Details:
- Added a cpp-conditional directive block to bli_arch_config.h that
#includes "bli_family_thunderx2.h". The code has been missing since
adf5c17f. However, this never manifested as an error because the file
is virtually empty and not needed for thunderx2 (or most subconfigs).
Thanks to Jeff Diamond for helping to spot this.
Details:
- Added
#ifndef _POSIX_C_SOURCE
#define _POSIX_C_SOURCE 200809L
#endif
to bli_system.h so that an application that uses BLIS (specifically,
an application that #includes blis.h) does not need to remember to
#define the macro itself (either on the command line or in the code
that includes blis.h) in order to activate things like the pthreads.
Thanks to Christos Psarras for reporting this issue and suggesting
this fix.
- Commented out #include <sys/time.h> in bli_system.h, since I don't
think this header is used/needed anymore.
- Comment update to function macro for bli_?normiv_unb_var1() in
frame/util/bli_util_unb_var1.c.
Details:
- Implemented a new sub-framework within BLIS to support the management
of code and kernels that specifically target matrix problems for which
at least one dimension is deemed to be small, which can result in long
and skinny matrix operands that are ill-suited for the conventional
level-3 implementations in BLIS. The new framework tackles the problem
in two ways. First the stripped-down algorithmic loops forgo the
packing that is famously performed in the classic code path. That is,
the computation is performed by a new family of kernels tailored
specifically for operating on the source matrices as-is (unpacked).
Second, these new kernels will typically (and in the case of haswell
and zen, do in fact) include separate assembly sub-kernels for
handling of edge cases, which helps smooth performance when performing
problems whose m and n dimension are not naturally multiples of the
register blocksizes. In a reference to the sub-framework's purpose of
supporting skinny/unpacked level-3 operations, the "sup" operation
suffix (e.g. gemmsup) is typically used to denote a separate namespace
for related code and kernels. NOTE: Since the sup framework does not
perform any packing, it targets row- and column-stored matrices A, B,
and C. For now, if any matrix has non-unit strides in both dimensions,
the problem is computed by the conventional implementation.
- Implemented the default sup handler as a front-end to two variants.
bli_gemmsup_ref_var2() provides a block-panel variant (in which the
2nd loop around the microkernel iterates over n and the 1st loop
iterates over m), while bli_gemmsup_ref_var1() provides a panel-block
variant (2nd loop over m and 1st loop over n). However, these variants
are not used by default and provided for reference only. Instead, the
default sup handler calls _var2m() and _var1n(), which are similar
to _var2() and _var1(), respectively, except that they defer to the
sup kernel itself to iterate over the m and n dimension, respectively.
In other words, these variants rely not on microkernels, but on
so-called "millikernels" that iterate along m and k, or n and k.
The benefit of using millikernels is a reduction of function call
and related (local integer typecast) overhead as well as the ability
for the kernel to know which micropanel (A or B) will change during
the next iteration of the 1st loop, which allows it to focus its
prefetching on that micropanel. (In _var2m()'s millikernel, the upanel
of A changes while the same upanel of B is reused. In _var1n()'s, the
upanel of B changes while the upanel of A is reused.)
- Added a new configure option, --[en|dis]able-sup-handling, which is
enabled by default. However, the default thresholds at which the
default sup handler is activated are set to zero for each of the m, n,
and k dimensions, which effectively disables the implementation. (The
default sup handler only accepts the problem if at least one dimension
is smaller than or equal to its corresponding threshold. If all
dimensions are larger than their thresholds, the problem is rejected
by the sup front-end and control is passed back to the conventional
implementation, which proceeds normally.)
- Added support to the cntx_t structure to track new fields related to
the sup framework, most notably:
- sup thresholds: the thresholds at which the sup handler is called.
- sup handlers: the address of the function to call to implement
the level-3 skinny/unpacked matrix implementation.
- sup blocksizes: the register and cache blocksizes used by the sup
implementation (which may be the same or different from those used
by the conventional packm-based approach).
- sup kernels: the kernels that the handler will use in implementing
the sup functionality.
- sup kernel prefs: the IO preference of the sup kernels, which may
differ from the preferences of the conventional gemm microkernels'
IO preferences.
- Added a bool_t to the rntm_t structure that indicates whether sup
handling should be enabled/disabled. This allows per-call control
of whether the sup implementation is used, which is useful for test
drivers that wish to switch between the conventional and sup codes
without having to link to different copies of BLIS. The corresponding
accessor functions for this new bool_t are defined in bli_rntm.h.
- Implemented several row-preferential gemmsup kernels in a new
directory, kernels/haswell/3/sup. These kernels include two general
implementation types--'rd' and 'rv'--for the 6x8 base shape, with
two specialized millikernels that embed the 1st loop within the kernel
itself.
