887 Commits

Author SHA1 Message Date
Nikita Popov
9ca2c309ab [InstSimplify] Fix poison safety in insertvalue fold
We can only fold insertvalue undef, (extractvalue x, n) to x
if x is not poison, otherwise we might be replacing undef with
poison (https://alive2.llvm.org/ce/z/fnw3c8). The insertvalue
poison case is always fine.

I didn't go to particularly large effort to preserve cases where
folding with undef is still legal (mainly when there is a chain of
multiple inserts that end up covering the whole aggregate),
because this shouldn't really occur in practice: We should always
be generating the insertvalue poison form when constructing
aggregates nowadays.

Differential Revision: https://reviews.llvm.org/D144106
2023-02-16 09:39:44 +01:00
Janek van Oirschot
e3515ba381 Reapply "[AMDGPU] Modify adjustInliningThreshold to also consider the cost of passing function arguments through the stack"
Reapplies 142c28ffa1323e9a8d53200a22c80d5d778e0d0f as part of D140242 which got reverted due to amdgpu openmp test failures.

This diff fixes said failures by eliding most of `adjustInliningThresholdUsingCallee` for indirect calls as the callee function is unavailable for indirect calls.

Reviewed By: arsenm, #amdgpu

Differential Revision: https://reviews.llvm.org/D143498
2023-02-13 12:17:43 +00:00
Mircea Trofin
b87e53ee2a Revert "[mlgo] Fix test after D143624"
This reverts commit dc4c3cfd78c01bef427fca0431fe66a6c6de7c35.

Reverting because D143624 has been reverted.
2023-02-10 07:46:47 -08:00
David Green
86bfeb906e Revert "Inlining: Run the legacy AlwaysInliner before the regular inliner."
This seems to cause large regressions in existing code, as much as 75% slower
(4x the time taken). Small always inline functions seem to be used a lot in the
cmsis-dsp library.

I would add a phase ordering test to show the problems, but one already exists!
The llvm/test/Transforms/PhaseOrdering/ARM/arm_mult_q15.ll was just changed by
removing alwaysinline to hide the problems that existed.

This reverts commit cae033dcf227aeecf58fca5af6fc7fde1fd2fb4f.
This reverts commit 8e33c41e72ad42e4c27f8cbc3ad2e02b169637a1.
2023-02-10 15:01:49 +00:00
Amara Emerson
8e33c41e72 Inliner: Address missed review comments for D143624 2023-02-09 21:56:40 -08:00
Mircea Trofin
dc4c3cfd78 [mlgo] Fix test after D143624 2023-02-09 21:14:52 -08:00
Amara Emerson
cae033dcf2 Inlining: Run the legacy AlwaysInliner before the regular inliner.
We have several situations where it's beneficial for code size to ensure that every
call to always-inline functions are inlined before normal inlining decisions are
made. While the normal inliner runs in a "MandatoryOnly" mode to try to do this,
it only does it on a per-SCC basis, rather than the whole module. Ensuring that
all mandatory inlinings are done before any heuristic based decisions are made
just makes sense.

Despite being referred to the "legacy" AlwaysInliner pass, it's already necessary
for -O0 because the CGSCC inliner is too expensive in compile time to run at -O0.

This also fixes an exponential compile time blow up in
https://github.com/llvm/llvm-project/issues/59126

Differential Revision: https://reviews.llvm.org/D143624
2023-02-09 16:49:29 -08:00
Mircea Trofin
062380c86f [mlgo] Bump the unsupported versions for interactive tests to 3.8
e006c7dfa79a already covered the regalloc one.
2023-02-04 12:15:48 -08:00
Mircea Trofin
445ea1e777 [mlgo] only enable interactive mode tests on linux
`os.mkfifo` may not be supported everywhere (e.g. windows).
2023-02-03 19:57:26 -08:00
Mircea Trofin
79f7a5e02b [mlgo] Disable mlgo tests when python version is 6
Supporting 3.6 requires a bit too much of a change in the mlgo test python scripts.
2023-02-03 19:45:22 -08:00
Mircea Trofin
5fd51fcba6 Reland "[mlgo] Hook up the interactive runner to the mlgo-ed passes"
This reverts commit a772f0bb920a4957fb94dd8dbe45943809fd0ec3.

The main problem was related to how we handled `dbgs()` from the hosted
compiler. Using explicit `subprocess.communicate`, and not relying on
dbgs() being flushed until the end appears to address the problem.

