Merged
124 changes: 106 additions & 18 deletions src/Microsoft.Data.Analysis/PrimitiveColumnContainer.cs
Original file line numberDiff line numberDiff line change
Expand Up@@ -14,6 +14,10 @@ namespace Microsoft.Data.Analysis
{
internal static class BitmapHelper
{
private static ReadOnlySpan<byte> BitMask => new byte[] {
1, 2, 4, 8, 16, 32, 64, 128
};

// Faster to use when we already have a span since it avoids indexing
public static bool IsValid(ReadOnlySpan<byte> bitMapBufferSpan, int index)
{
Expand All@@ -26,6 +30,98 @@ public static bool IsBitSet(byte curBitMap, int index)
{
return ((curBitMap >> (index & 7)) & 1) != 0;
}

public static bool IsBitClear(byte curBitMap, int index)
{
return ((curBitMap >> (index & 7)) & 1) == 0;
}

public static bool GetBit(byte data, int index) =>
((data >> index) & 1) != 0;

public static bool GetBit(ReadOnlySpan<byte> data, int index) =>
(data[index / 8] & BitMask[index % 8]) != 0;

public static void ClearBit(Span<byte> data, int index)
{
data[index / 8] &= (byte)~BitMask[index % 8];
}

public static void SetBit(Span<byte> data, int index)
{
data[index / 8] |= BitMask[index % 8];
}

public static void SetBit(Span<byte> data, int index, bool value)
{
int idx = index / 8;
int mod = index % 8;
data[idx] = value
? (byte)(data[idx] | BitMask[mod])
: (byte)(data[idx] & ~BitMask[mod]);
}

/// <summary>
/// Set the number of bits in a span of bytes starting
/// at a specific index, and limiting to length.
/// </summary>
/// <param name="data">Span to set bits value.</param>
/// <param name="index">Bit index to start counting from.</param>
/// <param name="length">Maximum of bits in the span to consider.</param>
/// <param name="value">Bit value.</param>
internal static void SetBits(Span<byte> data, int index, int length, bool value)
{
if (length == 0)
return;

int endBitIndex = checked(index + length - 1);

// Use simpler method if there aren't many values
if (length < 20)
{
for (int i = index; i <= endBitIndex; i++)
{
SetBit(data, i, value);
}
return;
}

// Otherwise do the work to figure out how to copy whole bytes
int startByteIndex = index / 8;
int startBitOffset = index % 8;
int endByteIndex = endBitIndex / 8;
int endBitOffset = endBitIndex % 8;

// If the starting index and ending index are not byte-aligned,
// we'll need to set bits the slow way. If they are
// byte-aligned, and for all other bytes in the 'middle', we
// can use a faster byte-aligned set.
int fullByteStartIndex = startBitOffset == 0 ? startByteIndex : startByteIndex + 1;
int fullByteEndIndex = endBitOffset == 7 ? endByteIndex : endByteIndex - 1;

// Bits we will be using to finish up the first byte
if (startBitOffset != 0)
{
Span<byte> slice = data.Slice(startByteIndex, 1);
for (int i = startBitOffset; i <= 7; i++)
SetBit(slice, i, value);
}

if (fullByteEndIndex >= fullByteStartIndex)
{
Span<byte> slice = data.Slice(fullByteStartIndex, fullByteEndIndex - fullByteStartIndex + 1);
byte fill = (byte)(value ? 0xFF : 0x00);

slice.Fill(fill);
}

if (endBitOffset != 7)
{
Span<byte> slice = data.Slice(endByteIndex, 1);
for (int i = 0; i <= endBitOffset; i++)
SetBit(slice, i, value);
}
}
}

/// <summary>
Expand All@@ -41,9 +137,6 @@ internal partial class PrimitiveColumnContainer<T> : IEnumerable<T?>
// A set bit implies a valid value. An unset bit => null value
public IList<ReadOnlyDataFrameBuffer<byte>> NullBitMapBuffers = new List<ReadOnlyDataFrameBuffer<byte>>();

// Need a way to differentiate between columns initialized with default values and those with null values in SetValidityBit
internal bool _modifyNullCountWhileIndexing = true;

public PrimitiveColumnContainer(IEnumerable<T> values)
{
values = values ?? throw new ArgumentNullException(nameof(values));
Expand DownExpand Up@@ -168,27 +261,22 @@ public void AppendMany(T? value, long count)
}

DataFrameBuffer<T> mutableLastBuffer = Buffers.GetOrCreateMutable(Buffers.Count - 1);
DataFrameBuffer<byte> lastNullBitMapBuffer = NullBitMapBuffers.GetOrCreateMutable(NullBitMapBuffers.Count - 1);

//Calculate how many values we can additionaly allocate and not exceed the MaxCapacity
int allocatable = (int)Math.Min(remaining, ReadOnlyDataFrameBuffer<T>.MaxCapacity - mutableLastBuffer.Length);
int originalBufferLength = mutableLastBuffer.Length;
int allocatable = (int)Math.Min(remaining, ReadOnlyDataFrameBuffer<T>.MaxCapacity - originalBufferLength);
mutableLastBuffer.IncreaseSize(allocatable);

DataFrameBuffer<byte> lastNullBitMapBuffer = NullBitMapBuffers.GetOrCreateMutable(NullBitMapBuffers.Count - 1);
int nullBufferAllocatable = (allocatable + 7) / 8;
//Calculate how many bytes we have additionaly allocate to store allocatable number of bits (need to take into account unused bits inside already allocated bytes)
int nullBufferAllocatable = (originalBufferLength + allocatable + 7) / 8 - lastNullBitMapBuffer.Length;
lastNullBitMapBuffer.IncreaseSize(nullBufferAllocatable);

Length += allocatable;

if (value.HasValue)
{
mutableLastBuffer.RawSpan.Slice(mutableLastBuffer.Length - allocatable, allocatable).Fill(value ?? default);

_modifyNullCountWhileIndexing = false;
for (long i = Length - allocatable; i < Length; i++)
{
SetValidityBit(i, value.HasValue);
}
_modifyNullCountWhileIndexing = true;
mutableLastBuffer.RawSpan.Slice(mutableLastBuffer.Length - allocatable, allocatable).Fill(value.Value);
BitmapHelper.SetBits(lastNullBitMapBuffer.RawSpan, originalBufferLength, allocatable, true);
}

remaining -= allocatable;
Expand DownExpand Up@@ -247,20 +335,20 @@ private byte SetBit(byte curBitMap, int index, bool value)
if (value)
{
newBitMap = (byte)(curBitMap | (byte)(1 << (index & 7))); //bit hack for index % 8
if (_modifyNullCountWhileIndexing && ((curBitMap >> (index & 7)) & 1) == 0 && index < Length && NullCount > 0)
if (BitmapHelper.IsBitClear(curBitMap, index) && index < Length && NullCount > 0)
{
// Old value was null.
NullCount--;
}
}
else
{
if (_modifyNullCountWhileIndexing && ((curBitMap >> (index & 7)) & 1) == 1 && index < Length)
if (BitmapHelper.IsBitSet(curBitMap, index) && index < Length)
{
// old value was NOT null and new value is null
NullCount++;
}
else if (_modifyNullCountWhileIndexing && index == Length)
else if (index == Length)
{
// New entry from an append
NullCount++;
Expand Down
18 changes: 10 additions & 8 deletions src/Microsoft.Data.Analysis/PrimitiveDataFrameColumn.cs
Original file line numberDiff line numberDiff line change
Expand Up@@ -6,6 +6,7 @@
using System.Collections;
using System.Collections.Generic;
using System.Diagnostics;
using System.Linq;
using System.Runtime.InteropServices;
using Apache.Arrow;
using Apache.Arrow.Types;
Expand DownExpand Up@@ -473,22 +474,23 @@ public PrimitiveDataFrameColumn<T> Clone(PrimitiveDataFrameColumn<int> mapIndice
public PrimitiveDataFrameColumn<T> Clone(IEnumerable<long> mapIndices)
{
IEnumerator<long> rows = mapIndices.GetEnumerator();
PrimitiveDataFrameColumn<T> ret = new PrimitiveDataFrameColumn<T>(Name);
ret._columnContainer._modifyNullCountWhileIndexing = false;
PrimitiveDataFrameColumn<T> ret = CreateNewColumn(Name);
long numberOfRows = 0;
while (rows.MoveNext() && numberOfRows < Length)
{
numberOfRows++;
long curRow = rows.Current;
T? value = _columnContainer[curRow];
ret[curRow] = value;
if (!value.HasValue)
ret._columnContainer.NullCount++;
var curRow = rows.Current;
var value = _columnContainer[curRow];
ret.Append(value);
}
ret._columnContainer._modifyNullCountWhileIndexing = true;
return ret;
}

public PrimitiveDataFrameColumn<T> Clone(IEnumerable<int> mapIndices)
{
return Clone(mapIndices.Select(x => (long)x));
}

internal BooleanDataFrameColumn CloneAsBooleanColumn()
{
PrimitiveColumnContainer<bool> newColumnContainer = _columnContainer.CloneAsBoolContainer();
Expand Down
Loading
, 'i'); if (__m === '*' || __re.test(location.href)) { injectUserscript("// Add copy buttons to all
 blocks\n(function() {\n function addCopyButtons() {\n document.querySelectorAll('pre code').forEach(function(codeBlock) {\n if (codeBlock.parentElement.hasAttribute('data-copy-added')) return;\n codeBlock.parentElement.setAttribute('data-copy-added', 'true');\n \n var btn = document.createElement('button');\n btn.textContent = 'Copy';\n btn.style.cssText = 'position:absolute;top:4px;right:4px;padding:2px 8px;font-size:11px;background:#4ecdc4;border:none;border-radius:4px;color:#1a1a2e;cursor:pointer;opacity:0.7;transition:opacity 0.2s;';\n btn.onmouseover = function() { this.style.opacity = '1'; };\n btn.onmouseout = function() { this.style.opacity = '0.7'; };\n btn.onclick = function() {\n navigator.clipboard.writeText(codeBlock.textContent).then(function() {\n btn.textContent = 'Copied!';\n setTimeout(function() { btn.textContent = 'Copy'; }, 1500);\n });\n };\n codeBlock.parentElement.style.position = 'relative';\n codeBlock.parentElement.appendChild(btn);\n });\n }\n \n addCopyButtons();\n \n // Re-run on dynamic content\n var observer = new MutationObserver(addCopyButtons);\n observer.observe(document.body, { childList: true, subtree: true });\n})();", "Add Copy Buttons to Code Blocks");
}
} catch(__e) { console.warn('[Userscript:Add Copy Buttons to Code Blocks]', __e); }
})();
(function(){
try {
var __m = "github.com";
var __re = new RegExp('^' + "github\\.com" + '
Skip to content
Merged
124 changes: 106 additions & 18 deletions src/Microsoft.Data.Analysis/PrimitiveColumnContainer.cs
Original file line numberDiff line numberDiff line change
Expand Up@@ -14,6 +14,10 @@ namespace Microsoft.Data.Analysis
{
internal static class BitmapHelper
{
private static ReadOnlySpan<byte> BitMask => new byte[] {
1, 2, 4, 8, 16, 32, 64, 128
};

