Details:
- Added explicit typecasting to various functions (mostly static
functions), primarily those in bli_param_macro_defs.h,
bli_obj_macro_defs.h, bli_cntx.h, bli_cntl.h, and a few other header
files.
- This change was prompted by feedback from Jacob Gorm Hansen, who
reported that #including "blis.h" from his application caused a
gcc to output error messages (relating to types being returned
mismatching the declared return types) when used via the C++ compiler
front-end. This is the first pass of fixes, and we may need to
iterate with additional follow-up commits (#233).
Details:
- Defined a new struct datatype, rntm_t (runtime), to house the thrloop
field of the cntx_t (context). The thrloop array holds the number of
ways of parallelism (thread "splits") to extract per level-3
algorithmic loop until those values can be used to create a
corresponding node in the thread control tree (thrinfo_t structure),
which (for any given level-3 invocation) usually happens by the time
the macrokernel is called for the first time.
- Relocating the thrloop from the cntx_t remedies a thread-safety issue
when invoking level-3 operations from two or more application threads.
The race condition existed because the cntx_t, a pointer to which is
usually queried from the global kernel structure (gks), is supposed to
be a read-only. However, the previous code would write to the cntx_t's
thrloop field *after* it had been queried, thus violating its read-only
status. In practice, this would not cause a problem when a sequential
application made a multithreaded call to BLIS, nor when two or more
application threads used the same parallelization scheme when calling
BLIS, because in either case all application theads would be using
the same ways of parallelism for each loop. The true effects of the
race condition were limited to situations where two or more application
theads used *different* parallelization schemes for any given level-3
call.
- In remedying the above race condition, the application or calling
library can now specify the parallelization scheme on a per-call basis.
All that is required is that the thread encode its request for
parallelism into the rntm_t struct prior to passing the address of the
rntm_t to one of the expert interfaces of either the typed or object
APIs. This allows, for example, one application thread to extract 4-way
parallelism from a call to gemm while another application thread
requests 2-way parallelism. Or, two threads could each request 4-way
parallelism, but from different loops.
- A rntm_t* parameter has been added to the function signatures of most
of the level-3 implementation stack (with the most notable exception
being packm) as well as all level-1v, -1d, -1f, -1m, and -2 expert
APIs. (A few internal functions gained the rntm_t* parameter even
though they currently have no use for it, such as bli_l3_packm().)
This required some internal calls to some of those functions to
be updated since BLIS was already using those operations internally
via the expert interfaces. For situations where a rntm_t object is
not available, such as within packm/unpackm implementations, NULL is
passed in to the relevant expert interfaces. This is acceptable for
now since parallelism is not obtained for non-level-3 operations.
- Revamped how global parallelism is encoded. First, the conventional
environment variables such as BLIS_NUM_THREADS and BLIS_*_NT are only
read once, at library initialization. (Thanks to Nathaniel Smith for
suggesting this to avoid repeated calls getenv(), which can be slow.)
Those values are recorded to a global rntm_t object. Public APIs, in
bli_thread.c, are still available to get/set these values from the
global rntm_t, though now the "set" functions have additional logic
to ensure that the values are set in a synchronous manner via a mutex.
If/when NULL is passed into an expert API (meaning the user opted to
not provide a custom rntm_t), the values from the global rntm_t are
copied to a local rntm_t, which is then passed down the function stack.
Calling a basic API is equivalent to calling the expert APIs with NULL
for the cntx and rntm parameters, which means the semantic behavior of
these basic APIs (vis-a-vis multithreading) is unchanged from before.
- Renamed bli_cntx_set_thrloop_from_env() to bli_rntm_set_ways_for_op()
and reimplemented, with the function now being able to treat the
incoming rntm_t in a manner agnostic to its origin--whether it came
from the application or is an internal copy of the global rntm_t.
- Removed various global runtime APIs for setting the number of ways of
parallelism for individual loops (e.g. bli_thread_set_*_nt()) as well
as the corresponding "get" functions. The new model simplifies these
interfaces so that one must either set the total number of threads, OR
set all of the ways of parallelism for each loop simultaneously (in a
single function call).