Also some fixes due to some bots running older pythons, so we can't have
nice things like `int | float` and such.
2023-02-03 17:54:42 -08:00
Mircea Trofin
a772f0bb92 Revert "[mlgo] Hook up the interactive runner to the mlgo-ed passes"
This reverts commit a7354899d1a235a796b3a2ccb45f6596983c8672.

The way stdout/stderr get routed seems to work differently locally and
on the bots. Investigating.
2023-02-03 16:34:31 -08:00
Mircea Trofin
a7354899d1 [mlgo] Hook up the interactive runner to the mlgo-ed passes
This hooks up the interactive model runner to the passes that support
ml-based decisions. Because the interface to this runner is the exact
same as the one used during inference, we just reuse the exact same
setup we have for "release mode". This makes "release mode" a misnomer -
and that's something we needed to resolve sooner or later (e.g.
supporting more than one embedded model for the same problem was another
reason to drop that nomenclature). That will happen in a subsequent
change.

To use this evaluator, just enable the pass in (currently) "release"
mode, but also pass the base name for the 2 channel files via the
pass-specific flag.

The 2 files are the responsibilty of the hosting process. The added
tests use a minimal, toy such host, illustrating setup and
communication.

Differential Revision: https://reviews.llvm.org/D143218
2023-02-03 16:22:57 -08:00
Janek van Oirschot
1beba44526 Revert "[AMDGPU] Modify adjustInliningThreshold to also consider the cost of passing function arguments through the stack"
This reverts commit 142c28ffa1323e9a8d53200a22c80d5d778e0d0f.
2023-02-03 19:13:57 +00:00
Janek van Oirschot
142c28ffa1 [AMDGPU] Modify adjustInliningThreshold to also consider the cost of passing function arguments through the stack
A regression from when new PM got enabled as default. Functions with a big number of instructions will elide getting inlined but do not consider the cost of passing arguments over stack if there are a lot of function arguments. This patch attempts to add a heuristic for AMDGPU's function calling convention that also considers function arguments passed through the stack.

Reviewed By: #amdgpu, arsenm

Differential Revision: https://reviews.llvm.org/D140242
2023-02-03 15:31:24 +00:00
Nick Desaulniers
f1764d5b59 [InlineCost] model calls to llvm.objectsize.*
Very similar to https://reviews.llvm.org/D111272. We very often can
evaluate calls to llvm.objectsize.* regardless of inlining. Don't count
calls to llvm.objectsize.* against the InlineCost when we can evaluate
the call to a constant.

Link: https://github.com/ClangBuiltLinux/linux/issues/1302

Reviewed By: manojgupta

Differential Revision: https://reviews.llvm.org/D111456
2023-01-24 15:09:57 -08:00
Nikita Popov
9ed2f14c87 [AsmParser] Remove typed pointer auto-detection
IR is now always parsed in opaque pointer mode, unless
-opaque-pointers=0 is explicitly given. There is no automatic
detection of typed pointers anymore.

The -opaque-pointers=0 option is added to any remaining IR tests
that haven't been migrated yet.

Differential Revision: https://reviews.llvm.org/D141912
2023-01-18 09:58:32 +01:00
Mircea Trofin
5898be19e6 [mlgo] Remove the protobuf dependency
The dependency was due to the log format. This change switches to the
previously-introduced (D139370) "dependency-free" logger instead of the
protobuf-based one.

A subsequent change will clean out the unnecessary abstraction left
behind.

This change drops the logger unittest, we have sufficient test coverage
via lit tests, and a unit test would require adding, unnecesarily, a log
reader (the reader is expected to be python, for the ML side, and there
is a reader for that under Analysis/models, used for tests).

Differential Revision: https://reviews.llvm.org/D141720
2023-01-17 13:12:27 -08:00
James Y Knight
1ae36b1387 Remove special cases for invoke of non-throwing inline-asm.
Non-throwing inline asm infers the nounwind attribute in
instcombine. Thus, it can be handled in the same manner as
non-throwing target functions are generally. Further special casing is
unnecessary complexity.
2023-01-06 13:53:10 -05:00
Nikita Popov
055fb7795a [Transforms] Convert some tests to opaque pointers (NFC)
These are all tests where conversion worked automatically, and
required no manual fixup.
2023-01-05 12:43:45 +01:00
Nikita Popov
555f384c29 [Inline] Avoid branch on undef UB in tests (NFC) 2023-01-03 12:44:20 +01:00
Teresa Johnson
35c7e457e8 [MemProf] Fix inline propagation of memprof metadata
It isn't correct to always remove memprof metadata MIBs from the
original allocation call after inlining.