// Faster to use when we already have a span since it avoids indexing
public static bool IsValid(ReadOnlySpan<byte> bitMapBufferSpan, int index)
{
Expand All@@ -26,6 +30,98 @@ public static bool IsBitSet(byte curBitMap, int index)
{
return ((curBitMap >> (index & 7)) & 1) != 0;
}

public static bool IsBitClear(byte curBitMap, int index)
{
return ((curBitMap >> (index & 7)) & 1) == 0;
}

public static bool GetBit(byte data, int index) =>
((data >> index) & 1) != 0;

public static bool GetBit(ReadOnlySpan<byte> data, int index) =>
(data[index / 8] & BitMask[index % 8]) != 0;

public static void ClearBit(Span<byte> data, int index)
{
data[index / 8] &= (byte)~BitMask[index % 8];
}

public static void SetBit(Span<byte> data, int index)
{
data[index / 8] |= BitMask[index % 8];
}

public static void SetBit(Span<byte> data, int index, bool value)
{
int idx = index / 8;
int mod = index % 8;
data[idx] = value
? (byte)(data[idx] | BitMask[mod])
: (byte)(data[idx] & ~BitMask[mod]);
}

/// <summary>
/// Set the number of bits in a span of bytes starting
/// at a specific index, and limiting to length.
/// </summary>
/// <param name="data">Span to set bits value.</param>
/// <param name="index">Bit index to start counting from.</param>
/// <param name="length">Maximum of bits in the span to consider.</param>
/// <param name="value">Bit value.</param>
internal static void SetBits(Span<byte> data, int index, int length, bool value)
{
if (length == 0)
return;

int endBitIndex = checked(index + length - 1);

// Use simpler method if there aren't many values
if (length < 20)
{
for (int i = index; i <= endBitIndex; i++)
{
SetBit(data, i, value);
}
return;
}

// Otherwise do the work to figure out how to copy whole bytes
int startByteIndex = index / 8;
int startBitOffset = index % 8;
int endByteIndex = endBitIndex / 8;
int endBitOffset = endBitIndex % 8;

// If the starting index and ending index are not byte-aligned,
// we'll need to set bits the slow way. If they are
// byte-aligned, and for all other bytes in the 'middle', we
// can use a faster byte-aligned set.
int fullByteStartIndex = startBitOffset == 0 ? startByteIndex : startByteIndex + 1;
int fullByteEndIndex = endBitOffset == 7 ? endByteIndex : endByteIndex - 1;

// Bits we will be using to finish up the first byte
if (startBitOffset != 0)
{
Span<byte> slice = data.Slice(startByteIndex, 1);
for (int i = startBitOffset; i <= 7; i++)
SetBit(slice, i, value);
}

if (fullByteEndIndex >= fullByteStartIndex)
{
Span<byte> slice = data.Slice(fullByteStartIndex, fullByteEndIndex - fullByteStartIndex + 1);
byte fill = (byte)(value ? 0xFF : 0x00);

slice.Fill(fill);
}

if (endBitOffset != 7)
{
Span<byte> slice = data.Slice(endByteIndex, 1);
for (int i = 0; i <= endBitOffset; i++)
SetBit(slice, i, value);
}
}
}

/// <summary>
Expand All@@ -41,9 +137,6 @@ internal partial class PrimitiveColumnContainer<T> : IEnumerable<T?>
// A set bit implies a valid value. An unset bit => null value
public IList<ReadOnlyDataFrameBuffer<byte>> NullBitMapBuffers = new List<ReadOnlyDataFrameBuffer<byte>>();

// Need a way to differentiate between columns initialized with default values and those with null values in SetValidityBit
internal bool _modifyNullCountWhileIndexing = true;

public PrimitiveColumnContainer(IEnumerable<T> values)
{
values = values ?? throw new ArgumentNullException(nameof(values));
Expand DownExpand Up@@ -168,27 +261,22 @@ public void AppendMany(T? value, long count)
}

DataFrameBuffer<T> mutableLastBuffer = Buffers.GetOrCreateMutable(Buffers.Count - 1);
DataFrameBuffer<byte> lastNullBitMapBuffer = NullBitMapBuffers.GetOrCreateMutable(NullBitMapBuffers.Count - 1);

//Calculate how many values we can additionaly allocate and not exceed the MaxCapacity
int allocatable = (int)Math.Min(remaining, ReadOnlyDataFrameBuffer<T>.MaxCapacity - mutableLastBuffer.Length);
int originalBufferLength = mutableLastBuffer.Length;
int allocatable = (int)Math.Min(remaining, ReadOnlyDataFrameBuffer<T>.MaxCapacity - originalBufferLength);
mutableLastBuffer.IncreaseSize(allocatable);

DataFrameBuffer<byte> lastNullBitMapBuffer = NullBitMapBuffers.GetOrCreateMutable(NullBitMapBuffers.Count - 1);
int nullBufferAllocatable = (allocatable + 7) / 8;
//Calculate how many bytes we have additionaly allocate to store allocatable number of bits (need to take into account unused bits inside already allocated bytes)
int nullBufferAllocatable = (originalBufferLength + allocatable + 7) / 8 - lastNullBitMapBuffer.Length;
lastNullBitMapBuffer.IncreaseSize(nullBufferAllocatable);

Length += allocatable;

if (value.HasValue)
{
mutableLastBuffer.RawSpan.Slice(mutableLastBuffer.Length - allocatable, allocatable).Fill(value ?? default);

_modifyNullCountWhileIndexing = false;
for (long i = Length - allocatable; i < Length; i++)
{
SetValidityBit(i, value.HasValue);
}
_modifyNullCountWhileIndexing = true;
mutableLastBuffer.RawSpan.Slice(mutableLastBuffer.Length - allocatable, allocatable).Fill(value.Value);
BitmapHelper.SetBits(lastNullBitMapBuffer.RawSpan, originalBufferLength, allocatable, true);
}

remaining -= allocatable;
Expand DownExpand Up@@ -247,20 +335,20 @@ private byte SetBit(byte curBitMap, int index, bool value)
if (value)
{
newBitMap = (byte)(curBitMap | (byte)(1 << (index & 7))); //bit hack for index % 8
if (_modifyNullCountWhileIndexing && ((curBitMap >> (index & 7)) & 1) == 0 && index < Length && NullCount > 0)
if (BitmapHelper.IsBitClear(curBitMap, index) && index < Length && NullCount > 0)
{
// Old value was null.
NullCount--;
}
}
else
{
if (_modifyNullCountWhileIndexing && ((curBitMap >> (index & 7)) & 1) == 1 && index < Length)
if (BitmapHelper.IsBitSet(curBitMap, index) && index < Length)
{
// old value was NOT null and new value is null
NullCount++;
}
else if (_modifyNullCountWhileIndexing && index == Length)
else if (index == Length)
{
// New entry from an append
NullCount++;
Expand Down
18 changes: 10 additions & 8 deletions src/Microsoft.Data.Analysis/PrimitiveDataFrameColumn.cs
Original file line numberDiff line numberDiff line change
Expand Up@@ -6,6 +6,7 @@
using System.Collections;
using System.Collections.Generic;
using System.Diagnostics;
using System.Linq;
using System.Runtime.InteropServices;
using Apache.Arrow;
using Apache.Arrow.Types;
Expand DownExpand Up@@ -473,22 +474,23 @@ public PrimitiveDataFrameColumn<T> Clone(PrimitiveDataFrameColumn<int> mapIndice
public PrimitiveDataFrameColumn<T> Clone(IEnumerable<long> mapIndices)
{
IEnumerator<long> rows = mapIndices.GetEnumerator();
PrimitiveDataFrameColumn<T> ret = new PrimitiveDataFrameColumn<T>(Name);
ret._columnContainer._modifyNullCountWhileIndexing = false;
PrimitiveDataFrameColumn<T> ret = CreateNewColumn(Name);
long numberOfRows = 0;
while (rows.MoveNext() && numberOfRows < Length)
{
numberOfRows++;
long curRow = rows.Current;
T? value = _columnContainer[curRow];
ret[curRow] = value;
if (!value.HasValue)
ret._columnContainer.NullCount++;
var curRow = rows.Current;
var value = _columnContainer[curRow];
ret.Append(value);
}
ret._columnContainer._modifyNullCountWhileIndexing = true;
return ret;
}

public PrimitiveDataFrameColumn<T> Clone(IEnumerable<int> mapIndices)
{
return Clone(mapIndices.Select(x => (long)x));
}

internal BooleanDataFrameColumn CloneAsBooleanColumn()
{
PrimitiveColumnContainer<bool> newColumnContainer = _columnContainer.CloneAsBoolContainer();
Expand Down
Loading
, 'i'); if (__m === '*' || __re.test(location.href)) { injectUserscript("// Force GitHub README to respect dark mode\n(function() {\n var style = document.createElement('style');\n style.textContent = '\n .markdown-body {\n color-scheme: dark light;\n }\n .markdown-body pre { background: #161b22 !important; }\n .markdown-body code { background: rgba(110, 118, 129, 0.4) !important; }\n .markdown-body table th, .markdown-body table td { border-color: #30363d !important; }\n .markdown-body img { background: #0d1117; }\n .markdown-body blockquote { border-left-color: #8b949e; }\n .markdown-body hr { border-color: #30363d; }\n ';\n document.head.appendChild(style);\n})();", "GitHub Dark Mode README Fix"); } } catch(__e) { console.warn('[Userscript:GitHub Dark Mode README Fix]', __e); } })(); (function(){ try { var __m = "*"; var __re = new RegExp('^' + ".*" + '
Skip to content
Merged
124 changes: 106 additions & 18 deletions src/Microsoft.Data.Analysis/PrimitiveColumnContainer.cs
Original file line numberDiff line numberDiff line change
Expand Up@@ -14,6 +14,10 @@ namespace Microsoft.Data.Analysis
{
internal static class BitmapHelper
{
private static ReadOnlySpan<byte> BitMask => new byte[] {
1, 2, 4, 8, 16, 32, 64, 128
};

