public void TestSignaturesV2_3_X()
{
Assert.IsType <SparkContext>(_spark.SparkContext);
Assert.IsType <Builder>(SparkSession.Builder());
SparkSession.ClearDefaultSession();
SparkSession.SetDefaultSession(_spark);
Assert.IsType <SparkSession>(SparkSession.GetDefaultSession());
Assert.IsType <RuntimeConfig>(_spark.Conf());
Assert.IsType <SparkSession>(_spark.NewSession());
Assert.IsType <DataFrameReader>(_spark.Read());
Assert.IsType <DataFrame>(_spark.Range(10));
Assert.IsType <DataFrame>(_spark.Range(10, 100));
Assert.IsType <DataFrame>(_spark.Range(10, 100, 10));
Assert.IsType <DataFrame>(_spark.Range(10, 100, 10, 5));
_spark.Range(10).CreateOrReplaceTempView("testView");
Assert.IsType <DataFrame>(_spark.Table("testView"));
Assert.IsType <DataStreamReader>(_spark.ReadStream());
Assert.IsType <UdfRegistration>(_spark.Udf());
Assert.IsType <Catalog>(_spark.Catalog());
}
public void TestSignaturesV2_4_X()
{
DataFrame df = _spark.Range(1);
string jsonSchema = "{\"type\":\"long\", \"name\":\"col\"}";
Column inputCol = df.Col("id");
Column avroCol = ToAvro(inputCol);
Assert.IsType <Column>(FromAvro(avroCol, jsonSchema));
}
public void TestDelete()
{
using FileSystem fs = FileSystem.Get(_spark.SparkContext.HadoopConfiguration());
using var tempDirectory = new TemporaryDirectory();
string path = Path.Combine(tempDirectory.Path, "temp-table");
_spark.Range(25).Write().Format("parquet").Save(path);
Assert.True(Directory.Exists(path));
Assert.True(fs.Delete(path, true));
Assert.False(fs.Delete(path, true));
Assert.False(Directory.Exists(path));
}
static void CreateUsingRange(SparkSession spark)
{
Console.WriteLine("spark.Range(1000)");
var dataFrame = spark.Range(1000);
dataFrame.Show(5);
/*
* +---+
| id|
+---+
| 0|
| 1|
| 2|
| 3|
| 4|
+---+
*
*/
Console.WriteLine("spark.Range(1000).WithColumn");
dataFrame = dataFrame.WithColumn("Another Column", Functions.Lit("Literal"));
dataFrame.Show(5);
/*
* +---+--------------+
| id|Another Column|
+---+--------------+
| 0| Literal|
| 1| Literal|
| 2| Literal|
| 3| Literal|
| 4| Literal|
+---+--------------+
*/
Console.WriteLine("spark.Range(1000).WithColumn");
dataFrame = dataFrame.WithColumn("Mod", Functions.Pmod(Functions.Col("id"), Functions.Lit(2)));
dataFrame.Show(5);
/*
* +---+--------------+---+
| id|Another Column|Mod|
+---+--------------+---+
| 0| Literal| 0|
| 1| Literal| 1|
| 2| Literal| 0|
| 3| Literal| 1|
| 4| Literal| 0|
+---+--------------+---+
*/
}
public string DeltaTest([FromServices] IAWSSettings awsSettings)
{
string result = String.Empty;
try
{
SparkSession spark = SparkSession
.Builder()
.AppName("DeltaTest")
.GetOrCreate();
string tempDirectory = Path.GetDirectoryName(Assembly.GetExecutingAssembly().Location);
string dt = DateTime.Now.ToString("MMddhhmmss");
string path = Path.Combine(tempDirectory, $"delta-table{dt}");
// Write data to a Delta table.
