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The following commit(s) were added to refs/heads/asf-site by this push:
new 65dce6be8d Publishing web: f0482e9c189ff02e151b650878e44a5e0108a468
docs: 2a6a86cb68d9e665580aadc395707af002ed1ac5
65dce6be8d is described below
commit 65dce6be8d114744de16851dbb7208a725d268ff
Author: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>
AuthorDate: Mon Sep 7 00:47:50 2026 +0000
Publishing web: f0482e9c189ff02e151b650878e44a5e0108a468 docs:
2a6a86cb68d9e665580aadc395707af002ed1ac5
---
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index 2e0ebc2a80..06f4faec5c 100644
--- a/content/docs/10.0.0/index.html
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@@ -207,7 +207,7 @@ by following these <a class="reference internal"
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VxWorks) are adopted for functionality not available under these standards, or
for functionality that is not appropriate for deeply-embedded environments
(such as fork()).</p>
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+<p>Last Updated: 07 September 26 at 00:24</p>
<div class="toctree-wrapper compound">
<p class="caption"><span class="caption-text">Table of Contents</span></p>
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index a8cb6f3558..fab5fe463e 100644
--- a/content/docs/10.0.1/index.html
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@@ -253,7 +253,7 @@ by following these <a class="reference internal"
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index c95810298c..e546aa7f86 100644
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index c95810298c..eb5c21f4df 100644
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@@ -187,7 +187,7 @@ standards. Additional standard APIs from Unix and other
common RTOS’s (such as
VxWorks) are adopted for functionality not available under these standards, or
for functionality that is not appropriate for deeply-embedded environments
(such
as fork()).</p>
-<p>Last Updated: 06 September 26 at 00:28</p>
+<p>Last Updated: 07 September 26 at 00:29</p>
<div class="toctree-wrapper compound">
<p class="caption" role="heading"><span class="caption-text">Table of
Contents</span></p>
<ul class="current">
diff --git a/content/docs/12.5.1/searchindex.js
b/content/docs/12.5.1/searchindex.js
index ba3a42e4e3..3959331a40 100644
--- a/content/docs/12.5.1/searchindex.js
+++ b/content/docs/12.5.1/searchindex.js
@@ -1 +1 @@
-Search.setIndex({"docnames": ["applications/audioutils/fmsynt/index",
"applications/audioutils/index", "applications/audioutils/mml_parser/index",
"applications/audioutils/nxaudio/index",
"applications/benchmarks/coremark/index", "applications/benchmarks/index",
"applications/boot/index", "applications/boot/mcuboot/index",
"applications/boot/miniboot/index", "applications/canutils/candump/index",
"applications/canutils/canlib/index", "applications/canutils/cansend/index",
"applications/c [...]
\ No newline at end of file
+Search.setIndex({"docnames": ["applications/audioutils/fmsynt/index",
"applications/audioutils/index", "applications/audioutils/mml_parser/index",
"applications/audioutils/nxaudio/index",
"applications/benchmarks/coremark/index", "applications/benchmarks/index",
"applications/boot/index", "applications/boot/mcuboot/index",
"applications/boot/miniboot/index", "applications/canutils/candump/index",
"applications/canutils/canlib/index", "applications/canutils/cansend/index",
"applications/c [...]
\ No newline at end of file
diff --git a/content/docs/12.6.0/index.html b/content/docs/12.6.0/index.html
index d2af9b9147..b5319419a6 100644
--- a/content/docs/12.6.0/index.html
+++ b/content/docs/12.6.0/index.html
@@ -188,7 +188,7 @@ standards. Additional standard APIs from Unix and other
common RTOS’s (such as
VxWorks) are adopted for functionality not available under these standards, or
for functionality that is not appropriate for deeply-embedded environments
(such
as fork()).</p>
-<p>Last Updated: 06 September 26 at 00:29</p>
+<p>Last Updated: 07 September 26 at 00:30</p>
<div class="toctree-wrapper compound">
<p class="caption" role="heading"><span class="caption-text">Table of
Contents</span></p>
<ul class="current">
diff --git a/content/docs/12.6.0/searchindex.js
b/content/docs/12.6.0/searchindex.js
index 7a73d43765..8c4be92a60 100644
--- a/content/docs/12.6.0/searchindex.js
+++ b/content/docs/12.6.0/searchindex.js
@@ -1 +1 @@
-Search.setIndex({"docnames": ["applications/audioutils/fmsynt/index",
"applications/audioutils/index", "applications/audioutils/mml_parser/index",
"applications/audioutils/nxaudio/index",
"applications/benchmarks/cachespeed/index",
"applications/benchmarks/coremark-pro/index",
"applications/benchmarks/coremark/index",
"applications/benchmarks/dhrystone/index", "applications/benchmarks/fio/index",
"applications/benchmarks/index", "applications/benchmarks/iozone/index",
"applications/bench [...]