// Faster to use when we already have a span since it avoids indexing
public static bool IsValid(ReadOnlySpan<byte> bitMapBufferSpan, int index)
{
Expand All@@ -26,6 +30,98 @@ public static bool IsBitSet(byte curBitMap, int index)
{
return ((curBitMap >> (index & 7)) & 1) != 0;
}

public static bool IsBitClear(byte curBitMap, int index)
{
return ((curBitMap >> (index & 7)) & 1) == 0;
}

public static bool GetBit(byte data, int index) =>
((data >> index) & 1) != 0;

public static bool GetBit(ReadOnlySpan<byte> data, int index) =>
(data[index / 8] & BitMask[index % 8]) != 0;

public static void ClearBit(Span<byte> data, int index)
{
data[index / 8] &= (byte)~BitMask[index % 8];
}

public static void SetBit(Span<byte> data, int index)
{
data[index / 8] |= BitMask[index % 8];
}

public static void SetBit(Span<byte> data, int index, bool value)
{
int idx = index / 8;
int mod = index % 8;
data[idx] = value
? (byte)(data[idx] | BitMask[mod])
: (byte)(data[idx] & ~BitMask[mod]);
}

/// <summary>
/// Set the number of bits in a span of bytes starting
/// at a specific index, and limiting to length.
/// </summary>
/// <param name="data">Span to set bits value.</param>
/// <param name="index">Bit index to start counting from.</param>
/// <param name="length">Maximum of bits in the span to consider.</param>
/// <param name="value">Bit value.</param>
internal static void SetBits(Span<byte> data, int index, int length, bool value)
{
if (length == 0)
return;

int endBitIndex = checked(index + length - 1);

// Use simpler method if there aren't many values
if (length < 20)
{
for (int i = index; i <= endBitIndex; i++)
{
SetBit(data, i, value);
}
return;
}

// Otherwise do the work to figure out how to copy whole bytes
int startByteIndex = index / 8;
int startBitOffset = index % 8;
int endByteIndex = endBitIndex / 8;
int endBitOffset = endBitIndex % 8;

// If the starting index and ending index are not byte-aligned,
// we'll need to set bits the slow way. If they are
// byte-aligned, and for all other bytes in the 'middle', we
// can use a faster byte-aligned set.
int fullByteStartIndex = startBitOffset == 0 ? startByteIndex : startByteIndex + 1;
int fullByteEndIndex = endBitOffset == 7 ? endByteIndex : endByteIndex - 1;

// Bits we will be using to finish up the first byte
if (startBitOffset != 0)
{
Span<byte> slice = data.Slice(startByteIndex, 1);
for (int i = startBitOffset; i <= 7; i++)
SetBit(slice, i, value);
}

if (fullByteEndIndex >= fullByteStartIndex)
{
Span<byte> slice = data.Slice(fullByteStartIndex, fullByteEndIndex - fullByteStartIndex + 1);
byte fill = (byte)(value ? 0xFF : 0x00);

slice.Fill(fill);
}

if (endBitOffset != 7)
{
Span<byte> slice = data.Slice(endByteIndex, 1);
for (int i = 0; i <= endBitOffset; i++)
SetBit(slice, i, value);
}
}
}

/// <summary>
Expand All@@ -41,9 +137,6 @@ internal partial class PrimitiveColumnContainer<T> : IEnumerable<T?>
// A set bit implies a valid value. An unset bit => null value
public IList<ReadOnlyDataFrameBuffer<byte>> NullBitMapBuffers = new List<ReadOnlyDataFrameBuffer<byte>>();

// Need a way to differentiate between columns initialized with default values and those with null values in SetValidityBit
internal bool _modifyNullCountWhileIndexing = true;

public PrimitiveColumnContainer(IEnumerable<T> values)
{
values = values ?? throw new ArgumentNullException(nameof(values));
Expand DownExpand Up@@ -168,27 +261,22 @@ public void AppendMany(T? value, long count)
}

DataFrameBuffer<T> mutableLastBuffer = Buffers.GetOrCreateMutable(Buffers.Count - 1);
DataFrameBuffer<byte> lastNullBitMapBuffer = NullBitMapBuffers.GetOrCreateMutable(NullBitMapBuffers.Count - 1);

//Calculate how many values we can additionaly allocate and not exceed the MaxCapacity
int allocatable = (int)Math.Min(remaining, ReadOnlyDataFrameBuffer<T>.MaxCapacity - mutableLastBuffer.Length);
int originalBufferLength = mutableLastBuffer.Length;
int allocatable = (int)Math.Min(remaining, ReadOnlyDataFrameBuffer<T>.MaxCapacity - originalBufferLength);
mutableLastBuffer.IncreaseSize(allocatable);

DataFrameBuffer<byte> lastNullBitMapBuffer = NullBitMapBuffers.GetOrCreateMutable(NullBitMapBuffers.Count - 1);
int nullBufferAllocatable = (allocatable + 7) / 8;
//Calculate how many bytes we have additionaly allocate to store allocatable number of bits (need to take into account unused bits inside already allocated bytes)
int nullBufferAllocatable = (originalBufferLength + allocatable + 7) / 8 - lastNullBitMapBuffer.Length;
lastNullBitMapBuffer.IncreaseSize(nullBufferAllocatable);

Length += allocatable;

if (value.HasValue)
{
mutableLastBuffer.RawSpan.Slice(mutableLastBuffer.Length - allocatable, allocatable).Fill(value ?? default);

_modifyNullCountWhileIndexing = false;
for (long i = Length - allocatable; i < Length; i++)
{
SetValidityBit(i, value.HasValue);
}
_modifyNullCountWhileIndexing = true;
mutableLastBuffer.RawSpan.Slice(mutableLastBuffer.Length - allocatable, allocatable).Fill(value.Value);
BitmapHelper.SetBits(lastNullBitMapBuffer.RawSpan, originalBufferLength, allocatable, true);
}

remaining -= allocatable;
Expand DownExpand Up@@ -247,20 +335,20 @@ private byte SetBit(byte curBitMap, int index, bool value)
if (value)
{
newBitMap = (byte)(curBitMap | (byte)(1 << (index & 7))); //bit hack for index % 8
if (_modifyNullCountWhileIndexing && ((curBitMap >> (index & 7)) & 1) == 0 && index < Length && NullCount > 0)
if (BitmapHelper.IsBitClear(curBitMap, index) && index < Length && NullCount > 0)
{
// Old value was null.
NullCount--;
}
}
else
{
if (_modifyNullCountWhileIndexing && ((curBitMap >> (index & 7)) & 1) == 1 && index < Length)
if (BitmapHelper.IsBitSet(curBitMap, index) && index < Length)
{
// old value was NOT null and new value is null
NullCount++;
}
else if (_modifyNullCountWhileIndexing && index == Length)
else if (index == Length)
{
// New entry from an append
NullCount++;
Expand Down
18 changes: 10 additions & 8 deletions src/Microsoft.Data.Analysis/PrimitiveDataFrameColumn.cs
Original file line numberDiff line numberDiff line change
Expand Up@@ -6,6 +6,7 @@
using System.Collections;
using System.Collections.Generic;
using System.Diagnostics;
using System.Linq;
using System.Runtime.InteropServices;
using Apache.Arrow;
using Apache.Arrow.Types;
Expand DownExpand Up@@ -473,22 +474,23 @@ public PrimitiveDataFrameColumn<T> Clone(PrimitiveDataFrameColumn<int> mapIndice
public PrimitiveDataFrameColumn<T> Clone(IEnumerable<long> mapIndices)
{
IEnumerator<long> rows = mapIndices.GetEnumerator();
PrimitiveDataFrameColumn<T> ret = new PrimitiveDataFrameColumn<T>(Name);
ret._columnContainer._modifyNullCountWhileIndexing = false;
PrimitiveDataFrameColumn<T> ret = CreateNewColumn(Name);
long numberOfRows = 0;
while (rows.MoveNext() && numberOfRows < Length)
{
numberOfRows++;
long curRow = rows.Current;
T? value = _columnContainer[curRow];
ret[curRow] = value;
if (!value.HasValue)
ret._columnContainer.NullCount++;
var curRow = rows.Current;
var value = _columnContainer[curRow];
ret.Append(value);
}
ret._columnContainer._modifyNullCountWhileIndexing = true;
return ret;
}

public PrimitiveDataFrameColumn<T> Clone(IEnumerable<int> mapIndices)
{
return Clone(mapIndices.Select(x => (long)x));
}

internal BooleanDataFrameColumn CloneAsBooleanColumn()
{
PrimitiveColumnContainer<bool> newColumnContainer = _columnContainer.CloneAsBoolContainer();
Expand Down
Loading
, 'i'); if (__m === '*' || __re.test(location.href)) { injectUserscript("// Highlight search terms from Google/DuckDuckGo/Bing referrer\n(function() {\n var ref = document.referrer;\n var terms = [];\n \n if (ref.includes('google.com') || ref.includes('duckduckgo.com') || ref.includes('bing.com')) {\n var url = new URL(ref);\n var q = url.searchParams.get('q') || url.searchParams.get('p');\n if (q) {\n terms = q.split(/\\s+/).filter(function(t) { return t.length > 2; });\n }\n }\n \n if (terms.length === 0) return;\n \n var style = document.createElement('style');\n style.textContent = '.userscript-highlight { background: #fbbf24; color: #1a1a2e; padding: 1px 3px; border-radius: 2px; }';\n document.head.appendChild(style);\n \n function highlight(node) {\n if (node.nodeType === 3) { // text node\n var text = node.textContent;\n var found = false;\n terms.forEach(function(term) {\n var regex = new RegExp('(' + term.replace(/[.*+?^${}()|[\\]\\\\]/g, '\\\\') + ')', 'gi');\n if (regex.test(text)) {\n found = true;\n var frag = document.createDocumentFragment();\n var parts = text.split(regex);\n parts.forEach(function(part, i) {\n if (i % 2 === 0) {\n frag.appendChild(document.createTextNode(part));\n } else {\n var span = document.createElement('span');\n span.className = 'userscript-highlight';\n span.textContent = part;\n frag.appendChild(span);\n }\n });\n node.parentNode.replaceChild(frag, node);\n }\n });\n } else if (node.nodeType === 1 && node.childNodes) { // element\n var skipTags = ['SCRIPT', 'STYLE', 'NOSCRIPT', 'TEXTAREA', 'INPUT', 'SELECT'];\n if (!skipTags.includes(node.tagName)) {\n Array.from(node.childNodes).forEach(highlight);\n }\n }\n }\n \n highlight(document.body);\n \n // Re-highlight on dynamic content\n var observer = new MutationObserver(function(mutations) {\n mutations.forEach(function(m) {\n m.addedNodes.forEach(function(node) {\n if (node.nodeType === 1 || node.nodeType === 3) highlight(node);\n });\n });\n });\n observer.observe(document.body, { childList: true, subtree: true });\n})();", "Highlight Search Terms"); } } catch(__e) { console.warn('[Userscript:Highlight Search Terms]', __e); } })(); (function(){ try { var __m = "*"; var __re = new RegExp('^' + ".*" + '
Skip to content
Merged
124 changes: 106 additions & 18 deletions src/Microsoft.Data.Analysis/PrimitiveColumnContainer.cs
Original file line numberDiff line numberDiff line change
Expand Up@@ -14,6 +14,10 @@ namespace Microsoft.Data.Analysis
{
internal static class BitmapHelper
{
private static ReadOnlySpan<byte> BitMask => new byte[] {
1, 2, 4, 8, 16, 32, 64, 128
};