DataFrame data = spark.Range(0, 5);
result += "Write data to a Delta table >> spark.Range(0, 5)" + " ";
foreach (var row in data.ToDF().Collect())
{
result += row.Values[0];
result += " | ";
}
result += " ";
data.Write().Format("delta").Save(path);
// Create a second iteration of the table.
data = spark.Range(5, 10);
result += "Create a second iteration of the table >> spark.Range(0, 5)" + " ";
foreach (var row in data.ToDF().Collect())
{
result += row.Values[0];
result += " | ";
}
result += " ";
data.Write().Format("delta").Mode("overwrite").Save(path);
// Load the data into a DeltaTable object.
DeltaTable deltaTable = DeltaTable.ForPath(path);
result += "Load the data into a DeltaTable object >> DeltaTable.ForPath" + " ";
foreach (var row in deltaTable.ToDF().Collect())
{
result += row.Values[0];
result += " | ";
}
result += " ";
// Update every even value by adding 100 to it.
deltaTable.Update(
condition: Functions.Expr("id % 2 == 0"),
set: new Dictionary <string, Column>()
{
{ "id", Functions.Expr("id + 100") }
});
result += "Update every even value by adding 100 to it." + " ";
foreach (var row in deltaTable.ToDF().Collect())
{
result += row.Values[0];
result += " | ";
}
result += " ";
// Delete every even value.
deltaTable.Delete(condition: Functions.Expr("id % 2 == 0"));
result += "Delete every even value id % 2 == 0" + " ";
foreach (var row in deltaTable.ToDF().Collect())
{
result += row.Values[0];
result += " | ";
}
result += " ";
// Upsert (merge) new data.
DataFrame newData = spark.Range(0, 20).As("newData").ToDF();
result += "Upsert (merge) new data" + Environment.NewLine;
foreach (var row in newData.ToDF().Collect())
{
result += row.Values[0];
result += " | ";
}
result += " ";
deltaTable.As("oldData")
.Merge(newData, "oldData.id = newData.id")
.WhenMatched()
.Update(
new Dictionary <string, Column>()
{
{ "id", Functions.Col("newData.id") }
})
.WhenNotMatched()
.InsertExpr(new Dictionary <string, string>()
{
{ "id", "newData.id" }
})
.Execute();
spark.Stop();
}
catch (Exception ex)
{
result = ex.Message;
}
return(result);
}
public void TestTutorialScenario()
{
using var tempDirectory = new TemporaryDirectory();
string path = Path.Combine(tempDirectory.Path, "delta-table");
// Write data to a Delta table.
DataFrame data = _spark.Range(0, 5);
data.Write().Format("delta").Save(path);
// Validate that data contains the the sequence [0 ... 4].
ValidateRangeDataFrame(Enumerable.Range(0, 5), data);
// Create a second iteration of the table.
data = _spark.Range(5, 10);
data.Write().Format("delta").Mode("overwrite").Save(path);
// Load the data into a DeltaTable object.
DeltaTable deltaTable = DeltaTable.ForPath(path);
// Validate that deltaTable contains the the sequence [5 ... 9].
ValidateRangeDataFrame(Enumerable.Range(5, 5), deltaTable.ToDF());
// Update every even value by adding 100 to it.
deltaTable.Update(
condition: Functions.Expr("id % 2 == 0"),
set: new Dictionary <string, Column>()
{
{ "id", Functions.Expr("id + 100") }
});
// Validate that deltaTable contains the the data:
// +---+
// | id|
// +---+
// | 5|
// | 7|
// | 9|
// |106|
// |108|
// +---+
ValidateRangeDataFrame(
new List <int>()
{
5, 7, 9, 106, 108
},
deltaTable.ToDF());
// Delete every even value.
deltaTable.Delete(condition: Functions.Expr("id % 2 == 0"));
// Validate that deltaTable contains:
// +---+
// | id|
// +---+
// | 5|
// | 7|
// | 9|
// +---+
ValidateRangeDataFrame(new List <int>()
{
5, 7, 9
}, deltaTable.ToDF());
// Upsert (merge) new data.