\ No newline at end of file
+Search.setIndex({"docnames": ["applications/audioutils/fmsynt/index",
"applications/audioutils/index", "applications/audioutils/mml_parser/index",
"applications/audioutils/nxaudio/index",
"applications/benchmarks/cachespeed/index",
"applications/benchmarks/coremark-pro/index",
"applications/benchmarks/coremark/index",
"applications/benchmarks/dhrystone/index", "applications/benchmarks/fio/index",
"applications/benchmarks/index", "applications/benchmarks/iozone/index",
"applications/bench [...]
\ No newline at end of file
diff --git a/content/docs/12.7.0/index.html b/content/docs/12.7.0/index.html
index 0b032b3e48..bfb08e3d42 100644
--- a/content/docs/12.7.0/index.html
+++ b/content/docs/12.7.0/index.html
@@ -187,7 +187,7 @@ standards. Additional standard APIs from Unix and other
common RTOS’s (such as
VxWorks) are adopted for functionality not available under these standards, or
for functionality that is not appropriate for deeply-embedded environments
(such
as fork()).</p>
-<p>Last Updated: 06 September 26 at 00:30</p>
+<p>Last Updated: 07 September 26 at 00:32</p>
<div class="toctree-wrapper compound">
<p class="caption" role="heading"><span class="caption-text">Table of
Contents</span></p>
<ul class="current">
diff --git a/content/docs/12.7.0/searchindex.js
b/content/docs/12.7.0/searchindex.js
index ccfb0a5d34..848f817f20 100644
--- a/content/docs/12.7.0/searchindex.js
+++ b/content/docs/12.7.0/searchindex.js
@@ -1 +1 @@
-Search.setIndex({"docnames": ["applications/audioutils/fmsynt/index",
"applications/audioutils/index", "applications/audioutils/mml_parser/index",
"applications/audioutils/nxaudio/index",
"applications/benchmarks/cachespeed/index",
"applications/benchmarks/coremark-pro/index",
"applications/benchmarks/coremark/index",
"applications/benchmarks/dhrystone/index", "applications/benchmarks/fio/index",
"applications/benchmarks/index", "applications/benchmarks/iozone/index",
"applications/bench [...]
\ No newline at end of file
+Search.setIndex({"docnames": ["applications/audioutils/fmsynt/index",
"applications/audioutils/index", "applications/audioutils/mml_parser/index",
"applications/audioutils/nxaudio/index",
"applications/benchmarks/cachespeed/index",
"applications/benchmarks/coremark-pro/index",
"applications/benchmarks/coremark/index",
"applications/benchmarks/dhrystone/index", "applications/benchmarks/fio/index",
"applications/benchmarks/index", "applications/benchmarks/iozone/index",
"applications/bench [...]
\ No newline at end of file
diff --git a/content/docs/12.8.0/index.html b/content/docs/12.8.0/index.html
index b01f98db91..0f43a55ac3 100644
--- a/content/docs/12.8.0/index.html
+++ b/content/docs/12.8.0/index.html
@@ -187,7 +187,7 @@ standards. Additional standard APIs from Unix and other
common RTOS’s (such as
VxWorks) are adopted for functionality not available under these standards, or
for functionality that is not appropriate for deeply-embedded environments
(such
as fork()).</p>
-<p>Last Updated: 06 September 26 at 00:31</p>
+<p>Last Updated: 07 September 26 at 00:33</p>
<div class="toctree-wrapper compound">
<p class="caption" role="heading"><span class="caption-text">Table of
Contents</span></p>
<ul class="current">
diff --git a/content/docs/12.8.0/searchindex.js
b/content/docs/12.8.0/searchindex.js
index b031446ffb..04222b8bc6 100644
--- a/content/docs/12.8.0/searchindex.js
+++ b/content/docs/12.8.0/searchindex.js
@@ -1 +1 @@
-Search.setIndex({"docnames": ["applications/audioutils/fmsynt/index",
"applications/audioutils/index", "applications/audioutils/mml_parser/index",
"applications/audioutils/nxaudio/index",
"applications/benchmarks/cachespeed/index",
"applications/benchmarks/coremark-pro/index",
"applications/benchmarks/coremark/index",
"applications/benchmarks/dhrystone/index", "applications/benchmarks/fio/index",
"applications/benchmarks/index", "applications/benchmarks/iozone/index",
"applications/bench [...]
