stevenzwu commented on code in PR #12774:
URL: https://github.com/apache/iceberg/pull/12774#discussion_r2441157815


##########
core/src/main/java/org/apache/iceberg/formats/WriteBuilder.java:
##########
@@ -0,0 +1,115 @@
+/*
+ * 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.formats;
+
+import java.io.IOException;
+import java.nio.ByteBuffer;
+import java.util.Map;
+import org.apache.iceberg.FileContent;
+import org.apache.iceberg.MetricsConfig;
+import org.apache.iceberg.Schema;
+import org.apache.iceberg.io.FileAppender;
+
+/**
+ * Builder interface for creating file writers across supported data file 
formats. The {@link
+ * FormatModel} implementations provide the appropriate {@link WriteBuilder} 
instances.
+ *
+ * <p>The {@link WriteBuilder} follows the builder pattern to configure and 
create {@link
+ * FileAppender} instances that write data to the target output files.
+ *
+ * <p>This interface is directly exposed to users for parameterizing when only 
an appender is
+ * required.
+ */
+public interface WriteBuilder {
+  /** Set the file schema. */
+  WriteBuilder schema(Schema schema);
+
+  /**
+   * Sets the input schema accepted by the writer. If not provided derived 
from the {@link
+   * #schema(Schema)}.
+   */
+  WriteBuilder inputSchema(Object schema);
+
+  /**
+   * Set a writer configuration property which affects the writer behavior.
+   *
+   * @param property a writer config property name
+   * @param value config value
+   * @return this for method chaining
+   */
+  WriteBuilder set(String property, String value);
+
+  /**
+   * Sets multiple writer configuration properties that affect the writer 
behavior.
+   *
+   * @param properties writer config properties to set
+   * @return this for method chaining
+   */
+  default WriteBuilder setAll(Map<String, String> properties) {
+    properties.forEach(this::set);
+    return this;
+  }
+
+  /**
+   * Set a file metadata property in the created file.
+   *
+   * @param property a file metadata property name
+   * @param value config value
+   * @return this for method chaining
+   */
+  WriteBuilder meta(String property, String value);
+
+  /**
+   * Sets multiple file metadata properties in the created file.
+   *
+   * @param properties file metadata properties to set
+   * @return this for method chaining
+   */
+  default WriteBuilder meta(Map<String, String> properties) {
+    properties.forEach(this::meta);
+    return this;
+  }
+
+  /**
+   * Based on the target file content the generated {@link FileAppender} needs 
different
+   * configuration.
+   */
+  WriteBuilder content(FileContent content);
+
+  /** Sets the metrics configuration used for collecting column metrics for 
the created file. */
+  WriteBuilder metricsConfig(MetricsConfig metricsConfig);
+
+  /** Overwrite the file if it already exists. By default, overwrite is 
disabled. */
+  WriteBuilder overwrite();
+
+  /**
+   * Sets the encryption key used for writing the file. If the writer does not 
support encryption,
+   * then an exception should be thrown.
+   */
+  WriteBuilder withFileEncryptionKey(ByteBuffer encryptionKey);
+
+  /**
+   * Sets the additional authentication data (AAD) prefix used for writing the 
file. If the reader
+   * does not support encryption, then an exception should be thrown.
+   */
+  WriteBuilder withAADPrefix(ByteBuffer aadPrefix);
+
+  /** Finalizes the configuration and builds the {@link FileAppender}. */
+  <D> FileAppender<D> build() throws IOException;

Review Comment:
   do we still need this with the FileAppenderFactory deprecation merged?