DataFrame newData = _spark.Range(0, 20).As("newData").ToDF();
deltaTable.As("oldData")
.Merge(newData, "oldData.id = newData.id")
.WhenMatched()
.Update(
new Dictionary <string, Column>()
{
{ "id", Functions.Col("newData.id") }
})
.WhenNotMatched()
.InsertExpr(new Dictionary <string, string>()
{
{ "id", "newData.id" }
})
.Execute();
// Validate that the resulTable contains the the sequence [0 ... 19].
ValidateRangeDataFrame(Enumerable.Range(0, 20), deltaTable.ToDF());
}
public void TestSignaturesV2_3_X()
{
DataFrameReader dfr = _spark.Read();
Assert.IsType <DataFrameReader>(dfr.Format("json"));
Assert.IsType <DataFrameReader>(
dfr.Schema(
new StructType(new[]
{
new StructField("age", new IntegerType()),
new StructField("name", new StringType())
})));
Assert.IsType <DataFrameReader>(dfr.Schema("age INT, name STRING"));
Assert.IsType <DataFrameReader>(dfr.Option("stringOption", "value"));
Assert.IsType <DataFrameReader>(dfr.Option("boolOption", true));
Assert.IsType <DataFrameReader>(dfr.Option("longOption", 1L));
Assert.IsType <DataFrameReader>(dfr.Option("doubleOption", 3D));
Assert.IsType <DataFrameReader>(
dfr.Options(
new Dictionary <string, string>
{
{ "option1", "value1" },
{ "option2", "value2" }
}));
string jsonFile = $"{TestEnvironment.ResourceDirectory}people.json";
Assert.IsType <DataFrame>(dfr.Load());
Assert.IsType <DataFrame>(dfr.Load(jsonFile));
Assert.IsType <DataFrame>(dfr.Load(jsonFile, jsonFile));
Assert.IsType <DataFrame>(dfr.Json(jsonFile));
Assert.IsType <DataFrame>(dfr.Json(jsonFile, jsonFile));
string csvFile = $"{TestEnvironment.ResourceDirectory}people.csv";
Assert.IsType <DataFrame>(dfr.Csv(csvFile));
Assert.IsType <DataFrame>(dfr.Csv(csvFile, csvFile));
string parquetFile = $"{TestEnvironment.ResourceDirectory}users.parquet";
Assert.IsType <DataFrame>(dfr.Parquet(parquetFile));
Assert.IsType <DataFrame>(dfr.Parquet(parquetFile, parquetFile));
string orcFile = $"{TestEnvironment.ResourceDirectory}users.orc";
Assert.IsType <DataFrame>(dfr.Orc(orcFile));
Assert.IsType <DataFrame>(dfr.Orc(orcFile, orcFile));
dfr = _spark.Read();
string textFile = $"{TestEnvironment.ResourceDirectory}people.txt";
Assert.IsType <DataFrame>(dfr.Text(textFile));
Assert.IsType <DataFrame>(dfr.Text(textFile, textFile));
_spark.Range(10).CreateOrReplaceTempView("testView");
Assert.IsType <DataFrame>(dfr.Table("testView"));
}
public void TestSignaturesV2_3_X()
{
//////////////////////////////
// Basic Functions
//////////////////////////////
Column col = Column("col1");
Assert.IsType <Column>(col);
Assert.IsType <Column>(Col("col2"));
Assert.IsType <Column>(Lit(1));
Assert.IsType <Column>(Lit("some column"));
Assert.IsType <Column>(Lit(col));
//////////////////////////////
// Sort Functions
//////////////////////////////
Assert.IsType <Column>(Asc("col"));
Assert.IsType <Column>(AscNullsFirst("col"));
Assert.IsType <Column>(AscNullsLast("col"));
Assert.IsType <Column>(Desc("col"));
Assert.IsType <Column>(DescNullsFirst("col"));