\ No newline at end of file
+Search.setIndex({"docnames": ["applications/audioutils/fmsynt/index",
"applications/audioutils/index", "applications/audioutils/mml_parser/index",
"applications/audioutils/nxaudio/index",
"applications/benchmarks/cachespeed/index",
"applications/benchmarks/coremark-pro/index",
"applications/benchmarks/coremark/index",
"applications/benchmarks/dhrystone/index", "applications/benchmarks/fio/index",
"applications/benchmarks/index", "applications/benchmarks/iozone/index",
"applications/bench [...]
\ No newline at end of file
diff --git a/content/docs/12.9.0/index.html b/content/docs/12.9.0/index.html
index bd6eeda769..199ba24150 100644
--- a/content/docs/12.9.0/index.html
+++ b/content/docs/12.9.0/index.html
@@ -187,7 +187,7 @@ standards. Additional standard APIs from Unix and other
common RTOS’s (such as
VxWorks) are adopted for functionality not available under these standards, or
for functionality that is not appropriate for deeply-embedded environments
(such
as fork()).</p>
-<p>Last Updated: 06 September 26 at 00:32</p>
+<p>Last Updated: 07 September 26 at 00:35</p>
<div class="toctree-wrapper compound">
<p class="caption" role="heading"><span class="caption-text">Table of
Contents</span></p>
<ul class="current">
diff --git a/content/docs/12.9.0/searchindex.js
b/content/docs/12.9.0/searchindex.js
index b725d76ea4..527d062660 100644
--- a/content/docs/12.9.0/searchindex.js
+++ b/content/docs/12.9.0/searchindex.js
@@ -1 +1 @@
-Search.setIndex({"docnames": ["applications/audioutils/fmsynt/index",
"applications/audioutils/index", "applications/audioutils/mml_parser/index",
"applications/audioutils/nxaudio/index",
"applications/benchmarks/cachespeed/index",
"applications/benchmarks/coremark-pro/index",
"applications/benchmarks/coremark/index",
"applications/benchmarks/cyclictest/index",
"applications/benchmarks/dhrystone/index", "applications/benchmarks/fio/index",
"applications/benchmarks/index", "applications/b [...]
\ No newline at end of file
+Search.setIndex({"docnames": ["applications/audioutils/fmsynt/index",
"applications/audioutils/index", "applications/audioutils/mml_parser/index",
"applications/audioutils/nxaudio/index",
"applications/benchmarks/cachespeed/index",
"applications/benchmarks/coremark-pro/index",
"applications/benchmarks/coremark/index",
"applications/benchmarks/cyclictest/index",
"applications/benchmarks/dhrystone/index", "applications/benchmarks/fio/index",
"applications/benchmarks/index", "applications/b [...]
