f6386eb5d0323ddc5baa5ba0c?dropdown=coverage&el=desc&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=apache)).
   :warning: Report is 43 commits behind head on master.
   > :exclamation:  There is a different number of reports uploaded between 
BASE (35e2bbf) and HEAD (c6429f8). Click for more details.
   > 
   > HEAD has 27 uploads less than BASE
   >
   >| Flag | BASE (35e2bbf) | HEAD (c6429f8) |
   >|--|--|--|
   >|spark-scala-tests|10|0|
   >|spark-java-tests|15|0|
   >|common-and-other-modules|1|0|
   >|utilities|1|0|
   >
   
   Additional details and impacted files
   
   
   
   ```diff
   @@  Coverage Diff  @@
   ## master   #18098   +/-   ##
   =
   - Coverage 68.52%   53.94%   -14.59% 
   + Complexity2796812307-15661 
   =
 Files  2440 1429 -1011 
 Lines13445671212-63244 
 Branches  16226 8038 -8188 
   =
   - Hits  9213838414-53724 
   + Misses3505429364 -5690 
   + Partials   7264 3434 -3830 
   ```
   
   | 
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 | Coverage Δ | |
   |---|---|---|
   | 
[common-and-other-modules](https://app.codecov.io/gh/apache/hudi/pull/18098/flags?src=pr&el=flag&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=apache)
 | `?` | |
   | 
[hadoop-mr-java-client](https://app.codecov.io/gh/apache/hudi/pull/18098/flags?src=pr&el=flag&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=apache)
 | `44.79% <ø> (-0.20%)` | :arrow_down: |
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[spark-client-hadoop-common](https://app.codecov.io/gh/apache/hudi/pull/18098/flags?src=pr&el=flag&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=apache)
 | `48.45% <ø> (+0.07%)` | :arrow_up: |
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 | `?` | |
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 | Coverage Δ | |
   |---|---|---|
   | 
[...scala/org/apache/spark/sql/hudi/SparkAdapter.scala](https://app.codecov.io/gh/apache/hudi/pull/18098?src=pr&el=tree&filepath=hudi-client%2Fhudi-spark-client%2Fsrc%2Fmain%2Fscala%2Forg%2Fapache%2Fspark%2Fsql%2Fhudi%2FSparkAdapter.scala&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=apache#diff-aHVkaS1jbGllbnQvaHVkaS1zcGFyay1jbGllbnQvc3JjL21haW4vc2NhbGEvb3JnL2FwYWNoZS9zcGFyay9zcWwvaHVkaS9TcGFya0FkYXB0ZXIuc2NhbGE=)
 | `0.00% <ø> (-54.55%)` | :arrow_down: |
   
   ... and [1806 files with indirect coverage 
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Re: [PR] feat(blob): Read Blobs in Spark SQL [hudi]

[via GitHub]

codecov-commenter commented on PR #18098:
URL: https://github.com/apache/hudi/pull/18098#issuecomment-4263359589

   ## 
[Codecov](https://app.codecov.io/gh/apache/hudi/pull/18098?dropdown=coverage&src=pr&el=h1&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=apache)
 Report
   :white_check_mark: All modified and coverable lines are covered by tests.
   :white_check_mark: Project coverage is 44.79%. Comparing base 
([`35e2bbf`](https://app.codecov.io/gh/apache/hudi/commit/35e2bbf9813f313006c773b92578db6cb93da9ca?dropdown=coverage&el=desc&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=apache))
 to head 
([`c6429f8`](https://app.codecov.io/gh/apache/hudi/commit/c6429f8f46eb935f6386eb5d0323ddc5baa5ba0c?dropdown=coverage&el=desc&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=apache)).
   :warning: Report is 43 commits behind head on master.
   > :exclamation:  There is a different number of reports uploaded between 
BASE (35e2bbf) and HEAD (c6429f8). Click for more details.
   > 
   > HEAD has 28 uploads less than BASE
   >
   >| Flag | BASE (35e2bbf) | HEAD (c6429f8) |
   >|--|--|--|
   >|spark-client-hadoop-common|1|0|
   >|spark-scala-tests|10|0|
   >|spark-java-tests|15|0|
   >|common-and-other-modules|1|0|
   >|utilities|1|0|
   >
   