Assert.IsType <Column>(DescNullsLast("col"));
//////////////////////////////
// Aggregate Functions
//////////////////////////////
Assert.IsType <Column>(Column("col"));
Assert.IsType <Column>(ApproxCountDistinct(col));
Assert.IsType <Column>(ApproxCountDistinct("col"));
Assert.IsType <Column>(ApproxCountDistinct(col, 0.05));
Assert.IsType <Column>(ApproxCountDistinct("col", 0.05));
Assert.IsType <Column>(Avg(col));
Assert.IsType <Column>(Avg("col"));
Assert.IsType <Column>(CollectList(col));
Assert.IsType <Column>(CollectList("col"));
Assert.IsType <Column>(CollectSet(col));
Assert.IsType <Column>(CollectSet("col"));
Assert.IsType <Column>(Corr(col, col));
Assert.IsType <Column>(Corr("col1", "col2"));
Assert.IsType <Column>(Count(col));
Assert.IsType <Column>(Count("col"));
Assert.IsType <Column>(CountDistinct(col));
Assert.IsType <Column>(CountDistinct(col, col));
Assert.IsType <Column>(CountDistinct(col, col, col));
Assert.IsType <Column>(CountDistinct("col1"));
Assert.IsType <Column>(CountDistinct("col1", "col2"));
Assert.IsType <Column>(CountDistinct("col1", "col2", "col3"));
Assert.IsType <Column>(CovarPop(col, col));
Assert.IsType <Column>(CovarPop("col1", "col2"));
Assert.IsType <Column>(CovarSamp(col, col));
Assert.IsType <Column>(CovarSamp("col1", "col2"));
Assert.IsType <Column>(First(col));
Assert.IsType <Column>(First(col, true));
Assert.IsType <Column>(First(col, false));
Assert.IsType <Column>(First("col"));
Assert.IsType <Column>(First("col", true));
Assert.IsType <Column>(First("col", false));
Assert.IsType <Column>(Grouping(col));
Assert.IsType <Column>(Grouping("col"));
Assert.IsType <Column>(GroupingId());
Assert.IsType <Column>(GroupingId(col));
Assert.IsType <Column>(GroupingId(col, col));
Assert.IsType <Column>(GroupingId("col1"));
Assert.IsType <Column>(GroupingId("col1", "col2"));
Assert.IsType <Column>(GroupingId("col1", "col2", "col3"));
Assert.IsType <Column>(Kurtosis(col));
Assert.IsType <Column>(Kurtosis("col"));
Assert.IsType <Column>(Last(col));
Assert.IsType <Column>(Last(col, true));
Assert.IsType <Column>(Last(col, false));
Assert.IsType <Column>(Last("col"));
Assert.IsType <Column>(Last("col", true));
Assert.IsType <Column>(Last("col", false));
Assert.IsType <Column>(Max(col));
Assert.IsType <Column>(Max("col"));
Assert.IsType <Column>(Mean(col));
Assert.IsType <Column>(Mean("col"));
Assert.IsType <Column>(Min(col));
Assert.IsType <Column>(Min("col"));
Assert.IsType <Column>(Skewness(col));
Assert.IsType <Column>(Skewness("col"));
Assert.IsType <Column>(Stddev(col));
Assert.IsType <Column>(Stddev("col"));
Assert.IsType <Column>(StddevSamp(col));
Assert.IsType <Column>(StddevSamp("col"));
Assert.IsType <Column>(StddevPop(col));
Assert.IsType <Column>(StddevPop("col"));
Assert.IsType <Column>(Sum(col));
Assert.IsType <Column>(Sum("col"));
Assert.IsType <Column>(SumDistinct(col));
Assert.IsType <Column>(SumDistinct("col"));
Assert.IsType <Column>(Variance(col));
Assert.IsType <Column>(Variance("col"));
