Details:
- Renamed bli_env_get_nway() -> bli_thread_get_env().
- Added bli_thread_set_env() to allow setting environment variables
pertaining to multithreading, such as BLIS_JC_NT or BLIS_NUM_THREADS.
- Added the following convenience wrapper routines:
bli_thread_get_jc_nt()
bli_thread_get_ic_nt()
bli_thread_get_jr_nt()
bli_thread_get_ir_nt()
bli_thread_get_num_threads()
bli_thread_set_jc_nt()
bli_thread_set_ic_nt()
bli_thread_set_jr_nt()
bli_thread_set_ir_nt()
bli_thread_set_num_threads()
- Added #include "errno.h" to bli_system.h.
- This commit addresses issue #140.
- Thanks to Chris Goodyer for inspiring these updates.
Details:
- Defined bli_gemmbp_cntl_create(), bli_gemmpb_cntl_create(), with the
body of bli_gemm_cntl_create() replaced with a call to the former.
- Defined bli_cntl_free_w_thrinfo(), bli_cntl_free_wo_thrinfo(). Now,
bli_cntl_free() can check if the thread parameter is NULL, and if so,
call the latter, and otherwise call the former.
- Defined bli_gemm1mbp_cntx_init(), bli_gemm1mpb_cntx_init(), both in
terms of bli_gemm1mxx_cntx_init(), which behaves the same as
bli_gemm1m_cntx_init() did before, except that an extra bool parameter
(is_pb) is used to support both bp and pb algorithms (including to
support the anti-preference field described below).
- Added support for "anti-preference" in context. The anti_pref field,
when true, will toggle the boolean return value of routines such as
bli_cntx_l3_ukr_eff_prefers_storage_of(), which has the net effect of
causing BLIS to transpose the operation to achieve disagreement (rather
than agreement) between the storage of C and the micro-kernel output
preference. This disagreement is needed for panel-block implementations,
since they induce a transposition of the suboperation immediately before
the macro-kernel is called, which changes the apparent storage of C. For
now, anti-preference is used only with the pb algorithm for 1m (and not
with any other non-1m implementation).
- Defined new functions,
bli_cntx_l3_ukr_eff_prefers_storage_of()
bli_cntx_l3_ukr_eff_dislikes_storage_of()
bli_cntx_l3_nat_ukr_eff_prefers_storage_of()
bli_cntx_l3_nat_ukr_eff_dislikes_storage_of()
which are identical to their non-"eff" (effectively) counterparts except
that they take the anti-preference field of the context into account.
- Explicitly initialize the anti-pref field to FALSE in
bli_gks_cntx_set_l3_nat_ukr_prefs().
- Added bli_gemm_ker_var1.c, which implements a panel-block macro-kernel
in terms of the existing block-panel macro-kernel _ker_var2(). This
technique requires inducing transposes on all operands and swapping
the A and B.
- Changed bli_obj_induce_trans() macro so that pack-related fields are
also changed to reflect the induced transposition.
- Added a temporary hack to bli_l3_3m4m1m_oapi.c that allows us to easily
specify the 1m algorithm (block-panel or panel-block).
- Renamed the following cntx_t-related macros:
bli_cntx_get_pack_schema_a() -> bli_cntx_get_pack_schema_a_block()
bli_cntx_get_pack_schema_b() -> bli_cntx_get_pack_schema_b_panel()
bli_cntx_get_pack_schema_c() -> bli_cntx_get_pack_schema_c_panel()
and updated all instantiations. Also updated the field names in the
cntx_t struct.
- Comment updates.
Details:
- Implemented the 1m method for inducing complex domain matrix
multiplication. 1m support has been added to all level-3 operations,
including trsm, and is now the default induced method when native
complex domain gemm microkernels are omitted from the configuration.
- Updated _cntx_init() operations to take a datatype parameter. This was
needed for the corresponding function for 1m (because 1m requires us
to choose between column-oriented or row-oriented execution, which
requires us to query the context for the storage preference of the
gemm microkernel, which requires knowing the datatype) but I decided
that it made sense for consistency to add the parameter to all other
cntx initialization functions as well, even though those functions
don't use the parameter.
- Updated bli_cntx_set_blkszs() and bli_gks_cntx_set_blkszs() to take
a second scalar for each blocksize entry. The semantic meaning of the
two scalars now is that the first will scale the default blocksize
while the second will scale the maximum blocksize. This allows scaling
the two independently, and was needed to support 1m, which requires
scaling for a register blocksize but not the register storage
blocksize (ie: "packdim") analogue.
- Deprecated bli_blksz_reduce_dt_to() and defined two new functions,
bli_blksz_reduce_def_to() and bli_blksz_reduce_max_to(), for reducing
default and maximum blocksizes to some desired blocksize multiple.
These functions are needed in the updated definitions of
bli_cntx_set_blkszs() and bli_gks_cntx_set_blkszs().
- Added support for the 1e and 1r packing schemas to packm, including
1e/1r packing kernels.
- Added a minor optimization to bli_gemm_ker_var2() that allows, under
certain circumstances (specifically, real domain beta and row- or
column-stored matrix C), the real domain macrokernel and microkernel
to be called directly, rather than using the virtual microkernel
via the complex domain macrokernel, which carries a slight additional
amount of overhead.