   Additional details and impacted files
   
   
   
   ```diff
   @@  Coverage Diff  @@
   ## master   #18098   +/-   ##
   =
   - Coverage 68.52%   44.79%   -23.73% 
   + Complexity27968 8494-19474 
   =
 Files  2440 1199 -1241 
 Lines13445662200-72256 
 Branches  16226 6703 -9523 
   =
   - Hits  9213827864-64274 
   + Misses3505431292 -3762 
   + Partials   7264 3044 -4220 
   ```
   
   | 
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 | `?` | |
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Re: [PR] feat(blob): Read Blobs in Spark SQL [hudi]

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hudi-bot commented on PR #18098:
URL: https://github.com/apache/hudi/pull/18098#issuecomment-426378

   
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   * f22393b9a7294004207dfbc20949e9439c7ead24 Azure: 
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Re: [PR] feat(blob): Read Blobs in Spark SQL [hudi]

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hudi-bot commented on PR #18098:
URL: https://github.com/apache/hudi/pull/18098#issuecomment-4263283833

   
   ## CI report:
   
   * 4994b8bc9da9022b2084dd18d187afa6e3d9fa64 UNKNOWN
   * 6e4284a37f41fbb1537771ebb156071bb26ede39 Azure: 
[SUCCESS](https://dev.azure.com/apachehudi/a1a51da7-8592-47d4-88dc-fd67bed336bb/_build/results?buildId=13230)
 
   * f22393b9a7294004207dfbc20949e9439c7ead24 Azure: 
[PENDING](https://dev.azure.com/apachehudi/a1a51da7-8592-47d4-88dc-fd67bed336bb/_build/results?buildId=13315)
 
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Re: [PR] feat(blob): Read Blobs in Spark SQL [hudi]

[via GitHub]

codecov-commenter commented on PR #18098:
URL: https://github.com/apache/hudi/pull/18098#issuecomment-4263058163

   ## 
[Codecov](https://app.codecov.io/gh/apache/hudi/pull/18098?dropdown=coverage&src=pr&el=h1&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=apache)
 Report
   :x: Patch coverage is `80.58968%` with `79 lines` in your changes missing 
coverage. Please review.
   :white_check_mark: Project coverage is 69.48%. Comparing base 
([`35e2bbf`](https://app.codecov.io/gh/apache/hudi/commit/35e2bbf9813f313006c773b92578db6cb93da9ca?dropdown=coverage&el=desc&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=apache))
 to head 
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   :warning: Report is 43 commits behind head on master.
   