Assert.IsType <Column>(VarSamp(col));
Assert.IsType <Column>(VarSamp("col"));
Assert.IsType <Column>(VarPop(col));
Assert.IsType <Column>(VarPop("col"));
//////////////////////////////
// Window Functions
//////////////////////////////
Assert.IsType <Column>(UnboundedPreceding());
Assert.IsType <Column>(UnboundedFollowing());
Assert.IsType <Column>(CurrentRow());
Assert.IsType <Column>(CumeDist());
Assert.IsType <Column>(DenseRank());
Assert.IsType <Column>(Lag(col, 0));
Assert.IsType <Column>(Lag(col, 2, "col2"));
Assert.IsType <Column>(Lag("col", 0));
Assert.IsType <Column>(Lag("col", 2, "col2"));
Assert.IsType <Column>(Lead(col, 0));
Assert.IsType <Column>(Lead(col, 2, "col2"));
Assert.IsType <Column>(Lead("col", 0));
Assert.IsType <Column>(Lead("col", 2, "col2"));
Assert.IsType <Column>(Ntile(100));
Assert.IsType <Column>(PercentRank());
Assert.IsType <Column>(Rank());
Assert.IsType <Column>(RowNumber());
//////////////////////////////
// Non-Aggregate Functions
//////////////////////////////
Assert.IsType <Column>(Column("col"));
Assert.IsType <Column>(Abs(col));
Assert.IsType <Column>(Array());
Assert.IsType <Column>(Array(col));
Assert.IsType <Column>(Array(col, col));
Assert.IsType <Column>(Array("col1"));
Assert.IsType <Column>(Array("col1", "col2"));
Assert.IsType <Column>(Array("col1", "col2", "col3"));
Assert.IsType <Column>(Map());
Assert.IsType <Column>(Map(col));
Assert.IsType <Column>(Map(col, col));
DataFrame df = _spark
.Read()
.Json($"{TestEnvironment.ResourceDirectory}people.json");
Assert.IsType <DataFrame>(Broadcast(df));
Assert.IsType <DataFrame>(_spark.Range(10));
Assert.IsType <DataFrame>(_spark.Range(10, 100));
Assert.IsType <DataFrame>(_spark.Range(10, 100, 10));
Assert.IsType <DataFrame>(_spark.Range(10, 100, 10, 5));
Assert.IsType <Column>(Coalesce());
Assert.IsType <Column>(Coalesce(col));
Assert.IsType <Column>(Coalesce(col, col));
Assert.IsType <Column>(InputFileName());
Assert.IsType <Column>(IsNaN(col));
Assert.IsType <Column>(IsNull(col));
Assert.IsType <Column>(MonotonicallyIncreasingId());
Assert.IsType <Column>(NaNvl(col, col));
Assert.IsType <Column>(Negate(col));
Assert.IsType <Column>(Not(col));
Assert.IsType <Column>(Rand(12345));
Assert.IsType <Column>(Rand());
Assert.IsType <Column>(Randn(12345));
Assert.IsType <Column>(Randn());
Assert.IsType <Column>(SparkPartitionId());
Assert.IsType <Column>(Sqrt(col));
Assert.IsType <Column>(Sqrt("col"));
Assert.IsType <Column>(Struct());
Assert.IsType <Column>(Struct(col));
Assert.IsType <Column>(Struct(col, col));
Assert.IsType <Column>(Struct("col1"));
Assert.IsType <Column>(Struct("col1", "col2"));
Assert.IsType <Column>(Struct("col1", "col2", "col3"));
Assert.IsType <Column>(When(col, col));
Assert.IsType <Column>(When(col, "col"));
Assert.IsType <Column>(When(col, 12345));
Assert.IsType <Column>(BitwiseNOT(col));
Assert.IsType <Column>(Expr("expr"));
//////////////////////////////
// Math Functions
//////////////////////////////
Assert.IsType <Column>(Column("col"));