Let's say we have the following partial call graph:

C     D
 \   /
  v v
   B   E
   |  /
   v v
    A

where A contains an allocation call. If both contexts including B have
the same allocation behavior, the context in the memprof metadata on the
allocation will be pruned, and we will have 2 MIBs with contexts:
A,B and A,E.

Previously, if we inlined A into B we propagate the matching MIBs onto
the inlined allocation call in B' (A,B in this case), and remove it from
the original out of line allocation in A. This is correct if we have a
single round of bottom up inlining.

However, in the compiler we can have multiple invocations of the inliner
pass (e.g. LTO). We may also inline non-bottom up with an alternative
inliner such as the ModuleInliner. In that case, we could end up first
inlining B into C, without having inlined A into B. The call graph then
looks like:

    D
    |
    v
C'  B   E
 \  |  /
  v v v
    A

If we subsequently (perhaps on a later invocation of bottom up inlining)
inline A into B, the previous handling would propagate the memprof MIB
context A,B up into the inlined allocation in B', and remove it from the
original allocation in A. The propagation into B' is fine, however, by
removing it from A's allocation, we no longer reflect the context coming
from C'.

To fix this, simply prevent the removal of MIB from the original
allocation callsites.

Note that the memprof_inline.ll test has some changes to existing
checking to replace "noncold" with "notcold" in the metadata. The
corresponding CHECK was accidentally commented out in the old version
and thus this mistake was not previously detected.

Differential Revision: https://reviews.llvm.org/D140764
2022-12-30 07:31:47 -08:00
Kazu Hirata
3442309138 [mlgo] Use have_tflite instead of have_tf_api
We are in the process of retiring LLVM_HAVE_TF_API in favor of
LLVM_HAVE_TFLITE.  This patch takes care of the transition in
llvm/test.

Differential Revision: https://reviews.llvm.org/D140133
2022-12-15 13:54:25 -08:00
Bjorn Pettersson
51ee10747d [test] Remove duplicate RUN lines
A few more that I missed in commit 3528e63d89305907b3d6e.

There could be more duplicates remaining, since I've only focused
on exactly duplicated "RUN: opt" lines (ignoring multi line RUN
lines ending with '\').
2022-12-08 12:47:24 +01:00
Bjorn Pettersson
3528e63d89 [test] Remove duplicate RUN lines in Transform tests 2022-12-08 11:47:16 +01:00
Nikita Popov
169ff554c1 [Inline] Regenerate test checks (NFC)
Don't use anon names, convert to opaque pointers and use
generated check lines.
2022-12-08 10:17:02 +01:00
Nikita Popov
151602c7a9 [Inline] Convert some tests to opaque pointers (NFC) 2022-12-08 10:05:23 +01:00
Roman Lebedev
e5369823bc
[NFC] Port all Inline tests to -passes= syntax 2022-12-08 03:09:27 +03:00
Johannes Doerfert
f6e3a89cc0 [AMDGPU] Annotate the intrinsics to be default and nocallback
Differential Revision: https://reviews.llvm.org/D135155
2022-12-07 14:25:25 -08:00
Matt Arsenault
5460b45564 AMDGPU: Rename test functions and add some cases for consistency
Test all the permutations.
2022-12-07 15:56:21 -05:00
Mircea Trofin
4c97745bf0 Reapply "[mlgo] Dependency-free training mode logger"
This reverts commit 8abe7b11f74bea63d3134c144137b72146da0c7b.

Added the missing cast which was causing a build problem on certain compilers.
2022-12-06 10:29:50 -08:00
Florian Hahn
8abe7b11f7
Revert "[mlgo] Dependency-free training mode logger"
This reverts commit c5ff6f72342e0a4b0ba2ec9f603bedca86721e80.