- Added 1m support to the testsuite.
- Added 1m support to Makefile and runme.sh in test/3m4m. Also simplified
some code in test_gemm.c driver.
Details:
- Updated the changes introduced in 618f433 so that the strides of the
temporary microtile ct used in the macrokernels is determined based
on the storage preference of the microkernel (via the new functions
below), rather than the strides of c. In almost all cases, presently,
this change results in no net effect, as a high-level optimization
in the _front() functions aligns the storage of c to that of the
microkernel's preference. However, I encountered some cases where
this is not always the case in some development code that has yet
to be committed, and therefore I'm generalizing the framework code
in advance.
- Defined two new functions in bli_cntx.c:
bli_cntx_l3_ukr_prefers_rows_dt()
bli_cntx_l3_ukr_prefers_cols_dt()
which return bool_t's based on the current micro-kernel's storage
preferences. For induced methods, the preference of the underlying
real domain microkernel is returned.
- Updated definition of bli_cntx_l3_ukr_dislikes_storage_of(), and
by proxy bli_cntx_l3_ukr_prefers_storage_of(), to be in terms of
the above functions, rather than querying the preferences of the
native microkernel directly (which did the wrong thing for induced
methods).
- Number of threads is determined by BLIS_NUM_THREADS or OMP_NUM_THREADS, but can be overridden by BLIS_XX_NT as before.
- Threads are assigned to loops (ic, jc, ir, and jc) automatically by weighted partitioning and heuristics, both of which are tunable via bli_kernel.h.
- All level-3 BLAS covered.
Details:
- Relocated membrk_t definition from bli_membrk.h to bli_type_defs.h.
- Moved #include of bli_malloc.h from blis.h to bli_type_defs.h.
- Removed standalone mtx_t and mutex_t typedefs in bli_type_defs.h.
- Moved #include of bli_mutex.h from bli_thread.h to bli_typedefs.h.
- The redundant typedefs of membrk_t and mtx_t caused a warning on some C
compilers. Thanks to Tyler Smith for reporting this issue.
Details:
- Removed frame/base/bli_mem.c and frame/include/bli_auxinfo_macro_defs.h,
both of which were renamed/removed in 701b9aa. For some reason, these
files survived when the compose branch was merged back into master.
(Clearly, git's merging algorithm is not perfect.)
- Removed frame/base/bli_mem.c.prev (an artifact of the long-ago changed
memory allocator that I was keeping around for no particular reason).
Details:
- Fixed a bug that would manifest in the form of a segmentation fault
in bli_cntl_free() when calling any level-3 operation on an empty
output matrix (ie: m = n = 0). Specifically, the code previously
assumed that the entire control tree was built prior to it being
freed. However, if the level-3 operation performs an early exit, the
control tree will be incomplete, and this scenario is now handled.
Thanks to Elmar Peise for reporting this bug.
Details:
- Fixed a bug in bli_free_align() caused by failing to handle NULL pointers
up-front, which led to performing pointer arithmetic on NULL pointers in
order to free the address immediately before the pointer. Thanks to Devin
Matthews for reporting this bug.
Details:
- Moved amaxv from being a utility operation to being a level-1v operation.
This includes the establishment of a new amaxv kernel to live beside all
of the other level-1v kernels.
- Added two new functions to bli_part.c:
bli_acquire_mij()
bli_acquire_vi()
The first acquires a scalar object for the (i,j) element of a matrix,
and the second acquires a scalar object for the ith element of a vector.
- Added integer support to bli_getsc level-0 operation. This involved
adding integer support to the bli_*gets level-0 scalar macros.
- Added a new test module to test amaxv as a level-1v operation. The test
module works by comparing the value identified by bli_amaxv() to the
the value found from a reference-like code local to the test module
source file. In other words, it (intentionally) does not guarantee the
same index is found; only the same value. This allows for different
implementations in the case where a vector contains two or more elements
containing exactly the same floating point value (or values, in the case
of the complex domain).
- Removed the directory frame/include/old/.
Details:
- Implemented Ricardo Magana's distributed thread info/communicator
management. Rather that fully construct the thrinfo_t structures, from
root to leaf, prior to spawning threads, the threads individually
construct their thrinfo_t trees (or, chains), and do so incrementally,
as needed, reusing the same structure nodes during subsequent blocked
variant iterations. This required moving the initial creation of the
thrinfo_t structure (now, the root nodes) from the _front() functions
to the bli_l3_thread_decorator(). The incremental "growing" of the tree
is performed in the internal back-end (ie: _int()) function, and so
mostly invisible. Also, the incremental growth of the thrinfo_t tree is
done as a function of the current and parent control tree nodes (as well
as the parent thrinfo_t node), further reinforcing the parallel
relationship between the two data structures.
- Removed the "inner" communicator from thrinfo_t structure definition,
as well as its id. Changed all APIs accordingly. Renamed
bli_thrinfo_needs_free_comms() to bli_thrinfo_needs_free_comm().
- Defined bli_l3_thrinfo_print_paths(), which prints the information
in an array of thrinfo_t* structure pointers. (Used only as a
debugging/verification tool.)
- Deprecated the following thrinfo_t creation functions:
bli_packm_thrinfo_create()
bli_l3_thrinfo_create()
because they are no longer used. bli_thrinfo_create() is now called
directly when creating thrinfo_t nodes.