- Updated sandbox/ref99 according to above changes.
- Rewrote/augmented docs/Multithreading.md to document the three methods
(and two specific ways within each method) of requesting parallelism
in BLIS.
- Removed old, disabled code from bli_l3_thrinfo.c.
- Whitespace changes to code (e.g. bli_obj.c) and docs/BuildSystem.md.
Details:
- Renamed various files that were previously named according to a
"with context" or "without context" convention. For example, the
following files in frame/3 were renamed:
frame/3/bli_l3_oapi_woc.c -> frame/3/bli_l3_oapi_ba.c
frame/3/bli_l3_oapi_wc.c -> frame/3/bli_l3_oapi_ex.c
frame/3/bli_l3_tapi_woc.c -> frame/3/bli_l3_tapi_ba.c
frame/3/bli_l3_tapi_wc.c -> frame/3/bli_l3_tapi_ex.c
Here, the "ba" is for "basic" and "ex" is for "expert". This new
naming scheme will make more sense especially if/when additional
expert parameters are added to the expert APIs (typed and object).
Details:
- Split existing typed APIs into two subsets of interfaces: one for use
with expert parameters, such as the cntx_t*, and one without. This
separation was already in place for the object APIs, and after this
commit the typed and object APIs will have similar expert and non-
expert APIs. The expert functions will be suffixed with "_ex" just as
is the case for expert interfaces in the object APIs.
- Updated internal invocations of typed APIs (functions such as
bli_?setm() and bli_?scalv()) throughout BLIS to reflect use of the
new explictly expert APIs.
- Updated example code in examples/tapi to reflect the existence (and
usage) of non-expert APIs.
- Bumped the major soname version number in 'so_version'. While code
compiled against a previous version/commit will likely still work
(since the old typed function symbol names still exist in the new API,
just with one less function argument) the semantics of the function
have changed if the cntx_t* parameter the application passes in is
non-NULL. For example, calling bli_daxpyv() with a non-NULL context
does not behave the same way now as it did before; before, the
context would be used in the computation, and now the context would
be ignored since the interace for that function no longer expects a
context argument.
Details:
- Added logic to level-1v, -1d, -1f, -1m, -2, and -3 operations' _check()
functions to ensure that all operands are of the same datatype. There
are some exceptions that were left out, such as the _check() function
for the various norm operations since they have a different idea of
datatype consistency (ie: the norm object must be the real projection
of the primary input vector/matrix object).
- Query pack schemas in level-3 bli_*_front() functions and store those
values in the schema bitfields of the correponding obj_t's when the
cntx's method is not BLIS_NAT. (When method is BLIS_NAT, the default
native schemas are stored to the obj_t's.)
- In bli_l3_cntl_create_if(), query the schemas stored to the obj_t's in
bli_*_front(), clear the schema bitfields, and pass the queried values
into bli_gemm_cntl_create() and bli_trsm_cntl_create().
- Updated APIs for bli_gemm_cntl_create() and bli_trsm_cntl_create() to
take schemas for A and B, and use these values to initialize the
appropriate control tree nodes. (Also cpp-disabled the panel-block cntl
tree creation variant, bli_gemmpb_cntl_create(), as it has not been
employed by BLIS in quite some time.)
- Simplified querying of schema in bli_packm_init() thanks to above
changes.
- Updated openmp and pthreads definitions of bli_l3_thread_decorator()
so that thread-local aliases of matrix operands are guaranteed, even
if aliasing is disabled within the internal back-end functions (e.g.
bli_gemm_int.c). Also added a comment to bli_thrcomm_single.c
explaining why the extra aliasing is not needed there.
- Change bli_gemm() and level-3 friends so that the operation's ind()
function is called only if all matrix operands have the same datatype,
and only if that datatype is complex. The former condition is needed
in preparation for work related to mixed domain operands, while the
latter helps with readability, especially for those who don't want to
venture into frame/ind.