##########
core/src/test/java/org/apache/iceberg/formats/TestFormatModelRegistry.java:
##########
@@ -0,0 +1,134 @@
+/*
+ * 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.formats;
+
+import static org.assertj.core.api.Assertions.assertThatThrownBy;
+import static org.assertj.core.api.AssertionsForInterfaceTypes.assertThat;
+
+import org.apache.iceberg.FileFormat;
+import org.apache.iceberg.io.InputFile;
+import org.apache.iceberg.io.OutputFile;
+import org.apache.iceberg.util.Pair;
+import org.junit.jupiter.api.Test;
+
+class TestFormatModelRegistry {
+  /** Tests that registering the same class with the same configuration is 
successful. */
+  @Test
+  void testSuccessfulReRegister() {
+    // It is fine to register the same classes with the same configuration 
multiple times

Review Comment:
   nit: move this comment line to just before line 39



##########
core/src/main/java/org/apache/iceberg/formats/ContentFileWriteBuilderImpl.java:
##########
@@ -0,0 +1,333 @@
+/*
+ * 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.formats;
+
+import java.io.IOException;
+import java.nio.ByteBuffer;
+import java.util.List;
+import java.util.Objects;
+import java.util.stream.Collectors;
+import java.util.stream.IntStream;
+import org.apache.iceberg.FileFormat;
+import org.apache.iceberg.Metrics;
+import org.apache.iceberg.MetricsConfig;
+import org.apache.iceberg.PartitionSpec;
+import org.apache.iceberg.Schema;
+import org.apache.iceberg.SortOrder;
+import org.apache.iceberg.StructLike;
+import org.apache.iceberg.deletes.EqualityDeleteWriter;
+import org.apache.iceberg.deletes.PositionDelete;
+import org.apache.iceberg.deletes.PositionDeleteWriter;
+import org.apache.iceberg.encryption.EncryptionKeyMetadata;
+import org.apache.iceberg.io.DataWriter;
+import org.apache.iceberg.io.FileAppender;
+import org.apache.iceberg.relocated.com.google.common.base.Preconditions;
+
+/**
+ * An internal implementation that handles all {@link ContentFileWriteBuilder} 
interface variants.
+ *
+ * <p>This unified implementation serves as a backend for multiple specialized 
content writers:
+ *
+ * <ul>
+ *   <li>{@link DataWriteBuilder} for creating data files
+ *   <li>{@link EqualityDeleteWriteBuilder} for creating equality delete files
+ *   <li>{@link PositionDeleteWriteBuilder} for creating position delete files
+ * </ul>
+ *
+ * <p>The implementation delegates to a format-specific {@link WriteBuilder} 
while enriching it with
+ * content-specific functionality. When building a writer, the implementation 
configures the
+ * underlying builder and calls its {@link WriteBuilder#build()} method to 
create the appropriate
+ * specialized writer for the requested content type.
+ *
+ * @param <B> the concrete builder type for method chaining
+ * @param <S> the type of the schema for the input data
+ * @param <D> the type of data records the writer will accept
+ */
+abstract class ContentFileWriteBuilderImpl<B extends 
ContentFileWriteBuilder<B>, D, S>
+    implements ContentFileWriteBuilder<B> {
+  private final WriteBuilder writeBuilder;
+  private final String location;
+  private final FileFormat format;
+  private PartitionSpec spec = null;
+  private StructLike partition = null;
+  private EncryptionKeyMetadata keyMetadata = null;
+  private SortOrder sortOrder = null;
+
+  static <D, S> DataWriteBuilder<D, S> forDataFile(
+      WriteBuilder writeBuilder, String location, FileFormat format) {
+    return new DataFileWriteBuilder<>(writeBuilder, location, format);
+  }
+
+  static <D, S> EqualityDeleteWriteBuilder<D, S> forEqualityDelete(
+      WriteBuilder writeBuilder, String location, FileFormat format) {
+    return new EqualityDeleteFileWriteBuilder<>(writeBuilder, location, 
format);
+  }
+
+  static PositionDeleteWriteBuilder forPositionDelete(
+      WriteBuilder writeBuilder, String location, FileFormat format) {
+    return new PositionDeleteFileWriteBuilder(writeBuilder, location, format);
+  }
+
+  private ContentFileWriteBuilderImpl(