Details:
- Altered control tree node struct definitions so that all nodes have the
same struct definition, whose primary fields consist of a blocksize id,
a variant function pointer, a pointer to an optional parameter struct,
and a pointer to a (single) sub-node. This unified control tree type is
now named cntl_t.
- Changed the way control tree nodes are connected, and what computation
they represent, such that, for example, packing operations are now
associated with nodes that are "inline" in the tree, rather than off-
shoot braches. The original tree for the classic Goto gemm algorithm was
expressed (roughly) as:
blk_var2 -> blk_var3 -> blk_var1 -> ker_var2
| |
-> packb -> packa
and now, the same tree would look like:
blk_var2 -> blk_var3 -> packb -> blk_var1 -> packa -> ker_var2
Specifically, the packb and packa nodes perform their respective packing
operations and then recurse (without any loop) to a subproblem. This means
there are now two kinds of level-3 control tree nodes: partitioning and
non-partitioning. The blocked variants are members of the former, because
they iteratively partition off submatrices and perform suboperations on
those partitions, while the packing variants belong to the latter group.
(This change has the effect of allowing greatly simplified initialization
of the nodes, which previously involved setting many unused node fields to
NULL.)
- Changed the way thrinfo_t tree nodes are arranged to mirror the new
connective structure of control trees. That is, packm nodes are no longer
off-shoot branches of the main algorithmic nodes, but rather connected
"inline".
- Simplified control tree creation functions. Partitioning nodes are created
concisely with just a few fields needing initialization. By contrast, the
packing nodes require additional parameters, which are stored in a
packm-specific struct that is tracked via the optional parameters pointer
within the control tree struct. (This parameter struct must always begin
with a uint64_t that contains the byte size of the struct. This allows
us to use a generic function to recursively copy control trees.) gemm,
herk, and trmm control tree creation continues to be consolidated into
a single function, with the operation family being used to select
among the parameter-agnostic macro-kernel wrappers. A single routine,
bli_cntl_free(), is provided to free control trees recursively, whereby
the chief thread within a groups release the blocks associated with
mem_t entries back to the memory broker from which they were acquired.
- Updated internal back-ends, e.g. bli_gemm_int(), to query and call the
function pointer stored in the current control tree node (rather than
index into a local function pointer array). Before being invoked, these
function pointers are first cast to a gemm_voft (for gemm, herk, or trmm
families) or trsm_voft (for trsm family) type, which is defined in
frame/3/bli_l3_var_oft.h.
- Retired herk and trmm internal back-ends, since all execution now flows
through gemm or trsm blocked variants.
- Merged forwards- and backwards-moving variants by querying the direction
from routines as a function of the variant's matrix operands. gemm and
herk always move forward, while trmm and trsm move in a direction that
is dependent on which operand (a or b) is triangular.
- Added functions bli_thread_get_range_mdim(), bli_thread_get_range_ndim(),
each of which takes additional arguments and hides complexity in managing
the difference between the way ranges are computed for the four families
of operations.
- Simplified level-3 blocked variants according to the above changes, so that
the only steps taken are:
1. Query partitioning direction (forwards or backwards).
2. Prune unreferenced regions, if they exist.
3. Determine the thread partitioning sub-ranges.
<begin loop>
4. Determine the partitioning blocksize (passing in the partitioning
direction)
5. Acquire the curren iteration's partitions for the matrices affected
by the current variants's partitioning dimension (m, k, n).
6. Call the subproblem.
<end loop>
- Instantiate control trees once per thread, per operation invocation.
(This is a change from the previous regime in which control trees were
treated as stateless objects, initialized with the library, and shared
as read-only objects between threads.) This once-per-thread allocation
is done primarily to allow threads to use the control tree as as place
to cache certain data for use in subsequent loop iterations. Presently,
the only application of this caching is a mem_t entry for the packing
blocks checked out from the memory broker (allocator). If a non-NULL
control tree is passed in by the (expert) user, then the tree is copied
by each thread. This is done in bli_l3_thread_decorator(), in
bli_thrcomm_*.c.
- Added a new field to the context, and opid_t which tracks the "family"
of the operation being executed. For example, gemm, hemm, and symm are
all part of the gemm family, while herk, syrk, her2k, and syr2k are
all part of the herk family. Knowing the operation's family is necessary
when conditionally executing the internal (beta) scalar reset on on
C in blocked variant 3, which is needed for gemm and herk families,
but must not be performed for the trmm family (because beta has only
been applied to the current row-panel of C after the first rank-kc
iteration).
- Reexpressed 3m3 induced method blocked variant in frame/3/gemm/ind
to comform with the new control tree design, and renamed the macro-
kernel codes corresponding to 3m2 and 4m1b.
- Renamed bli_mem.c (and its APIs) to bli_memsys.c, and renamed/relocated
bli_mem_macro_defs.h from frame/include to frame/base/bli_mem.h.
- Renamed/relocated bli_auxinfo_macro_defs.h from frame/include to
frame/base/bli_auxinfo.h.