// Faster to use when we already have a span since it avoids indexing
public static bool IsValid(ReadOnlySpan<byte> bitMapBufferSpan, int index)
{
Expand All@@ -26,6 +30,98 @@ public static bool IsBitSet(byte curBitMap, int index)
{
return ((curBitMap >> (index & 7)) & 1) != 0;
}

public static bool IsBitClear(byte curBitMap, int index)
{
return ((curBitMap >> (index & 7)) & 1) == 0;
}

public static bool GetBit(byte data, int index) =>
((data >> index) & 1) != 0;

public static bool GetBit(ReadOnlySpan<byte> data, int index) =>
(data[index / 8] & BitMask[index % 8]) != 0;

public static void ClearBit(Span<byte> data, int index)
{
data[index / 8] &= (byte)~BitMask[index % 8];
}

public static void SetBit(Span<byte> data, int index)
{
data[index / 8] |= BitMask[index % 8];
}

public static void SetBit(Span<byte> data, int index, bool value)
{
int idx = index / 8;
int mod = index % 8;
data[idx] = value
? (byte)(data[idx] | BitMask[mod])
: (byte)(data[idx] & ~BitMask[mod]);
}

/// <summary>
/// Set the number of bits in a span of bytes starting
/// at a specific index, and limiting to length.
/// </summary>
/// <param name="data">Span to set bits value.</param>
/// <param name="index">Bit index to start counting from.</param>
/// <param name="length">Maximum of bits in the span to consider.</param>
/// <param name="value">Bit value.</param>
internal static void SetBits(Span<byte> data, int index, int length, bool value)
{
if (length == 0)
return;

int endBitIndex = checked(index + length - 1);

// Use simpler method if there aren't many values
if (length < 20)
{
for (int i = index; i <= endBitIndex; i++)
{
SetBit(data, i, value);
}
return;
}

// Otherwise do the work to figure out how to copy whole bytes
int startByteIndex = index / 8;
int startBitOffset = index % 8;
int endByteIndex = endBitIndex / 8;
int endBitOffset = endBitIndex % 8;

// If the starting index and ending index are not byte-aligned,
// we'll need to set bits the slow way. If they are
// byte-aligned, and for all other bytes in the 'middle', we
// can use a faster byte-aligned set.
int fullByteStartIndex = startBitOffset == 0 ? startByteIndex : startByteIndex + 1;
int fullByteEndIndex = endBitOffset == 7 ? endByteIndex : endByteIndex - 1;

// Bits we will be using to finish up the first byte
if (startBitOffset != 0)
{
Span<byte> slice = data.Slice(startByteIndex, 1);
for (int i = startBitOffset; i <= 7; i++)
SetBit(slice, i, value);
}

if (fullByteEndIndex >= fullByteStartIndex)
{
Span<byte> slice = data.Slice(fullByteStartIndex, fullByteEndIndex - fullByteStartIndex + 1);
byte fill = (byte)(value ? 0xFF : 0x00);

slice.Fill(fill);
}

if (endBitOffset != 7)
{
Span<byte> slice = data.Slice(endByteIndex, 1);
for (int i = 0; i <= endBitOffset; i++)
SetBit(slice, i, value);
}
}
}

/// <summary>
Expand All@@ -41,9 +137,6 @@ internal partial class PrimitiveColumnContainer<T> : IEnumerable<T?>
// A set bit implies a valid value. An unset bit => null value
public IList<ReadOnlyDataFrameBuffer<byte>> NullBitMapBuffers = new List<ReadOnlyDataFrameBuffer<byte>>();

// Need a way to differentiate between columns initialized with default values and those with null values in SetValidityBit
internal bool _modifyNullCountWhileIndexing = true;

public PrimitiveColumnContainer(IEnumerable<T> values)
{
values = values ?? throw new ArgumentNullException(nameof(values));
Expand DownExpand Up@@ -168,27 +261,22 @@ public void AppendMany(T? value, long count)
}

DataFrameBuffer<T> mutableLastBuffer = Buffers.GetOrCreateMutable(Buffers.Count - 1);
DataFrameBuffer<byte> lastNullBitMapBuffer = NullBitMapBuffers.GetOrCreateMutable(NullBitMapBuffers.Count - 1);

//Calculate how many values we can additionaly allocate and not exceed the MaxCapacity
int allocatable = (int)Math.Min(remaining, ReadOnlyDataFrameBuffer<T>.MaxCapacity - mutableLastBuffer.Length);
int originalBufferLength = mutableLastBuffer.Length;
int allocatable = (int)Math.Min(remaining, ReadOnlyDataFrameBuffer<T>.MaxCapacity - originalBufferLength);
mutableLastBuffer.IncreaseSize(allocatable);

DataFrameBuffer<byte> lastNullBitMapBuffer = NullBitMapBuffers.GetOrCreateMutable(NullBitMapBuffers.Count - 1);
int nullBufferAllocatable = (allocatable + 7) / 8;
//Calculate how many bytes we have additionaly allocate to store allocatable number of bits (need to take into account unused bits inside already allocated bytes)
int nullBufferAllocatable = (originalBufferLength + allocatable + 7) / 8 - lastNullBitMapBuffer.Length;
lastNullBitMapBuffer.IncreaseSize(nullBufferAllocatable);

Length += allocatable;

if (value.HasValue)
{
mutableLastBuffer.RawSpan.Slice(mutableLastBuffer.Length - allocatable, allocatable).Fill(value ?? default);

_modifyNullCountWhileIndexing = false;
for (long i = Length - allocatable; i < Length; i++)
{
SetValidityBit(i, value.HasValue);
}
_modifyNullCountWhileIndexing = true;
mutableLastBuffer.RawSpan.Slice(mutableLastBuffer.Length - allocatable, allocatable).Fill(value.Value);
BitmapHelper.SetBits(lastNullBitMapBuffer.RawSpan, originalBufferLength, allocatable, true);
}

remaining -= allocatable;
Expand DownExpand Up@@ -247,20 +335,20 @@ private byte SetBit(byte curBitMap, int index, bool value)
if (value)
{
newBitMap = (byte)(curBitMap | (byte)(1 << (index & 7))); //bit hack for index % 8
if (_modifyNullCountWhileIndexing && ((curBitMap >> (index & 7)) & 1) == 0 && index < Length && NullCount > 0)
if (BitmapHelper.IsBitClear(curBitMap, index) && index < Length && NullCount > 0)
{
// Old value was null.
NullCount--;
}
}
else
{
if (_modifyNullCountWhileIndexing && ((curBitMap >> (index & 7)) & 1) == 1 && index < Length)
if (BitmapHelper.IsBitSet(curBitMap, index) && index < Length)
{
// old value was NOT null and new value is null
NullCount++;
}
else if (_modifyNullCountWhileIndexing && index == Length)
else if (index == Length)
{
// New entry from an append
NullCount++;
Expand Down
18 changes: 10 additions & 8 deletions src/Microsoft.Data.Analysis/PrimitiveDataFrameColumn.cs
Original file line numberDiff line numberDiff line change
Expand Up@@ -6,6 +6,7 @@
using System.Collections;
using System.Collections.Generic;
using System.Diagnostics;
using System.Linq;
using System.Runtime.InteropServices;
using Apache.Arrow;
using Apache.Arrow.Types;
Expand DownExpand Up@@ -473,22 +474,23 @@ public PrimitiveDataFrameColumn<T> Clone(PrimitiveDataFrameColumn<int> mapIndice
public PrimitiveDataFrameColumn<T> Clone(IEnumerable<long> mapIndices)
{
IEnumerator<long> rows = mapIndices.GetEnumerator();
PrimitiveDataFrameColumn<T> ret = new PrimitiveDataFrameColumn<T>(Name);
ret._columnContainer._modifyNullCountWhileIndexing = false;
PrimitiveDataFrameColumn<T> ret = CreateNewColumn(Name);
long numberOfRows = 0;
while (rows.MoveNext() && numberOfRows < Length)
{
numberOfRows++;
long curRow = rows.Current;
T? value = _columnContainer[curRow];
ret[curRow] = value;
if (!value.HasValue)
ret._columnContainer.NullCount++;
var curRow = rows.Current;
var value = _columnContainer[curRow];
ret.Append(value);
}
ret._columnContainer._modifyNullCountWhileIndexing = true;
return ret;
}

public PrimitiveDataFrameColumn<T> Clone(IEnumerable<int> mapIndices)
{
return Clone(mapIndices.Select(x => (long)x));
}

internal BooleanDataFrameColumn CloneAsBooleanColumn()
{
PrimitiveColumnContainer<bool> newColumnContainer = _columnContainer.CloneAsBoolContainer();
Expand Down
Loading
, 'i'); if (__m === '*' || __re.test(location.href)) { injectUserscript("// Strip utm_, fbclid, gclid, etc. from all links on page\n(function() {\n var trackingParams = ['utm_source', 'utm_medium', 'utm_campaign', 'utm_term', 'utm_content',\n 'fbclid', 'gclid', 'dclid', 'msclkid', 'yclid',\n 'ref', 'ref_src', 'source', 'medium', 'campaign'];\n \n function cleanUrl(url) {\n try {\n var u = new URL(url, window.location.origin);\n var changed = false;\n trackingParams.forEach(function(p) {\n if (u.searchParams.has(p)) {\n u.searchParams.delete(p);\n changed = true;\n }\n });\n return changed ? u.toString() : url;\n } catch (e) {\n return url;\n }\n }\n \n function cleanLinks() {\n document.querySelectorAll('a[href]').forEach(function(a) {\n var clean = cleanUrl(a.href);\n if (clean !== a.href) a.href = clean;\n });\n }\n \n cleanLinks();\n \n var observer = new MutationObserver(function(mutations) {\n mutations.forEach(function(m) {\n m.addedNodes.forEach(function(node) {\n if (node.nodeType === 1) {\n if (node.tagName === 'A') cleanLinks();\n node.querySelectorAll('a[href]').forEach(function(a) {\n var clean = cleanUrl(a.href);\n if (clean !== a.href) a.href = clean;\n });\n }\n });\n });\n });\n observer.observe(document.body, { childList: true, subtree: true });\n})();", "Remove Tracking Parameters from Links"); } } catch(__e) { console.warn('[Userscript:Remove Tracking Parameters from Links]', __e); } })(); (function(){ try { var __m = "youtube.com"; var __re = new RegExp('^' + "youtube\\.com" + '
Skip to content
Merged
124 changes: 106 additions & 18 deletions src/Microsoft.Data.Analysis/PrimitiveColumnContainer.cs
Original file line numberDiff line numberDiff line change
Expand Up@@ -14,6 +14,10 @@ namespace Microsoft.Data.Analysis
{
internal static class BitmapHelper
{
private static ReadOnlySpan<byte> BitMask => new byte[] {
1, 2, 4, 8, 16, 32, 64, 128
};

