'vmvx' Dialectlink

Vector extensions to the IREE VM.

This is a reference dialect representing a simple IREE VM-based linear algebra module that is used as a library at runtime. The ops in this dialect map (roughly) 1:1 with the exported functions in the runtime module.

See vmvx.imports.mlir for the full list of exported functions.

Operationslink

ABI opslink

`vmvx.binary` (VMVX::BinaryOp)link

Performs a strided elementwise operation on two same-rank buffers

Syntax:

operation ::= `vmvx.binary` `op` `` `(` $opcode `:` $element_type `)`
              `lhs` `` `(` $lhs_buffer `offset` $lhs_offset `strides` `[` $lhs_strides `]` `:` type($lhs_buffer) `)`
              `rhs` `` `(` $rhs_buffer `offset` $rhs_offset `strides` `[` $rhs_strides `]` `:` type($rhs_buffer) `)`
              `out` `` `(` $out_buffer `offset` $out_offset `strides` `[` $out_strides `]` `:` type($out_buffer) `)`
              `sizes` `` `(` $sizes `)`
              attr-dict

Performs the operation in-place as if:

  OUT = OP(LHS, RHS)

Where OP is a concrete operation name as defined in ukernel/elementwise.h

Traits: SameVariadicOperandSize

Attributes:link

Attribute	MLIR Type	Description
`opcode`	::mlir::StringAttr	string attribute
`element_type`	::mlir::TypeAttr	type attribute of 8-bit signless integer or 16-bit signless integer or 32-bit signless integer or 64-bit signless integer or 32-bit float or 64-bit float

Operands:link

Operand	Description
`lhs_buffer`	a reference counted byte buffer
`lhs_offset`	index
`lhs_strides`	variadic of index
`rhs_buffer`	a reference counted byte buffer
`rhs_offset`	index
`rhs_strides`	variadic of index
`out_buffer`	a reference counted byte buffer
`out_offset`	index
`out_strides`	variadic of index
`sizes`	variadic of index

`vmvx.copy` (VMVX::CopyOp)link

Copy from one buffer to another

Syntax:

operation ::= `vmvx.copy` `in` `` `(` $in_buffer `offset` $in_offset `strides` `[` $in_strides `]` `:` type($in_buffer) `)`
              `out` `` `(` $out_buffer `offset` $out_offset `strides` `[` $out_strides `]` `:` type($out_buffer) `)`
              `sizes` `` `(` $sizes `)`
              `:` $element_type
              attr-dict

Traits: SameVariadicOperandSize

Attributes:link

Attribute	MLIR Type	Description
`element_type`	::mlir::TypeAttr	type attribute of 8-bit signless integer or 16-bit signless integer or 32-bit signless integer or 64-bit signless integer or 32-bit float or 64-bit float

Operands:link

Operand	Description
`in_buffer`	a reference counted byte buffer
`in_offset`	index
`in_strides`	variadic of index
`out_buffer`	a reference counted byte buffer
`out_offset`	index
`out_strides`	variadic of index
`sizes`	variadic of index

`vmvx.fill2d` (VMVX::Fill2DOp)link

Fill a tile with a scalar

Syntax:

operation ::= `vmvx.fill2d` `scalar` `` `(` $scalar `:` type($scalar) `)`
              `out` `` `(` $out_buffer `offset` $out_offset `row_stride` $out_row_stride `:` type($out_buffer) `)`
              `sizes` `` `(` $m `,` $n `)`
              attr-dict

Fills a tile with dimensions [m, n] with a scalar.

Operands:link

Operand	Description
`scalar`	8-bit signless integer or 16-bit signless integer or 32-bit signless integer or 64-bit signless integer or 32-bit float or 64-bit float
`out_buffer`	a reference counted byte buffer
`out_offset`	index
`out_row_stride`	index
`m`	index
`n`	index

`vmvx.unary` (VMVX::UnaryOp)link

Performs a strided elementwise unary operation

Syntax:

operation ::= `vmvx.unary` `op` `` `(` $opcode `:` $element_type `)`
              `in` `` `(` $in_buffer `offset` $in_offset `strides` `[` $in_strides `]` `:` type($in_buffer) `)`
              `out` `` `(` $out_buffer `offset` $out_offset `strides` `[` $out_strides `]` `:` type($out_buffer) `)`
              `sizes` `` `(` $sizes `)`
              attr-dict

Performs the operation in-place as if:

  OUT = OP(IN)

Where OP is a concrete operation name as defined in ukernel/elementwise.h

Traits: SameVariadicOperandSize

Attributes:link

Attribute	MLIR Type	Description
`opcode`	::mlir::StringAttr	string attribute
`element_type`	::mlir::TypeAttr	type attribute of 8-bit signless integer or 16-bit signless integer or 32-bit signless integer or 64-bit signless integer or 32-bit float or 64-bit float

Operands:link

Operand	Description
`in_buffer`	a reference counted byte buffer
`in_offset`	index
`in_strides`	variadic of index
`out_buffer`	a reference counted byte buffer
`out_offset`	index
`out_strides`	variadic of index
`sizes`	variadic of index

Utility opslink

`vmvx.get_buffer_descriptor` (VMVX::GetBufferDescriptorOp)link

Late binds a base buffer/offset/strides

Syntax:

operation ::= `vmvx.get_buffer_descriptor` $source `:` type($source) `->` type(results) attr-dict

Queries a base buffer, offset and strides. This op is late bound to its source (alloca, binding, etc), allowing additional layers of transformations to be added as lowering progresses (or for buffers to be combined).

