pvary commented on code in PR #12774:
URL: https://github.com/apache/iceberg/pull/12774#discussion_r2163715964


##########
core/src/main/java/org/apache/iceberg/io/FileAccessFactory.java:
##########
@@ -0,0 +1,139 @@
+/*
+ * 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.iceberg.io;
+
+import org.apache.iceberg.FileFormat;
+import org.apache.iceberg.data.Record;
+import org.apache.iceberg.deletes.PositionDelete;
+
+/**
+ * Interface that provides a unified abstraction for converting between data 
file formats and
+ * input/output data representations.
+ *
+ * <p>FileAccessFactory serves as a bridge between storage formats ({@link 
FileFormat}) and expected
+ * input/output data structures, optimizing performance through direct 
conversion without
+ * intermediate representations. File format implementations handle the 
low-level parsing details
+ * while the object model determines the in-memory representation used for the 
parsed data.
+ * Together, these provide a consistent API for consuming data files while 
optimizing for specific
+ * processing engines.
+ *
+ * <p>Iceberg provides these built-in object models:
+ *
+ * <ul>
+ *   <li><strong>generic</strong> - for {@link Record} objects 
(engine-agnostic)
+ *   <li><strong>spark</strong> - for Apache Spark InternalRow objects
+ *   <li><strong>spark-vectorized</strong> - for columnar batch processing in 
Spark (not supported
+ *       with {@link FileFormat#AVRO})
+ *   <li><strong>flink</strong> - for Apache Flink RowData objects
+ *   <li><strong>arrow</strong> - for Apache Arrow columnar format (only 
supported with {@link
+ *       FileFormat#PARQUET})
+ * </ul>
+ *
+ * <p>Processing engines can implement custom object models to integrate with 
Iceberg's file reading
+ * and writing capabilities.
+ *
+ * @param <E> input schema type used when converting input data to the file 
format
+ * @param <D> output type used for reading data, and input type for writing 
data and deletes
+ */
+public interface FileAccessFactory<E, D> {

Review Comment:
   This is a sizable change. I will first revisit 
https://github.com/apache/iceberg/pull/12774#discussion_r2162731545, and will 
revert if we still need this



##########
core/src/main/java/org/apache/iceberg/io/ReadBuilder.java:
##########
@@ -0,0 +1,136 @@
+/*
+ * 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.iceberg.io;
+
+import java.nio.ByteBuffer;
+import java.util.Map;
+import org.apache.iceberg.Schema;
+import org.apache.iceberg.expressions.Expression;
+import org.apache.iceberg.mapping.NameMapping;
+
+/**
+ * Builder interface for creating file readers across supported data file 
formats. The {@link
+ * FileAccessFactory} implementations provides appropriate {@link ReadBuilder} 
instances
+ *
+ * <p>The {@link ReadBuilder} follows the builder pattern to configure and 
create {@link
+ * CloseableIterable} instances that read data from source files. 
Configuration options include
+ * schema projection, predicate filtering, record batching, and encryption 
settings.
+ *
+ * <p>This interface is directly exposed to users for parameterizing readers.
+ *
+ * @param <B> the concrete builder type for method chaining
+ * @param <D> the output data type produced by the reader
+ */
+public interface ReadBuilder<B extends ReadBuilder<B, D>, D> {
+  /** The configuration key for the batch size in the case of vectorized 
reads. */
+  String RECORDS_PER_BATCH_KEY = "iceberg.records-per-batch";
+
+  /**
+   * Restricts the read to the given range: [start, start + length).
+   *
+   * @param newStart the start position for this read
+   * @param newLength the length of the range this read should scan
+   */
+  B split(long newStart, long newLength);
+
+  /** Read only the given columns. */

Review Comment:
   changed



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