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README.md

README.md

Apache Arrow

An implementation of Arrow targeting .NET Standard.

This implementation is under development and may not be suitable for use in production environments.

Implementation

  • Arrow 0.11 (specification)
  • C# 7.2
  • .NET Standard 1.3
  • Asynchronous I/O
  • Uses modern .NET runtime features such as Span<T>, Memory<T>, MemoryManager<T>, and System.Buffers primitives for memory allocation, memory storage, and fast serialization.
  • Uses Acyclic Visitor Pattern for array types and arrays to facilitate serialization, record batch traversal, and format growth.

Known Issues

  • Can not read Arrow files containing dictionary batches, tensors, or tables.
  • Can not easily modify allocation strategy without implementing a custom memory pool. All allocations are currently 64-byte aligned and padded to 8-bytes.
  • Default memory allocation strategy uses an over-allocation strategy with pointer fixing, which results in significant memory overhead for small buffers. A buffer that requires a single byte for storage may be backed by an allocation of up to 64-bytes to satisfy alignment requirements.
  • There are currently few builder APIs available for specific array types. Arrays must be built manually with an arrow buffer builder abstraction.
  • FlatBuffer code generation is not included in the build process.
  • Serialization implementation does not perform exhaustive validation checks during deserialization in every scenario.
  • Throws exceptions with vague, inconsistent, or non-localized messages in many situations
  • Throws exceptions that are non-specific to the Arrow implementation in some circumstances where it probably should (eg. does not throw ArrowException exceptions)
  • Lack of code documentation
  • Lack of usage examples
  • Lack of comprehensive unit tests
  • Lack of comprehensive benchmarks

Usage

using System.Diagnostics;
using System.IO;
using System.Threading.Tasks;
using Apache.Arrow;
using Apache.Arrow.Ipc;

public static async Task<RecordBatch> ReadArrowAsync(string filename)
{
    using (var stream = File.OpenRead("test.arrow"))
    using (var reader = new ArrowFileReader(stream))
    {
        var recordBatch = await reader.ReadNextRecordBatchAsync();
        Debug.WriteLine("Read record batch with {0} column(s)", recordBatch.ColumnCount);
        return recordBatch;
    }
}

Status

Memory Management

  • Allocations are 64-byte aligned and padded to 8-bytes.
  • Allocations are automatically garbage collected

Arrays

Primitive Types

  • Int8, Int16, Int32, Int64
  • UInt8, UInt16, UInt32, UInt64
  • Float, Double
  • Binary (variable-length)
  • String (utf-8)
  • Null

Parametric Types

  • Timestamp
  • Date32
  • Date64
  • Time32
  • Time64
  • Binary (fixed-length)
  • List

Type Metadata

  • Data Types
  • Fields
  • Schema

Serialization

  • File
  • Stream

Not Implemented

  • Serialization
    • Exhaustive validation
    • Dictionary Batch
      • Can not serialize or deserialize files or streams containing dictionary batches
    • Dictionary Encoding
    • Schema Metadata
    • Schema Field Metadata
  • Types
    • Tensor
    • Table
  • Arrays
    • Struct
    • Union
      • Dense
      • Sparse
    • Half-Float
    • Decimal
    • Dictionary
  • Array Operations
    • Equality / Comparison
    • Casting
    • Builders
  • Compute
    • There is currently no API available for a compute / kernel abstraction.

Build

dotnet build

Docker Build

Build from the Apache Arrow project root.

docker build -f csharp/build/docker/Dockerfile .

Testing

dotnet test test/Apache.Arrow.Tests

All build artifacts are placed in the artifacts folder in the project root.