Assert.IsType <Column>(Acos(col));
Assert.IsType <Column>(Acos("col"));
Assert.IsType <Column>(Asin(col));
Assert.IsType <Column>(Asin("col"));
Assert.IsType <Column>(Atan(col));
Assert.IsType <Column>(Atan("col"));
Assert.IsType <Column>(Atan2(col, col));
Assert.IsType <Column>(Atan2(col, "x"));
Assert.IsType <Column>(Atan2("y", col));
Assert.IsType <Column>(Atan2("y", "x"));
Assert.IsType <Column>(Atan2(col, 0.5));
Assert.IsType <Column>(Atan2("y", 0.5));
Assert.IsType <Column>(Atan2(0.5, col));
Assert.IsType <Column>(Atan2(0.5, "x"));
Assert.IsType <Column>(Bin(col));
Assert.IsType <Column>(Bin("col"));
Assert.IsType <Column>(Cbrt(col));
Assert.IsType <Column>(Cbrt("col"));
Assert.IsType <Column>(Ceil(col));
Assert.IsType <Column>(Ceil("col"));
Assert.IsType <Column>(Conv(col, 2, 10));
Assert.IsType <Column>(Cos(col));
Assert.IsType <Column>(Cos("col"));
Assert.IsType <Column>(Cosh(col));
Assert.IsType <Column>(Cosh("col"));
Assert.IsType <Column>(Exp(col));
Assert.IsType <Column>(Exp("col"));
Assert.IsType <Column>(Expm1(col));
Assert.IsType <Column>(Expm1("col"));
Assert.IsType <Column>(Factorial(col));
Assert.IsType <Column>(Floor(col));
Assert.IsType <Column>(Floor("col"));
Assert.IsType <Column>(Greatest());
Assert.IsType <Column>(Greatest(col));
Assert.IsType <Column>(Greatest(col, col));
Assert.IsType <Column>(Greatest("col1"));
Assert.IsType <Column>(Greatest("col1", "col2"));
Assert.IsType <Column>(Greatest("col1", "col2", "col3"));
Assert.IsType <Column>(Hex(col));
Assert.IsType <Column>(Unhex(col));
Assert.IsType <Column>(Hypot(col, col));
Assert.IsType <Column>(Hypot(col, "right"));
Assert.IsType <Column>(Hypot("left", col));
Assert.IsType <Column>(Hypot("left", "right"));
Assert.IsType <Column>(Hypot(col, 0.5));
Assert.IsType <Column>(Hypot("left", 0.5));
Assert.IsType <Column>(Hypot(0.5, col));
Assert.IsType <Column>(Hypot(0.5, "right"));
Assert.IsType <Column>(Least());
Assert.IsType <Column>(Least(col));
Assert.IsType <Column>(Least(col, col));
Assert.IsType <Column>(Least("col1"));
Assert.IsType <Column>(Least("col1", "col2"));
Assert.IsType <Column>(Least("col1", "col2", "col3"));
Assert.IsType <Column>(Log(col));
Assert.IsType <Column>(Log("col"));
Assert.IsType <Column>(Log(2.0, col));
Assert.IsType <Column>(Log(2.0, "col"));
Assert.IsType <Column>(Log10(col));
Assert.IsType <Column>(Log10("col"));
Assert.IsType <Column>(Log1p(col));
Assert.IsType <Column>(Log1p("col"));
Assert.IsType <Column>(Log2(col));
Assert.IsType <Column>(Log2("col"));
Assert.IsType <Column>(Pow(col, col));
Assert.IsType <Column>(Pow(col, "right"));
Assert.IsType <Column>(Pow("left", col));
Assert.IsType <Column>(Pow("left", "right"));
Assert.IsType <Column>(Pow(col, 0.5));
Assert.IsType <Column>(Pow("left", 0.5));
Assert.IsType <Column>(Pow(0.5, col));
Assert.IsType <Column>(Pow(0.5, "right"));
Assert.IsType <Column>(Pmod(col, col));
Assert.IsType <Column>(Rint(col));
Assert.IsType <Column>(Rint("col"));
Assert.IsType <Column>(Round(col));