\ No newline at end of file
diff --git a/content/docs/13.0.0/guides/fully_linked_elf.html
b/content/docs/13.0.0/guides/fully_linked_elf.html
index bfe9eaecb3..312186c24b 100644
--- a/content/docs/13.0.0/guides/fully_linked_elf.html
+++ b/content/docs/13.0.0/guides/fully_linked_elf.html
@@ -487,7 +487,7 @@ NuttX package: <code class="docutils literal
notranslate"><span class="pre">nutt
<div
class="admonition-here-is-an-alternative-minimal-and-possibly-outdated-version
admonition">
<p class="admonition-title">Here is an alternative minimal (and possibly
outdated) version</p>
<div class="sphinx_collapse docutils">
-<input class="sphinx_collapse__input"
id="7294f770-ae34-48fe-8297-4b4b03637aa7"
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class="sphinx_collapse__icon"></i>Show content:</label><div
class="sphinx_collapse__content docutils">
+<input class="sphinx_collapse__input"
id="b06d87c3-bb63-44f4-9163-ddf32b5f1ca2"
name="b06d87c3-bb63-44f4-9163-ddf32b5f1ca2" type="checkbox"><label
class="sphinx_collapse__label" for="b06d87c3-bb63-44f4-9163-ddf32b5f1ca2"><i
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class="sphinx_collapse__content docutils">
<div class="highlight-text notranslate"><div
class="highlight"><pre><span></span>SECTIONS
{
.text 0x00000000 :
diff --git a/content/docs/13.0.0/guides/partially_linked_elf.html
b/content/docs/13.0.0/guides/partially_linked_elf.html
index b0dbf6b43c..ddd9caccd2 100644
--- a/content/docs/13.0.0/guides/partially_linked_elf.html
+++ b/content/docs/13.0.0/guides/partially_linked_elf.html
@@ -513,7 +513,7 @@ NuttX package: <code class="docutils literal
notranslate"><span class="pre">nutt
<div
class="admonition-here-is-an-alternative-minimal-and-possibly-outdated-version
admonition">
<p class="admonition-title">Here is an alternative minimal (and possibly
outdated) version</p>
<div class="sphinx_collapse docutils">
-<input class="sphinx_collapse__input"
id="6a714591-755a-4351-a796-2476b6da30b7"
name="6a714591-755a-4351-a796-2476b6da30b7" type="checkbox"><label
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class="sphinx_collapse__icon"></i>Show content:</label><div
class="sphinx_collapse__content docutils">
+<input class="sphinx_collapse__input"
id="a2171bd5-35f6-4e08-98cc-8780f7ad4b8f"
name="a2171bd5-35f6-4e08-98cc-8780f7ad4b8f" type="checkbox"><label
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class="sphinx_collapse__content docutils">
<div class="highlight-text notranslate"><div
class="highlight"><pre><span></span>SECTIONS
{
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diff --git a/content/docs/13.0.0/index.html b/content/docs/13.0.0/index.html
index e6e90ce67b..d80e65d251 100644
--- a/content/docs/13.0.0/index.html
+++ b/content/docs/13.0.0/index.html
@@ -195,7 +195,7 @@ standards. Additional standard APIs from Unix and other
common RTOS’s (such as
VxWorks) are adopted for functionality not available under these standards, or
for functionality that is not appropriate for deeply-embedded environments
(such
as fork()).</p>
-<p>Last Updated: 06 September 26 at 00:38</p>
+<p>Last Updated: 07 September 26 at 00:43</p>
<div class="toctree-wrapper compound">
<p class="caption" role="heading"><span class="caption-text">Table of
Contents</span></p>
<ul class="current">
diff --git a/content/docs/13.0.0/searchindex.js
b/content/docs/13.0.0/searchindex.js
index f626b7110f..c35ec0648f 100644
--- a/content/docs/13.0.0/searchindex.js
+++ b/content/docs/13.0.0/searchindex.js
@@ -1 +1 @@
-Search.setIndex({"docnames": ["_tags/arch-arm", "_tags/arch-arm64",
"_tags/arch-armv8m", "_tags/arch-avr", "_tags/arch-cm33", "_tags/arch-example",
"_tags/arch-mips", "_tags/arch-renesas", "_tags/arch-risc-v",
"_tags/arch-riscv", "_tags/arch-sim", "_tags/chip-a527", "_tags/chip-a64",
"_tags/chip-am62x", "_tags/chip-am67", "_tags/chip-at32uc3",
"_tags/chip-at90usb", "_tags/chip-atmega", "_tags/chip-atmega128",
"_tags/chip-atmega1284p", "_tags/chip-atmega2560", "_tags/chip-bcm2711", "_tags
[...]
\ No newline at end of file
+Search.setIndex({"docnames": ["_tags/arch-arm", "_tags/arch-arm64",
"_tags/arch-armv8m", "_tags/arch-avr", "_tags/arch-cm33", "_tags/arch-example",
"_tags/arch-mips", "_tags/arch-renesas", "_tags/arch-risc-v",
"_tags/arch-riscv", "_tags/arch-sim", "_tags/chip-a527", "_tags/chip-a64",
"_tags/chip-am62x", "_tags/chip-am67", "_tags/chip-at32uc3",
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"_tags/chip-atmega1284p", "_tags/chip-atmega2560", "_tags/chip-bcm2711", "_tags
[...]