+      WriteBuilder writeBuilder, String location, FileFormat format) {
+    this.writeBuilder = writeBuilder;
+    this.location = location;
+    this.format = format;
+  }
+
+  @Override
+  public B set(String property, String value) {
+    writeBuilder.set(property, value);
+    return self();
+  }
+
+  @Override
+  public B meta(String property, String value) {
+    writeBuilder.meta(property, value);
+    return self();
+  }
+
+  @Override
+  public B metricsConfig(MetricsConfig metricsConfig) {
+    writeBuilder.metricsConfig(metricsConfig);
+    return self();
+  }
+
+  @Override
+  public B overwrite() {
+    writeBuilder.overwrite();
+    return self();
+  }
+
+  @Override
+  public B withFileEncryptionKey(ByteBuffer encryptionKey) {
+    writeBuilder.withFileEncryptionKey(encryptionKey);
+    return self();
+  }
+
+  @Override
+  public B withAADPrefix(ByteBuffer aadPrefix) {
+    writeBuilder.withAADPrefix(aadPrefix);
+    return self();
+  }
+
+  @Override
+  public B spec(PartitionSpec newSpec) {
+    this.spec = newSpec;
+    return self();
+  }
+
+  @Override
+  public B partition(StructLike newPartition) {
+    this.partition = newPartition;
+    return self();
+  }
+
+  @Override
+  public B keyMetadata(EncryptionKeyMetadata newKeyMetadata) {
+    this.keyMetadata = newKeyMetadata;
+    return self();
+  }
+
+  @Override
+  public B sortOrder(SortOrder newSortOrder) {
+    this.sortOrder = newSortOrder;
+    return self();
+  }
+
+  private static class DataFileWriteBuilder<D, S>
+      extends ContentFileWriteBuilderImpl<DataWriteBuilder<D, S>, D, S>
+      implements DataWriteBuilder<D, S> {
+    private DataFileWriteBuilder(WriteBuilder writeBuilder, String location, 
FileFormat format) {
+      super(writeBuilder, location, format);
+    }
+
+    @Override
+    public DataFileWriteBuilder<D, S> schema(Schema schema) {
+      super.writeBuilder.schema(schema);
+      return this;
+    }
+
+    @Override
+    public DataFileWriteBuilder<D, S> inputSchema(S schema) {
+      super.writeBuilder.inputSchema(schema);
+      return this;
+    }
+
+    @Override
+    public DataFileWriteBuilder<D, S> self() {
+      return this;
+    }
+
+    @Override
+    public DataWriter<D> build() throws IOException {
+      Preconditions.checkArgument(super.spec != null, "Cannot create data 
writer without spec");
+      Preconditions.checkArgument(
+          super.spec.isUnpartitioned() || super.partition != null,
+          "Partition must not be null when creating data writer for 
partitioned spec");
+
+      return new DataWriter<>(
+          super.writeBuilder.build(),
+          super.format,
+          super.location,
+          super.spec,
+          super.partition,
+          super.keyMetadata,
+          super.sortOrder);
+    }
+  }
+
+  private static class EqualityDeleteFileWriteBuilder<D, S>
+      extends ContentFileWriteBuilderImpl<EqualityDeleteWriteBuilder<D, S>, D, 
S>
+      implements EqualityDeleteWriteBuilder<D, S> {
+    private Schema rowSchema = null;
+    private int[] equalityFieldIds = null;
+
+    private EqualityDeleteFileWriteBuilder(
+        WriteBuilder writeBuilder, String location, FileFormat format) {
+      super(writeBuilder, location, format);
+    }
+
+    @Override
+    public EqualityDeleteFileWriteBuilder<D, S> schema(Schema schema) {
+      super.writeBuilder.schema(schema);
+      return this;
+    }
+
+    @Override
+    public EqualityDeleteFileWriteBuilder<D, S> inputSchema(S schema) {
+      super.writeBuilder.inputSchema(schema);
+      return this;
+    }
+
+    @Override
+    public EqualityDeleteFileWriteBuilder<D, S> self() {
+      return this;
+    }
+
+    @Override
+    public EqualityDeleteFileWriteBuilder<D, S> rowSchema(Schema schema) {
+      this.rowSchema = schema;

Review Comment:
   `rowSchema` is eventually set to builder as 
`super.writeBuilder.schema(schema)` in `build()` method.
   
   but the `schema(Schema schmea` in line 208 also does the same thing. do we 
need two methods for the same thing?