Assert.IsType <Column>(Round(col, 10));
Assert.IsType <Column>(Bround(col));
Assert.IsType <Column>(Bround(col, 10));
Assert.IsType <Column>(ShiftLeft(col, 4));
Assert.IsType <Column>(ShiftRight(col, 4));
Assert.IsType <Column>(ShiftRightUnsigned(col, 4));
Assert.IsType <Column>(Signum(col));
Assert.IsType <Column>(Signum("col"));
Assert.IsType <Column>(Sin(col));
Assert.IsType <Column>(Sin("col"));
Assert.IsType <Column>(Sinh(col));
Assert.IsType <Column>(Sinh("col"));
Assert.IsType <Column>(Tan(col));
Assert.IsType <Column>(Tan("col"));
Assert.IsType <Column>(Tanh(col));
Assert.IsType <Column>(Tanh("col"));
Assert.IsType <Column>(Degrees(col));
Assert.IsType <Column>(Degrees("col"));
Assert.IsType <Column>(Radians(col));
Assert.IsType <Column>(Radians("col"));
//////////////////////////////
// Miscellaneous Functions
//////////////////////////////
Assert.IsType <Column>(Md5(col));
Assert.IsType <Column>(Sha1(col));
Assert.IsType <Column>(Sha2(col, 224));
Assert.IsType <Column>(Crc32(col));
Assert.IsType <Column>(Hash());
Assert.IsType <Column>(Hash(col));
Assert.IsType <Column>(Hash(col, col));
//////////////////////////////
// String Functions
//////////////////////////////
Assert.IsType <Column>(Ascii(col));
Assert.IsType <Column>(Base64(col));
Assert.IsType <Column>(ConcatWs(";"));
Assert.IsType <Column>(ConcatWs(";", col));
Assert.IsType <Column>(ConcatWs(";", col, col));
Assert.IsType <Column>(Decode(col, "UTF-8"));
Assert.IsType <Column>(Encode(col, "UTF-8"));
Assert.IsType <Column>(FormatNumber(col, 2));
Assert.IsType <Column>(FormatString("%s %d"));
Assert.IsType <Column>(FormatString("%s %d", col));
Assert.IsType <Column>(FormatString("%s %d", col, col));
Assert.IsType <Column>(InitCap(col));
Assert.IsType <Column>(Instr(col, "abc"));
Assert.IsType <Column>(Length(col));
Assert.IsType <Column>(Lower(col));
Assert.IsType <Column>(Levenshtein(col, col));
Assert.IsType <Column>(Locate("abc", col));
Assert.IsType <Column>(Locate("abc", col, 3));
Assert.IsType <Column>(Lpad(col, 3, "pad"));
Assert.IsType <Column>(Ltrim(col));
Assert.IsType <Column>(Ltrim(col, "\n"));
Assert.IsType <Column>(RegexpExtract(col, "[a-z]", 0));
Assert.IsType <Column>(RegexpReplace(col, "[a-z]", "hello"));
Assert.IsType <Column>(RegexpReplace(col, col, col));
Assert.IsType <Column>(Unbase64(col));
Assert.IsType <Column>(Rpad(col, 3, "pad"));
Assert.IsType <Column>(Repeat(col, 3));
Assert.IsType <Column>(Rtrim(col));
Assert.IsType <Column>(Rtrim(col, "\n"));
Assert.IsType <Column>(Soundex(col));
Assert.IsType <Column>(Split(col, "\t"));
Assert.IsType <Column>(Substring(col, 0, 5));
Assert.IsType <Column>(SubstringIndex(col, ";", 5));
Assert.IsType <Column>(Translate(col, "abc", "edf"));
Assert.IsType <Column>(Trim(col));
Assert.IsType <Column>(Trim(col, "\n"));
Assert.IsType <Column>(Upper(col));
//////////////////////////////
// DateTime Functions
//////////////////////////////
Assert.IsType <Column>(AddMonths(col, 3));
Assert.IsType <Column>(CurrentDate());