- Fixed a minor bug whereby the storage-to-ukr-preference matching
optimization in the various level-3 front-ends was not being applied
properly when the context indicated that execution would be via an
induced method. (Before, we always checked the native micro-kernel
corresponding to the datatype being executed, whereas now we check
the native micro-kernel corresponding to the datatype's real projection,
since that is the micro-kernel that is actually used by induced methods.
- Added an option to the testsuite to skip the testing of native level-3
complex implementations. Previously, it was always tested, provided that
the c/z datatypes were enabled. However, some configurations use
reference micro-kernels for complex datatypes, and testing these
implementations can slow down the testsuite considerably.
Details:
- Integrated a patch originally authored and submitted by Ricardo Magana
of HP Enterprise. The changeset inserts use of a new object type, membrk_t,
(memory broker) that allows multiple sets of memory pools on, for example,
separate NUMA nodes, each of which has a separate memory space.
- Added membrk field to cntx_t and defined corresponding accessor macros.
- Added membrk field to mem_t object and defined corresponding accessor macros.
- Created new bli_membrk.c file, which contains the new memory broker API,
including:
bli_membrk_init(), bli_membrk_finalize()
bli_membrk_acquire_[mv](), bli_membrk_release(),
bli_membrk_init_pools(), bli_membrk_reinit_pools(),
bli_membrk_finalize_pools(),
bli_membrk_pool_size()
- In bli_mem.c, changed function calls to
bli_mem_init_pools() -> bli_membrk_init()
bli_mem_reinit_pools() -> bli_membrk_reinit()
bli_mem_finalize_pools() -> bli_membrk_finalize()
- In bli_packv_init.c, bli_packm_init.c, changed function calls to:
bli_mem_acquire_[mv]() -> bli_membrk_acquire_[mv]()
bli_mem_release() -> bli_membrk_release()
- Added bli_mutex.c and related files to frame/thread. These files define
abstract mutexes (locks) and corresponding APIs for pthreads, openmp, or
single-threaded execution. This new API is employed within functions
such as bli_membrk_acquire_[mv]() and bli_membrk_release().
Details:
- These changes constitute the first set of changes in preparation to
revamping the structure and use of control trees in BLIS. Modifications
in this commit don't affect the control tree code yet, but rather lay
the groundwork.
- Defined wrappers for the following functions, where the the wrappers
each take a direction parameter of a new enumerated type (BLIS_BWD or
BLIS_FWD), dir_t, and executes the correct underlying function.
- bli_acquire_mpart_*() and _vpart_*()
- bli_*_determine_kc_[fb]()
- bli_thread_get_range_*() and bli_thread_get_range_weighted_*()
- Consolidated all 'f' (forwards-moving) and 'b' (backwards-moving)
blocked variants for trmm and trsm, and renamed gemm and herk variants
accordingly. The direction is now queried via routines such as
bli_trmm_direct(), which deterines the direction from the implied side
and uplo parameters. For gemm and herk, it is uncondtionally BLIS_FWD.
- Defined wrappers to parameter-specific macrokernels for herk, trmm, and
trsm, e.g. bli_trmm_xx_ker_var2(), that execute the correct underlying
macrokernel based on the implied parameters. The same logic used to
choose the dir_t in _direct() functions is used here.
- Simplified the function pointer arrays in _int() functions given the
consolidation and dir_t querying mentioned above.
- Function signature (whitespace) reformatting for various functions.
- Removed old code in various 'old' directories.
Details:
- Reorganized code and renamed files defining APIs related to multithreading.
All code that is not specific to a particular operation is now located in a
new directory: frame/thread. Code is now organized, roughly, by the
namespace to which it belongs (see below).
- Consolidated all operation-specific *_thrinfo_t object types into a single
thrinfo_t object type. Operation-specific level-3 *_thrinfo_t APIs were
also consolidated, leaving bli_l3_thrinfo_*() and bli_packm_thrinfo_*()
functions (aside from a few general purpose bli_thrinfo_*() functions).
- Renamed thread_comm_t object type to thrcomm_t.
- Renamed many of the routines and functions (and macros) for multithreading.
We now have the following API namespaces:
- bli_thrinfo_*(): functions related to thrinfo_t objects
- bli_thrcomm_*(): functions related to thrcomm_t objects.
- bli_thread_*(): general-purpose functions, such as initialization,
finalization, and computing ranges. (For now, some macros, such as
bli_thread_[io]broadcast() and bli_thread_[io]barrier() use the
bli_thread_ namespace prefix, even though bli_thrinfo_ may be more
appropriate.)
- Renamed thread-related macros so that they use a bli_ prefix.
- Renamed control tree-related macros so that they use a bli_ prefix (to be
consistent with the thread-related macros that were also renamed).
- Removed #undef BLIS_SIMD_ALIGN_SIZE from dunnington's bli_kernel.h. This
#undef was a temporary fix to some macro defaults which were being applied
in the wrong order, which was recently fixed.