This op has canonicalization rules which will bubble it up through the view stack. A final reconciliation pass is used explicitly to bind it to concrete sources.

Traits: AlwaysSpeculatableImplTrait, SameVariadicResultSize

Interfaces: ConditionallySpeculatable, NoMemoryEffect (MemoryEffectOpInterface)

Effects: MemoryEffects::Effect{}

Operands:link

Operand	Description
`source`	memref of any type values

Results:link

Result	Description
`base_buffer`	a reference counted byte buffer
`offset`	index
`sizes`	variadic of index
`strides`	variadic of index

`vmvx.get_raw_interface_binding_buffer` (VMVX::GetRawInterfaceBindingBufferOp)link

Gets the raw buffer associated with a binding

Syntax:

operation ::= `vmvx.get_raw_interface_binding_buffer` `layout` `(` $layout `)`
              `binding` `(` $binding `)`
              attr-dict

Normally, a slice of a binding buffer is returned via hal.interface.binding.subspan. However, the normal VMVX lowering flow for this presumes that the result is a memref, and upon final conversion, it will offset the memref automatically to make it consistent.

This op is used in situations where earlier in a lowering, we have fully resolved the binding to a buffer and would just like the raw backing buffer as passed to the interface.

Traits: AlwaysSpeculatableImplTrait

Interfaces: ConditionallySpeculatable, NoMemoryEffect (MemoryEffectOpInterface)

Effects: MemoryEffects::Effect{}

Attributes:link

Attribute	MLIR Type	Description
`layout`	::mlir::iree_compiler::IREE::HAL::PipelineLayoutAttr	executable entry point layout specification
`binding`	::mlir::IntegerAttr	index attribute

Results:link

Result	Description
`buffer`	a reference counted byte buffer

Enumslink

AccessScopeBitfieldlink

valid AccessScope

Cases:link

Symbol	Value	String
None	`0`	None
IndirectCommandRead	`1`	IndirectCommandRead
ConstantRead	`2`	ConstantRead
DispatchRead	`4`	DispatchRead
DispatchWrite	`8`	DispatchWrite
TransferRead	`16`	TransferRead
TransferWrite	`32`	TransferWrite
HostRead	`64`	HostRead
HostWrite	`128`	HostWrite
MemoryRead	`256`	MemoryRead
MemoryWrite	`512`	MemoryWrite

BufferUsageBitfieldlink

valid BufferUsage

Cases:link

Symbol	Value	String
None	`0`	None
TransferSource	`1`	TransferSource
TransferTarget	`2`	TransferTarget
Transfer	`3`	Transfer
DispatchIndirectParams	`256`	DispatchIndirectParams
DispatchUniformRead	`512`	DispatchUniformRead
DispatchStorageRead	`1024`	DispatchStorageRead
DispatchStorageWrite	`2048`	DispatchStorageWrite
DispatchStorage	`3072`	DispatchStorage
DispatchImageRead	`4096`	DispatchImageRead
DispatchImageWrite	`8192`	DispatchImageWrite
DispatchImage	`12288`	DispatchImage
SharingExport	`65536`	SharingExport
SharingReplicate	`131072`	SharingReplicate
SharingConcurrent	`262144`	SharingConcurrent
SharingImmutable	`524288`	SharingImmutable
MappingScoped	`16777216`	MappingScoped
MappingPersistent	`33554432`	MappingPersistent
MappingOptional	`67108864`	MappingOptional
MappingAccessRandom	`134217728`	MappingAccessRandom
MappingAccessSequentialWrite	`268435456`	MappingAccessSequentialWrite
Mapping	`150994944`	Mapping

CallingConventionlink

Calling conversions for linked functions

Cases:link

Symbol	Value	String
Default	`0`	Default

CollectiveElementTypelink

valid CollectiveElementType

Cases:link

Symbol	Value	String
Sint8	`0`	si8
Uint8	`1`	ui8
Sint16	`2`	si16
Uint16	`3`	ui16
Sint32	`4`	si32
Uint32	`5`	ui32
Sint64	`6`	si64
Uint64	`7`	ui64
Float16	`8`	f16
Float32	`9`	f32
Float64	`10`	f64
BFloat16	`11`	bf16

CollectiveKindlink

valid CollectiveKind

Cases:link

Symbol	Value	String
AllGather	`0`	all_gather
AllReduce	`1`	all_reduce
AllToAll	`2`	all_to_all
Broadcast	`3`	broadcast
Reduce	`4`	reduce
ReduceScatter	`5`	reduce_scatter
Send	`6`	send
Recv	`7`	recv
SendRecv	`8`	send_recv