- Reshuffled arguments in bli_cntx_set_thrloop_from_env() to be
consistent with BLIS calling conventions (modified argument(s) are
last), and updated all invocations in the level-3 _front() functions.
- Comment updates to bli_cntx_set_thrloop_from_env().
Details:
- Added HP Enterprise to the LICENSE file. Previously, only the source
files touched by HPE contained the corresponding copyright notices.
(This oversight was unintentional.)
- Updated file-level copyright notices to include a comma, to match
the formatting used for UT and AMD copyrights.
Details:
- Converted most C preprocessor macros in bli_param_macro_defs.h and
bli_obj_macro_defs.h to static functions.
- Reshuffled some functions/macros to bli_misc_macro_defs.h and also
between bli_param_macro_defs.h and bli_obj_macro_defs.h.
- Changed obj_t-initializing macros in bli_type_defs.h to static
functions.
- Removed some old references to BLIS_TWO and BLIS_MINUS_TWO from
bli_constants.h.
- Whitespace changes in select files (four spaces to single tab).
Details:
- Added missing 'restrict' keyword to cntx_t* argument of function
signatures corresponding to level-1v, level-1f, and level-1m kernels.
This affected bli_l1v_ker_prot.h, bli_l1f_ker_prot.h, and
bli_l1m_ker_prot.h. (The 'restrict' was already being used to
qualify cntx_t* arguments for kernels defined in bli_l3_ker_prot.h.)
- Added comments to bli_l1v_ker.h, bli_l1f_ker.h, bli_l1m_ker.h, and
bli_l3_ukr.h that help explain how those headers function to produce
kernel prototypes using the prototype macros defined in the files
mentioned above.
Details:
- Added explicit handling of situations when 'git describe --tags'
returns an error. This command is used by update-version-file.sh
when deciding whether or not to update the version file prior to
configuration.
- Removed bli_packm.c and bli_unpackm.c, as they contained no source
code.
Details:
- Defined two new functions in bli_init.c: bli_init_once() and
bli_finalize_once(). Each is implemented with pthread_once(), which
guarantees that, among the threads that pass in the same pthread_once_t
data structure, exactly one thread will execute a user-defined function.
(Thus, there is now a runtime dependency against libpthread even when
multithreading is not enabled at configure-time.)
- Added calls to bli_init_once() to top-level user APIs for all
computational operations as well as many other functions in BLIS to
all but guarantee that BLIS will self-initialize through the normal
use of its functions.
- Rewrote and simplified bli_init() and bli_finalize() and related
functions.
- Added -lpthread to LDFLAGS in common.mk.
- Modified the bli_init_auto()/_finalize_auto() functions used by the
BLAS compatibility layer to take and return no arguments. (The
previous API that tracked whether BLIS was initialized, and then
only finalized if it was initialized in the same function, was too
cute by half and borderline useless because by default BLIS stays
initialized when auto-initialized via the compatibility layer.)
- Removed static variables that track initialization of the sub-APIs in
bli_const.c, bli_error.c, bli_init.c, bli_memsys.c, bli_thread, and
bli_ind.c. We don't need to track initialization at the sub-API level,
especially now that BLIS can self-initialize.
- Added a critical section around the changing of the error checking
level in bli_error.c.
- Deprecated bli_ind_oper_has_avail() as well as all functions
bli_<opname>_ind_get_avail(), where <opname> is a level-3 operation
name. These functions had no use cases within BLIS and likely none
outside of BLIS.
- Commented out calls to bli_init() and bli_finalize() in testsuite's
main() function, and likewise for standalone test drivers in 'test'
directory, so that self-initialization is exercised by default.
Details:
- Fixed implicit typecasting of conj_t to trans_t in bli_[un]packm_cxk.c.
- Properly typecast integer arguments to match format specifier in various
calls to printf() in bli_l3_thrinfo.c, bli_cntx.c, bli_pool.c, and
bli_util_oapi.c.
- Fixed "unsigned less-than-comparison with zero" checks in bli_check.c,
bli_cntx.h.