   | [Files with missing 
lines](https://app.codecov.io/gh/apache/hudi/pull/18098?dropdown=coverage&src=pr&el=tree&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=apache)
 | Patch % | Lines |
   |---|---|---|
   | 
[.../org/apache/spark/sql/hudi/blob/ReadBlobRule.scala](https://app.codecov.io/gh/apache/hudi/pull/18098?src=pr&el=tree&filepath=hudi-spark-datasource%2Fhudi-spark-common%2Fsrc%2Fmain%2Fscala%2Forg%2Fapache%2Fspark%2Fsql%2Fhudi%2Fblob%2FReadBlobRule.scala&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=apache#diff-aHVkaS1zcGFyay1kYXRhc291cmNlL2h1ZGktc3BhcmstY29tbW9uL3NyYy9tYWluL3NjYWxhL29yZy9hcGFjaGUvc3Bhcmsvc3FsL2h1ZGkvYmxvYi9SZWFkQmxvYlJ1bGUuc2NhbGE=)
 | 47.14% | [17 Missing and 20 partials :warning: 
](https://app.codecov.io/gh/apache/hudi/pull/18098?src=pr&el=tree&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=apache)
 |
   | 
[...apache/spark/sql/hudi/blob/BatchedBlobReader.scala](https://app.codecov.io/gh/apache/hudi/pull/18098?src=pr&el=tree&filepath=hudi-spark-datasource%2Fhudi-spark-common%2Fsrc%2Fmain%2Fscala%2Forg%2Fapache%2Fspark%2Fsql%2Fhudi%2Fblob%2FBatchedBlobReader.scala&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=apache#diff-aHVkaS1zcGFyay1kYXRhc291cmNlL2h1ZGktc3BhcmstY29tbW9uL3NyYy9tYWluL3NjYWxhL29yZy9hcGFjaGUvc3Bhcmsvc3FsL2h1ZGkvYmxvYi9CYXRjaGVkQmxvYlJlYWRlci5zY2FsYQ==)
 | 86.10% | [12 Missing and 24 partials :warning: 
](https://app.codecov.io/gh/apache/hudi/pull/18098?src=pr&el=tree&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=apache)
 |
   | 
[...pache/spark/sql/hudi/blob/ReadBlobExpression.scala](https://app.codecov.io/gh/apache/hudi/pull/18098?src=pr&el=tree&filepath=hudi-spark-datasource%2Fhudi-spark-common%2Fsrc%2Fmain%2Fscala%2Forg%2Fapache%2Fspark%2Fsql%2Fhudi%2Fblob%2FReadBlobExpression.scala&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=apache#diff-aHVkaS1zcGFyay1kYXRhc291cmNlL2h1ZGktc3BhcmstY29tbW9uL3NyYy9tYWluL3NjYWxhL29yZy9hcGFjaGUvc3Bhcmsvc3FsL2h1ZGkvYmxvYi9SZWFkQmxvYkV4cHJlc3Npb24uc2NhbGE=)
 | 66.66% | [1 Missing and 1 partial :warning: 
](https://app.codecov.io/gh/apache/hudi/pull/18098?src=pr&el=tree&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=apache)
 |
   | 
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 | 88.88% | [0 Missing and 1 partial :warning: 
](https://app.codecov.io/gh/apache/hudi/pull/18098?src=pr&el=tree&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=apache)
 |
   | 
[...ache/spark/sql/hudi/blob/BatchedBlobReadExec.scala](https://app.codecov.io/gh/apache/hudi/pull/18098?src=pr&el=tree&filepath=hudi-spark-datasource%2Fhudi-spark-common%2Fsrc%2Fmain%2Fscala%2Forg%2Fapache%2Fspark%2Fsql%2Fhudi%2Fblob%2FBatchedBlobReadExec.scala&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=apache#diff-aHVkaS1zcGFyay1kYXRhc291cmNlL2h1ZGktc3BhcmstY29tbW9uL3NyYy9tYWluL3NjYWxhL29yZy9hcGFjaGUvc3Bhcmsvc3FsL2h1ZGkvYmxvYi9CYXRjaGVkQmxvYlJlYWRFeGVjLnNjYWxh)
 | 94.11% | [0 Missing and 1 partial :warning: 
](https://app.codecov.io/gh/apache/hudi/pull/18098?src=pr&el=tree&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=apache)
 |
   | 
[...park/sql/hudi/blob/BatchedBlobReaderStrate

Re: [PR] feat(blob): Read Blobs in Spark SQL [hudi]

[via GitHub]

codecov-commenter commented on PR #18098:
URL: https://github.com/apache/hudi/pull/18098#issuecomment-4263026465

   ## 
[Codecov](https://app.codecov.io/gh/apache/hudi/pull/18098?dropdown=coverage&src=pr&el=h1&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=apache)
 Report
   :x: Patch coverage is `80.58968%` with `79 lines` in your changes missing 
coverage. Please review.
   :white_check_mark: Project coverage is 69.48%. Comparing base 
([`35e2bbf`](https://app.codecov.io/gh/apache/hudi/commit/35e2bbf9813f313006c773b92578db6cb93da9ca?dropdown=coverage&el=desc&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=apache))
 to head 
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   :warning: Report is 43 commits behind head on master.
   