This breaks building on macOS:

FAILED: lib/Analysis/CMakeFiles/LLVMAnalysis.dir/TensorSpec.cpp.o
/Applications/Xcode.app/Contents/Developer/Toolchains/XcodeDefault.xctoolchain/usr/bin/c++ -DBUILD_EXAMPLES -DGTEST_HAS_RTTI=0 -D_DEBUG -D__STDC_CONSTANT_MACROS -D__STDC_FORMAT_MACROS -D__STDC_LIMIT_MACROS -I/Users/buildslave/jenkins/workspace/clang-stage1-cmake-RA-incremental/clang-build/lib/Analysis -I/Users/buildslave/jenkins/workspace/clang-stage1-cmake-RA-incremental/llvm-project/llvm/lib/Analysis -I/Users/buildslave/jenkins/workspace/clang-stage1-cmake-RA-incremental/clang-build/include -I/Users/buildslave/jenkins/workspace/clang-stage1-cmake-RA-incremental/llvm-project/llvm/include -fPIC -fvisibility-inlines-hidden -Werror=date-time -Werror=unguarded-availability-new -Wall -Wextra -Wno-unused-parameter -Wwrite-strings -Wcast-qual -Wmissing-field-initializers -pedantic -Wno-long-long -Wc++98-compat-extra-semi -Wimplicit-fallthrough -Wcovered-switch-default -Wno-noexcept-type -Wnon-virtual-dtor -Wdelete-non-virtual-dtor -Wstring-conversion -Wmisleading-indentation -Wctad-maybe-unsupported -fdiagnostics-color -O3 -DNDEBUG -isysroot /Applications/Xcode.app/Contents/Developer/Platforms/MacOSX.platform/Developer/SDKs/MacOSX11.1.sdk -mmacosx-version-min=10.14  -fno-exceptions -fno-rtti -UNDEBUG -std=c++17 -MD -MT lib/Analysis/CMakeFiles/LLVMAnalysis.dir/TensorSpec.cpp.o -MF lib/Analysis/CMakeFiles/LLVMAnalysis.dir/TensorSpec.cpp.o.d -o lib/Analysis/CMakeFiles/LLVMAnalysis.dir/TensorSpec.cpp.o -c /Users/buildslave/jenkins/workspace/clang-stage1-cmake-RA-incremental/llvm-project/llvm/lib/Analysis/TensorSpec.cpp
In file included from /Users/buildslave/jenkins/workspace/clang-stage1-cmake-RA-incremental/llvm-project/llvm/lib/Analysis/TensorSpec.cpp:16:
In file included from /Users/buildslave/jenkins/workspace/clang-stage1-cmake-RA-incremental/llvm-project/llvm/include/llvm/Analysis/TensorSpec.h:16:
/Users/buildslave/jenkins/workspace/clang-stage1-cmake-RA-incremental/llvm-project/llvm/include/llvm/Support/JSON.h:354:29: error: non-constant-expression cannot be narrowed from type 'unsigned long' to 'int64_t' (aka 'long long') in initializer list [-Wc++11-narrowing]
    create<int64_t>(int64_t{I});
                            ^
/Users/buildslave/jenkins/workspace/clang-stage1-cmake-RA-incremental/llvm-project/llvm/lib/Analysis/TensorSpec.cpp:55:18: note: in instantiation of function template specialization 'llvm::json::Value::Value<unsigned long, void, void, void>' requested here
        OS.value(D);
                 ^
/Users/buildslave/jenkins/workspace/clang-stage1-cmake-RA-incremental/llvm-project/llvm/include/llvm/Support/JSON.h:354:29: note: insert an explicit cast to silence this issue
    create<int64_t>(int64_t{I});
                            ^
                            static_cast<int64_t>( )
1 error generated.

https://green.lab.llvm.org/green/job/clang-stage1-cmake-RA-incremental/33120/consoleFull#-145995569149ba4694-19c4-4d7e-bec5-911270d8a58c
2022-12-06 17:24:55 +00:00
Mircea Trofin
c5ff6f7234 [mlgo] Dependency-free training mode logger
This is the next step in dropping the dependency on protobuf.

The simple logger produces an output consisting of lines of json
strings. Tensor values - which should constitute the bulk of the data -
are serialized as raw byte buffers. This allows for light-weight reading
of the values.

The next step is to switch the training logic to the new logging format,
following which the protobuf-based logger will be dropped, together with
the training dependency on protobuf.

Subsequent changes will also stop buffering and stream, instead - the
buffering model is just as a convenient point-in-time.

Differential Revision: https://reviews.llvm.org/D139370
2022-12-06 08:12:45 -08:00
Kazu Hirata
2d6ec146dd [ModuleInliner] Add MLPriority
This patch adds MLPriority as the first step toward the ML-based
function inlining with the module inliner.

For now, MLPriority is completely identical to CostPriority.