- Added ref_kernels/3/bli_gemmsup_ref.c, which provides reference
gemmsup microkernels. NOTE: These microkernels, unlike the current
crop of conventional (pack-based) microkernels, do not use constant
loop bounds. Additionally, their inner loop iterates over the k
dimension.
- Defined new typedef enums:
- stor3_t: captures the effective storage combination of the level-3
problem. Valid values are BLIS_RRR, BLIS_RRC, BLIS_RCR, etc. A
special value of BLIS_XXX is used to denote an arbitrary combination
which, in practice, means that at least one of the operands is
stored according to general stride.
- threshid_t: captures each of the three dimension thresholds.
- Changed bli_adjust_strides() in bli_obj.c so that bli_obj_create()
can be passed "-1, -1" as a lazy request for row storage. (Note that
"0, 0" is still accepted as a lazy request for column storage.)
- Added support for various instructions to bli_x86_asm_macros.h,
including imul, vhaddps/pd, and other instructions related to integer
vectors.
- Disabled the older small matrix handling code inserted by AMD in
bli_gemm_front.c, since the sup framework introduced in this commit
is intended to provide a more generalized solution.
- Added test/sup directory, which contains standalone performance test
drivers, a Makefile, a runme.sh script, and an 'octave' directory
containing scripts compatible with GNU Octave. (They also may work
with matlab, but if not, they are probably close to working.)
- Reinterpret the storage combination string (sc_str) in the various
level-3 testsuite modules (e.g. src/test_gemm.c) so that the order
of each matrix storage char is "cab" rather than "abc".
- Comment updates in level-3 BLAS API wrappers in frame/compat.
Change void*-typed function pointers to void_fp.
- Updated all instances of void* variables that store function pointers
to variables of a new type, void_fp. Originally, I wanted to define
the type of void_fp as "void (*void_fp)( void )"--that is, a pointer
to a function with no return value and no arguments. However, once
I did this, I realized that gcc complains with incompatible pointer
type (-Wincompatible-pointer-types) warnings every time any such a
pointer is being assigned to its final, type-accurate function
pointer type. That is, gcc will silently typecast a void* to
another defined function pointer type (e.g. dscalv_ker_ft) during
an assignment from the former to the latter, but the same statement
will trigger a warning when typecasting from a void_fp type. I suspect
an explicit typecast is needed in order to avoid the warning, which
I'm not willing to insert at this time.
- Added a typedef to bli_type_defs.h defining void_fp as void*, along
with a commented-out version of the aborted definition described
above. (Note that POSIX requires that void* and function pointers
be interchangeable; it is the C standard that does not provide this
guarantee.)
- Comment updates to various _oapi.c files.
Export macros can't support both shared and static at the same time.
When blis is built with both shared and static, headers assume that
shared is used at link time and dllimports the symbols with __imp_
prefix.
To use the headers with static libraries a user can give
-DBLIS_EXPORT= to import the symbol without the __imp_ prefix
Details:
- Introduced a new configure option, --enable-export-all, which will
cause all shared library symbols to be exported by default, or,
alternatively, --disable-export-all, which will cause all symbols to
be hidden by default, with only those symbols that are annotated for
visibility, via BLIS_EXPORT_BLIS (and BLIS_EXPORT_BLAS for BLAS
symbols), to be exported. The default for this configure option is
--disable-export-all. Thanks to Isuru Fernando for consulting on
this commit.
- Removed BLIS_EXPORT_BLIS annotations from frame/1m/bli_l1m_unb_var1.h,
which was intended for 5a5f494.
- Relocated BLIS_EXPORT-related cpp logic from bli_config.h.in to
frame/include/bli_config_macro_defs.h.
- Provided appropriate logic within common.mk to implement variable
symbol visibility for gcc, clang, and icc (to the extend that each of
these compilers allow).
- Relocated --help text associated with debug option (-d) to configure
slightly further down in the list.
Details:
- After merging PR #303, at Isuru's request, I removed the use of
BLIS_EXPORT_BLIS from all function prototypes *except* those that we
potentially wish to be exported in shared/dynamic libraries. In other
words, I removed the use of BLIS_EXPORT_BLIS from all prototypes of
functions that can be considered private or for internal use only.
This is likely the last big modification along the path towards
implementing the functionality spelled out in issue #248. Thanks
again to Isuru Fernando for his initial efforts of sprinkling the
export macros throughout BLIS, which made removing them where
necessary relatively painless. Also, I'd like to thank Tony Kelman,
Nathaniel Smith, Ian Henriksen, Marat Dukhan, and Matthew Brett for
participating in the initial discussion in issue #37 that was later
summarized and restated in issue #248.
- CREDITS file update.
* Revert "restore bli_extern_defs exporting for now"
This reverts commit 09fb07c350b2acee17645e8e9e1b8d829c73dca8.