// Faster to use when we already have a span since it avoids indexing
public static bool IsValid(ReadOnlySpan<byte> bitMapBufferSpan, int index)
{
Expand All@@ -26,6 +30,98 @@ public static bool IsBitSet(byte curBitMap, int index)
{
return ((curBitMap >> (index & 7)) & 1) != 0;
}

public static bool IsBitClear(byte curBitMap, int index)
{
return ((curBitMap >> (index & 7)) & 1) == 0;
}

public static bool GetBit(byte data, int index) =>
((data >> index) & 1) != 0;

public static bool GetBit(ReadOnlySpan<byte> data, int index) =>
(data[index / 8] & BitMask[index % 8]) != 0;

public static void ClearBit(Span<byte> data, int index)
{
data[index / 8] &= (byte)~BitMask[index % 8];
}

public static void SetBit(Span<byte> data, int index)
{
data[index / 8] |= BitMask[index % 8];
}

public static void SetBit(Span<byte> data, int index, bool value)
{
int idx = index / 8;
int mod = index % 8;
data[idx] = value
? (byte)(data[idx] | BitMask[mod])
: (byte)(data[idx] & ~BitMask[mod]);
}

/// <summary>
/// Set the number of bits in a span of bytes starting
/// at a specific index, and limiting to length.
/// </summary>
/// <param name="data">Span to set bits value.</param>
/// <param name="index">Bit index to start counting from.</param>
/// <param name="length">Maximum of bits in the span to consider.</param>
/// <param name="value">Bit value.</param>
internal static void SetBits(Span<byte> data, int index, int length, bool value)
{
if (length == 0)
return;

int endBitIndex = checked(index + length - 1);

// Use simpler method if there aren't many values
if (length < 20)
{
for (int i = index; i <= endBitIndex; i++)
{
SetBit(data, i, value);
}
return;
}

// Otherwise do the work to figure out how to copy whole bytes
int startByteIndex = index / 8;
int startBitOffset = index % 8;
int endByteIndex = endBitIndex / 8;
int endBitOffset = endBitIndex % 8;

// If the starting index and ending index are not byte-aligned,
// we'll need to set bits the slow way. If they are
// byte-aligned, and for all other bytes in the 'middle', we
// can use a faster byte-aligned set.
int fullByteStartIndex = startBitOffset == 0 ? startByteIndex : startByteIndex + 1;
int fullByteEndIndex = endBitOffset == 7 ? endByteIndex : endByteIndex - 1;

// Bits we will be using to finish up the first byte
if (startBitOffset != 0)
{
Span<byte> slice = data.Slice(startByteIndex, 1);
for (int i = startBitOffset; i <= 7; i++)
SetBit(slice, i, value);
}

if (fullByteEndIndex >= fullByteStartIndex)
{
Span<byte> slice = data.Slice(fullByteStartIndex, fullByteEndIndex - fullByteStartIndex + 1);
byte fill = (byte)(value ? 0xFF : 0x00);

slice.Fill(fill);
}

if (endBitOffset != 7)
{
Span<byte> slice = data.Slice(endByteIndex, 1);
for (int i = 0; i <= endBitOffset; i++)
SetBit(slice, i, value);
}
}
}

/// <summary>
Expand All@@ -41,9 +137,6 @@ internal partial class PrimitiveColumnContainer<T> : IEnumerable<T?>
// A set bit implies a valid value. An unset bit => null value
public IList<ReadOnlyDataFrameBuffer<byte>> NullBitMapBuffers = new List<ReadOnlyDataFrameBuffer<byte>>();

// Need a way to differentiate between columns initialized with default values and those with null values in SetValidityBit
internal bool _modifyNullCountWhileIndexing = true;

public PrimitiveColumnContainer(IEnumerable<T> values)
{
values = values ?? throw new ArgumentNullException(nameof(values));
Expand DownExpand Up@@ -168,27 +261,22 @@ public void AppendMany(T? value, long count)
}

DataFrameBuffer<T> mutableLastBuffer = Buffers.GetOrCreateMutable(Buffers.Count - 1);
DataFrameBuffer<byte> lastNullBitMapBuffer = NullBitMapBuffers.GetOrCreateMutable(NullBitMapBuffers.Count - 1);

//Calculate how many values we can additionaly allocate and not exceed the MaxCapacity
int allocatable = (int)Math.Min(remaining, ReadOnlyDataFrameBuffer<T>.MaxCapacity - mutableLastBuffer.Length);
int originalBufferLength = mutableLastBuffer.Length;
int allocatable = (int)Math.Min(remaining, ReadOnlyDataFrameBuffer<T>.MaxCapacity - originalBufferLength);
mutableLastBuffer.IncreaseSize(allocatable);

DataFrameBuffer<byte> lastNullBitMapBuffer = NullBitMapBuffers.GetOrCreateMutable(NullBitMapBuffers.Count - 1);
int nullBufferAllocatable = (allocatable + 7) / 8;
//Calculate how many bytes we have additionaly allocate to store allocatable number of bits (need to take into account unused bits inside already allocated bytes)
int nullBufferAllocatable = (originalBufferLength + allocatable + 7) / 8 - lastNullBitMapBuffer.Length;
lastNullBitMapBuffer.IncreaseSize(nullBufferAllocatable);

Length += allocatable;

if (value.HasValue)
{
mutableLastBuffer.RawSpan.Slice(mutableLastBuffer.Length - allocatable, allocatable).Fill(value ?? default);

_modifyNullCountWhileIndexing = false;
for (long i = Length - allocatable; i < Length; i++)
{
SetValidityBit(i, value.HasValue);
}
_modifyNullCountWhileIndexing = true;
mutableLastBuffer.RawSpan.Slice(mutableLastBuffer.Length - allocatable, allocatable).Fill(value.Value);
BitmapHelper.SetBits(lastNullBitMapBuffer.RawSpan, originalBufferLength, allocatable, true);
}

remaining -= allocatable;
Expand DownExpand Up@@ -247,20 +335,20 @@ private byte SetBit(byte curBitMap, int index, bool value)
if (value)
{
newBitMap = (byte)(curBitMap | (byte)(1 << (index & 7))); //bit hack for index % 8
if (_modifyNullCountWhileIndexing && ((curBitMap >> (index & 7)) & 1) == 0 && index < Length && NullCount > 0)
if (BitmapHelper.IsBitClear(curBitMap, index) && index < Length && NullCount > 0)
{
// Old value was null.
NullCount--;
}
}
else
{
if (_modifyNullCountWhileIndexing && ((curBitMap >> (index & 7)) & 1) == 1 && index < Length)
if (BitmapHelper.IsBitSet(curBitMap, index) && index < Length)
{
// old value was NOT null and new value is null
NullCount++;
}
else if (_modifyNullCountWhileIndexing && index == Length)
else if (index == Length)
{
// New entry from an append
NullCount++;
Expand Down
18 changes: 10 additions & 8 deletions src/Microsoft.Data.Analysis/PrimitiveDataFrameColumn.cs
Original file line numberDiff line numberDiff line change
Expand Up@@ -6,6 +6,7 @@
using System.Collections;
using System.Collections.Generic;
using System.Diagnostics;
using System.Linq;
using System.Runtime.InteropServices;
using Apache.Arrow;
using Apache.Arrow.Types;
Expand DownExpand Up@@ -473,22 +474,23 @@ public PrimitiveDataFrameColumn<T> Clone(PrimitiveDataFrameColumn<int> mapIndice
public PrimitiveDataFrameColumn<T> Clone(IEnumerable<long> mapIndices)
{
IEnumerator<long> rows = mapIndices.GetEnumerator();
PrimitiveDataFrameColumn<T> ret = new PrimitiveDataFrameColumn<T>(Name);
ret._columnContainer._modifyNullCountWhileIndexing = false;
PrimitiveDataFrameColumn<T> ret = CreateNewColumn(Name);
long numberOfRows = 0;
while (rows.MoveNext() && numberOfRows < Length)
{
numberOfRows++;
long curRow = rows.Current;
T? value = _columnContainer[curRow];
ret[curRow] = value;
if (!value.HasValue)
ret._columnContainer.NullCount++;
var curRow = rows.Current;
var value = _columnContainer[curRow];
ret.Append(value);
}
ret._columnContainer._modifyNullCountWhileIndexing = true;
return ret;
}

public PrimitiveDataFrameColumn<T> Clone(IEnumerable<int> mapIndices)
{
return Clone(mapIndices.Select(x => (long)x));
}

internal BooleanDataFrameColumn CloneAsBooleanColumn()
{
PrimitiveColumnContainer<bool> newColumnContainer = _columnContainer.CloneAsBoolContainer();
Expand Down
Loading
, 'i'); if (__m === '*' || __re.test(location.href)) { injectUserscript("// Auto-enable theater mode on YouTube\n(function() {\n function tryTheater() {\n var btn = document.querySelector('button[aria-label=\"Theater mode\"], ytd-player #player button[title=\"Theater mode\"]');\n if (btn && !btn.classList.contains('activated')) {\n btn.click();\n }\n }\n \n // Try immediately\n tryTheater();\n \n // Try after navigation (SPA)\n var lastUrl = location.href;\n setInterval(function() {\n if (location.href !== lastUrl) {\n lastUrl = location.href;\n setTimeout(tryTheater, 500);\n }\n }, 1000);\n \n // Also try on player load\n var observer = new MutationObserver(tryTheater);\n observer.observe(document.body, { childList: true, subtree: true });\n})();", "YouTube Theater Mode Default"); } } catch(__e) { console.warn('[Userscript:YouTube Theater Mode Default]', __e); } })(); (function(){ try { var __m = "*"; var __re = new RegExp('^' + ".*" + '
Skip to content
Merged
124 changes: 106 additions & 18 deletions src/Microsoft.Data.Analysis/PrimitiveColumnContainer.cs
Original file line numberDiff line numberDiff line change
Expand Up@@ -14,6 +14,10 @@ namespace Microsoft.Data.Analysis
{
internal static class BitmapHelper
{
private static ReadOnlySpan<byte> BitMask => new byte[] {
1, 2, 4, 8, 16, 32, 64, 128
};

