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title | date | author |
---|---|---|
Virtual Table is here! | 2023-08-29 | zombieJ |
Preface
In v4, we added a custom components
example for Table, which replaces the default <tbody>
with components.body
to achieve virtual scrolling. But many developers feedback that the virtual table in the Demo has many functions that cannot be implemented. For example, fixed columns, merged rows and columns, expandable rows, etc.
So we proposed [RFC] StaticTable for fast perf & virtual scroll support in v5. The RFC expects to provide a high-performance Table.StaticTable, which will support virtual scrolling by default. But as the development progressed, we eventually decided to implement StaticTable on the underlying rc-table
, and on the antd side, we only need to enable it with <Table virtual />
.
TL;DR
Table supports virtual scrolling by setting the virtual
prop. At the same time, the original Table's functions except components.body
can be used normally:
<Table virtual scroll={{ x: 2000, y: 500 }} {...otherProps} />
Fixed columns
Expandable
RowSpan & ColSpan
You can visit the virtual list example to experience it.
Some details
Table in antd internally uses the rc-table
component. Our virtual scrolling feature also reuses the components
property mentioned above. Replace the middle <tbody>
with rc-virtual-list
, which is widely used in various virtual scrolling scenarios of antd like Select and Tree. rc-virtual-list
itself does not support horizontal scrolling, so we also added horizontal scrolling support for it in this refactoring.
Fixed columns
In v4, we refactored the fixed columns of Table into position: sticky
. This CSS allows you to fix an element at a certain position when scrolling. So as to avoid the need to render an extra Table in v3 to achieve the fixed position effect:
For overlapping fixed columns, you only need to configure different offsets:
We can also use this feature in virtual scrolling. Just reuse the sticky
style to achieve the effect of fixed columns. rc-virtual-list
only needs to provide horizontal scrolling, and does not need to care about the implementation of fixed columns.
Expandable
We will flatten the tree structure of dataSource
through useFlattenRecords
in rc-table
, so as to support developers' custom virtual scrolling capabilities. Thanks to @crawler-django for his contribution at that time, so we don't need to implement the flattening logic again.
But in testing, we found a strange phenomenon. When the table is rendered for the first time or re-render, there will be a very large lag. When debugging, it comes from the useFlattenRecords
hook. It's strange that test code itself does not use the expandable tree function. It was found that there were a lot of GC operations in useFlattenRecords
. And these operations are caused by a piece of inconspicuous code:
// Fake code. Not used in real word
function flatten<T extends { children?: T[] }>(data: T[] = []) {
let tmpList: T[] = [];
for (let i = 0; i < data.length; i += 1) {
const record = data[i];
tmpList = [...tmpList, record, ...flatten(record.children)];
}
return tmpList;
}
When traversing, although children
is empty and only enters recursion once. But when looping through each Record, a temporary empty array will be created. But when dataSource
data is huge, they will continue to trigger GC to clean up these temporary arrays. So we added logic to avoid unnecessary consumption:
// Fake code. Not used in real word
function flatten<T extends { children?: T[] }>(data: T[] = [], list: T[] = []) {
for (let i = 0; i < data.length; i += 1) {
const record = data[i];
list.push(record);
flatten(record.children, list);
}
return list;
}
RowSpan & ColSpan
If you are familiar with the implementation of Table, you will know that row and column merging is achieved through rowSpan
and colSpan
. In virtual scrolling, since not all nodes are rendered, there will be cases where the rows and columns to be rendered do not exist:
To render this content, we need to calculate the rowSpan
and colSpan
of all Records in the current visible area. And this calculation process is very complicated. We need to traverse all Records and calculate the rowSpan
and colSpan
of each Record. Obviously, this is a very time-consuming operation, and when the rowSpan
data is too far away from the visible area, the amount of content it needs to render will also be very large:
Maybe you will think of whether we can calculate the rowSpan
in advance and then get these data when scrolling. This is actually not possible. The row and column data is provided by onCell
, and calculating onCell
every time when rendering the parent node will cause huge performance loss:
const Demo = () => {
const [spanCount, setSpanCount] = useState(3);
const columns = [
{
dataIndex: 'group',
onCell: (_, index) => ({
rowSpan: index % spanCount === 0 ? spanCount : 0,
}),
},
];
// WOW!
React.useEffect(() => {
setSpanCount(5);
}, []);
return <Table columns={columns} {...props} />;
};
Thus, even if we count the rowSpan
data and render the rows outside the screen, it is still not enough. It may appear that rowSpan
alternates:
And for the worst case, all rows have rowSpan
with other rows, then the amount of content we need to render will be the entire dataSource
. That is, virtual scrolling is no longer virtual. Therefore, we need to clip it to render only the rowSpan
in the visible area, and remove the irrelevant parts outside the screen:
So, think backwards. We only need to start from the visible area. Then get the Records affected by rowSpan
up and down. Then only render the cell
that provides rowSpan
:
rc-virtual-list
provides the extraRender
method, which will provide the row number currently rendered in virtual scrolling. We only need to execute onCell
on each Record in this range to get the rowSpan
and colSpan
information of each cell
. So we can know whether the current row has rowSpan
:
// Fake code. Not used in real word
const extraRender = ({ start, end }) => {
// Start record
const startRecord = flattenData[start];
columns.forEach((col) => {
// `rowSpan` === 0 means upper record has `rowSpan`
const { rowSpan } = col.onCell(startRecord, start);
});
// End record
const endRecord = flattenData[end];
columns.forEach((col) => {
// `rowSpan` > 1 means it should extend to next records
const { rowSpan } = col.onCell(endRecord, end);
});
};
You should note that, in the actual collection process, we will record all cell
with rowSpan
in the range instead of just the head and tail Record. Then render these cell
through the extraRender
method (and skip rendering for cell
affected by rowSpan
in the original Record). This ensures the correctness of rowSpan
.
Of course, this implementation is based on the assumption that rowSpan > 1
and rowSpan = 0
will appear. It does not support the case where rowSpan
is used to squeeze to the lower level, but for data tables, this is enough.
Finally
Virtual scrolling is a very complex feature, and there are many factors to consider. But we believe that it is worth spending this effort, and developers no longer need to choose between functionality and performance. Instead, you can have both. However, it should be noted that since we have implemented virtual scrolling through components.body
, developers cannot override the body
part of the component.
That's all.