* Remove symbols not intended to be public
* No need of def file anymore
* Fix whitespace
* No need of configure option
* Remove export macro from definitions
* Remove blas export macro from definitions
Details:
- Updated the BLAS compatibility layer for level-3 operations so that
the corresponding BLIS object API is called directly rather than first
calling the typed BLIS API. The previous code based on the typed BLIS
API calls is still available in a deactivated cpp macro branch, which
may be re-activated by #defining BLIS_BLAS3_CALLS_TAPI. (This does not
yet correspond to a configure option. If it seems like people might
want to toggle this behavior more regularly, a configure option can be
added in the future.)
- Updated the BLIS typed API to statically "pre-initialize" objects via
new initializor macros. Initialization is then finished via calls to
static functions bli_obj_init_finish_1x1() and bli_obj_init_finish(),
which are similar to the previously-called functions,
bli_obj_create_1x1_with_attached_buffer() and
bli_obj_create_with_attached_buffer(), respectively. (The BLAS
compatibility layer updates mentioned above employ this new technique
as well.)
- Transformed certain routines in bli_param_map.c--specifically, the
ones that convert netlib-style parameters to BLIS equivalents--into
static functions, now in bli_param_map.h. (The remaining three classes
of conversation routines were left unchanged.)
- Added the aforementioned pre-initializor macros to bli_type_defs.h.
- Relocated bli_obj_init_const() and bli_obj_init_constdata() from
bli_obj_macro_defs.h to bli_type_defs.h.
- Added a few macros to bli_param_macro_defs.h for testing domains for
real/complexness and precisions for single/double-ness.
Details:
- Parallelism within the IC loop (3rd loop around the microkernel) is
now supported within the trsm operation. This is done via a new branch
on each of the control and thread trees, which guide execution of a
new trsm-only subproblem from within bli_trsm_blk_var1(). This trsm
subproblem corresponds to the macrokernel computation on only the
block of A that contains the diagonal (labeled as A11 in algorithms
with FLAME-like partitioning), and the corresponding row panel of C.
During the trsm subproblem, all threads within the JC communicator
participate and parallelize along the JR loop, including any
parallelism that was specified for the IC loop. (IR loop parallelism
is not supported for trsm due to inter-iteration dependencies.) After
this trsm subproblem is complete, a barrier synchronizes all
participating threads and then they proceed to apply the prescribed
BLIS_IC_NT (or equivalent) ways of parallelism (and any BLIS_JR_NT
parallelism specified within) to the remaining gemm subproblem (the
rank-k update that is performed using the newly updated row-panel of
B). Thus, trsm now supports JC, IC, and JR loop parallelism.
- Modified bli_trsm_l_cntl_create() to create the new "prenode" branch
of the trsm_l cntl_t tree. The trsm_r tree was left unchanged, for
now, since it is not currently used. (All trsm problems are cast in
terms of left-side trsm.)
- Updated bli_cntl_free_w_thrinfo() to be able to free the newly shaped
trsm cntl_t trees. Fixed a potentially latent bug whereby a cntl_t
subnode is only recursed upon if there existed a corresponding
thrinfo_t node, which may not always exist (for problems too small
to employ full parallelization due to the minimum granularity imposed
by micropanels).
- Updated other functions in frame/base/bli_cntl.c, such as
bli_cntl_copy() and bli_cntl_mark_family(), to recurse on sub-prenodes
if they exist.
- Updated bli_thrinfo_free() to recurse into sub-nodes and prenodes
when they exist, and added support for growing a prenode branch to
bli_thrinfo_grow() via a corresponding set of help functions named
with the _prenode() suffix.
- Added a bszid_t field thrinfo_t nodes. This field comes in handy when
debugging the allocation/release of thrinfo_t nodes, as it helps trace
the "identity" of each nodes as it is created/destroyed.
- Renamed
bli_l3_thrinfo_print_paths() -> bli_l3_thrinfo_print_gemm_paths()
and created a separate bli_l3_thrinfo_print_trsm_paths() function to
print out the newly reconfigured thrinfo_t trees for the trsm
operation.
- Trival changes to bli_gemm_blk_var?.c and bli_trsm_blk_var?.c
regarding variable declarations.
- Removed subpart_t enum values BLIS_SUBPART1T, BLIS_SUBPART1B,
BLIS_SUBPART1L, BLIS_SUBPART1R. Then added support for two new labels
(semantically speaking): BLIS_SUBPART1A and BLIS_SUBPART1B, which
represent the subpartition ahead of and behind, respectively,
BLIS_SUBPART1. Updated check functions in bli_check.c accordingly.
- Shuffled layering/APIs for bli_acquire_mpart_[mn]dim() and
bli_acquire_mpart_t2b/b2t(), _l2r/r2l().
- Deprecated old functions in frame/3/bli_l3_thrinfo.c.
Formally registered power9 sub-configuration.
Details:
- Added and registered power9 sub-configuration into the build system.
Thanks to Nicholai Tukanov and Devangi Parikh for these contributions.
- Note: The sub-configuration does not yet have a corresponding
architecture-specific kernel set registered, and so for now the
sub-config is using the generic kernel set.