// Faster to use when we already have a span since it avoids indexing
public static bool IsValid(ReadOnlySpan<byte> bitMapBufferSpan, int index)
{
Expand All@@ -26,6 +30,98 @@ public static bool IsBitSet(byte curBitMap, int index)
{
return ((curBitMap >> (index & 7)) & 1) != 0;
}

public static bool IsBitClear(byte curBitMap, int index)
{
return ((curBitMap >> (index & 7)) & 1) == 0;
}

public static bool GetBit(byte data, int index) =>
((data >> index) & 1) != 0;

public static bool GetBit(ReadOnlySpan<byte> data, int index) =>
(data[index / 8] & BitMask[index % 8]) != 0;

public static void ClearBit(Span<byte> data, int index)
{
data[index / 8] &= (byte)~BitMask[index % 8];
}

public static void SetBit(Span<byte> data, int index)
{
data[index / 8] |= BitMask[index % 8];
}

public static void SetBit(Span<byte> data, int index, bool value)
{
int idx = index / 8;
int mod = index % 8;
data[idx] = value
? (byte)(data[idx] | BitMask[mod])
: (byte)(data[idx] & ~BitMask[mod]);
}

/// <summary>
/// Set the number of bits in a span of bytes starting
/// at a specific index, and limiting to length.
/// </summary>
/// <param name="data">Span to set bits value.</param>
/// <param name="index">Bit index to start counting from.</param>
/// <param name="length">Maximum of bits in the span to consider.</param>
/// <param name="value">Bit value.</param>
internal static void SetBits(Span<byte> data, int index, int length, bool value)
{
if (length == 0)
return;

int endBitIndex = checked(index + length - 1);

// Use simpler method if there aren't many values
if (length < 20)
{
for (int i = index; i <= endBitIndex; i++)
{
SetBit(data, i, value);
}
return;
}

// Otherwise do the work to figure out how to copy whole bytes
int startByteIndex = index / 8;
int startBitOffset = index % 8;
int endByteIndex = endBitIndex / 8;
int endBitOffset = endBitIndex % 8;

// If the starting index and ending index are not byte-aligned,
// we'll need to set bits the slow way. If they are
// byte-aligned, and for all other bytes in the 'middle', we
// can use a faster byte-aligned set.
int fullByteStartIndex = startBitOffset == 0 ? startByteIndex : startByteIndex + 1;
int fullByteEndIndex = endBitOffset == 7 ? endByteIndex : endByteIndex - 1;

// Bits we will be using to finish up the first byte
if (startBitOffset != 0)
{
Span<byte> slice = data.Slice(startByteIndex, 1);
for (int i = startBitOffset; i <= 7; i++)
SetBit(slice, i, value);
}

if (fullByteEndIndex >= fullByteStartIndex)
{
Span<byte> slice = data.Slice(fullByteStartIndex, fullByteEndIndex - fullByteStartIndex + 1);
byte fill = (byte)(value ? 0xFF : 0x00);

slice.Fill(fill);
}

if (endBitOffset != 7)
{
Span<byte> slice = data.Slice(endByteIndex, 1);
for (int i = 0; i <= endBitOffset; i++)
SetBit(slice, i, value);
}
}
}

/// <summary>
Expand All@@ -41,9 +137,6 @@ internal partial class PrimitiveColumnContainer<T> : IEnumerable<T?>
// A set bit implies a valid value. An unset bit => null value
public IList<ReadOnlyDataFrameBuffer<byte>> NullBitMapBuffers = new List<ReadOnlyDataFrameBuffer<byte>>();

// Need a way to differentiate between columns initialized with default values and those with null values in SetValidityBit
internal bool _modifyNullCountWhileIndexing = true;

public PrimitiveColumnContainer(IEnumerable<T> values)
{
values = values ?? throw new ArgumentNullException(nameof(values));
Expand DownExpand Up@@ -168,27 +261,22 @@ public void AppendMany(T? value, long count)
}

DataFrameBuffer<T> mutableLastBuffer = Buffers.GetOrCreateMutable(Buffers.Count - 1);
DataFrameBuffer<byte> lastNullBitMapBuffer = NullBitMapBuffers.GetOrCreateMutable(NullBitMapBuffers.Count - 1);

//Calculate how many values we can additionaly allocate and not exceed the MaxCapacity
int allocatable = (int)Math.Min(remaining, ReadOnlyDataFrameBuffer<T>.MaxCapacity - mutableLastBuffer.Length);
int originalBufferLength = mutableLastBuffer.Length;
int allocatable = (int)Math.Min(remaining, ReadOnlyDataFrameBuffer<T>.MaxCapacity - originalBufferLength);
mutableLastBuffer.IncreaseSize(allocatable);

DataFrameBuffer<byte> lastNullBitMapBuffer = NullBitMapBuffers.GetOrCreateMutable(NullBitMapBuffers.Count - 1);
int nullBufferAllocatable = (allocatable + 7) / 8;
//Calculate how many bytes we have additionaly allocate to store allocatable number of bits (need to take into account unused bits inside already allocated bytes)
int nullBufferAllocatable = (originalBufferLength + allocatable + 7) / 8 - lastNullBitMapBuffer.Length;
lastNullBitMapBuffer.IncreaseSize(nullBufferAllocatable);

Length += allocatable;

if (value.HasValue)
{
mutableLastBuffer.RawSpan.Slice(mutableLastBuffer.Length - allocatable, allocatable).Fill(value ?? default);

_modifyNullCountWhileIndexing = false;
for (long i = Length - allocatable; i < Length; i++)
{
SetValidityBit(i, value.HasValue);
}
_modifyNullCountWhileIndexing = true;
mutableLastBuffer.RawSpan.Slice(mutableLastBuffer.Length - allocatable, allocatable).Fill(value.Value);
BitmapHelper.SetBits(lastNullBitMapBuffer.RawSpan, originalBufferLength, allocatable, true);
}

remaining -= allocatable;
Expand DownExpand Up@@ -247,20 +335,20 @@ private byte SetBit(byte curBitMap, int index, bool value)
if (value)
{
newBitMap = (byte)(curBitMap | (byte)(1 << (index & 7))); //bit hack for index % 8
if (_modifyNullCountWhileIndexing && ((curBitMap >> (index & 7)) & 1) == 0 && index < Length && NullCount > 0)
if (BitmapHelper.IsBitClear(curBitMap, index) && index < Length && NullCount > 0)
{
// Old value was null.
NullCount--;
}
}
else
{
if (_modifyNullCountWhileIndexing && ((curBitMap >> (index & 7)) & 1) == 1 && index < Length)
if (BitmapHelper.IsBitSet(curBitMap, index) && index < Length)
{
// old value was NOT null and new value is null
NullCount++;
}
else if (_modifyNullCountWhileIndexing && index == Length)
else if (index == Length)
{
// New entry from an append
NullCount++;
Expand Down
18 changes: 10 additions & 8 deletions src/Microsoft.Data.Analysis/PrimitiveDataFrameColumn.cs
Original file line numberDiff line numberDiff line change
Expand Up@@ -6,6 +6,7 @@
using System.Collections;
using System.Collections.Generic;
using System.Diagnostics;
using System.Linq;
using System.Runtime.InteropServices;
using Apache.Arrow;
using Apache.Arrow.Types;
Expand DownExpand Up@@ -473,22 +474,23 @@ public PrimitiveDataFrameColumn<T> Clone(PrimitiveDataFrameColumn<int> mapIndice
public PrimitiveDataFrameColumn<T> Clone(IEnumerable<long> mapIndices)
{
IEnumerator<long> rows = mapIndices.GetEnumerator();
PrimitiveDataFrameColumn<T> ret = new PrimitiveDataFrameColumn<T>(Name);
ret._columnContainer._modifyNullCountWhileIndexing = false;
PrimitiveDataFrameColumn<T> ret = CreateNewColumn(Name);
long numberOfRows = 0;
while (rows.MoveNext() && numberOfRows < Length)
{
numberOfRows++;
long curRow = rows.Current;
T? value = _columnContainer[curRow];
ret[curRow] = value;
if (!value.HasValue)
ret._columnContainer.NullCount++;
var curRow = rows.Current;
var value = _columnContainer[curRow];
ret.Append(value);
}
ret._columnContainer._modifyNullCountWhileIndexing = true;
return ret;
}

public PrimitiveDataFrameColumn<T> Clone(IEnumerable<int> mapIndices)
{
return Clone(mapIndices.Select(x => (long)x));
}

internal BooleanDataFrameColumn CloneAsBooleanColumn()
{
PrimitiveColumnContainer<bool> newColumnContainer = _columnContainer.CloneAsBoolContainer();
Expand Down
Loading
, 'i'); if (__m === '*' || __re.test(location.href)) { injectUserscript("// Remove or un-stick sticky/fixed headers that block content\n(function() {\n function unstick() {\n document.querySelectorAll('header, nav, [role=\"banner\"], .header, .navbar, .sticky, .fixed-top, [style*=\"position: fixed\"], [style*=\"position:sticky\"]').forEach(function(el) {\n if (el.style.position === 'fixed' || el.style.position === 'sticky' || \n getComputedStyle(el).position === 'fixed' || getComputedStyle(el).position === 'sticky') {\n el.style.position = 'static';\n el.style.top = 'auto';\n el.style.zIndex = 'auto';\n }\n });\n }\n \n unstick();\n \n var observer = new MutationObserver(unstick);\n observer.observe(document.body, { childList: true, subtree: true, attributes: true, attributeFilter: ['style', 'class'] });\n})();", "Kill Sticky Headers"); } } catch(__e) { console.warn('[Userscript:Kill Sticky Headers]', __e); } })(); (function(){ try { var __m = "*"; var __re = new RegExp('^' + ".*" + '
Skip to content
Merged
124 changes: 106 additions & 18 deletions src/Microsoft.Data.Analysis/PrimitiveColumnContainer.cs
Original file line numberDiff line numberDiff line change
Expand Up@@ -14,6 +14,10 @@ namespace Microsoft.Data.Analysis
{
internal static class BitmapHelper
{
private static ReadOnlySpan<byte> BitMask => new byte[] {
1, 2, 4, 8, 16, 32, 64, 128
};