Once this patch lands, I'm planning to:

- integrate NoInferenceModelRunner,

- memoize the priority computation so that the priority remains the
  same for given values of metrics even with the noise injected during
  training, and

- port/take more features into account.

Differential Revision: https://reviews.llvm.org/D139140
2022-12-02 14:25:13 -08:00
Matt Arsenault
a74c5707be Fix some test files with executable permissions 2022-12-02 17:12:03 -05:00
Kazu Hirata
0417b9d637 [Inline] Add a basic test for the module inliner
The new test ensures that the module inliner works with all currently
supported priority modes.

Different priority modes result in no difference in terms of the
output for these simple cases, so this is more of a "better than
nothing" test.

Differential Revision: https://reviews.llvm.org/D139222
2022-12-02 13:37:57 -08:00
Roman Lebedev
7850ab2112
[NFC] Port an assortment of tests that invoke SROA to new pass manager 2022-12-01 21:17:18 +03:00
OCHyams
6ac7b341f9 Fix inliner test after e3cd498ff7748f967be1bdcc0a994e40ce82268f
Bot failure: https://lab.llvm.org/buildbot/#/builders/16/builds/38156

e3cd498ff7748f967be1bdcc0a994e40ce82268f (D133318) updates CloneBlock to
preserve debug use-before-defs. Update local-as-metadata-undominated-use.ll to
reflect this.
2022-11-18 12:28:15 +00:00
Joshua Cao
8ad88f129c Do not write a comma when varargs is the only argument
Fixes https://github.com/llvm/llvm-project/issues/56544

AsmWriter always writes ", ..." when a tail call has a varargs argument. This patch only writes the ", " when there is an argument before the varargs argument.

I did not write a dedicated test this for this change, but I modified an existing test that will test for a regression.

Reviewed By: avogelsgesang

Differential Revision: https://reviews.llvm.org/D137893

Signed-off-by: Adrian Vogelsgesang <avogelsgesang@salesforce.com>
2022-11-14 02:46:11 -08:00
Nikita Popov
304f1d59ca [IR] Switch everything to use memory attribute
This switches everything to use the memory attribute proposed in
https://discourse.llvm.org/t/rfc-unify-memory-effect-attributes/65579.
The old argmemonly, inaccessiblememonly and inaccessiblemem_or_argmemonly
attributes are dropped. The readnone, readonly and writeonly attributes
are restricted to parameters only.

The old attributes are auto-upgraded both in bitcode and IR.
The bitcode upgrade is a policy requirement that has to be retained
indefinitely. The IR upgrade is mainly there so it's not necessary
to update all tests using memory attributes in this patch, which
is already large enough. We could drop that part after migrating
tests, or retain it longer term, to make it easier to import IR
from older LLVM versions.

High-level Function/CallBase APIs like doesNotAccessMemory() or
setDoesNotAccessMemory() are mapped transparently to the memory
attribute. Code that directly manipulates attributes (e.g. via
AttributeList) on the other hand needs to switch to working with
the memory attribute instead.

Differential Revision: https://reviews.llvm.org/D135780
2022-11-04 10:21:38 +01:00
Sebastian Peryt
98190d2122 [NFC][3/n] Remove enable-new-pm from Inline tests
This change is updating remaining Inline tests
by removing -enable-new-pm=0 flag and adjusting CHECKs
where it is required.

Reviewed By: aeubanks

Differential Revision: https://reviews.llvm.org/D135497
2022-10-10 13:42:42 -07:00
Arthur Eubanks
f3a928e233 [opt] Don't translate legacy -analysis flag to require<analysis>
Tests relying on this should explicitly use -passes='require<analysis>,foo'.
2022-10-07 14:54:34 -07:00
Nikita Popov
6e504d637d [ValueTracking] Handle constant exprs in isKnownNonZero()
Handle constant expressions by falling through to the general
operator-based code. In particular, this adds support for bitcast
and GEP expressions.
2022-10-04 11:58:07 +02:00
Teresa Johnson
43417d8159 [MemProf] Update metadata during inlining
Update both memprof and callsite metadata to reflect inlined functions.

For callsite metadata this is simply a concatenation of each cloned
call's call stack with that of the inlined callsite's.

For memprof metadata, each profiled memory info block (MIB) is either
moved to the cloned allocation call or left on the original allocation
call depending on whether its context matches the newly refined call
stack context on the cloned call. We also reapply context trimming
optimizations based on the refined set of contexts on each of the calls
(cloned and original).

Depends on D128142.