Details:
- Replaced direct usage of _Pragma( "omp simd" ) in reference kernels
with PRAGMA_SIMD, which is defined as a function of the compiler being
used in a new bli_pragma_macro_defs.h file. That definition is cleared
when BLIS detects that the -fopenmp-simd command line option is
unsupported. Thanks to Devin Matthews and Jeff Hammond for suggestions
that guided this commit.
- Updated configure and bli_config.h.in so that the appropriate anchor
is substituted in (when the corresponding pragma omp simd support is
present).
Details:
- Rewrote level-1v, -1f, and -3 reference kernels in terms of simplified
indexing annotated by the #pragma omp simd directive, which a compiler
can use to vectorize certain constant-bounded loops. (The new kernels
actually use _Pragma("omp simd") since the kernels are defined via
templatizing macros.) Modest speedup was observed in most cases using
gcc 5.4.0, which may improve with newer versions. Thanks to Devin
Matthews for suggesting this via issue #286 and #259.
- Updated default blocksizes defined in ref_kernels/bli_cntx_ref.c to
be 4x16, 4x8, 4x8, and 4x4 for single, double, scomplex and dcomplex,
respectively, with a default row preference for the gemm ukernel. Also
updated axpyf, dotxf, and dotxaxpyf fusing factors to 8, 6, and 4,
respectively, for all datatypes.
- Modified configure to verify that -fopenmp-simd is a valid compiler
option (via a new detect/omp_simd/omp_simd_detect.c file).
- Added a new header in which prefetch macros are defined according to
which compiler is detected (via macros such as __GNUC__). These
prefetch macros are not yet employed anywhere, though.
- Updated the year in copyrights of template license headers in
build/templates and removed AMD as a default copyright holder.
Details:
- Removed malloc_ft and free_ft function pointer arguments from the
interface to bli_apool_init() after deciding that there is no need to
specify the malloc()/free() for blocks within the apool. (The apool
blocks are actually just array_t structs.) Instead, we simply call
bli_malloc_intl()/_free_intl() directly. This has the added benefit
of allowing additional output when memory tracing is enabled via
--enable-mem-tracing. Also made corresponding changes elsewhere in
the apool API.
- Changed the inner pools (elements of the array_t within the apool_t)
to use BLIS_MALLOC_POOL and BLIS_FREE_POOL instead of BLIS_MALLOC_INTL
and BLIS_FREE_INTL.
- Disabled definitions of bli_malloc_pool() and bli_free_pool() since
there are no longer any consumers of these functions.
- Very minor comment / printf() updates.
Details:
- Implemented a sophisticated data structure and set of APIs that track
the small blocks of memory (around 80-100 bytes each) used when
creating nodes for control and thread trees (cntl_t and thrinfo_t) as
well as thread communicators (thrcomm_t). The purpose of the small
block allocator, or sba, is to allow the library to transition into a
runtime state in which it does not perform any calls to malloc() or
free() during normal execution of level-3 operations, regardless of
the threading environment (potentially multiple application threads
as well as multiple BLIS threads). The functionality relies on a new
data structure, apool_t, which is (roughly speaking) a pool of
arrays, where each array element is a pool of small blocks. The outer
pool, which is protected by a mutex, provides separate arrays for each
application thread while the arrays each handle multiple BLIS threads
for any given application thread. The design minimizes the potential
for lock contention, as only concurrent application threads would
need to fight for the apool_t lock, and only if they happen to begin
their level-3 operations at precisely the same time. Thanks to Kiran
Varaganti and AMD for requesting this feature.
- Added a configure option to disable the sba pools, which are enabled
by default; renamed the --[dis|en]able-packbuf-pools option to
--[dis|en]able-pba-pools; and rewrote the --help text associated with
this new option and consolidated it with the --help text for the
option associated with the sba (--[dis|en]able-sba-pools).
- Moved the membrk field from the cntx_t to the rntm_t. We now pass in
a rntm_t* to the bli_membrk_acquire() and _release() APIs, just as we
do for bli_sba_acquire() and _release().
- Replaced all calls to bli_malloc_intl() and bli_free_intl() that are
used for small blocks with calls to bli_sba_acquire(), which takes a
rntm (in addition to the bytes requested), and bli_sba_release().
These latter two functions reduce to the former two when the sba pools
are disabled at configure-time.
- Added rntm_t* arguments to various cntl_t and thrinfo_t functions, as
required by the new usage of bli_sba_acquire() and _release().
- Moved the freeing of "old" blocks (those allocated prior to a change
in the block_size) from bli_membrk_acquire_m() to the implementation
of the pool_t checkout function.
- Miscellaneous improvements to the pool_t API.
- Added a block_size field to the pblk_t.
- Harmonized the way that the trsm_ukr testsuite module performs packing
relative to that of gemmtrsm_ukr, in part to avoid the need to create
a packm control tree node, which now requires a rntm_t that has been
initialized with an sba and membrk.