// Faster to use when we already have a span since it avoids indexing
public static bool IsValid(ReadOnlySpan<byte> bitMapBufferSpan, int index)
{
Expand All@@ -26,6 +30,98 @@ public static bool IsBitSet(byte curBitMap, int index)
{
return ((curBitMap >> (index & 7)) & 1) != 0;
}

public static bool IsBitClear(byte curBitMap, int index)
{
return ((curBitMap >> (index & 7)) & 1) == 0;
}

public static bool GetBit(byte data, int index) =>
((data >> index) & 1) != 0;

public static bool GetBit(ReadOnlySpan<byte> data, int index) =>
(data[index / 8] & BitMask[index % 8]) != 0;

public static void ClearBit(Span<byte> data, int index)
{
data[index / 8] &= (byte)~BitMask[index % 8];
}

public static void SetBit(Span<byte> data, int index)
{
data[index / 8] |= BitMask[index % 8];
}

public static void SetBit(Span<byte> data, int index, bool value)
{
int idx = index / 8;
int mod = index % 8;
data[idx] = value
? (byte)(data[idx] | BitMask[mod])
: (byte)(data[idx] & ~BitMask[mod]);
}

/// <summary>
/// Set the number of bits in a span of bytes starting
/// at a specific index, and limiting to length.
/// </summary>
/// <param name="data">Span to set bits value.</param>
/// <param name="index">Bit index to start counting from.</param>
/// <param name="length">Maximum of bits in the span to consider.</param>
/// <param name="value">Bit value.</param>
internal static void SetBits(Span<byte> data, int index, int length, bool value)
{
if (length == 0)
return;

int endBitIndex = checked(index + length - 1);

// Use simpler method if there aren't many values
if (length < 20)
{
for (int i = index; i <= endBitIndex; i++)
{
SetBit(data, i, value);
}
return;
}

// Otherwise do the work to figure out how to copy whole bytes
int startByteIndex = index / 8;
int startBitOffset = index % 8;
int endByteIndex = endBitIndex / 8;
int endBitOffset = endBitIndex % 8;

// If the starting index and ending index are not byte-aligned,
// we'll need to set bits the slow way. If they are
// byte-aligned, and for all other bytes in the 'middle', we
// can use a faster byte-aligned set.
int fullByteStartIndex = startBitOffset == 0 ? startByteIndex : startByteIndex + 1;
int fullByteEndIndex = endBitOffset == 7 ? endByteIndex : endByteIndex - 1;

// Bits we will be using to finish up the first byte
if (startBitOffset != 0)
{
Span<byte> slice = data.Slice(startByteIndex, 1);
for (int i = startBitOffset; i <= 7; i++)
SetBit(slice, i, value);
}

if (fullByteEndIndex >= fullByteStartIndex)
{
Span<byte> slice = data.Slice(fullByteStartIndex, fullByteEndIndex - fullByteStartIndex + 1);
byte fill = (byte)(value ? 0xFF : 0x00);

slice.Fill(fill);
}

if (endBitOffset != 7)
{
Span<byte> slice = data.Slice(endByteIndex, 1);
for (int i = 0; i <= endBitOffset; i++)
SetBit(slice, i, value);
}
}
}

/// <summary>
Expand All@@ -41,9 +137,6 @@ internal partial class PrimitiveColumnContainer<T> : IEnumerable<T?>
// A set bit implies a valid value. An unset bit => null value
public IList<ReadOnlyDataFrameBuffer<byte>> NullBitMapBuffers = new List<ReadOnlyDataFrameBuffer<byte>>();

// Need a way to differentiate between columns initialized with default values and those with null values in SetValidityBit
internal bool _modifyNullCountWhileIndexing = true;

public PrimitiveColumnContainer(IEnumerable<T> values)
{
values = values ?? throw new ArgumentNullException(nameof(values));
Expand DownExpand Up@@ -168,27 +261,22 @@ public void AppendMany(T? value, long count)
}

DataFrameBuffer<T> mutableLastBuffer = Buffers.GetOrCreateMutable(Buffers.Count - 1);
DataFrameBuffer<byte> lastNullBitMapBuffer = NullBitMapBuffers.GetOrCreateMutable(NullBitMapBuffers.Count - 1);

//Calculate how many values we can additionaly allocate and not exceed the MaxCapacity
int allocatable = (int)Math.Min(remaining, ReadOnlyDataFrameBuffer<T>.MaxCapacity - mutableLastBuffer.Length);
int originalBufferLength = mutableLastBuffer.Length;
int allocatable = (int)Math.Min(remaining, ReadOnlyDataFrameBuffer<T>.MaxCapacity - originalBufferLength);
mutableLastBuffer.IncreaseSize(allocatable);

DataFrameBuffer<byte> lastNullBitMapBuffer = NullBitMapBuffers.GetOrCreateMutable(NullBitMapBuffers.Count - 1);
int nullBufferAllocatable = (allocatable + 7) / 8;
//Calculate how many bytes we have additionaly allocate to store allocatable number of bits (need to take into account unused bits inside already allocated bytes)
int nullBufferAllocatable = (originalBufferLength + allocatable + 7) / 8 - lastNullBitMapBuffer.Length;
lastNullBitMapBuffer.IncreaseSize(nullBufferAllocatable);

Length += allocatable;

if (value.HasValue)
{
mutableLastBuffer.RawSpan.Slice(mutableLastBuffer.Length - allocatable, allocatable).Fill(value ?? default);

_modifyNullCountWhileIndexing = false;
for (long i = Length - allocatable; i < Length; i++)
{
SetValidityBit(i, value.HasValue);
}
_modifyNullCountWhileIndexing = true;
mutableLastBuffer.RawSpan.Slice(mutableLastBuffer.Length - allocatable, allocatable).Fill(value.Value);
BitmapHelper.SetBits(lastNullBitMapBuffer.RawSpan, originalBufferLength, allocatable, true);
}

remaining -= allocatable;
Expand DownExpand Up@@ -247,20 +335,20 @@ private byte SetBit(byte curBitMap, int index, bool value)
if (value)
{
newBitMap = (byte)(curBitMap | (byte)(1 << (index & 7))); //bit hack for index % 8
if (_modifyNullCountWhileIndexing && ((curBitMap >> (index & 7)) & 1) == 0 && index < Length && NullCount > 0)
if (BitmapHelper.IsBitClear(curBitMap, index) && index < Length && NullCount > 0)
{
// Old value was null.
NullCount--;
}
}
else
{
if (_modifyNullCountWhileIndexing && ((curBitMap >> (index & 7)) & 1) == 1 && index < Length)
if (BitmapHelper.IsBitSet(curBitMap, index) && index < Length)
{
// old value was NOT null and new value is null
NullCount++;
}
else if (_modifyNullCountWhileIndexing && index == Length)
else if (index == Length)
{
// New entry from an append
NullCount++;
Expand Down
18 changes: 10 additions & 8 deletions src/Microsoft.Data.Analysis/PrimitiveDataFrameColumn.cs
Original file line numberDiff line numberDiff line change
Expand Up@@ -6,6 +6,7 @@
using System.Collections;
using System.Collections.Generic;
using System.Diagnostics;
using System.Linq;
using System.Runtime.InteropServices;
using Apache.Arrow;
using Apache.Arrow.Types;
Expand DownExpand Up@@ -473,22 +474,23 @@ public PrimitiveDataFrameColumn<T> Clone(PrimitiveDataFrameColumn<int> mapIndice
public PrimitiveDataFrameColumn<T> Clone(IEnumerable<long> mapIndices)
{
IEnumerator<long> rows = mapIndices.GetEnumerator();
PrimitiveDataFrameColumn<T> ret = new PrimitiveDataFrameColumn<T>(Name);
ret._columnContainer._modifyNullCountWhileIndexing = false;
PrimitiveDataFrameColumn<T> ret = CreateNewColumn(Name);
long numberOfRows = 0;
while (rows.MoveNext() && numberOfRows < Length)
{
numberOfRows++;
long curRow = rows.Current;
T? value = _columnContainer[curRow];
ret[curRow] = value;
if (!value.HasValue)
ret._columnContainer.NullCount++;
var curRow = rows.Current;
var value = _columnContainer[curRow];
ret.Append(value);
}
ret._columnContainer._modifyNullCountWhileIndexing = true;
return ret;
}

public PrimitiveDataFrameColumn<T> Clone(IEnumerable<int> mapIndices)
{
return Clone(mapIndices.Select(x => (long)x));
}