   | [Files with missing 
lines](https://app.codecov.io/gh/apache/hudi/pull/18098?dropdown=coverage&src=pr&el=tree&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=apache)
 | Patch % | Lines |
   |---|---|---|
   | 
[.../org/apache/spark/sql/hudi/blob/ReadBlobRule.scala](https://app.codecov.io/gh/apache/hudi/pull/18098?src=pr&el=tree&filepath=hudi-spark-datasource%2Fhudi-spark-common%2Fsrc%2Fmain%2Fscala%2Forg%2Fapache%2Fspark%2Fsql%2Fhudi%2Fblob%2FReadBlobRule.scala&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=apache#diff-aHVkaS1zcGFyay1kYXRhc291cmNlL2h1ZGktc3BhcmstY29tbW9uL3NyYy9tYWluL3NjYWxhL29yZy9hcGFjaGUvc3Bhcmsvc3FsL2h1ZGkvYmxvYi9SZWFkQmxvYlJ1bGUuc2NhbGE=)
 | 47.14% | [17 Missing and 20 partials :warning: 
](https://app.codecov.io/gh/apache/hudi/pull/18098?src=pr&el=tree&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=apache)
 |
   | 
[...apache/spark/sql/hudi/blob/BatchedBlobReader.scala](https://app.codecov.io/gh/apache/hudi/pull/18098?src=pr&el=tree&filepath=hudi-spark-datasource%2Fhudi-spark-common%2Fsrc%2Fmain%2Fscala%2Forg%2Fapache%2Fspark%2Fsql%2Fhudi%2Fblob%2FBatchedBlobReader.scala&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=apache#diff-aHVkaS1zcGFyay1kYXRhc291cmNlL2h1ZGktc3BhcmstY29tbW9uL3NyYy9tYWluL3NjYWxhL29yZy9hcGFjaGUvc3Bhcmsvc3FsL2h1ZGkvYmxvYi9CYXRjaGVkQmxvYlJlYWRlci5zY2FsYQ==)
 | 86.10% | [12 Missing and 24 partials :warning: 
](https://app.codecov.io/gh/apache/hudi/pull/18098?src=pr&el=tree&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=apache)
 |
   | 
[...pache/spark/sql/hudi/blob/ReadBlobExpression.scala](https://app.codecov.io/gh/apache/hudi/pull/18098?src=pr&el=tree&filepath=hudi-spark-datasource%2Fhudi-spark-common%2Fsrc%2Fmain%2Fscala%2Forg%2Fapache%2Fspark%2Fsql%2Fhudi%2Fblob%2FReadBlobExpression.scala&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=apache#diff-aHVkaS1zcGFyay1kYXRhc291cmNlL2h1ZGktc3BhcmstY29tbW9uL3NyYy9tYWluL3NjYWxhL29yZy9hcGFjaGUvc3Bhcmsvc3FsL2h1ZGkvYmxvYi9SZWFkQmxvYkV4cHJlc3Npb24uc2NhbGE=)
 | 66.66% | [1 Missing and 1 partial :warning: 
](https://app.codecov.io/gh/apache/hudi/pull/18098?src=pr&el=tree&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=apache)
 |
   | 
[...g/apache/spark/sql/hudi/blob/BatchedBlobRead.scala](https://app.codecov.io/gh/apache/hudi/pull/18098?src=pr&el=tree&filepath=hudi-spark-datasource%2Fhudi-spark-common%2Fsrc%2Fmain%2Fscala%2Forg%2Fapache%2Fspark%2Fsql%2Fhudi%2Fblob%2FBatchedBlobRead.scala&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=apache#diff-aHVkaS1zcGFyay1kYXRhc291cmNlL2h1ZGktc3BhcmstY29tbW9uL3NyYy9tYWluL3NjYWxhL29yZy9hcGFjaGUvc3Bhcmsvc3FsL2h1ZGkvYmxvYi9CYXRjaGVkQmxvYlJlYWQuc2NhbGE=)
 | 88.88% | [0 Missing and 1 partial :warning: 
](https://app.codecov.io/gh/apache/hudi/pull/18098?src=pr&el=tree&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=apache)
 |
   | 
[...ache/spark/sql/hudi/blob/BatchedBlobReadExec.scala](https://app.codecov.io/gh/apache/hudi/pull/18098?src=pr&el=tree&filepath=hudi-spark-datasource%2Fhudi-spark-common%2Fsrc%2Fmain%2Fscala%2Forg%2Fapache%2Fspark%2Fsql%2Fhudi%2Fblob%2FBatchedBlobReadExec.scala&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=apache#diff-aHVkaS1zcGFyay1kYXRhc291cmNlL2h1ZGktc3BhcmstY29tbW9uL3NyYy9tYWluL3NjYWxhL29yZy9hcGFjaGUvc3Bhcmsvc3FsL2h1ZGkvYmxvYi9CYXRjaGVkQmxvYlJlYWRFeGVjLnNjYWxh)
 | 94.11% | [0 Missing and 1 partial :warning: 
](https://app.codecov.io/gh/apache/hudi/pull/18098?src=pr&el=tree&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=apache)
 |
   | 
[...park/sql/hudi/blob/BatchedBlobReaderStrate