Details:
- Replaced all instances of bli_malloc() and bli_free() with one of:
- bli_malloc_pool()/bli_free_pool()
- bli_malloc_user()/bli_free_user()
- bli_malloc_intl()/bli_free_intl()
each of which can be configured to call malloc()/free() substitutes,
so long as the substitute functions have the same function type
signatures as malloc() and free() defined by C's stdlib.h. The _pool()
function is called when allocating blocks for the memory pools (used
for packing buffers, primarily), the _user() function is called when
obj_t's are created (via bli_obj_create() and friends), and the _intl()
function is called for internal use by BLIS, such as when creating
control tree nodes or temporary buffers for manipulating internal data
structures. Substitutes for any of the three types of bli_malloc() may
be specified by #defining the following pairs of cpp macros in
bli_kernel.h:
- BLIS_MALLOC_POOL/BLIS_FREE_POOL
- BLIS_MALLOC_USER/BLIS_FREE_USER
- BLIS_MALLOC_INTL/BLIS_FREE_INTL
to be the name of the substitute functions. (Obviously, the object
code that contains these functions must be provided at link-time.)
These macros default to malloc() and free(). Subsitute functions are
also automatically prototyped by BLIS (in bli_malloc_prototypes.h).
- Removed definitions for bli_malloc() and bli_free().
- Note that bli_malloc_pool() and bli_malloc_user() are now defined in
terms of a new function, bli_malloc_align(), which aligns memory to an
arbitrary (power of two) alignment boundary, but does so manually,
whereas before alignment was performed behind the scenes by
posix_memalign(). Currently, bli_malloc_intl() is defined in terms
of bli_malloc_noalign(), which serves as a simple wrapper to the
designated function that is passed in (e.g. BLIS_MALLOC_INTL).
Similarly, there are bli_free_align() and bli_free_noalign(), which
are used in concert with their bli_malloc_*() counterparts.
- Add missing axpby and xpby operations (plus test cases).
- Add special case for scal2v with alpha=1.
- Add restrict qualifiers.
- Add special-case algorithms for incx=incy=1.
Details:
- In all level-3 operations' _cntx_init() functions, replaced calls to
bli_cntx_obj_init() with calls to bli_cntx_obj_clear(), and in all
level-3 operations' _cntx_finalize() functions, removed calls to
bli_cntx_obj_finalize(), leaving those function definitions empty.
- Changed the definition of bli_cntx_obj_clear() so that the clearing
occurs via a single call to memset().
Details:
- Commented out several datatype-aware query functions (those ending in
_dt) from bli_cntx.c, as well as their prototypes in bli_cntx.h, and
added equivalent cpp query macros to bli_cntx.h.
- Added 'bli_config.h' to .gitignore.
Getting pthreads to work on my Mac
Implemented a pthread barrier when _POSIX_BARRIER isn't defined
Now spawn n-1 threads instead of n threads so that master thread isn't just spinning the whole time
Add -lpthread instead of -pthread to LDFLAGS (for clang)
Details:
- Retrofitted a new data structure, known as a context, into virtually
all internal APIs for computational operations in BLIS. The structure
is now present within the type-aware APIs, as well as many supporting
utility functions that require information stored in the context. User-
level object APIs were unaffected and continue to be "context-free,"
however, these APIs were duplicated/mirrored so that "context-aware"
APIs now also exist, differentiated with an "_ex" suffix (for "expert").
These new context-aware object APIs (along with the lower-level, type-
aware, BLAS-like APIs) contain the the address of a context as a last
parameter, after all other operands. Contexts, or specifically, cntx_t
object pointers, are passed all the way down the function stack into
the kernels and allow the code at any level to query information about
the runtime, such as kernel addresses and blocksizes, in a thread-
friendly manner--that is, one that allows thread-safety, even if the
original source of the information stored in the context changes at
run-time; see next bullet for more on this "original source" of info).
(Special thanks go to Lee Killough for suggesting the use of this kind
of data structure in discussions that transpired during the early
planning stages of BLIS, and also for suggesting such a perfectly
appropriate name.)
- Added a new API, in frame/base/bli_gks.c, to define a "global kernel
structure" (gks). This data structure and API will allow the caller to
initialize a context with the kernel addresses, blocksizes, and other
information associated with the currently active kernel configuration.
The currently active kernel configuration within the gks cannot be
changed (for now), and is initialized with the traditional cpp macros
that define kernel function names, blocksizes, and the like. However,
in the future, the gks API will be expanded to allow runtime management
of kernels and runtime parameters. The most obvious application of this
new infrastructure is the runtime detection of hardware (and the
implied selection of appropriate kernels). With contexts in place,
kernels may even be "hot swapped" at runtime within the gks. Once
execution enters a level-3 _front() function, the memory allocator will
be reinitialized on-the-fly, if necessary, to accommodate the new
kernels' blocksizes. If another application thread is executing with
another (previously loaded) kernel, it will finish in a deterministic
fashion because its kernel information was loaded into its context
before computation began, and also because the blocks it checked out
from the internal memory pools will be unaffected by the newer threads'
reinitialization of the allocator.
- Reorganized and streamlined the 'ind' directory, which contains much of
the code enabling use of induced methods for complex domain matrix
multiplication; deprecated bli_bsv_query.c and bli_ukr_query.c, as
those APIs' functionality is now mostly subsumed within the global
kernel structure.
- Updated bli_pool.c to define a new function, bli_pool_reinit_if(),
that will reinitialize a memory pool if the necessary pool block size
has increased.
- Updated bli_mem.c to use bli_pool_reinit_if() instead of
bli_pool_reinit() in the definition of bli_mem_pool_init(), and placed
usage of contexts where appropriate to communicate cache and register
blocksizes to bli_mem_compute_pool_block_sizes().