##########
core/src/test/java/org/apache/iceberg/formats/TestFormatModelRegistry.java:
##########
@@ -0,0 +1,134 @@
+/*
+ * 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.formats;
+
+import static org.assertj.core.api.Assertions.assertThatThrownBy;
+import static org.assertj.core.api.AssertionsForInterfaceTypes.assertThat;
+
+import org.apache.iceberg.FileFormat;
+import org.apache.iceberg.io.InputFile;
+import org.apache.iceberg.io.OutputFile;
+import org.apache.iceberg.util.Pair;
+import org.junit.jupiter.api.Test;
+
+class TestFormatModelRegistry {
+  /** Tests that registering the same class with the same configuration is 
successful. */
+  @Test
+  void testSuccessfulReRegister() {
+    // It is fine to register the same classes with the same configuration 
multiple times
+    DummyFormatModel model = new DummyFormatModel(Object.class, Object.class);
+    FormatModelRegistry.register(model);
+    assertThat(FormatModelRegistry.models())
+        .containsEntry(Pair.of(FileFormat.PARQUET, Object.class), model);
+    FormatModelRegistry.register(model);
+    assertThat(FormatModelRegistry.models())
+        .containsEntry(Pair.of(FileFormat.PARQUET, Object.class), model);
+  }
+
+  /** Tests that registering the same class with the same configuration 
updates the registration. */
+  @Test
+  void testUpdatedRegistration() {
+    DummyFormatModel model1 = new DummyFormatModel(Object.class, Object.class);
+    DummyFormatModel model2 = new DummyFormatModel(Object.class, Object.class);
+    FormatModelRegistry.register(model1);
+    assertThat(FormatModelRegistry.models().get(Pair.of(model1.format(), 
model1.type())))
+        .isEqualTo(model1);
+
+    // Registering a new model with the same format and schema type should 
replace the old one
+    FormatModelRegistry.register(model2);
+    assertThat(FormatModelRegistry.models().get(Pair.of(model1.format(), 
model1.type())))
+        .isNotEqualTo(model1);
+    assertThat(FormatModelRegistry.models().get(Pair.of(model1.format(), 
model1.type())))
+        .isEqualTo(model2);

Review Comment:
   #`isNotSameAs` and `isSameAs` might be more accurate for identity comparison 
here, although `isEqualTo` works the same here because `DummyFormatModel` 
doesn't override `equalsTo` method



##########
core/src/test/java/org/apache/iceberg/formats/TestFormatModelRegistry.java:
##########
@@ -0,0 +1,134 @@
+/*
+ * 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.formats;
+
+import static org.assertj.core.api.Assertions.assertThatThrownBy;
+import static org.assertj.core.api.AssertionsForInterfaceTypes.assertThat;
+
+import org.apache.iceberg.FileFormat;
+import org.apache.iceberg.io.InputFile;
+import org.apache.iceberg.io.OutputFile;
+import org.apache.iceberg.util.Pair;
+import org.junit.jupiter.api.Test;
+
+class TestFormatModelRegistry {
+  /** Tests that registering the same class with the same configuration is 
successful. */
+  @Test
+  void testSuccessfulReRegister() {
+    // It is fine to register the same classes with the same configuration 
multiple times
+    DummyFormatModel model = new DummyFormatModel(Object.class, Object.class);

Review Comment:
   nit: rename `DummyFormatModel` to `DummyParquetFormatModel`



##########
core/src/main/java/org/apache/iceberg/formats/ReadBuilder.java:
##########
@@ -0,0 +1,118 @@
+/*
+ * 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.formats;
+
+import java.nio.ByteBuffer;
+import java.util.Map;
+import org.apache.iceberg.Schema;
+import org.apache.iceberg.expressions.Expression;
+import org.apache.iceberg.io.CloseableIterable;
+import org.apache.iceberg.mapping.NameMapping;
+
+/**
+ * Builder interface for creating file readers across supported data file 
formats. The {@link
+ * FormatModel} 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.
+ */
+public interface ReadBuilder {
+  /**
+   * 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
+   */
+  ReadBuilder split(long newStart, long newLength);
+
+  /** Set the projection schema. */
+  ReadBuilder project(Schema schema);
+
+  /** Sets the expected output schema. If not provided derived from the {@link 
#project(Schema)}. */
+  default ReadBuilder outputSchema(Object schema) {