Assert.IsType <Column>(CurrentTimestamp());
Assert.IsType <Column>(DateFormat(col, "format"));
Assert.IsType <Column>(DateAdd(col, 5));
Assert.IsType <Column>(DateSub(col, 5));
Assert.IsType <Column>(DateDiff(col, col));
Assert.IsType <Column>(Year(col));
Assert.IsType <Column>(Quarter(col));
Assert.IsType <Column>(Month(col));
Assert.IsType <Column>(DayOfWeek(col));
Assert.IsType <Column>(DayOfMonth(col));
Assert.IsType <Column>(DayOfYear(col));
Assert.IsType <Column>(Hour(col));
Assert.IsType <Column>(LastDay(col));
Assert.IsType <Column>(Minute(col));
Assert.IsType <Column>(MonthsBetween(col, col));
Assert.IsType <Column>(NextDay(col, "Mon"));
Assert.IsType <Column>(Second(col));
Assert.IsType <Column>(WeekOfYear(col));
Assert.IsType <Column>(FromUnixTime(col));
Assert.IsType <Column>(FromUnixTime(col, "yyyy-MM-dd HH:mm:ss"));
Assert.IsType <Column>(UnixTimestamp());
Assert.IsType <Column>(UnixTimestamp(col));
Assert.IsType <Column>(UnixTimestamp(col, "yyyy-MM-dd HH:mm:ss"));
Assert.IsType <Column>(ToTimestamp(col));
Assert.IsType <Column>(ToTimestamp(col, "yyyy-MM-dd HH:mm:ss"));
Assert.IsType <Column>(ToDate(col));
Assert.IsType <Column>(ToDate(col, "yyyy-MM-dd HH:mm:ss"));
Assert.IsType <Column>(Trunc(col, "yyyy"));
Assert.IsType <Column>(DateTrunc("mon", col));
Assert.IsType <Column>(FromUtcTimestamp(col, "GMT+1"));
Assert.IsType <Column>(ToUtcTimestamp(col, "GMT+1"));
Assert.IsType <Column>(Window(col, "1 minute", "10 seconds", "5 seconds"));
Assert.IsType <Column>(Window(col, "1 minute", "10 seconds"));
Assert.IsType <Column>(Window(col, "1 minute"));
//////////////////////////////
// Collection Functions
//////////////////////////////
Assert.IsType <Column>(ArrayContains(col, 12345));
Assert.IsType <Column>(ArrayContains(col, "str"));
Assert.IsType <Column>(Concat());
Assert.IsType <Column>(Concat(col));
Assert.IsType <Column>(Concat(col, col));
Assert.IsType <Column>(Explode(col));
Assert.IsType <Column>(ExplodeOuter(col));
Assert.IsType <Column>(PosExplode(col));
Assert.IsType <Column>(PosExplodeOuter(col));
Assert.IsType <Column>(GetJsonObject(col, "abc.json"));
Assert.IsType <Column>(JsonTuple(col, "a"));
Assert.IsType <Column>(JsonTuple(col, "a", "b"));
var options = new Dictionary <string, string>()
{
{ "hello", "world" }
};
Assert.IsType <Column>(FromJson(col, "a Int"));
Assert.IsType <Column>(FromJson(col, "a Int", options));
Assert.IsType <Column>(ToJson(col));
Assert.IsType <Column>(ToJson(col, options));
Assert.IsType <Column>(Size(col));
Assert.IsType <Column>(SortArray(col));
Assert.IsType <Column>(SortArray(col, true));
Assert.IsType <Column>(SortArray(col, false));
Assert.IsType <Column>(Reverse(col));
Assert.IsType <Column>(MapKeys(col));
Assert.IsType <Column>(MapValues(col));
//////////////////////////////
// Udf Functions
//////////////////////////////
TestUdf();
Assert.IsType <Column>(CallUDF("udf"));
Assert.IsType <Column>(CallUDF("udf", col));
Assert.IsType <Column>(CallUDF("udf", col, col));
}
