2.2 KiB
'mesh' Dialect
The mesh dialect contains a set of attributes, operations and interfaces that
are useful for representing sharding and communication on a device mesh
cluster.
[TOC]
Collective Communication Operations
There are a number of operations in the Mesh dialect to facilitate communication between devices in a mesh. It is assumed that the user is familiar with collective operations. Wikipedia has a good explanation. The main addition is that the collectives in this dialect have mesh semantics.
Device groups
The operation attributes mesh and mesh_axes specifies a list of device mesh
axes that partition the devices into disjoint groups.
The collective operation is performed between devices in the same group.
Devices that have the same coordinates outside of axes mesh_axes are in the
same group.
A group is described by its multi-index along the axes outside of mesh_axes.
For example if we have a device mesh of size 2x3x4x5 and the partition mesh
axes list is [0, 1] then devices are partitioned into the groups
{ { (i, j, k, m) | 0<=i<2, 0<=j<3 } | 0<=k<4, 0<=m<5 }.
The device groups would be { (k, m) | 0<=k<4, 0<=m<5 }.
Devices (1, 0, 2, 3) and (1, 1, 2, 3) will be in the same group.
Device (1, 0, 2, 4) will be in another group.
Some collective operations like all-to-all and all-gather care about the
order of devices.
The order of device in a device group is induced by the order of axes in
mesh_axes.
The axes are ordered from outer to inner.
If we have an axis list [3, 1] then device (i, 1, k, 0) will precede
both devices (i, 0, k, 1) and (i, 2, k, 0).
In-group Device
Some operations like broadcast, scatter and send specify devices in each
device-group.
These devices are represented with their multi-index over the mesh axes that
are not constant within a device group.
These are the axes specified by mesh_axes attribute.
For Example on a 3D mesh an operation with mesh_axes = [0, 2] would specify
an in-group device with (i, j). Then for each group with index g on the
second axis, the in-group device would be (i, g, j).
Operations
[include "Dialects/MeshOps.md"]
Attributes
[include "Dialects/MeshAttributes.md"]