- Re-enable explicit call bli_finalize() in testsuite so that users who
run the testsuite with memory tracing enabled can check for memory
leaks.
- Manually imported the compact/minor changes from 61441b24 that cause
the rntm to be copied locally when it is passed in via one of the
expert APIs.
- Reordered parameters to various bli_thrcomm_*() functions so that the
thrcomm_t* to the comm being modified is last, not first.
- Added more descriptive tracing for allocating/freeing small blocks and
formalized via a new configure option: --[dis|en]able-mem-tracing.
- Moved some unused scalm code and headers into frame/1m/other.
- Whitespace changes to bli_pthread.c.
- Regenerated build/libblis-symbols.def.
Details:
- Added malloc_ft and free_ft fields to pool_t, which are provided when
the pool is initialized, to allow bli_pool_alloc_block() and
bli_pool_free_block() to call bli_fmalloc_align()/bli_ffree_align()
with arbitrary align_size values (according to how the pool_t was
initialized).
- Added a block_ptrs_len argument to bli_pool_init(), which allows the
caller to specify an initial length for the block_ptrs array, which
previously suffered the cost of being reallocated, copied, and freed
each time a new block was added to the pool.
- Consolidated the "buf_sys" and "buf_align" pointer fields in pblk_t
into a single "buf" field. Consolidated the bli_pblk API accordingly
and also updated the bli_mem API implementation. This was done
because I'd previously already implemented opaque alignment via
bli_malloc_align(), which allocates extra space and stores the
original pointer returned by malloc() one element before the element
whose address is aligned.
- Tweaked bli_membrk_acquire_m() and bli_membrk_release() to call
bli_fmalloc_align() and bli_ffree_align(), which required adding an
align_size field to the membrk_t struct.
- Pass the pack schemas directly into bli_l3_cntl_create_if() rather
than transmit them via objects for A and B.
- Simplified bli_l3_cntl_free_if() and renamed to bli_l3_cntl_free().
The function had not been conditionally freeing control trees for
quite some time. Also, removed obj_t* parameters since they aren't
needed anymore (or never were).
- Spun-off OpenMP nesting code in bli_l3_thread_decorator() to a
separate function, bli_l3_thread_decorator_thread_check().
- Renamed:
bli_malloc_align() -> bli_fmalloc_align()
bli_free_align() -> bli_ffree_align()
bli_malloc_noalign() -> bli_fmalloc_noalign()
bli_free_noalign() -> bli_ffree_noalign()
The 'f' is for "function" since they each take a malloc_ft or free_ft
function pointer argument.
- Inserted various printf() calls for the purposes of tracing memory
allocation and freeing, guarded by cpp macro ENABLE_MEM_DEBUG, which,
for now, is intended to be a "hidden" feature rather than one hooked
up to a configure-time option.
- Defined bli_rntm_equals(), which compares two rntm_t for equality.
(There are no use cases for this function yet, but there may be soon.)
- Whitespace changes to function parameter lists in bli_pool.c, .h.
Details:
- Updated the API and semantics of packm kernels such that they must now
handle edge cases, meaning that a c-by-k packm kernel must be able to
pack edge cases that are fewer than c rows/columns and be able to
zero-fill the remaining elements. They must also be able to zero-fill
the equivalent region when copying fewer than k columns/rows (which is
needed by trsm). The new packm kernel API is generally:
void packm_kernel
(
conj_t conja,
dim_t cdim,
dim_t n,
dim_t n_max,
ctype* restrict kappa,
ctype* restrict a, inc_t inca, inc_t lda,
ctype* restrict p, inc_t ldp,
cntx_t* restrict cntx
);
where cdim and n are the dimensions (short and long, respectively) of
the submatrix being copied from the source matrix A, and n_max is the
"full" long dimension (corresponding to the k dimension in gemm) of
the micropanel. The "full" short dimension (corresponding to the
register blocksize MR or NR) is not part of the API because it is
known intrinsically by the packm kernel implementation. Thanks to
Devin Matthews for prompting us to make this change (#282).
- Updated all reference packm kernels in ref_kernels/1m according to
above changes, as well as all optimized packm kernels (which only
consisted of those for knl).
- Bumped the major soname version number in 'so_version' to 2. At first
I was considering leaving it unchanged, but I couldn't escape the
reality that the packm kernel API is much closer to an expert API
than it is some obscure helper function interface within the framework
that nobody would ever notice.
- Removed reference packm kernels for mr/nr = 30. The only sub-config
that would have been using those kernels is knc, which is likely no
longer being used by very many people (if any). (This also mostly
offset the larger object code footprint incurred by moving the edge-
case handling into the individual packm kernels.)
- Fixed an obscure race condition for 3mh and 4mh induced methods in
which those implementations were modifying the contexts stored in the
gks rather than a local copy.