CollectiveReductionOplink

valid CollectiveReductionOp

Cases:link

Symbol	Value	String
None	`0`	none
ReductionSum	`1`	sum
ReductionProduct	`2`	product
ReductionMinimum	`3`	minimum
ReductionMaximum	`4`	maximum
ReductionAverage	`5`	average

CommandBufferModeBitfieldlink

valid CommandBufferMode

Cases:link

Symbol	Value	String
None	`0`	None
OneShot	`1`	OneShot
AllowInlineExecution	`16`	AllowInlineExecution

CommandCategoryBitfieldlink

valid CommandCategory

Cases:link

Symbol	Value	String
None	`0`	None
Transfer	`1`	Transfer
Dispatch	`2`	Dispatch

DescriptorFlagslink

valid Descriptor flags

Cases:link

Symbol	Value	String
None	`0`	None
ReadOnly	`1`	ReadOnly
Indirect	`2`	Indirect

DispatchFlagslink

valid dispatch flags

Cases:link

Symbol	Value	String
None	`0`	None
Reserved	`1`	Reserved

ExecutionBarrierFlagBitfieldlink

valid ExecutionBarrierFlag

Cases:link

Symbol	Value	String
None	`0`	None
Reserved	`1`	Reserved

ExecutionStageBitfieldlink

valid ExecutionStage

Cases:link

Symbol	Value	String
None	`0`	None
CommandIssue	`1`	CommandIssue
CommandProcess	`2`	CommandProcess
Dispatch	`4`	Dispatch
Transfer	`8`	Transfer
CommandRetire	`16`	CommandRetire
Host	`32`	Host

FenceFlagBitfieldlink

valid FenceFlag

Cases:link

Symbol	Value	String
None	`0`	None
Reserved	`1`	Reserved

MemoryAccessBitfieldlink

valid MemoryAccess

Cases:link

Symbol	Value	String
None	`0`	None
Read	`1`	Read
Write	`2`	Write
Discard	`4`	Discard
MayAlias	`8`	MayAlias
Unaligned	`16`	Unaligned
Any	`32`	Any

MemoryModellink

IREE HAL MemoryModel

Cases:link

Symbol	Value	String
Unified	`0`	Unified
Discrete	`1`	Discrete

MemoryTypeBitfieldlink

valid MemoryType

Cases:link

Symbol	Value	String
None	`0`	None
Optimal	`1`	Optimal
HostVisible	`2`	HostVisible
HostCoherent	`4`	HostCoherent
HostCached	`8`	HostCached
HostLocal	`70`	HostLocal
DeviceVisible	`16`	DeviceVisible
DeviceLocal	`48`	DeviceLocal

PipelineLayoutFlagslink

valid PipelineLayout flags

Cases:link

Symbol	Value	String
None	`0`	None
Indirect	`1`	Indirect

DescriptorTypelink

valid DescriptorType

Cases:link

Symbol	Value	String
UniformBuffer	`6`	uniform_buffer
StorageBuffer	`7`	storage_buffer

'vmvx' Dialectlink

Operationslink

ABI opslink

vmvx.binary (VMVX::BinaryOp)link

Attributes:link

Operands:link

vmvx.copy (VMVX::CopyOp)link

Attributes:link

Operands:link

vmvx.fill2d (VMVX::Fill2DOp)link

Operands:link

vmvx.unary (VMVX::UnaryOp)link

Attributes:link

Operands:link

Utility opslink

vmvx.get_buffer_descriptor (VMVX::GetBufferDescriptorOp)link

Operands:link

Results:link

vmvx.get_raw_interface_binding_buffer (VMVX::GetRawInterfaceBindingBufferOp)link

Attributes:link

Results:link

Enumslink

AccessScopeBitfieldlink

Cases:link

BufferUsageBitfieldlink

Cases:link

CallingConventionlink

Cases:link

CollectiveElementTypelink

Cases:link

CollectiveKindlink

Cases:link

CollectiveReductionOplink

Cases:link

CommandBufferModeBitfieldlink

Cases:link

CommandCategoryBitfieldlink

Cases:link

DescriptorFlagslink

Cases:link

DispatchFlagslink

Cases:link

ExecutionBarrierFlagBitfieldlink

Cases:link

ExecutionStageBitfieldlink

Cases:link

FenceFlagBitfieldlink

Cases:link

MemoryAccessBitfieldlink

Cases:link

MemoryModellink

Cases:link

MemoryTypeBitfieldlink

Cases:link

PipelineLayoutFlagslink

Cases:link

DescriptorTypelink

Cases:link

`vmvx.binary` (VMVX::BinaryOp)link

`vmvx.copy` (VMVX::CopyOp)link

`vmvx.fill2d` (VMVX::Fill2DOp)link

`vmvx.unary` (VMVX::UnaryOp)link

`vmvx.get_buffer_descriptor` (VMVX::GetBufferDescriptorOp)link

`vmvx.get_raw_interface_binding_buffer` (VMVX::GetRawInterfaceBindingBufferOp)link