Reviewed By: snehasish

Differential Revision: https://reviews.llvm.org/D128143
2022-09-30 19:21:15 -07:00
Teresa Johnson
4d243348fb Revert "[MemProf] Update metadata during inlining" and preceeding commit
This reverts commit 0d7f3464ce0ba3a97df73e08ee0acd4e33adbe9b and
commit f9403ca41e5f3dab60cd6e5de26eea65dcab01a4. The latter was
"Profile matching and IR annotation for memprof profiles." and was left
from a bad rebase from a commit already pushed upstream.
2022-09-30 17:01:30 -07:00
Teresa Johnson
0d7f3464ce [MemProf] Update metadata during inlining
Update both memprof and callsite metadata to reflect inlined functions.

For callsite metadata this is simply a concatenation of each cloned
call's call stack with that of the inlined callsite's.

For memprof metadata, each profiled memory info block (MIB) is either
moved to the cloned allocation call or left on the original allocation
call depending on whether its context matches the newly refined call
stack context on the cloned call. We also reapply context trimming
optimizations based on the refined set of contexts on each of the calls
(cloned and original), via utilities in MemoryProfileInfo.

Depends on D128142.

Differential Revision: https://reviews.llvm.org/D128143
2022-09-30 16:46:17 -07:00
Sebastian Peryt
46fc75ab28 [NFC][2/n] Remove PrunePH pass
Second patch in the series to remove legacy PM and
associated -enable-new-pm=0 flag targets pass that
has not been ported to new PM - PruneEH.
Discussion about this can be found in D44415.

Reviewed By: aeubanks

Differential Revision: https://reviews.llvm.org/D134686
2022-09-26 18:38:04 -07:00
David Sherwood
64bef3d568 [AArch64][SME] Disable inlining when SME attributes require smstart/smstop or lazy-save.
Inlining must be disabled when the call-site needs to toggle PSTATE.SM or
when the callee's function body is executed in a different streaming mode than
its caller. This is needed because function calls are the boundaries for
streaming mode changes.

More details about the SME attributes and design can be found
in D131562.

Differential Revision: https://reviews.llvm.org/D131581
2022-09-21 09:35:47 +01:00
Sebastian Peryt
99c9b37d11 [NFC][1/n] Remove -enable-new-pm=0 flags from lit tests
This is the first patch in a series intended for removing flag
-enable-new-pm=0 from lit tests. This is part of a bigger
effort of completely removing legacy code related to legacy
pass manager in favor of currently default new pass manager.

In this patch flag has been removed only from tests where no significant
change has been required because checks has been duplicated for
both PMs.

Reviewed By: fhahn

Differential Revision: https://reviews.llvm.org/D134150
2022-09-19 09:57:37 -07:00
Mircea Trofin
5ce4c9aa04 [mlgo] Use TFLite for 'development' mode.
TLite is a lightweight, statically linkable[1], model evaluator, supporting a
subset of what the full tensorflow library does, sufficient for the
types of scenarios we envision having. It is also faster.

We still use saved models as "source of truth" - 'release' mode's AOT
starts from a saved model; and the ML training side operates in terms of
saved models.

Using TFLite solves the following problems compared to using the full TF
C API:

- a compiler-friendly implementation for runtime-loadable (as opposed
  to AOT-embedded) models: it's statically linked; it can be built via
  cmake;
- solves an issue we had when building the compiler with both AOT and
  full TF C API support, whereby, due to a packaging issue on the TF
  side, we needed to have the pip package and the TF C API library at
  the same version. We have no such constraints now.

The main liability is it supporting a subset of what the full TF
framework does. We do not expect that to cause an issue, but should that
be the case, we can always revert back to using the full framework
(after also figuring out a way to address the problems that motivated
the move to TFLite).

Details:

This change switches the development mode to TFLite. Models are still
expected to be placed in a directory - i.e. the parameters to clang
don't change; what changes is the directory content: we still need
an `output_spec.json` file; but instead of the saved_model protobuf and
the `variables` directory, we now just have one file, `model.tflite`.

The change includes a utility showing how to take a saved model and
convert it to TFLite, which it uses for testing.

The full TF implementation can still be built (not side-by-side). We
intend to remove it shortly, after patching downstream dependencies. The
build behavior, however, prioritizes TFLite - i.e. trying to enable both
full TF C API and TFLite will just pick TFLite.

[1] thanks to @petrhosek's changes to TFLite's cmake support and its deps!
2022-08-24 16:07:24 -07:00