- Fixed mis-typed enums in bli_cntx.c (e.g., l1mkr_t that should have been
l1fkr_t or l1vkr_t).
- Fixed instances of opid_t value BLIS_GEMM that should have been l3ukr_t
value BLIS_GEMM_UKR in bli_cntx_ref.c.
- NOTE: These issues were identified via compiler warnings when building
BLIS with clang on a rather old installation of OS X:
$ clang --version
Apple LLVM version 5.0 (clang-500.2.79) (based on LLVM 3.3svn)
Target: x86_64-apple-darwin15.2.0
Thread model: posix
Details:
- Removed the vast majority of directories named "old", which contained
deprecated code that I wasn't quite ready to jettison from the source
tree.
Details:
- Reworked the build system around a configuration registry file, named
config_registry', that identifies valid configuration targets, their
constituent sub-configurations, and the kernel sets that are needed by
those sub-configurations. The build system now facilitates the building
of a single library that can contains kernels and cache/register
blocksizes for multiple configurations (microarchitectures). Reference
kernels are also built on a per-configuration basis.
- Updated the Makefile to use new variables set by configure via the
config.mk.in template, such as CONFIG_LIST, KERNEL_LIST, and KCONFIG_MAP,
in determining which sub-configurations (CONFIG_LIST) and kernel sets
(KERNEL_LIST) are included in the library, and which make_defs.mk files'
CFLAGS (KCONFIG_MAP) are used when compiling kernels.
- Reorganized 'kernels' directory into a "flat" structure. Renamed kernel
functions into a standard format that includes the kernel set name
(e.g. 'haswell'). Created a "bli_kernels_<kernelset>.h" file in each
kernels sub-directory. These files exist to provide prototypes for the
kernels present in those directories.
- Reorganized reference kernels into a top-level 'ref_kernels' directory.
This directory includes a new source file, bli_cntx_ref.c (compiled on
a per-configuration basis), that defines the code needed to initialize
a reference context and a context for induced methods for the
microarchitecture in question.
- Rewrote make_defs.mk files in each configuration so that the compiler
variables (e.g. CFLAGS) are "stored" (renamed) on a per-configuration
basis.
- Modified bli_config.h.in template so that bli_config.h is generated with
#defines for the config (family) name, the sub-configurations that are
associated with the family, and the kernel sets needed by those
sub-configurations.
- Deprecated all kernel-related information in bli_kernel.h and transferred
what remains to new header files named "bli_arch_<configname>.h", which
are conditionally #included from a new header bli_arch.h. These files
are still needed to set library-wide parameters such as custom
malloc()/free() functions or SIMD alignment values.
- Added bli_cntx_init_<configname>.c files to each configuration directory.
The files contain a function, named the same as the file, that initializes
a "native" context for a particular configuration (microarchitecture). The
idea is that optimized kernels, if available, will be initialized into
these contexts. Other fields will retain pointers to reference functions,
which will be compiled on a per-configuration basis. These bli_cntx_init_*()
functions will be called during the initialization of the global kernel
structure. They are thought of as initializing for "native" execution, but
they also form the basis for contexts that use induced methods. These
functions are prototyped, along with their _ref() and _ind() brethren, by
prototype-generating macros in bli_arch.h.
- Added a new typedef enum in bli_type_defs.h to define an arch_t, which
identifies the various sub-configurations.
- Redesigned the global kernel structure (gks) around a 2D array of cntx_t
structures (pointers to cntx_t, actually). The first dimension is indexed
over arch_t and the inner dimension is the ind_t (induced method) for
each microarchitecture. When a microarchitecture (configuration) is
"registered" at init-time, the inner array for that configuration in the
2D array is initialized (and allocated, if it hasn't been already). The
cntx_t slot for BLIS_NAT is initialized immediately and those for other
induced method types are initialized and cached on-demand, as needed. At
cntx_t registration, we also store function pointers to cntx_init functions
that will initialize (a) "reference" contexts and (b) contexts for use with
induced methods. We don't cache the full contexts for reference contexts
since they are rarely needed. The functions that initialize these two kinds
of contexts are generated automatically for each targeted sub-configuration
from cpp-templatized code at compile-time. Induced method contexts that
need "stage" adjustments can still obtain them via functions in
bli_cntx_ind_stage.c.