- Simplified control trees now that much of the information resides in
the context and/or the global kernel structure:
- Removed blocksize object pointers (blksz_t*) fields from all control
tree node definitions and replaced them with blocksize id (bszid_t)
values instead, which may be passed into a context query routine in
order to extract the corresponding blocksize from the given context.
- Removed micro-kernel function pointers (func_t*) fields from all
control tree node definitions. Now, any code that needs these function
pointers can query them from the local context, as identified by a
level-3 micro-kernel id (l3ukr_t), level-1f kernel id, (l1fkr_t), or
level-1v kernel id (l1vkr_t).
- Removed blksz_t object creation and initialization, as well as kernel
function object creation and initialization, from all operation-
specific control tree initialization files (bli_*_cntl.c), since this
information will now live in the gks and, secondarily, in the context.
- Removed blocksize multiples from blksz_t objects. Now, we track
blocksize multiples for each blocksize id (bszid_t) in the context
object.
- Removed the bool_t's that were required when a func_t was initialized.
These bools are meant to allow one to track the micro-kernel's storage
preferences (by rows or columns). This preference is now tracked
separately within the gks and contexts.
- Merged and reorganized many separate-but-related functions into single
files. This reorganization affects frame/0, 1, 1d, 1m, 1f, 2, 3, and
util directories, but has the most obvious effect of allowing BLIS
to compile noticeably faster.
- Reorganized execution paths for level-1v, -1d, -1m, and -2 operations
in an attempt to reduce overhead for memory-bound operations. This
includes removal of default use of object-based variants for level-2
operations. Now, by default, level-2 operations will directly call a
low-level (non-object based) loop over a level-1v or -1f kernel.
- Converted many common query functions in blk_blksz.c (renamed from
bli_blocksize.c) and bli_func.c into cpp macros, now defined in their
respective header files.
- Defined bli_mbool.c API to create and query "multi-bools", or
heterogeneous bool_t's (one for each floating-point datatype), in the
same spirit as blksz_t and func_t.
- Introduced two key parameters of the hardware: BLIS_SIMD_NUM_REGISTERS
and BLIS_SIMD_SIZE. These values are needed in order to compute a third
new parameter, which may be set indirectly via the aforementioned
macros or directly: BLIS_STACK_BUF_MAX_SIZE. This value is used to
statically allocate memory in macro-kernels and the induced methods'
virtual kernels to be used as temporary space to hold a single
micro-tile. These values are now output by the testsuite. The default
value of BLIS_STACK_BUF_MAX_SIZE is computed as
"2 * BLIS_SIMD_NUM_REGISTERS * BLIS_SIMD_SIZE".
- Cleaned up top-level 'kernels' directory (for example, renaming the
embarrassingly misleading "avx" and "avx2" directories to "sandybridge"
and "haswell," respectively, and gave more consistent and meaningful
names to many kernel files (as well as updating their interfaces to
conform to the new context-aware kernel APIs).
- Updated the testsuite to query blocksizes from a locally-initialized
context for test modules that need those values: axpyf, dotxf,
dotxaxpyf, gemm_ukr, gemmtrsm_ukr, and trsm_ukr.
- Reformatted many function signatures into a standard format that will
more easily facilitate future API-wide changes.
- Updated many "mxn" level-0 macros (ie: those used to inline double loops
for level-1m-like operations on small matrices) in frame/include/level0
to use more obscure local variable names in an effort to avoid variable
shaddowing. (Thanks to Devin Matthews for pointing these gcc warnings,
which are only output using -Wshadow.)
- Added a conj argument to setm, so that its interface now mirrors that
of scalm. The semantic meaning of the conj argument is to optionally
allow implicit conjugation of the scalar prior to being populated into
the object.
- Deprecated all type-aware mixed domain and mixed precision APIs. Note
that this does not preclude supporting mixed types via the object APIs,
where it produces absolutely zero API code bloat.
Details:
- Applied a patch submitted by Devin Matthews that:
- implements subtle changes to handling of somewhat unusual cases of
row and column strides to accommodate certail tensor cases, which
includes adding dimension parameters to _is_col_tilted() and
_is_row_tilted() macros,
- simplifies how buffers are sized when requested BLIS-allocated
objects,
- re-consolidates bli_adjust_strides_*() into one function, and
- defines 'restrict' keyword as a "nothing" macro for C++ and pre-C99
environments.
Details:
- Separated bli_adjust_strides() into _alloc() and _attach() flavors so
that the latter can avoid a test performed by the former, in which the
rs and cs are overridden and set to zero if either matrix dimension is
zero. Actually, we also disable this overridding behavior, even for the
_alloc() case, since keeping the original strides (probably) does not
hurt anything. The original code has been kept commented-out, though,
in case an unintended consequence is later discovered.
- Fixed a typo in an error check for general stride cases where rs == cs.
Details:
- Minor change to quadratic equation solution code that avoids
recomputation of the sqrt() parameter when the compiler is not
smart enough to perform this optimization automatically.
Details:
- Fixed a bug in the relatively new quadratic partitioning code that,
under the right conditions, would perform sqrt() on a negative value.
If the solution is imaginary, we discard it and use an alternate
partition width that assumes no diagonal intersection. That alternate
width is actually already computed, so, the fix was quite simple.