\ No newline at end of file
diff --git
a/content/docs/latest/_sources/applications/mlearning/tflite-micro/index.rst.txt
b/content/docs/latest/_sources/applications/mlearning/tflite-micro/index.rst.txt
index 23eb04f162..4925081cba 100644
---
a/content/docs/latest/_sources/applications/mlearning/tflite-micro/index.rst.txt
+++
b/content/docs/latest/_sources/applications/mlearning/tflite-micro/index.rst.txt
@@ -41,13 +41,14 @@ From :menuselection:`Application Configuration --> Machine
Learning Support`:
``CONFIG_TFLITEMICRO_DEBUG``
Keep TFLM error strings and print memory-use information
- (``TF_LITE_SHOW_MEMORY_USE``). When disabled, ``TF_LITE_STRIP_ERROR_STRINGS``
- is set to reduce code size.
+ (``TF_LITE_SHOW_MEMORY_USE``).
``CONFIG_TFLITEMICRO_SYSLOG``
Route TFLM logging through NuttX syslog via ``tflm_syslog.cc``.
``CONFIG_TFLITEMICRO_SYSLOG_LEVEL`` selects the syslog priority
(default ``6``, ``LOG_INFO``). See ``include/syslog.h``.
+ When neither debug nor syslog is enabled, ``TF_LITE_STRIP_ERROR_STRINGS``
+ is set to reduce code size.
``CONFIG_TFLITEMICRO_TOOL``
Build the ``tflm`` NSH command from ``tflm_tool.cc``.
@@ -56,8 +57,8 @@ From :menuselection:`Application Configuration --> Machine
Learning Support`:
(defaults: priority 100, stack 4096).
``CONFIG_TFLITEMICRO_HELLOWORLD``
- Build the ``tflm_hello`` example (CMake builds only). The example runs
- the upstream TFLM hello-world float and INT8 sine models.
+ Build the ``tflm_hello`` example. The example runs the upstream TFLM
+ hello-world float and INT8 sine models.
``CONFIG_TFLITEMICRO_HELLOWORLD_PRIORITY`` and
``CONFIG_TFLITEMICRO_HELLOWORLD_STACKSIZE`` set the task attributes
(defaults: priority 100, stack 4096).
@@ -68,7 +69,7 @@ Building
The ``sim:tflm`` defconfig enables TFLM, the ``tflm`` tool, the hello-world
example, libc++, FlatBuffers, gemmlowp, KissFFT, and Ruy.
-Makefile build (produces the ``tflm`` tool; hello-world is CMake-only):
+Makefile build (produces ``tflm`` and ``tflm_hello``):
.. code-block:: console
@@ -95,8 +96,9 @@ Using the ``tflm`` tool
=======================
``tflm`` loads a ``.tflite`` file from the filesystem, constructs a
-``tflite::MicroInterpreter``, and can invoke the model once for profiling
-or emit compiled C++ (when TFLM was built with ``TFLITE_MODEL_COMPILER``).
+``tflite::MicroInterpreter``, calls ``AllocateTensors()``, and can invoke
+the model once for profiling or emit compiled C++ (when TFLM was built
+with ``TFLITE_MODEL_COMPILER``).
.. code-block:: console
@@ -106,24 +108,25 @@ or emit compiled C++ (when TFLM was built with
``TFLITE_MODEL_COMPILER``).
[ -C ] Compile tflite model into c++ codes.
[ -E ] Do once evaluation (for profiling).
[ -i <str> ] Readable model file path.
- [ -o <str> ] Writable c++ file path.
+ [ -o <str> ] Writable c++ file path (required with -C).
[ -p <str> ] Prefix of compiled code.
[ -a <int> ] Arena size (mempool).
[ -h ] Print this message.
-Both ``-i`` and ``-o`` are required. Defaults are prefix ``NXAI`` and
-arena size 8192 bytes.
+``-i`` is required. ``-o`` is required only with ``-C``. Defaults are
+prefix ``NXAI`` and arena size 8192 bytes.