Review Comment:
   this doesn't seem to be used in the PoC uber PR #12298 



##########
core/src/main/java/org/apache/iceberg/formats/FormatModelRegistry.java:
##########
@@ -0,0 +1,244 @@
+/*
+ * 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.data;
+
+import java.util.List;
+import java.util.Map;
+import org.apache.iceberg.ContentFile;
+import org.apache.iceberg.DataFile;
+import org.apache.iceberg.DeleteFile;
+import org.apache.iceberg.FileContent;
+import org.apache.iceberg.FileFormat;
+import org.apache.iceberg.common.DynMethods;
+import org.apache.iceberg.deletes.EqualityDeleteWriter;
+import org.apache.iceberg.deletes.PositionDelete;
+import org.apache.iceberg.deletes.PositionDeleteWriter;
+import org.apache.iceberg.encryption.EncryptedOutputFile;
+import org.apache.iceberg.io.DataWriter;
+import org.apache.iceberg.io.FileAppender;
+import org.apache.iceberg.io.FormatModel;
+import org.apache.iceberg.io.InputFile;
+import org.apache.iceberg.io.ReadBuilder;
+import org.apache.iceberg.io.WriteBuilder;
+import org.apache.iceberg.relocated.com.google.common.base.Preconditions;
+import org.apache.iceberg.relocated.com.google.common.collect.ImmutableList;
+import org.apache.iceberg.relocated.com.google.common.collect.Maps;
+import org.apache.iceberg.util.Pair;
+import org.slf4j.Logger;
+import org.slf4j.LoggerFactory;
+
+/**
+ * A registry that manages file-format-specific readers and writers through a 
unified object model
+ * factory interface.
+ *
+ * <p>This registry provides access to {@link ReadBuilder}s for data 
consumption and various writer
+ * builders:
+ *
+ * <ul>
+ *   <li>{@link WriteBuilder} for basic file writing,
+ *   <li>{@link DataWriteBuilder} for data files,
+ *   <li>{@link EqualityDeleteWriteBuilder} for equality deletes,
+ *   <li>{@link PositionDeleteWriteBuilder} for position deletes.
+ * </ul>
+ *
+ * The appropriate builder is selected based on {@link FileFormat} and object 
model name.
+ *
+ * <p>{@link FormatModel} objects are registered through {@link 
#register(FormatModel)} and used for
+ * creating readers and writers. Read builders are returned directly from the 
factory. Write
+ * builders may be wrapped in specialized content file writer implementations 
depending on the
+ * requested builder type.
+ */
+public final class FormatModelRegistry {
+  private static final Logger LOG = 
LoggerFactory.getLogger(FormatModelRegistry.class);
+  // The list of classes which are used for registering the reader and writer 
builders
+  private static final List<String> CLASSES_TO_REGISTER = ImmutableList.of();
+
+  private static final Map<Pair<FileFormat, Class<?>>, FormatModel<?, ?>> 
FORMAT_MODELS =
+      Maps.newConcurrentMap();
+
+  private FormatModelRegistry() {}
+
+  /**
+   * Registers an {@link FormatModel} in this registry.
+   *
+   * <p>The {@link FormatModel} creates readers and writers for a specific 
combinations of file
+   * format (Parquet, ORC, Avro) and object model (for example: "generic", 
"spark", "flink", etc.).
+   * Registering custom factories allows integration of new data processing 
engines for the
+   * supported file formats with Iceberg's file access mechanisms.
+   *
+   * <p>Each factory must be uniquely identified by its combination of file 
format and object model
+   * name. This uniqueness constraint prevents ambiguity when selecting 
factories for read and write
+   * operations.
+   *
+   * @param formatModel the factory implementation to register
+   * @throws IllegalArgumentException if a factory is already registered for 
the combination of
+   *     {@link FormatModel#format()} and {@link FormatModel#type()}
+   */
+  public static void register(FormatModel<?, ?> formatModel) {
+    Pair<FileFormat, Class<?>> key = Pair.of(formatModel.format(), 
formatModel.type());
+    Preconditions.checkArgument(
+        !FORMAT_MODELS.containsKey(key),
+        "Cannot register %s: %s is registered for format=%s model=%s",
+        formatModel.getClass(),