- Fixed a minor bug in the testsuite that prevented non-1m-based induced
method implementations of trsm from executing.
Details:
- Removed explicit reference to The University of Texas at Austin in the
third clause of the license comment blocks of all relevant files and
replaced it with a more all-encompassing "copyright holder(s)".
- Removed duplicate words ("derived") from a few kernels' license
comment blocks.
- Homogenized license comment block in kernels/zen/3/bli_gemm_small.c
with format of all other comment blocks.
Details:
- Lifted the constraint that 1m only be used when all operands' storage
datatypes (along with the computation datatype) are equal. Now, 1m may
be used as long as all operands are stored in the complex domain. This
change largely consisted of adding the ability to pack to 1e and 1r
formats from one precision to another. It also required adding logic
for handling complex values of alpha to bli_packm_blk_var1_md()
(similar to the logic in bli_packm_blk_var1()).
- Fixed a bug in several virtual microkernels (bli_gemm_md_c2r_ref.c,
bli_gemm1m_ref.c, and bli_gemmtrsm1m_ref.c) that resulted in the wrong
ukernel output preference field being read. Previously, the preference
for the native complex ukernel was being read instead of the pref for
the native real domain ukernel. This bug would not manifest if the
preference for the native complex ukernel happened to be equal to that
of the native real ukernel.
- Added support for testing mixed-precision 1m execution via the gemm
module of the testsuite.
- Tweaked/simplified bli_gemm_front() and bli_gemm_md.c so that pack
schemas are always read from the context, rather than trying to
sometimes embed them directly to the A and B objects. (They are still
embedded, but now uniformly only after reading the schemas from the
context.)
- Redefined cpp macro bli_l3_ind_recast_1m_params() as a static function
and renamed to bli_gemm_ind_recast_1m_params() (since gemm is the only
consumer).
- Added 1m optimization logic (via bli_gemm_ind_recast_1m_params()) to
bli_gemm_ker_var2_md().
- Added explicit handling for beta == 1 and beta == 0 in the reference
gemm1m virtual microkernel in ref_kernels/ind/bli_gemm1m_ref.c.
- Rewrote various level-0 macro defs, including axpyris, axpbyris,
scal2ris, and xpbyris (and their conjugating counterparts) to
explicitly support three operand types and updated invocations to
xpbyris in bli_gemmtrsm1m_ref.c.
- Query and use the storage datatype of the packed object instead of the
storage datatype of the source object in bli_packm_blk_var1().
- Relocated and renamed frame/ind/misc/bli_l3_ind_opt.h to
frame/3/gemm/ind/bli_gemm_ind_opt.h.
- Various whitespace/comment updates.
Details:
- Added a num_t datatype bitfield to the obj_t in the form of a new
info2 field in the obj_t. This change was made primarily so that in
the case of mixed-datatype gemm, the alpha scalar would not need to
be cast to the storage datatype of B (or A) before then being cast to
the computation datatype just before the macrokernel is called. This
double-casting regime could result in loss of precision if the storage
datatype of B (or A) is less than the computation precision. In
practice, it was likely not going to be a big deal since most usage of
alpha is for -1.0, 0.0, and 1.0 (or integer multiples thereof), which
can all be represented exactly in single or double precision.
- The type of objbits_t was changed to uint32_t, so the new format
potentially takes up the same space as the previous obj_t definition,
assuming no padding inserted by the compiler. Shrinking info to 32
bits and spilling over into a second field was chosen over using the
high 32 bits of a single 64-bit objbits_t info field because many of
the bitwise operations are performed with enums such as num_t, dom_t,
and prec_t, which may take on the type of 32-bit ints. It's easier to
just keep all of those bitwise operations in 32 bits than perform a
million typecasts throughout bli_type_defs.h and bli_obj_macro_defs.h
to ensure that the integers are treated as 64-bit for the purposes of
the ANDs, ORs, and bitshifts.
- Many comment updates.
- Thanks to Devin Matthews and Devangi Parikh for their feedback and
involvement during this commit cycle.
Details:
- Adjusted the definition for libblis_test_get_string_for_result() in
testsuite/src/test_libblis.c so that the "FAIL" string is returned if
the computed residual contains either NaN or Inf. Previously, a
residual containing NaN would result in the selection of the "PASS"
string. Thanks to Devin Matthews for reporting this issue (#279).
- Expounded on comment for the macro definitions of bli_isnan() and
bli_isinf() in bli_misc_macro_defs.h to make it more obvious why they
must remain macros.
Details:
- Expanded cpp guard in frame/include/bli_x86_asm_macros.h to also check
__MINGW32__ in addition to _WIN32, __clang__, and __MIC__. Thanks to
Isuru Fernando for suggesting this fix, and also to Costas Yamin for
originally reporting the issue (#277).
Details:
- Print an error message from configure if the user attempts to
explicitly configure BLIS for simultaneous use of 64-bit integers in
the BLAS API with 32-bit integers in the BLIS API.