Thanks to Devangi Parikh for reporting this bug.
Details:
- Changed bli_pool_finalize() so that the freeing begins with the block
at top_index instead of block 0. This allows us to use the function
for terminal finalization as well as temporary cleanup prior to
reinitialization. Also, clear the pool_t struct upon _pool_finalize()
in case it is called in the terminal case with some blocks still
checked out to threads (in which case the threads will see the new
block size as 0 and thus release the block as intended).
- Added bli_pool_reinit(), which calls _pool_finalize() followed by
_pool_init() with new parameters.
- Added bli_mem_reinit(), which is based on bli_pool_reinit().
- Added new wrapper, _mem_compute_pool_block_sizes(), which calls
_mem_compute_pool_block_sizes_dt().
- Updated bli_mem_release() so that the pblk_t is freed, via
_pool_free_block(), if the block size recorded in the mem_t at the
time the pblk_t was acquired is now different from the value in the
pool_t.
Details:
- Expanded/updated interface for bli_get_range_weighted() and
bli_get_range() so that the direction of movement is specified in the
function name (e.g. bli_get_range_l2r(), bli_get_range_weighted_t2b())
and also so that the object being partitioned is passed instead of an
uplo parameter. Updated invocations in level-3 blocked variants, as
appropriate.
- (Re)implemented bli_get_range_*() and bli_get_range_weighted_*() to
carefully take into account the location of the diagonal when computing
ranges so that the area of each subpartition (which, in all present
level-3 operations, is proportional to the amount of computation
engendered) is as equal as possible.
- Added calls to a new class of routines to all non-gemm level-3 blocked
variants:
bli_<oper>_prune_unref_mparts_[mnk]()
where <oper> is herk, trmm, or trsm and [mnk] is chosen based on which
dimension is being partitioned. These routines call a more basic
routine, bli_prune_unref_mparts(), to prune unreferenced/unstored
regions from matrices and simultaneously adjust other matrices which
share the same dimension accordingly.
- Simplified herk_blk_var2f, trmm_blk_var1f/b as a result of more the
new pruning routines.
- Fixed incorrect blocking factors passed into bli_get_range_*() in
bli_trsm_blk_var[12][fb].c
- Added a new test driver in test/thread_ranges that can exercise the new
bli_get_range_*() and bli_get_range_weighted_*() under a range of
conditions.
- Reimplemented m and n fields of obj_t as elements in a "dim"
array field so that dimensions could be queried via index constant
(e.g. BLIS_M, BLIS_N). Adjusted/added query and modification
macros accordingly.
- Defined mdim_t type to enumerate BLIS_M and BLIS_N indexing values.
- Added bli_round() macro, which calls C math library function round(),
and bli_round_to_mult(), which rounds a value to the nearest multiple
of some other value.
- Added miscellaneous pruning- and mdim_t-related macros.
- Renamed bli_obj_row_offset(), bli_obj_col_offset() macros to
bli_obj_row_off(), bli_obj_col_off().
Details:
- Fixed a typecasting ambiguity in bli_pool_alloc_block() in which
pointer arithmetic was performed on a void* as if it were a byte
pointer (such as char*). Some compilers may have already been
interpreting this situation as intended, despite the sloppiness.
Thanks to Aleksei Rechinskii for reporting this issue.
- Redefined pointer alignment macros to typecast to uintptr_t instead of
siz_t.
Details:
- Replaced the old memory allocator, which was based on statically-
allocated arrays, with one based on a new internal pool_t type, which,
combined with a new bli_pool_*() API, provides a new abstract data
type that implements the same memory pool functionality but with blocks
from the heap (ie: malloc() or equivalent). Hiding the details of the
pool in a separate API also allows for a much simpler bli_mem.c family
of functions.
- Added a new internal header, bli_config_macro_defs.h, which enables
sane defaults for the values previously found in bli_config. Those
values can be overridden by #defining them in bli_config.h the same
way kernel defaults can be overridden in bli_kernel.h. This file most
resembles what was previously a typical configuration's bli_config.h.
- Added a new configuration macro, BLIS_POOL_ADDR_ALIGN_SIZE, which
defaults to BLIS_PAGE_SIZE, to specify the alignment of individual
blocks in the memory pool. Also added a corresponding query routine to
the bli_info API.
- Deprecated (once again) the micro-panel alignment feature. Upon further
reflection, it seems that the goal of more predictable L1 cache
replacement behavior is outweighed by the harm caused by non-contiguous
micro-panels when k % kc != 0. I honestly don't think anyone will even
miss this feature.
- Changed bli_ukr_get_funcs() and bli_ukr_get_ref_funcs() to call
bli_cntl_init() instead of bli_init().
- Removed query functions from bli_info.c that are no longer applicable
given the dynamic memory allocator.
- Removed unnecessary definitions from configurations' bli_config.h files,
which are now pleasantly sparse.
- Fixed incorrect flop counts in addv, subv, scal2v, scal2m testsuite
modules. Thanks to Devangi Parikh for pointing out these
miscalculations.
- Comment, whitespace changes.
Details:
- Added conditional code that returns early from the API-level _init()
routines if the API is already initialized. Actually meant for this to
be included in 5f93cbe8.