+        FORMAT_MODELS.containsKey(key) ? FORMAT_MODELS.get(key).getClass() : 
null,
+        key.first(),
+        key.second());
+
+    FORMAT_MODELS.put(key, formatModel);
+  }
+
+  @SuppressWarnings("CatchBlockLogException")
+  private static void registerSupportedFormats() {
+    // Uses dynamic methods to call the `register` for the listed classes
+    for (String classToRegister : CLASSES_TO_REGISTER) {
+      try {
+        
DynMethods.builder("register").impl(classToRegister).buildStaticChecked().invoke();
+      } catch (NoSuchMethodException e) {
+        // failing to register a factory is normal and does not require a 
stack trace
+        LOG.info("Unable to register {}: {}", classToRegister, e.getMessage());
+      }
+    }
+  }
+
+  static {
+    registerSupportedFormats();
+  }
+
+  /**
+   * Returns a reader builder for the specified file format and object model.
+   *
+   * <p>The returned {@link ReadBuilder} provides a fluent interface for 
configuring how data is
+   * read from the input file and converted to the output objects. The builder 
supports
+   * configuration options like schema projection, predicate pushdown, batch 
size and encryption.
+   *
+   * @param format the file format (Parquet, Avro, ORC) that determines the 
parsing implementation
+   * @param type the output type
+   * @param inputFile source file to read data from
+   * @param <D> the type of data records the reader will produce
+   * @return a configured reader builder for the specified format and object 
model
+   */
+  public static <D, S> ReadBuilder<D, S> readBuilder(
+      FileFormat format, Class<D> type, InputFile inputFile) {
+    FormatModel<D, S> factory = factoryFor(format, type);
+    return factory.readBuilder(inputFile);
+  }
+
+  /**
+   * Returns a writer builder for appending data to the specified output file.
+   *
+   * <p>The returned builder produces a {@link FileAppender} that accepts 
records defined by the
+   * specified object model and persists them using the given file format. 
Data is written to the
+   * output file, but this basic writer does not collect or return {@link 
ContentFile} metadata.
+   *
+   * @param format the file format used for writing
+   * @param type the input type
+   * @param outputFile destination for the written data
+   * @param <D> the type of data records the writer will accept
+   * @return a configured writer builder for creating the appender
+   */
+  public static <D, S> WriteBuilder<D, S> writeBuilder(
+      FileFormat format, Class<D> type, EncryptedOutputFile outputFile) {
+    FormatModel<D, S> factory = factoryFor(format, type);
+    return 
factory.writeBuilder(outputFile.encryptingOutputFile()).content(FileContent.DATA);
+  }
+
+  /**
+   * Returns a writer builder for generating a {@link DataFile}.
+   *
+   * <p>The returned builder produces a writer that accepts records defined by 
the specified object
+   * model and persists them using the provided file format. Unlike basic 
writers, this writer
+   * collects file metadata during the writing process and generates a {@link 
DataFile} that can be
+   * used for table operations.
+   *
+   * @param format the file format used for writing
+   * @param type the input type
+   * @param outputFile destination for the written data
+   * @param <D> the type of data records the writer will accept
+   * @return a configured data write builder for creating a {@link DataWriter}
+   */
+  public static <D, S> DataWriteBuilder<D, S> dataWriteBuilder(
+      FileFormat format, Class<D> type, EncryptedOutputFile outputFile) {
+    FormatModel<D, S> factory = factoryFor(format, type);
+    WriteBuilder<D, S> writeBuilder =
+        
factory.writeBuilder(outputFile.encryptingOutputFile()).content(FileContent.DATA);
+    return ContentFileWriteBuilderImpl.forDataFile(
+        writeBuilder, outputFile.encryptingOutputFile().location(), format);
+  }
+
+  /**
+   * Creates a writer builder for generating a {@link DeleteFile} with 
