Collective Operations#
oneCCL specification defines the following collective communication operations:
These operations are collective, meaning that all participants (ranks) of oneCCL communicator should make a call. The order of collective operation calls should be the same across all ranks.
communicator
shall provide the ability to perform communication operations either on host or device memory buffers depending on the device
used to create the communicator. Additionally, communication operations shall accept an execution context (stream) and may accept a vector of events that the communication operation should depend on, that is, input dependencies. The output event
object shall provide the ability to track the progress of the operation.
Note
Support for handling of input events is optional
BufferType
is used below to define the C++ type of elements in data buffers (buf
, send_buf
and recv_buf
) of communication operations. At least the following types shall be supported: [u]int{8/16/32/64}_t
, float
, double
. The explicit datatype
parameter shall be used to enable data types which cannot be inferred from the function arguments.
Note
See also: Custom Datatypes
The communication operation accepts a stream
object. If a communicator is created from native_device_type
, then the stream shall translate to native_stream_type
created from the corresponding device.
The communication operation may accept attribute object. If that parameter is missed, then the default attribute object is used (default_<operation_name>_attr). The default attribute object shall be provided by the library.
Note
See also: Operation Attributes
If the arguments provided to a communication operation call do not comply to the requirements of the operation, the behavior is undefined unless it is specified otherwise.
Allgatherv#
Allgatherv is a collective communication operation that collects data from all the ranks within a communicator into a single buffer. Different ranks may contribute segments of different sizes. The resulting data in the output buffer must be the same for each rank.
Allgatherv is in place when send_buf == recv_buf + rank_offset
, where
rank_offset = sum (recv_counts[i])
, for all i < rank
.
template<class BufferType>
event ccl::allgatherv(const BufferType* send_buf,
size_t send_count,
BufferType* recv_buf,
const vector_class<size_t>& recv_counts,
const communicator& comm,
const stream& stream,
const allgatherv_attr& attr = default_allgatherv_attr,
const vector_class<event>& deps = {});
event ccl::allgatherv(const void* send_buf,
size_t send_count,
void* recv_buf,
const vector_class<size_t>& recv_counts,
datatype dtype,
const communicator& comm,
const stream& stream,
const allgatherv_attr& attr = default_allgatherv_attr,
const vector_class<event>& deps = {});
- send_buf
the buffer with
send_count
elements ofBufferType
that stores local data to be gathered- send_count
the number of elements of type
BufferType
insend_buf
- recv_buf [out]
the buffer to store the gathered result, must be large enough to hold values from all ranks
- recv_counts
- an array with the number of elements of type
BufferType
to be received from each rankthe array’s size must be equal to the number of ranksthe values in the array are expected to be the same for all ranksthe value at the position of the caller’s rank must be equal tosend_count
- dtype
- the datatype of elements in
send_buf
andrecv_buf
must be skipped ifBufferType
can be inferredotherwise must be passed explicitly - comm
the communicator that defines a group of ranks for the operation
- stream
the stream associated with the operation
- attr
optional attributes to customize the operation
- deps
an optional vector of the events that the operation should depend on
- return
event
an object to track the progress of the operation
Allreduce#
Allreduce is a collective communication operation that performs the global reduction operation on values from all ranks of communicator and distributes the result back to all ranks.
Allreduce is in-place when send_buf == recv_buf
.
template <class BufferType>
event ccl::allreduce(const BufferType* send_buf,
BufferType* recv_buf,
size_t count,
reduction rtype,
const communicator& comm,
const stream& stream,
const allreduce_attr& attr = default_allreduce_attr,
const vector_class<event>& deps = {});
event ccl::allreduce(const void* send_buf,
void* recv_buf,
size_t count,
reduction rtype,
datatype dtype,
const communicator& comm,
const stream& stream,
const allreduce_attr& attr = default_allreduce_attr,
const vector_class<event>& deps = {});
- send_buf
the buffer with
count
elements ofBufferType
that stores local data to be reduced- recv_buf [out]
the buffer to store the reduced result, must have the same dimension as
send_buf
- count
the number of elements of type
BufferType
insend_buf
andrecv_buf
- rtype
the type of the reduction operation to be applied
- dtype
- the datatype of elements in
send_buf
andrecv_buf
must be skipped ifBufferType
can be inferredotherwise must be passed explicitly - comm
the communicator that defines a group of ranks for the operation
- stream
the stream associated with the operation
- attr
optional attributes to customize the operation
- deps
an optional vector of the events that the operation should depend on
- return
event
an object to track the progress of the operation
Alltoallv#
Alltoall is a collective communication operation in which each rank sends separate blocks of data to each rank. Block sizes may differ. The j-th block of send buffer sent from the i-th rank is received by the j-th rank and is placed in the i-th block of receive buffer.