- Added new functions and functionality to bli_cntx.c, such as for setting
the level-1f, level-1v, and packm kernels, and for converting a native
context into one for executing an induced method.
- Moved the checking of register/cache blocksize consistency from being cpp
macros in bli_kernel_macro_defs.h to being runtime checks defined in
bli_check.c and called from bli_gks_register_cntx() at the time that the
global kernel structure's internal context is initialized for a given
microarchitecture/configuration.
- Deprecated all of the old per-operation bli_*_cntx.c files and removed
the previous operation-level cntx_t_init()/_finalize() invocations.
Instead, we now query the gks for a suitable context, usually via
bli_gks_query_cntx().
- Deprecated support for the 3m2 and 3m3 induced methods. (They required
hackery that I was no longer willing to support.)
- Consolidated the 1e and 1r packm kernels for any given register blocksize
into a single kernel that will branch on the schema and support packing
to both formats.
- Added the cntx_t* argument to all packm kernel signatures.
- Deprecated the local function pointer array in all bli_packm_cxk*.c files
and instead obtain the packm kernel from the cntx_t.
- Added bli_calloc_intl(), which serves as the calloc-equivalent to to
bli_malloc_intl(). Useful when we wish to allocate and initialize to
zero/NULL.
- Converted existing cpp macro functions defined in bli_blksz.h, bli_func.h,
bli_cntx.h into static functions.
Details:
- Removed the family field inside the cntx_t struct and re-added it to the
cntl_t struct. Updated all accessor functions/macros accordingly, as well
as all consumers and intermediaries of the family parameter (such as
bli_l3_thread_decorator(), bli_l3_direct(), and bli_l3_prune_*()). This
change was motivated by the desire to keep the context limited, as much
as possible, to information about the computing environment. (The family
field, by contrast, is a descriptor about the operation being executed.)
- Added additional functions to bli_blksz_*() API.
- Added additional functions to bli_cntx_*() API.
- Minor updates to bli_func.c, bli_mbool.c.
- Removed 'obj' from bli_blksz_*() API names.
- Removed 'obj' from bli_cntx_*() API names.
- Removed 'obj' from bli_cntl_*(), bli_*_cntl_*() API names. Renamed routines
that operate only on a single struct to contain the "_node" suffix to
differentiate with those routines that operate on the entire tree.
- Added enums for packm and unpackm kernels to bli_type_defs.h.
- Removed BLIS_1F and BLIS_VF from bszid_t definition in bli_type_defs.h.
They weren't being used and probably never will be.
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:
- 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:
- Removed thread barriers from the end of the loop bodies of
bli_gemm_blk_var1(), bli_gemm_blk_var2(), bli_trsm_blk_var1(),
and bli_trsm_blk_var2().
- Moved the thread barrier at the end of bli_packm_int() to the
end of bli_l3_packm(), and added missing barriers to that function.
- Removed the no longer necessary (and now incorrect) ochief guard
in bli_gemm3m3_packa() on the bli_obj_scalar_reset() on C.
- Thanks to Tyler Smith for help with these changes.
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:
- 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.
Details:
- Created template prototypes for packm kernels (in bli_l1m_ker.h), and
then redefined reference packm kernels' prototyping headers in terms of
this template, as is already done for level-1v, -1f, and -3 kernels.
- Automatically generate prototypes for user-defined packm kernels in
bli_kernel_prototypes.h (using the new template prototypes in
bli_l1m_ker.h).
- Defined packm kernel function types in bli_l1m_ft.h, including for
packm kernels specific to induced methods, which are now used in
bli_packm_cxk.c and friends rather than using a locally-defined
function type.