- Added cpp macro conditional to bli_type_defs.h to mandate that BLIS
integers be 64 bits if the BLAS integers are 64 bits. This and the
above item take care of issue #274. Thanks to Devin Matthews and
Jeff Hammond for suggesting these safeguards.
- Slight reorganization and relabeling (for clarity) of BLAS/CBLAS
sections and BLIS integer size line of the testsuite configuration
output.
- Very minor edits to docs/MixedDatatypes.md.
Details:
- Expanded the bli_pthread_*() -> pthread_*() wrappers in
frame/thread/bli_pthread.c to include cases for Windows taken from
frame/base/bli_pthread_wrap.c. Now, bli_thread_*() is always defined
and always used by BLIS and the BLIS testsuite (in lieu of calling
pthreads directly, as before). The implementation used in this new
API depends on whether we are building for Windows, and to a lesser
extent, whether we are building on OS X. For the core API, Windows
uses Windows threads, non-Windows (Linux, OS X) uses pthreads.
OS X and Windows get barriers implemented in terms of other
bli_pthread_*() functions, and Linux gets barriers implemented in
terms of pthread_barrier*(). This commit addresses issue #273.
- Fixed a bug in the Linux definition of bli_pthread_mutex_unlock(),
which was erroneously calling pthread_mutex_lock().
- Minor changes to configure so that the auto-detection executable
can be built given the above changes (most notably, turning on
POSIX extensions via -D_GNU_SOURCE).
- Removed temporary play-test code for shiftd that accidentally got
committed into test/3m4m/test_gemm.c.
Details:
- Defined a bli_pthread_*() API so that the testsuite, when being linked
against a Windows DLL, will be able to access pthreads functionality
without those pthreads functions being explicitly exported by the DLL.
Instead, we export the bli_pthread_*() layer, which uses types and
functions that are identical to pthreads, but adds a 'bli_' prefix.
Only a few basic functions are present in the bli_pthreads_*() API
for now. Thanks to Devin Matthews and Isuru Fernando for their help
on a related PR (#261) that this commit will hopefully facilitate.
- Updated testsuite so that it calls bli_pthread_*() layer instead of
pthread_*() functions directly.
- Regenerated build/libblis-symbols.def.
- Comment updated to build/regen-symbols.sh.
Details:
- Consolidated the *sl.c and *rr.c level-3 macrokernels into a single
file per sl/rr pair, with those files named as they were before
c92762e. The consolidation does not take away the *option* of using
slab or round-robin assignment of micropanels to threads; it merely
*hides* the choice within the definitions of functions such as
bli_thread_range_jrir(), bli_packm_my_iter(), and bli_is_last_iter()
rather than expose that choice explicitly in the code. The choice of
slab or rr is not always hidden, however; there are some cases
involving herk and trmm, for example, that require some part of the
computation to use rr unconditionally. (The --thread-part-jrir option
controls the partitioning in all other cases.)
- Note: Originally, the sl and rr macrokernels were separated out for
clarity. However, aside from the additional binary code bloat, I later
deemed that clarity not worth the price of maintaining the additional
(mostly similar) codes.
Details:
- Implemented support for gemm where A, B, and C may have different
storage datatypes, as well as a computational precision (and implied
computation domain) that may be different from the storage precision
of either A or B. This results in 128 different combinations, all
which are implemented within this commit. (For now, the mixed-datatype
functionality is only supported via the object API.) If desired, the
mixed-datatype support may be disabled at configure-time.
- Added a memory-intensive optimization to certain mixed-datatype cases
that requires a single m-by-n matrix be allocated (temporarily) per
call to gemm. This optimization aims to avoid the overhead involved in
repeatedly updating C with general stride, or updating C after a
typecast from the computation precision. This memory optimization may
be disabled at configure-time (provided that the mixed-datatype
support is enabled in the first place).
- Added support for testing mixed-datatype combinations to testsuite.
The user may test gemm with mixed domains, precisions, both, or
neither.
- Added a standalone test driver directory for building and running
mixed-datatype performance experiments.
- Defined a new variation of castm, castnzm, which operates like castm
except that imaginary values are not touched when casting a real
operand to a complex operand. (By contrast, in these situations castm
sets the imaginary components of the destination matrix to zero.)
- Defined bli_obj_imag_is_zero() and substituted calls in lieu of all
usages of bli_obj_imag_equals() that tested against BLIS_ZERO, and
also simplified the implementation of bli_obj_imag_equals().
- Fixed bad behavior from bli_obj_is_real() and bli_obj_is_complex()
when given BLIS_CONSTANT objects.
- Disabled dt_on_output field in auxinfo_t structure as well as all
accessor functions. Also commented out all usage of accessor
functions within macrokernels. (Typecasting in the microkernel is
still feasible, though probably unrealistic for now given the
additional complexity required.)