Details:
- Added API-level initialization state to _const, _error, _mem, _thread,
_ind, and _cntl APIs. While this functionality will mostly go unused,
adding miniscule overhead at init-time, there will be at least once
instance in the near future where, in order to avoid an infinite loop,
a certain portion of the initialization will call a query function that
itself attempts to call bli_init(). API-level initialization will allow
this later stage to verify that an earlier stage of initialization has
completed, even if the overall call to bli_init() has not yet returned.
- Added _is_initialized() functions for each API, setting the underlying
bool_t during _init() and unsetting it during _finalize().
- Comment, whitespace changes.
Details:
- Fixed some bugs that only manifested in multithreaded instances of
some (non-gemm) level-3 operations. The bugs were related to invalid
allocation of "edge" cases to thread subpartitions. (Here, we define
an "edge" case to be one where the dimension being partitioned for
parallelism is not a whole multiple of whatever register blocksize
is needed in that dimension.) In BLIS, we always require edge cases
to be part of the bottom, right, or bottom-right subpartitions.
(This is so that zero-padding only has to happen at the bottom, right,
or bottom-right edges of micro-panels.) The previous implementations
of bli_get_range() and _get_range_weighted() did not adhere to this
implicit policy and thus produced bad ranges for some combinations of
operation, parameter cases, problem sizes, and n-way parallelism.
- As part of the above fix, the functions bli_get_range() and
_get_range_weighted() have been renamed to use _l2r, _r2l, _t2b,
and _b2t suffixes, similar to the partitioning functions. This is
an easy way to make sure that the variants are calling the right
version of each function. The function signatures have also been
changed slightly.
- Comment/whitespace updates.
- Removed unnecessary '/' from macros in bli_obj_macro_defs.h.
Details:
- Spun-off initialization of global scalar constants to bli_const_init()
and of threading stuff to bli_thread_init().
- Added some missing _finalize() functions, even when there is nothing
to do.
Details:
- Fixed a sort-of bug in bli_init.c whereby the wrong pthread mutex
was used to lock access to initialization/finalization actions.
But everything worked out okay as long as bli_init() was called by
single-threaded code.
- Changed to static initialization for memory allocator mutex in
bli_mem.c, and moved mutex to that file (from bli_init.c).
- Fixed some type mismatches in bli_threading_pthreads.c that resulted
in compiler warnings.
- Fixed a small memory leak with allocated-but-never-freed (and unused)
pthread_attr_t objects.
- Whitespace changes to bli_init.c and bli_mem.c.
Details:
- Defined a new "3ms" (separated 3m) pack schema and added appropriate
support in packm_init(), packm_blk_var2().
- Generalized packm_struc_cxk_3mi to take the imaginary stride (is_p)
as an argument instead of computing it locally. Exception: for trmm,
is_p must be computed locally, since it changes for triangular
packed matrices. Also exposed is_p in interface to dt-specific
packm_blk_var2 (and _var1, even though it does not use imaginary
stride).
- Renamed many functions/variables from _3mi to _3mis to indicate that
they work for either interleaved or separated 3m pack schemas.
- Generalized gemm and herk macro-kernels to pass in imaginary stride
rather than compute them locally.
- Added support for 3m2 and 3m3 algorithms to frame/ind, including 3m2-
and 3m3-specific virtual micro-kernels.
- Added special gemm macro-kernels to support 3m2 and 3m3.
- Added support for 3m2 and 3m3 to testsuite.
- Corrected the type of the panel dimension (pd_) in various macro-
kernels from inc_t to dim_t.
- Renamed many functions defined in bli_blocksize.c.
- Moved most induced-related macro defs from frame/include to
frame/ind/include.
- Updated the _ukernel.c files so that the micro-kernel function pointers
are obtained from the func_t objects rather than the cpp macros that
define the function names.
- Updated test/3m4m driver, Makefile, and run script.
Details:
- Consolidated most of the code relating to induced complex methods
(e.g. 4mh, 4m1, 3mh, 3m1, etc.) into frame/ind. Induced methods
are now enabled on a per-operation basis. The current "available"
(enabled and implemented) implementation can then be queried on
an operation basis. Micro-kernel func_t objects as well as blksz_t
objects can also be queried in a similar maner.
- Redefined several micro-kernel and operation-related functions in
bli_info_*() API, in accordance with above changes.
- Added mr and nr fields to blksz_t object, which point to the mr
and nr blksz_t objects for each cache blocksize (and are NULL for
register blocksizes). Renamed the sub-blocksize field "sub" to
"mult" since it is really expressing a blocksize multiple.
- Updated bli_*_determine_kc_[fb]() for gemm/hemm/symm, trmm, and
trsm to correctly query mr and nr (for purposes of nudging kc).
- Introduced an enumerated opid_t in bli_type_defs.h that uniquely
identifies an operation. For now, only level-3 id values are defined,
along with a generic, catch-all BLIS_NOID value.
- Reworked testsuite so that all induced methods that are enabled
are tested (one at a time) rather than only testing the first
available method.
- Reformated summary at the beginning of testsuite output so that
blocksize and micro-kernel info is shown for each induced method
that was requested (as well as native execution).
- Reduced the number of columns needed to display non-matlab
testsuite output (from approx. 90 to 80).