equality deletes.
+   *
+   * <p>The returned builder produces a writer that accepts records defined by 
the specified object
+   * model and persists them using the given file format. The writer persists 
equality delete
+   * records that identify rows to be deleted based on the configured equality 
fields, producing a
+   * {@link DeleteFile} that can be used for table operations.
+   *
+   * @param format the file format used for writing
+   * @param type the input type
+   * @param outputFile destination for the written data
+   * @param <D> the type of data records the writer will accept
+   * @return a configured delete write builder for creating an {@link 
EqualityDeleteWriter}
+   */
+  public static <D, S> EqualityDeleteWriteBuilder<D, S> 
equalityDeleteWriteBuilder(
+      FileFormat format, Class<D> type, EncryptedOutputFile outputFile) {
+    FormatModel<D, S> factory = factoryFor(format, type);
+    WriteBuilder<D, S> writeBuilder =
+        factory
+            .writeBuilder(outputFile.encryptingOutputFile())
+            .content(FileContent.EQUALITY_DELETES);
+    return ContentFileWriteBuilderImpl.forEqualityDelete(
+        writeBuilder, outputFile.encryptingOutputFile().location(), format);
+  }
+
+  /**
+   * Creates a writer builder for generating a {@link DeleteFile} with 
position-based deletes.
+   *
+   * <p>The returned builder produces a writer that accepts records defined by 
the specified object
+   * model and persists them using the given file format. The writer accepts 
{@link PositionDelete}
+   * records that identify rows to be deleted by file path and position, 
producing a {@link
+   * DeleteFile} that can be used for table operations.
+   *
+   * @param format the file format used for writing
+   * @param outputFile destination for the written data
+   * @return a configured delete write builder for creating a {@link 
PositionDeleteWriter}
+   */
+  public static PositionDeleteWriteBuilder positionDeleteWriteBuilder(
+      FileFormat format, EncryptedOutputFile outputFile) {
+    FormatModel<PositionDelete<?>, Object> factory = 
factoryForPositionDelete(format);
+    WriteBuilder<PositionDelete<?>, Object> writeBuilder =
+        factory
+            .writeBuilder(outputFile.encryptingOutputFile())
+            .content(FileContent.POSITION_DELETES);
+    return ContentFileWriteBuilderImpl.forPositionDelete(
+        writeBuilder, outputFile.encryptingOutputFile().location(), format);
+  }
+
+  @SuppressWarnings("unchecked")
+  private static <D, S> FormatModel<D, S> factoryFor(FileFormat format, 
Class<D> type) {

Review Comment:
   nit: `Format model is not registered for format %s and type %s`



##########
core/src/main/java/org/apache/iceberg/formats/FormatModel.java:
##########
@@ -0,0 +1,86 @@
+/*
+ * 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.formats;
+
+import org.apache.iceberg.FileFormat;
+import org.apache.iceberg.io.InputFile;
+import org.apache.iceberg.io.OutputFile;
+
+/**
+ * Interface that provides a unified abstraction for converting between data 
file formats and
+ * input/output data representations.
+ *
+ * <p>{@link FormatModel} 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 some built-in object models and processing engines can 
implement custom
+ * object models to integrate with Iceberg's file reading and writing 
capabilities.
+ *
+ * @param <D> output type used for reading data, and input type for writing 
data and deletes
+ * @param <S> the type of the schema for the input/output data
+ */
+public interface FormatModel<D, S> {
+  /** The file format which is read/written by the object model. */
+  FileFormat format();
+
+  /**
+   * Returns the unique identifier for the object model implementation 
processed by this factory.

Review Comment:
   nit: `the unique identifier` seems unclear to me.  Maybe?
   ```
   Return the row type class
   ```



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