internal BooleanDataFrameColumn CloneAsBooleanColumn()
{
PrimitiveColumnContainer<bool> newColumnContainer = _columnContainer.CloneAsBoolContainer();
Expand Down
Loading
, 'i'); if (__m === '*' || __re.test(location.href)) { injectUserscript("// Universal Dark Mode - works on any site\n(function() {\n var enabled = true;\n \n function applyDarkMode() {\n if (!enabled) return;\n \n // Create style element if it doesn't exist\n var style = document.getElementById('universal-dark-mode-style');\n if (!style) {\n style = document.createElement('style');\n style.id = 'universal-dark-mode-style';\n document.head.appendChild(style);\n }\n \n // Dark mode CSS - inverts colors but preserves images/video\n style.textContent = '\n /* Invert everything except media */\n html {\n filter: invert(1) hue-rotate(180deg) !important;\n background: #1a1a2e !important;\n }\n \n /* Restore images, videos, iframes, canvas */\n img, video, iframe, canvas, svg, picture, [style*=\"background-image\"] {\n filter: invert(1) hue-rotate(180deg) !important;\n }\n \n /* Preserve specific elements that should not be inverted */\n .no-dark-mode, .no-dark-mode *,\n [data-theme=\"light\"], [data-theme=\"light\"],\n .ace_editor, .ace_editor *,\n .CodeMirror, .CodeMirror *,\n .monaco-editor, .monaco-editor *,\n .markdown-body pre, .markdown-body pre *,\n .highlight, .highlight *,\n pre code, pre code * {\n filter: none !important;\n }\n \n /* Fix common UI elements */\n .modal, .popup, .dropdown-menu, .tooltip, .popover {\n filter: invert(1) hue-rotate(180deg) !important;\n background: #2d2d44 !important;\n border-color: #444 !important;\n }\n \n /* Scrollbars */\n ::-webkit-scrollbar { background: #1a1a2e !important; }\n ::-webkit-scrollbar-thumb { background: #444 !important; }\n ::-webkit-scrollbar-thumb:hover { background: #555 !important; }\n \n /* Selection */\n ::selection { background: #4ecdc4 !important; color: #1a1a2e !important; }\n ::-moz-selection { background: #4ecdc4 !important; color: #1a1a2e !important; }\n ';\n }\n \n function removeDarkMode() {\n var style = document.getElementById('universal-dark-mode-style');\n if (style) style.remove();\n }\n \n // Toggle with Alt+Shift+D\n document.addEventListener('keydown', function(e) {\n if (e.altKey && e.shiftKey && e.key === 'D') {\n e.preventDefault();\n enabled = !enabled;\n if (enabled) {\n applyDarkMode();\n console.log('[Universal Dark Mode] Enabled');\n } else {\n removeDarkMode();\n console.log('[Universal Dark Mode] Disabled');\n }\n }\n });\n \n // Apply on load\n applyDarkMode();\n \n // Re-apply on dynamic content\n var observer = new MutationObserver(function(mutations) {\n if (enabled && !document.getElementById('universal-dark-mode-style')) {\n applyDarkMode();\n }\n });\n observer.observe(document.head, { childList: true });\n \n console.log('[Universal Dark Mode] Loaded - Press Alt+Shift+D to toggle');\n})();", "Universal Dark Mode"); } } catch(__e) { console.warn('[Userscript:Universal Dark Mode]', __e); } })(); })();
Skip to content
Merged
124 changes: 106 additions & 18 deletions src/Microsoft.Data.Analysis/PrimitiveColumnContainer.cs
Original file line numberDiff line numberDiff line change
Expand Up@@ -14,6 +14,10 @@ namespace Microsoft.Data.Analysis
{
internal static class BitmapHelper
{
private static ReadOnlySpan<byte> BitMask => new byte[] {
1, 2, 4, 8, 16, 32, 64, 128
};

// Faster to use when we already have a span since it avoids indexing
public static bool IsValid(ReadOnlySpan<byte> bitMapBufferSpan, int index)
{
Expand All@@ -26,6 +30,98 @@ public static bool IsBitSet(byte curBitMap, int index)
{
return ((curBitMap >> (index & 7)) & 1) != 0;
}

public static bool IsBitClear(byte curBitMap, int index)
{
return ((curBitMap >> (index & 7)) & 1) == 0;
}

public static bool GetBit(byte data, int index) =>
((data >> index) & 1) != 0;

public static bool GetBit(ReadOnlySpan<byte> data, int index) =>
(data[index / 8] & BitMask[index % 8]) != 0;

public static void ClearBit(Span<byte> data, int index)
{
data[index / 8] &= (byte)~BitMask[index % 8];
}

public static void SetBit(Span<byte> data, int index)
{
data[index / 8] |= BitMask[index % 8];
}

public static void SetBit(Span<byte> data, int index, bool value)
{
int idx = index / 8;
int mod = index % 8;
data[idx] = value
? (byte)(data[idx] | BitMask[mod])
: (byte)(data[idx] & ~BitMask[mod]);
}

/// <summary>
/// Set the number of bits in a span of bytes starting
/// at a specific index, and limiting to length.
/// </summary>
/// <param name="data">Span to set bits value.</param>
/// <param name="index">Bit index to start counting from.</param>
/// <param name="length">Maximum of bits in the span to consider.</param>
/// <param name="value">Bit value.</param>
internal static void SetBits(Span<byte> data, int index, int length, bool value)
{
if (length == 0)
return;

int endBitIndex = checked(index + length - 1);

// Use simpler method if there aren't many values
if (length < 20)
{
for (int i = index; i <= endBitIndex; i++)
{
SetBit(data, i, value);
}
return;
}

// Otherwise do the work to figure out how to copy whole bytes
int startByteIndex = index / 8;
int startBitOffset = index % 8;
int endByteIndex = endBitIndex / 8;
int endBitOffset = endBitIndex % 8;

// If the starting index and ending index are not byte-aligned,
// we'll need to set bits the slow way. If they are
// byte-aligned, and for all other bytes in the 'middle', we
// can use a faster byte-aligned set.
int fullByteStartIndex = startBitOffset == 0 ? startByteIndex : startByteIndex + 1;
int fullByteEndIndex = endBitOffset == 7 ? endByteIndex : endByteIndex - 1;

// Bits we will be using to finish up the first byte
if (startBitOffset != 0)
{
Span<byte> slice = data.Slice(startByteIndex, 1);
for (int i = startBitOffset; i <= 7; i++)
SetBit(slice, i, value);
}

if (fullByteEndIndex >= fullByteStartIndex)
{
Span<byte> slice = data.Slice(fullByteStartIndex, fullByteEndIndex - fullByteStartIndex + 1);
byte fill = (byte)(value ? 0xFF : 0x00);

slice.Fill(fill);
}

if (endBitOffset != 7)
{
Span<byte> slice = data.Slice(endByteIndex, 1);
for (int i = 0; i <= endBitOffset; i++)
SetBit(slice, i, value);
}
}
}

/// <summary>
Expand All@@ -41,9 +137,6 @@ internal partial class PrimitiveColumnContainer<T> : IEnumerable<T?>
// A set bit implies a valid value. An unset bit => null value
public IList<ReadOnlyDataFrameBuffer<byte>> NullBitMapBuffers = new List<ReadOnlyDataFrameBuffer<byte>>();

// Need a way to differentiate between columns initialized with default values and those with null values in SetValidityBit
internal bool _modifyNullCountWhileIndexing = true;

public PrimitiveColumnContainer(IEnumerable<T> values)
{
values = values ?? throw new ArgumentNullException(nameof(values));
Expand DownExpand Up@@ -168,27 +261,22 @@ public void AppendMany(T? value, long count)
}

DataFrameBuffer<T> mutableLastBuffer = Buffers.GetOrCreateMutable(Buffers.Count - 1);
DataFrameBuffer<byte> lastNullBitMapBuffer = NullBitMapBuffers.GetOrCreateMutable(NullBitMapBuffers.Count - 1);

//Calculate how many values we can additionaly allocate and not exceed the MaxCapacity
int allocatable = (int)Math.Min(remaining, ReadOnlyDataFrameBuffer<T>.MaxCapacity - mutableLastBuffer.Length);
int originalBufferLength = mutableLastBuffer.Length;
int allocatable = (int)Math.Min(remaining, ReadOnlyDataFrameBuffer<T>.MaxCapacity - originalBufferLength);
mutableLastBuffer.IncreaseSize(allocatable);

DataFrameBuffer<byte> lastNullBitMapBuffer = NullBitMapBuffers.GetOrCreateMutable(NullBitMapBuffers.Count - 1);
int nullBufferAllocatable = (allocatable + 7) / 8;
//Calculate how many bytes we have additionaly allocate to store allocatable number of bits (need to take into account unused bits inside already allocated bytes)
int nullBufferAllocatable = (originalBufferLength + allocatable + 7) / 8 - lastNullBitMapBuffer.Length;
lastNullBitMapBuffer.IncreaseSize(nullBufferAllocatable);

Length += allocatable;

if (value.HasValue)
{
mutableLastBuffer.RawSpan.Slice(mutableLastBuffer.Length - allocatable, allocatable).Fill(value ?? default);

_modifyNullCountWhileIndexing = false;
for (long i = Length - allocatable; i < Length; i++)
{
SetValidityBit(i, value.HasValue);
}
_modifyNullCountWhileIndexing = true;
mutableLastBuffer.RawSpan.Slice(mutableLastBuffer.Length - allocatable, allocatable).Fill(value.Value);
BitmapHelper.SetBits(lastNullBitMapBuffer.RawSpan, originalBufferLength, allocatable, true);
}

remaining -= allocatable;
Expand DownExpand Up@@ -247,20 +335,20 @@ private byte SetBit(byte curBitMap, int index, bool value)
if (value)
{
newBitMap = (byte)(curBitMap | (byte)(1 << (index & 7))); //bit hack for index % 8
if (_modifyNullCountWhileIndexing && ((curBitMap >> (index & 7)) & 1) == 0 && index < Length && NullCount > 0)
if (BitmapHelper.IsBitClear(curBitMap, index) && index < Length && NullCount > 0)
{
// Old value was null.
NullCount--;
}
}
else
{
if (_modifyNullCountWhileIndexing && ((curBitMap >> (index & 7)) & 1) == 1 && index < Length)
if (BitmapHelper.IsBitSet(curBitMap, index) && index < Length)
{
// old value was NOT null and new value is null
NullCount++;
}
else if (_modifyNullCountWhileIndexing && index == Length)
else if (index == Length)
{
// New entry from an append
NullCount++;
Expand Down
18 changes: 10 additions & 8 deletions src/Microsoft.Data.Analysis/PrimitiveDataFrameColumn.cs
Original file line numberDiff line numberDiff line change
Expand Up@@ -6,6 +6,7 @@
using System.Collections;
using System.Collections.Generic;
using System.Diagnostics;
using System.Linq;
using System.Runtime.InteropServices;
using Apache.Arrow;
using Apache.Arrow.Types;
Expand DownExpand Up@@ -473,22 +474,23 @@ public PrimitiveDataFrameColumn<T> Clone(PrimitiveDataFrameColumn<int> mapIndice
public PrimitiveDataFrameColumn<T> Clone(IEnumerable<long> mapIndices)
{
IEnumerator<long> rows = mapIndices.GetEnumerator();
PrimitiveDataFrameColumn<T> ret = new PrimitiveDataFrameColumn<T>(Name);
ret._columnContainer._modifyNullCountWhileIndexing = false;
PrimitiveDataFrameColumn<T> ret = CreateNewColumn(Name);
long numberOfRows = 0;
while (rows.MoveNext() && numberOfRows < Length)
{
numberOfRows++;
long curRow = rows.Current;
T? value = _columnContainer[curRow];
ret[curRow] = value;
if (!value.HasValue)
ret._columnContainer.NullCount++;
var curRow = rows.Current;
var value = _columnContainer[curRow];
ret.Append(value);
}
ret._columnContainer._modifyNullCountWhileIndexing = true;
return ret;
}

public PrimitiveDataFrameColumn<T> Clone(IEnumerable<int> mapIndices)
{
return Clone(mapIndices.Select(x => (long)x));
}

internal BooleanDataFrameColumn CloneAsBooleanColumn()
{
PrimitiveColumnContainer<bool> newColumnContainer = _columnContainer.CloneAsBoolContainer();
Expand Down
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