- Use void function pointer type (instead of void*) for storing function
pointers in bli_l0_fpa.c.
- Added documentation for using gemm with mixed datatypes in
docs/MixedDatatypes.md and example code in examples/oapi/11gemm_md.c.
- Defined level-1d operation xpbyd and level-1m operation xpbym.
- Added xpbym test module to testsuite.
- Updated frame/include/bli_x86_asm_macros.h with additional macros
(courtsey of Devin Matthews).
Details:
- Renamed the following C preprocessor macros whose fallback/default
values are specified within frame/include/bli_kernel_macro_defs.h:
BLIS_DEFAULT_MR_THREAD_MAX -> BLIS_THREAD_MAX_IR
BLIS_DEFAULT_NR_THREAD_MAX -> BLIS_THREAD_MAX_JR
BLIS_DEFAULT_M_THREAD_RATIO -> BLIS_THREAD_RATIO_M
BLIS_DEFAULT_N_THREAD_RATIO -> BLIS_THREAD_RATIO_N
- Renamed the above cpp macro overrides within the knl, skx, and zen
sub-configurations, as well as invocations of those macros in
bli_rntm.c.
- Moved config/zen/bli_kernel.h to an 'old' directory as it is no longer
used by any code within BLIS.
Details:
- Updated existing macrokernel function names and definitions to
explicitly use slab assignment of micropanels to threads, then created
duplicate versions of macrokernels that explicitly use round-robin
assignment instead of slab. NOTE: As in ac18949, trsm_r macrokernels
were not substantially updated in this commit because they are
currently disabled in bli_trsm_front.c.
- Updated existing packing function (in blk_packm_blk_var1.c) to
explicitly use slab partitioning, and then duplicated for round-robin.
- Updated control tree initialization to use the appropriate macrokernel
and packm function pointers depending on which method (slab or rr) was
enabled at configure-time.
- Updated configure script to accept new --thread-part-jrir=[slab|rr]
option (-m [slab|rr] for short), which allows the user to explicitly
request either slab or round-robin assignment (partitioning) of
micropanels to threads.
- Updated sandbox/ref99 according to above changes.
- Minor updates to build/add-copyright.py.
Details:
- Adjusted the method by which micropanels are assigned to threads in
the 2nd (jr) and 1st (ir) loops around the microkernel to (mostly)
employ contiguous "slab" partitioning rather than interleaved (round
robin) partitioning. The new partitioning schemes and related details
for specific families of operations are listed below:
- gemm: slab partitioning.
- herk: slab partitioning for region corresponding to non-triangular
region of C; round robin partitioning for triangular region.
- trmm: slab partitioning for region corresponding to non-triangular
region of B; round robin partitioning for triangular region.
(NOTE: This affects both left- and right-side macrokernels:
trmm_ll, trmm_lu, trmm_rl, trmm_ru.)
- trsm: slab partitioning.
(NOTE: This only affects only left-side macrokernels trsm_ll,
trsm_lu; right-side macrokernels were not touched.)
Also note that the previous macrokernels were preserved inside of
the 'other' directory of each operation family directory (e.g.
frame/3/gemm/other, frame/3/herk/other, etc).
- Updated gemm macrokernel in sandbox/ref99 in light of above changes
and fixed a stale function pointer type in blx_gemm_int.c
(gemm_voft -> gemm_var_oft).
- Added standalone test drivers in test/3m4m for herk, trmm, and trsm
and minor changes to test/3m4m/Makefile.
- Updated the arguments and definitions of bli_*_get_next_[ab]_upanel()
and bli_trmm_?_?r_my_iter() macros defined in bli_l3_thrinfo.h.
- Renamed bli_thread_get_range*() APIs to bli_thread_range*().
Details:
- Rewrote bli_winsys.c to define bli_setenv() and bli_sleep()
unconditionally, but differently for Windows and non-Windows, but
then disabled the definition of bli_setenv() entirely since BLIS
no longer needs to set environment variables. Updated bli_winsys.h
accordingly, and call bli_sleep() from within testsuite instead of
sleep() directly.
- Use
#if !defined(_POSIX_BARRIERS) || (_POSIX_BARRIERS != 200809L)
instead of
#if !defined(_POSIX_BARRIERS) || (_POSIX_BARRIERS < 0)
when guarding against local definition of pthread barrier in
testsuite. (The description for unistd.h implies that _POSIX_BARRIERS
should always be set to 200809L when barriers are supported, though I
won't be surprised if we encounter a case in the future where it is
set to something else such as 1 while still supported.)
- Removed old _VERS_CONF_INST definitions and installation rules in
top-level Makefile. These are no longer needed because we no longer
output libraries with the version and configuration name as
substrings.
- Comment/whitespace updates in Makefile, config.mk.in, common.mk,
configure, bli_extern_defs.h, and test_libblis.h.
- Added mention of 1m to README.md and other trivial tweaks.