- In bli_packm_cxk.c, extended function pointer for packm kernels array
from out to index 31 (from previous maximum of 17). This allows us to
store the unrolled 30xk kernel in the array for use (on knc, for
example). Note: This should have been done a long time ago.
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:
- Consolidated the two blocked variants for packm into a single
implementation (packm_blk_var1) and removed the other variant.
- Updated all induced method _cntl_init() functions in frame/cntl/ind/
to use the new blocked variant 1.
- Defined two new macros, bli_is_ind_packed() and bli_is_nat_packed(),
to detect pack_t schemas for induced methods and native execution,
respectively.
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:
- Fixed a family of bugs in the triangular level-3 operations for
certain complex implementations (3m1 and 4m1a) that only manifest if
one of the register blocksizes (PACKMR/PACKNR, actually) is odd:
- Fixed incorrect imaginary stride computation in bli_packm_blk_var2()
for the triangular case.
- Fixed the incorrect computation of imaginary stride, as stored in
the auxinfo_t struct in trmm and trsm macro-kernels.
- Fixed incorrect pointer arithmetic in the trsm macro-kernels in the
cases where the the register blocksize for the triangular matrix is
odd. Introduced a new byte-granular pointer arithmetic macro,
bli_ptr_add(), that computes the correct value.
- Added cpp macro to bli_macro_defs.h for typeof() operator, defined in
terms of __typeof__, which is used by bli_ptr_add() macro.
- Disabled the row- vs. column-storage optimization in bli_trmm_front()
for singleton problems because the inherent ambiguity of whether a
scalar is row-stored or column-stored causes the wrong parameter
combination code to be executed (by dumb luck of our checking for
row storage first).
- Added commented-out debugging lines to 3m1/4m1a and reference
micro-kernels, and trsm_ll macro-kernel.
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:
- Fixed a bug that caused a memory leak in the contiguous memory
allocator. Because packm_init() was using simple aliasing when
a subpartition object was marked as zeros by bli_acquire_mpart_*(),
the "destination" pack object's mem_t entry was being overwritten
by the corresponding field of the "source" object (which was likely
NULL). This prevented the block from being released back to the
memory allocator. But this bug only manifested when changing the
location of packing B from outside the var1 loop to inside the
var3 loop, and only for trsm with triangular B (side = right). The
bug was fixed by changing the type of alias used in packm_init()
when handling zero partition cases. Specifically, we now use
bli_obj_alias_for_packing(), which does not clobber the destination
(pack) object's mem_t field. Thanks to Devangi Parikh for this bug
report.
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:
- Fixed a bug that affects all level-2 and level-3 blocked variants. The
bug only manifested, however, if the packing of operands (A and B in
gemm, for example) spanned multiple nodes in the control tree. Until
recently, the main consumers of packm were level-3 operations, all of
which packed both input operands from blocked variant 1 (B outside of
the loop, and A within the loop). This particular usage masked a flaw
in the code whereby bli_obj_release_pack() would always release the
underlying mem_t buffer (provided it was allocated), even if the buffer
was not allocated in the current variant. This has been fixed by
replacing all calls to bli_obj_release_pack() with calls to a new
function, bli_packm_release(), which takes the same control tree node
argument passed into the object's corresponding call to packm_init()
or packv_init(). bli_packm_release() then proceeds to invoke
bli_obj_release_pack() only if the control tree node indicates that
packing was requested. Thanks to Devangi Parikh for identifying this
bug.
Details:
- Renamed all remaining 3m/4m packing files and symbols to 3mi/4mi
('i' for "interleaved"). Similar changes to 3M/4M macros.
- Renamed all 3m/4m files and functions to 3m1/4m1.
- Whitespace changes.
Details:
- Renamed several variables and macros from 3m/4m to 3mi/4mi. This is
because those packing schemas were always implicitly "interleaved".
This new naming scheme will make way for new schemas that separate
instead of interleve the real and imaginary (and summed) parts.
- Expanded the pack format sub-field of the pack schema field of the
info_t to 4 bits (from 3). This will allow for more schema types
going forward.