template <class BufferType>
event ccl::alltoallv(const BufferType* send_buf,
const vector_class<size_t>& send_counts,
BufferType* recv_buf,
const vector_class<size_t>& recv_counts,
const communicator& comm,
const stream& stream,
const alltoallv_attr& attr = default_alltoallv_attr,
const vector_class<event>& deps = {});
event ccl::alltoallv(const void* send_buf,
const vector_class<size_t>& send_counts,
void* recv_buf,
const vector_class<size_t>& recv_counts,
datatype dtype,
const communicator& comm,
const stream& stream,
const alltoallv_attr& attr = default_alltoallv_attr,
const vector_class<event>& deps = {});
- send_buf
the buffer with elements of
BufferType
that stores local blocks to be sent to each rank- send_counts
- an array with number of elements of type
BufferType
in the blocks sent for each rankthe array’s size must be equal to the number of ranksthe values at the position of the caller’s rank insend_counts
andrecv_counts
must be equal - recv_buf [out]
the buffer to store the received result, must be large enough to hold blocks from all ranks
- recv_counts
- an array with number of elements of type
BufferType
in the blocks received from each rankthe array’s size must be equal to the number of ranksthe values at the position of the caller’s rank insend_counts
andrecv_counts
must be equal - dtype
- the datatype of elements in
send_buf
andrecv_buf
must be skipped ifBufferType
can be inferredotherwise must be passed explicitly - comm
the communicator that defines a group of ranks for the operation
- stream
the stream associated with the operation
- attr
optional attributes to customize the operation
- deps
an optional vector of the events that the operation should depend on
- return
event
an object to track the progress of the operation
Barrier#
Barrier synchronization is performed across all ranks of the communicator and it is completed only after all the ranks in the communicator have called it.
event ccl::barrier(const communicator& comm,
const stream& stream,
const barrier_attr& attr = default_barrier_attr,
const vector_class<event>& deps = {});
- comm
the communicator that defines a group of ranks for the operation
- stream
the stream associated with the operation
- attr
optional attributes to customize the operation
- deps
an optional vector of the events that the operation should depend on
- return
event
an object to track the progress of the operation
Broadcast#
Broadcast is a collective communication operation that broadcasts data from one rank of communicator (denoted as root) to all other ranks.
template <class BufferType>
event ccl::broadcast(BufferType* buf,
size_t count,
int root,
const communicator& comm,
const stream& stream,
const broadcast_attr& attr = default_broadcast_attr,
const vector_class<event>& deps = {});
event ccl::broadcast(void* buf,
size_t count,
datatype dtype,
int root,
const communicator& comm,
const stream& stream,
const broadcast_attr& attr = default_broadcast_attr,
const vector_class<event>& deps = {});
- buf [in,out]
- the buffer with
count
elements ofBufferType
serves assend_buf
for root and asrecv_buf
for other ranks - count
the number of elements of type
BufferType
inbuf
- root
the rank that broadcasts
buf
- dtype
- the datatype of elements in
buf
must be skipped ifBufferType
can be inferredotherwise must be passed explicitly - comm
the communicator that defines a group of ranks for the operation
- stream
the stream associated with the operation
- attr
optional attributes to customize the operation
- deps
an optional vector of the events that the operation should depend on
- return
event
an object to track the progress of the operation
Reduce#
Reduce is a collective communication operation that performs the global reduction operation on values from all ranks of the communicator and returns the result to the root rank.
Reduce is in-place when send_buf == recv_buf
.
template <class BufferType>
event ccl::reduce(const BufferType* send_buf,
BufferType* recv_buf,
size_t count,
reduction rtype,
int root,
const communicator& comm,
const stream& stream,
const reduce_attr& attr = default_reduce_attr,
const vector_class<event>& deps = {});
event ccl::reduce(const void* send_buf,
void* recv_buf,
size_t count,
datatype dtype,
reduction rtype,
int root,
const communicator& comm,
const stream& stream,
const reduce_attr& attr = default_reduce_attr,
const vector_class<event>& deps = {});
- send_buf
the buffer with
count
elements ofBufferType
that stores local data to be reduced- recv_buf [out]
- the buffer to store the reduced result, must have the same dimension as
send_buf
.Used by theroot
rank only, ignored by other ranks. - count
the number of elements of type
BufferType
insend_buf
andrecv_buf
- rtype
the type of the reduction operation to be applied
- root
the rank that gets the result of the reduction
- dtype
- the datatype of elements in
send_buf
andrecv_buf
must be skipped ifBufferType
can be inferredotherwise must be passed explicitly - comm
the communicator that defines a group of ranks for the operation
- stream
the stream associated with the operation
- attr
optional attributes to customize the operation
- deps
an optional vector of the events that the operation should depend on
- return
event
an object to track the progress of the operation
ReduceScatter#
Reduce-scatter is a collective communication operation that performs the global reduction operation on values from all ranks of the communicator and scatters the result in blocks back to all ranks.
