MiniExcel/README.md
2021-03-30 10:17:48 +08:00

9.3 KiB

NuGet Build status .NET Framework .NET Standard .NET


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Introduction

MiniExcel is simple and efficient to avoid OOM's .NET processing Excel tool.

At present, most popular frameworks need to load all the data into the memory to facilitate operation, but it will cause memory consumption problems. MiniExcel tries to use algorithm from a stream to reduce the original 1000 MB occupation to a few MB to avoid OOM(out of memory).

Features

  • Low memory consumption, avoid OOM (out of memory)
  • Support real-time operation of each row of data miniexcel_lazy_load
  • Support LINQ deferred execution, it can do low-consumption, fast paging and other complex queries queryfirst
  • Lightweight, does not with any third-party dependencies, DLL is less than 100KB
  • Easy Dapper API style

Installation

You can install the package from NuGet

Release Notes

Please Check Release Notes

TODO

Please Check Project · todo

Performance

Test1,000,000x10.xlsx as performance test basic file,A total of 10,000,000 "HelloWorld" with a file size of 23 MB

Benchmarks logic can be found in MiniExcel.Benchmarks ,and test cli

dotnet run -p .\benchmarks\MiniExcel.Benchmarks\ -c Release -f netcoreapp3.1 -- -f * --join

Output from the latest run is :

BenchmarkDotNet=v0.12.1, OS=Windows 10.0.19042
Intel Core i7-7700 CPU 3.60GHz (Kaby Lake), 1 CPU, 8 logical and 4 physical cores
  [Host]     : .NET Framework 4.8 (4.8.4341.0), X64 RyuJIT
  Job-ZYYABG : .NET Framework 4.8 (4.8.4341.0), X64 RyuJIT
IterationCount=3  LaunchCount=3  WarmupCount=3  
Method Memory Usage Mean Error StdDev Gen 0 Gen 1 Gen 2
MiniExcel QueryFirst 299.71 KB 564.4 μs 36.35 μs 21.63 μs 72.2656 17.5781 -
ExcelDataReader QueryFirst 2629975.14 KB 12,455,316.6 μs 266,606.83 μs 158,653.45 μs 642000.0000 1000.0000 -
Epplus QueryFirst 6258769.32 KB 23,369,553.1 μs 2,909,345.17 μs 1,731,304.64 μs 1081000.0000 273000.0000 13000.0000
ClosedXml QueryFirst 12650295.38 KB 60,567,701.6 μs 3,905,377.40 μs 2,324,027.45 μs 2036000.0000 708000.0000 10000.0000

Execute a query and map the results to a strongly typed IEnumerable [Try it]

Recommand to use Stream.Query because of better efficiency.

public class UserAccount
{
    public Guid ID { get; set; }
    public string Name { get; set; }
    public DateTime BoD { get; set; }
    public int Age { get; set; }
    public bool VIP { get; set; }
    public decimal Points { get; set; }
}

var rows = MiniExcel.Query<UserAccount>(path);

// or

using (var stream = File.OpenRead(path))
    var rows = stream.Query<UserAccount>();

image

Execute a query and map it to a list of dynamic objects without using head [Try it]

  • dynamic key is A.B.C.D..
MiniExcel 1
Github 2

var rows = MiniExcel.Query(path).ToList();

// or 
using (var stream = File.OpenRead(path))
{
    var rows = stream.Query().ToList();
                
    Assert.Equal("MiniExcel", rows[0].A);
    Assert.Equal(1, rows[0].B);
    Assert.Equal("Github", rows[1].A);
    Assert.Equal(2, rows[1].B);
}

Execute a query with first header row [Try it]

note : same column name use last right one

Input Excel :

Column1 Column2
MiniExcel 1
Github 2

var rows = MiniExcel.Query(useHeaderRow:true).ToList();

// or

using (var stream = File.OpenRead(path))
{
    var rows = stream.Query(useHeaderRow:true).ToList();