- Removed old _cntl.c files for herk3m, herk4m, trmm3m, trmm4m.
Details:
- Fixed a bug that only affected trmm3 when performed via 3mh or 4mh,
whereby micro-panels of the triangular matrix were packed with "dead
space" between them due to failing to adjust for the fact that pointer
arithmetic was occurring in units of complex elements while the data
being packed consisted of real elements. It turns out that the macro-
kernel suffered from the same bug, meaning the panels were actually
being packed and read consistently. The only way I was able to
discover the bug in the first place was because the packed block of A
was overflowing into the beginning of the packed row panel of B using
the sandybridge configuration.
Details:
- Modified bli_packm_blk_var1.c and _var2.c to increase the triangular
case's panel increment by 1 if it would otherwise be odd. This is
particularly necessary in _var2.c when handling the interleaved 3m
or ro/io/rpi pack schemas, since division of an odd number by 2 can
happen if both the panel length and the panel packing dimension
(register packing blocksize) are odd, thus making their product odd.
- Modified bli_packm_init.c so that panel strides are increased by 1
if they would otherwise be odd, even for non-3m related packing.
- Modified the trmm and trsm macro-kernels so that triangular packed
micro-panels are traversed with this new "increment by 1 if odd"
policy.
- Added sanity checks in trmm and trsm macro-kernels that would result
in an abort() if the conditions that would lead to a "divide odd
integer by 2" scenario ever manifest.
- Defined bli_is_odd(), _is_even() macros in bli_scalar_macro_defs.h.
Details:
- Added an imaginary stride field ("is") to obj_t.
- Renamed bli_obj_set_incs() macro to bli_obj_set_strides().
- Defined bli_obj_imag_stride() and bli_obj_set_imag_stride() and
added invocations in key locations.
- Added some basic error-checking related to imaginary stride.
- For now, imaginary stride will not be exposed into the most-used
BLIS APIs such as bli_obj_create(), and certainly not the
computational APIs such as bli_dgemm().
Details:
- Fixed a bug in certain structured level-2 operations that manifested
only when the structured matrix was provided to BLIS as matrix stored
with general stride. The bug was introduced in c472993b when the
densify field was removed from the packm control tree node and
associated APIs. Since then, the packed object was unconditionally
marked with an uplo field of BLIS_DENSE. This is fine for level-3
operations where micro-panels are always densified, but in level-2
contexts, the underlying unblocked variant (fused or unfused) of
structured operations (e.g. trmv) still needs to know whether to
execute its "lower" or "upper" branches of code. Since this field
was unconditionally being set to BLIS_DENSE, the unblocked variants
were always executed the "else" branch, which happened to be the
"lower" case code. Thus, running an upper case produced the wrong
answer. This most obviously manifested in the form of failures for
trmm, trmm3, and trsm in the test suite.
The bug was fixed by setting the packed object's uplo field to
BLIS_DENSE only if the schema indicated that micro-panels were to be
packed. Otherwise, we can assume we are packing to regular row or
column storage, as is the case with level-2 packing. Thanks to
Francisco Igual for reporting the testsuite failures and ultimately
leading us to this bug.
Details:
- Added new micro-kernels for the AMD piledriver architecture (one
for each datatype).
- Updates and tweaks to piledriver configuration.
- Added 3xk packm micro-kernel support.
- Explicitly unrolled some of the smaller packm micro-kernels.
- Added notes to avx/sandybridge and piledriver micro-kernel files
acknowledging the influence of the corresponding kernel code in
OpenBLAS.
Details:
- Changed the recently-added micro-panel alignment macros so that we now
have two sets--one for micro-panels of matrix A and one for micro-
panels of matrix B: BLIS_UPANEL_[AB]_ALIGN_SIZE_?.
- Store each set of alignment values into a separate blksz_t object in
bli_gemm_cntl_init().
- Adjusted packm_init() to use the separate alignment values.
- Added query routines for the new alignment values to bli_info.c.
- Modified test suite output accordingly.