Re: [PR] feat(blob): Read Blobs in Spark SQL [hudi]

[via GitHub]

codecov-commenter commented on PR #18098:
URL: https://github.com/apache/hudi/pull/18098#issuecomment-4263034610

   ## 
[Codecov](https://app.codecov.io/gh/apache/hudi/pull/18098?dropdown=coverage&src=pr&el=h1&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=apache)
 Report
   :x: Patch coverage is `80.58968%` with `79 lines` in your changes missing 
coverage. Please review.
   :white_check_mark: Project coverage is 69.48%. Comparing base 
([`35e2bbf`](https://app.codecov.io/gh/apache/hudi/commit/35e2bbf9813f313006c773b92578db6cb93da9ca?dropdown=coverage&el=desc&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=apache))
 to head 
([`f22393b`](https://app.codecov.io/gh/apache/hudi/commit/f22393b9a7294004207dfbc20949e9439c7ead24?dropdown=coverage&el=desc&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=apache)).
   :warning: Report is 43 commits behind head on master.
   
   | [Files with missing 
lines](https://app.codecov.io/gh/apache/hudi/pull/18098?dropdown=coverage&src=pr&el=tree&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=apache)
 | Patch % | Lines |
   |---|---|---|
   | 
[.../org/apache/spark/sql/hudi/blob/ReadBlobRule.scala](https://app.codecov.io/gh/apache/hudi/pull/18098?src=pr&el=tree&filepath=hudi-spark-datasource%2Fhudi-spark-common%2Fsrc%2Fmain%2Fscala%2Forg%2Fapache%2Fspark%2Fsql%2Fhudi%2Fblob%2FReadBlobRule.scala&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=apache#diff-aHVkaS1zcGFyay1kYXRhc291cmNlL2h1ZGktc3BhcmstY29tbW9uL3NyYy9tYWluL3NjYWxhL29yZy9hcGFjaGUvc3Bhcmsvc3FsL2h1ZGkvYmxvYi9SZWFkQmxvYlJ1bGUuc2NhbGE=)
 | 47.14% | [17 Missing and 20 partials :warning: 
](https://app.codecov.io/gh/apache/hudi/pull/18098?src=pr&el=tree&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=apache)
 |
   | 
[...apache/spark/sql/hudi/blob/BatchedBlobReader.scala](https://app.codecov.io/gh/apache/hudi/pull/18098?src=pr&el=tree&filepath=hudi-spark-datasource%2Fhudi-spark-common%2Fsrc%2Fmain%2Fscala%2Forg%2Fapache%2Fspark%2Fsql%2Fhudi%2Fblob%2FBatchedBlobReader.scala&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=apache#diff-aHVkaS1zcGFyay1kYXRhc291cmNlL2h1ZGktc3BhcmstY29tbW9uL3NyYy9tYWluL3NjYWxhL29yZy9hcGFjaGUvc3Bhcmsvc3FsL2h1ZGkvYmxvYi9CYXRjaGVkQmxvYlJlYWRlci5zY2FsYQ==)