ReduceScatter is in-place when recv_buf == send_buf + rank * recv_count
template <class BufferType>
event ccl::reduce_scatter(const BufferType* send_buf,
BufferType* recv_buf,
size_t recv_count,
reduction rtype,
const communicator& comm,
const stream& stream,
const reduce_scatter_attr& attr = default_reduce_scatter_attr,
const vector_class<event>& deps = {});
event ccl::reduce_scatter(const void* send_buf,
void* recv_buf,
size_t recv_count,
datatype dtype,
reduction rtype,
const communicator& comm,
const stream& stream,
const reduce_scatter_attr& attr = default_reduce_scatter_attr,
const vector_class<event>& deps = {});
- send_buf
the buffer with
comm_size
*count
elements ofBufferType
that stores local data to be reduced- recv_buf [out]
the buffer to store the result block containing
recv_count
elements of typeBufferType
- recv_count
the number of elements of type
BufferType
in the received block- rtype
the type of the reduction operation to be applied
- dtype
- the datatype of elements in
send_buf
andrecv_buf
must be skipped ifBufferType
can be inferredotherwise must be passed explicitly - comm
the communicator that defines a group of ranks for the operation
- stream
the stream associated with the operation
- attr
optional attributes to customize the operation
- deps
an optional vector of the events that the operation should depend on
- return
event
an object to track the progress of the operation
Point-To-Point Operations#
OneCCL specification defines the following point-to-point operations:
Send
Recv
In point-to-point communication, two ranks participate in the communication so when a process sends data to a peer rank,
the peer rank needs to post a recv
call with the same datatype and count as the sending rank.
The current specification only supports blocking send
and recv
and does not support for multiple send
and receive
operations to proceed concurrently.
In the send
operation, the peer specifies the destination process, while in the recv operation peer specifies the source process.
As with the collective operations, the communicator can perform communication operations on host or device memory buffers depending on the device used to create the communicator. Additionally, communication operations accept an execution context (stream) and may accept a vector of events on which the communication operation should depend, that is, input dependencies. The output event object provides the ability to track the operation’s progress.
Note
Support for the handling of input events is optional.
BufferType is used below to define the C++ type of elements in communication operations’ data buffers
(buf
, send_buf
, and recv_buf
). At least the following types should be supported: [u]int{8/16/32/64}_t, float, double
.
The explicit datatype parameter enable data types that cannot be inferred from the function arguments.
For more information, see Custom Datatypes.
The communication operation accepts a stream object. If a communicator is created from native_device_type
,
then the stream translates to native_stream_type
created from the corresponding device.
The communication operation may accept attribute objects. If that parameter is missed, then the default attribute object is used
(default_<operation_name>_attr
). The default attribute object is provided by the library.
For more information, see Operation Attributes.
If the arguments provided to a communication operation call do not comply with the requirements of the operation, the behavior is undefined, unless otherwise specified.
Send#
A blocking point-to-point communication operation that sends the data in a buf to a peer rank.
template <class BufferType,
event CCL_API send(BufferType *buf,
size_t count,
int peer,
const communicator &comm,
const stream &stream,
const pt2pt_attr &attr = default_pt2pt_attr,
const vector_class<event>& deps = {});
event CCL_API send(void *buf,
size_t count,
datatype dtype,
int peer,
const communicator &comm,
const stream &stream,
const pt2pt_attr &attr = default_pt2pt_attr,
const vector_class<event> &deps = {});
- buf
the buffer with count elements of
dtype
that contains the data to be sent- count
the number of elements of type dtype in buf
- dtype
the datatype of elements in buf must be skipped if
BufferType
can be inferred otherwise must be passed explicitly- peer
the destination rank
- comm
the communicator that defines a group of ranks for the operation
- stream
the stream associated with the operation
- attr
optional attributes to customize the operation
- deps
an optional vector of the events that the operation should depend on
- return event
an object to track the progress of the operation
Recv#
A blocking point-to-point communication operation that receives the data in a buf from a peer rank.
template <class BufferType,
event CCL_API recv(BufferType *buf,
size_t count,
int peer,
const communicator &comm,
const stream &stream,
const pt2pt_attr &attr = default_pt2pt_attr,
const vector_class<event> &deps = {});
event CCL_API send(void *buf,
size_t count,
datatype dtype,
int peer,
const communicator &comm,
const stream &stream,
const pt2pt_attr &attr = default_pt2pt_attr,
const vector_class<event> &deps = {});
- buf [out]
the buffer with count elements of dtype that contains the data to be sent
- count
the number of elements of type dtype in buf
- dtype
the datatype of elements in buf must be skipped if
BufferType
can be inferred otherwise must be passed explicitly- peer
the destination rank
- comm
the communicator that defines a group of ranks for the operation
- stream
The stream associated with the operation
- attr
optional attributes to customize the operation
- deps
an optional vector of the events that the operation should depend on
- return event
object to track the progress of the operation