-The built-in operator resolver registers eight INT8-oriented ops:
+The built-in operator resolver registers eight generic (float and
+quantized) ops:
-- ``CONV_2D`` (INT8)
-- ``MAX_POOL_2D`` (INT8)
-- ``QUANTIZE`` (float32 to INT8)
-- ``DEQUANTIZE`` (INT8)
-- ``MEAN`` (INT8)
+- ``CONV_2D``
+- ``MAX_POOL_2D``
+- ``QUANTIZE``
+- ``DEQUANTIZE``
+- ``MEAN``
- ``RESHAPE``
-- ``FULLY_CONNECTED`` (INT8)
-- ``SOFTMAX`` (INT8)
+- ``FULLY_CONNECTED``
+- ``SOFTMAX``
Models that need other operators must change the resolver in
``apps/mlearning/tflite-micro/tflm_tool.cc``.
@@ -131,7 +134,7 @@ Models that need other operators must change the resolver in
Hello-world example
===================
-With a CMake ``sim:tflm`` image:
+With a ``sim:tflm`` image:
.. code-block:: console
@@ -139,7 +142,52 @@ With a CMake ``sim:tflm`` image:
This runs the upstream hello-world test: it profiles memory and latency,
then loads the float and INT8 sine models that are converted to C arrays
-at build time with ``xxd``.
+at build time with ``xxd``. Success ends with::
+
+ ~~~ALL TESTS PASSED~~~
+
+Testing
+=======
+
+The ``sim:tflm`` configuration is the supported way to test TFLM on the
+host. It enables ``CONFIG_TFLITEMICRO``, ``CONFIG_TFLITEMICRO_DEBUG``,
+``CONFIG_TFLITEMICRO_TOOL``, and ``CONFIG_TFLITEMICRO_HELLOWORLD``.
+
+The host needs a C++ toolchain, ``curl``, ``unzip``, ``patch``, ``xxd``,
+and the NuttX apps tree next to ``nuttx`` (``../apps`` or
+``CONFIG_APPS_DIR``).
+
+1. Configure and build::
+
+ $ cd nuttx
+ $ make distclean
+ $ ./tools/configure.sh sim:tflm
+ $ make -j$(nproc)
+
+ The first build downloads TFLM and its math/FlatBuffers dependencies.
+ A successful link prints ``LD: nuttx``. The apps registry must list
+ both ``tflm`` and ``tflm_hello``.
+
+2. Run the simulator and the hello-world test::
+
+ $ ./nuttx
+ nsh> tflm -h
+ nsh> tflm_hello
+
+ ``tflm -h`` prints the usage text above. ``tflm_hello`` prints
+ allocator and profiler information, then
+ ``~~~ALL TESTS PASSED~~~``.
+
+3. Optional: invoke a ``.tflite`` file from the host filesystem (the
+ sim configuration includes hostfs)::
+
+ nsh> tflm -E -i /path/to/model.tflite -a 8192
+
+ The tool fails with ``AllocateTensors failed`` if the arena is too
+ small or the model uses operators outside the eight registered ops.
+
+CMake is equivalent: ``cmake -B build -DBOARD_CONFIG=sim:tflm -GNinja``
+then ``cmake --build build`` and ``./build/nuttx``.
Embedding a model in an application
===================================
@@ -168,8 +216,7 @@ Patches applied by NuttX
- ``0002-quantize-int8.patch`` — ``Register_QUANTIZE_FLOAT32_INT8()``.
- ``0003-mean-int8.patch`` — ``Register_MEAN_INT8()``.
- ``0004-tflite-add-extern-C-to-main-function-to-avoid-c-mang.patch`` —
- ``extern "C"`` on the hello-world ``main`` so NuttX can call it
- (applied by the CMake fetch).
+ ``extern "C"`` on the hello-world ``main`` so NuttX can call it.
See also
========
diff --git
a/content/docs/latest/_sources/platforms/sim/sim/boards/sim/index.rst.txt
b/content/docs/latest/_sources/platforms/sim/sim/boards/sim/index.rst.txt
index 9e53a77756..59b19ba81c 100644
--- a/content/docs/latest/_sources/platforms/sim/sim/boards/sim/index.rst.txt
+++ b/content/docs/latest/_sources/platforms/sim/sim/boards/sim/index.rst.txt
@@ -1450,9 +1450,8 @@ tflm
----
Builds TensorFlow Lite for Microcontrollers from
-``apps/mlearning/tflite-micro``, including the ``tflm`` command-line tool.