    Assert.Equal("MiniExcel", rows[0].Column1);
    Assert.Equal(1, rows[0].Column2);
    Assert.Equal("Github", rows[1].Column1);
    Assert.Equal(2, rows[1].Column2);
}

Query Support LINQ Extension First/Take/Skip ...etc

Query First

var row = MiniExcel.Query(path).First();
Assert.Equal("HelloWorld", row.A);

// or

using (var stream = File.OpenRead(path))
{
    var row = stream.Query().First();
    Assert.Equal("HelloWorld", row.A);
}

Performance between MiniExcel/ExcelDataReader/ClosedXML/EPPlus
queryfirst

Create Excel file [Try it]

  1. Must be a non-abstract type with a public parameterless constructor .

  2. MiniExcel support parameter IEnumerable Deferred Execution, If you want to use least memory, please do not call methods such as ToList

e.g : ToList or not memory usage
image

Anonymous or strongly type:

var path = Path.Combine(Path.GetTempPath(), $"{Guid.NewGuid()}.xlsx");
MiniExcel.SaveAs(path, new[] {
    new { Column1 = "MiniExcel", Column2 = 1 },
    new { Column1 = "Github", Column2 = 2}
});

Datatable:

var path = Path.Combine(Path.GetTempPath(), $"{Guid.NewGuid()}.xlsx");
var table = new DataTable();
{
    table.Columns.Add("Column1", typeof(string));
    table.Columns.Add("Column2", typeof(decimal));
    table.Rows.Add("MiniExcel", 1);
    table.Rows.Add("Github", 2);
}

MiniExcel.SaveAs(path, table);

Dapper:

using (var connection = GetConnection(connectionString))
{
    var rows = connection.Query(@"select 'MiniExcel' as Column1,1 as Column2 union all select 'Github',2");
    MiniExcel.SaveAs(path, rows);
}

IEnumerable<IDictionary<string, object>>

var values = new List<Dictionary<string, object>>()
{
    new Dictionary<string,object>{{ "Column1", "MiniExcel" }, { "Column2", 1 } },
    new Dictionary<string,object>{{ "Column1", "Github" }, { "Column2", 2 } }
};
MiniExcel.SaveAs(path, values);

Create File Result :

Column1 Column2
MiniExcel 1
Github 2

SaveAs Stream [Try it]

using (var stream = File.Create(path))
{
    stream.SaveAs(values);
}

SQLite & Dapper Large Size File SQL Insert Avoid OOM

note : please don't call ToList/ToArray methods after Query, it'll load all data into memory

using (var connection = new SQLiteConnection(connectionString))
{
    connection.Open();
    using (var transaction = connection.BeginTransaction())
    using (var stream = File.OpenRead(path))
    {
	   var rows = stream.Query();
	   foreach (var row in rows)
			 connection.Execute("insert into T (A,B) values (@A,@B)", new { row.A, row.B }, transaction: transaction);
	   transaction.Commit();
    }
}

performance: image

ASP.NET Core 3.1 or MVC 5 Download Excel Xlsx API Demo

public class ExcelController : Controller
{
    public IActionResult Download()
    {
        var values = new[] {
            new { Column1 = "MiniExcel", Column2 = 1 },
            new { Column1 = "Github", Column2 = 2}
        };
        var stream = new MemoryStream();
        stream.SaveAs(values);
        return File(stream,
            "application/vnd.openxmlformats-officedocument.spreadsheetml.sheet",
            "demo.xlsx");
    }
}

Excel Type Auto Check

Default system will auto check file path or stream is from xlsx or csv, but if you need to specify type, it can use excelType parameter.

stream.SaveAs(excelType:ExcelType.CSV);
//or
stream.SaveAs(excelType:ExcelType.XLSX);
//or
stream.Query(excelType:ExcelType.CSV);
//or
stream.Query(excelType:ExcelType.XLSX);

Limitations and caveats

  • Not support xls and encrypted file now

Reference