 | 86.10% | [12 Missing and 24 partials :warning: 
](https://app.codecov.io/gh/apache/hudi/pull/18098?src=pr&el=tree&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=apache)
 |
   | 
[...pache/spark/sql/hudi/blob/ReadBlobExpression.scala](https://app.codecov.io/gh/apache/hudi/pull/18098?src=pr&el=tree&filepath=hudi-spark-datasource%2Fhudi-spark-common%2Fsrc%2Fmain%2Fscala%2Forg%2Fapache%2Fspark%2Fsql%2Fhudi%2Fblob%2FReadBlobExpression.scala&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=apache#diff-aHVkaS1zcGFyay1kYXRhc291cmNlL2h1ZGktc3BhcmstY29tbW9uL3NyYy9tYWluL3NjYWxhL29yZy9hcGFjaGUvc3Bhcmsvc3FsL2h1ZGkvYmxvYi9SZWFkQmxvYkV4cHJlc3Npb24uc2NhbGE=)
 | 66.66% | [1 Missing and 1 partial :warning: 
](https://app.codecov.io/gh/apache/hudi/pull/18098?src=pr&el=tree&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=apache)
 |
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[...g/apache/spark/sql/hudi/blob/BatchedBlobRead.scala](https://app.codecov.io/gh/apache/hudi/pull/18098?src=pr&el=tree&filepath=hudi-spark-datasource%2Fhudi-spark-common%2Fsrc%2Fmain%2Fscala%2Forg%2Fapache%2Fspark%2Fsql%2Fhudi%2Fblob%2FBatchedBlobRead.scala&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=apache#diff-aHVkaS1zcGFyay1kYXRhc291cmNlL2h1ZGktc3BhcmstY29tbW9uL3NyYy9tYWluL3NjYWxhL29yZy9hcGFjaGUvc3Bhcmsvc3FsL2h1ZGkvYmxvYi9CYXRjaGVkQmxvYlJlYWQuc2NhbGE=)
 | 88.88% | [0 Missing and 1 partial :warning: 
](https://app.codecov.io/gh/apache/hudi/pull/18098?src=pr&el=tree&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=apache)
 |
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[...ache/spark/sql/hudi/blob/BatchedBlobReadExec.scala](https://app.codecov.io/gh/apache/hudi/pull/18098?src=pr&el=tree&filepath=hudi-spark-datasource%2Fhudi-spark-common%2Fsrc%2Fmain%2Fscala%2Forg%2Fapache%2Fspark%2Fsql%2Fhudi%2Fblob%2FBatchedBlobReadExec.scala&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=apache#diff-aHVkaS1zcGFyay1kYXRhc291cmNlL2h1ZGktc3BhcmstY29tbW9uL3NyYy9tYWluL3NjYWxhL29yZy9hcGFjaGUvc3Bhcmsvc3FsL2h1ZGkvYmxvYi9CYXRjaGVkQmxvYlJlYWRFeGVjLnNjYWxh)
 | 94.11% | [0 Missing and 1 partial :warning: 
](https://app.codecov.io/gh/apache/hudi/pull/18098?src=pr&el=tree&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=apache)
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[...park/sql/hudi/blob/BatchedBlobReaderStrate