-A CMake build of this configuration also includes the ``tflm_hello``
-example.
+``apps/mlearning/tflite-micro``, including the ``tflm`` command-line tool
+and the ``tflm_hello`` example.
.. code-block:: console
@@ -1466,10 +1465,10 @@ With CMake::
$ cmake --build build
$ ./build/nuttx
-From NSH, ``tflm -h`` prints the tool usage. ``tflm_hello`` (CMake image)
-runs the upstream sine-model test.
-
-See :doc:`/applications/mlearning/tflite-micro/index`.
+From NSH, ``tflm -h`` prints the tool usage. ``tflm_hello`` runs the
+upstream sine-model test and prints ``~~~ALL TESTS PASSED~~~`` on
+success. See :doc:`/applications/mlearning/tflite-micro/index` for the
+full test procedure.
touchscreen
-----------
diff --git a/content/docs/latest/applications/mlearning/tflite-micro/index.html
b/content/docs/latest/applications/mlearning/tflite-micro/index.html
index 56c19e69b6..d7de0cb6e1 100644
--- a/content/docs/latest/applications/mlearning/tflite-micro/index.html
+++ b/content/docs/latest/applications/mlearning/tflite-micro/index.html
@@ -164,6 +164,7 @@
<li class="toctree-l4"><a class="reference internal"
href="#building">Building</a></li>
<li class="toctree-l4"><a class="reference internal"
href="#using-the-tflm-tool">Using the <code class="docutils literal
notranslate"><span class="pre">tflm</span></code> tool</a></li>
<li class="toctree-l4"><a class="reference internal"
href="#hello-world-example">Hello-world example</a></li>
+<li class="toctree-l4"><a class="reference internal"
href="#testing">Testing</a></li>
<li class="toctree-l4"><a class="reference internal"
href="#embedding-a-model-in-an-application">Embedding a model in an
application</a></li>
<li class="toctree-l4"><a class="reference internal"
href="#patches-applied-by-nuttx">Patches applied by NuttX</a></li>
<li class="toctree-l4"><a class="reference internal" href="#see-also">See
also</a></li>
@@ -255,20 +256,21 @@ from <code class="docutils literal notranslate"><span
class="pre">apps/mlearning
<dt><code class="docutils literal notranslate"><span
class="pre">CONFIG_TFLITEMICRO</span></code></dt><dd><p>Enable the TFLM
library.</p>
</dd>
<dt><code class="docutils literal notranslate"><span
class="pre">CONFIG_TFLITEMICRO_DEBUG</span></code></dt><dd><p>Keep TFLM error
strings and print memory-use information
-(<code class="docutils literal notranslate"><span
class="pre">TF_LITE_SHOW_MEMORY_USE</span></code>). When disabled, <code
class="docutils literal notranslate"><span
class="pre">TF_LITE_STRIP_ERROR_STRINGS</span></code>
-is set to reduce code size.</p>
+(<code class="docutils literal notranslate"><span
class="pre">TF_LITE_SHOW_MEMORY_USE</span></code>).</p>
</dd>
<dt><code class="docutils literal notranslate"><span
class="pre">CONFIG_TFLITEMICRO_SYSLOG</span></code></dt><dd><p>Route TFLM
logging through NuttX syslog via <code class="docutils literal
notranslate"><span class="pre">tflm_syslog.cc</span></code>.
<code class="docutils literal notranslate"><span
class="pre">CONFIG_TFLITEMICRO_SYSLOG_LEVEL</span></code> selects the syslog
priority
-(default <code class="docutils literal notranslate"><span
class="pre">6</span></code>, <code class="docutils literal notranslate"><span
class="pre">LOG_INFO</span></code>). See <code class="docutils literal
notranslate"><span class="pre">include/syslog.h</span></code>.</p>
+(default <code class="docutils literal notranslate"><span
class="pre">6</span></code>, <code class="docutils literal notranslate"><span
class="pre">LOG_INFO</span></code>). See <code class="docutils literal
notranslate"><span class="pre">include/syslog.h</span></code>.
+When neither debug nor syslog is enabled, <code class="docutils literal
notranslate"><span class="pre">TF_LITE_STRIP_ERROR_STRINGS</span></code>
+is set to reduce code size.</p>
</dd>
<dt><code class="docutils literal notranslate"><span
class="pre">CONFIG_TFLITEMICRO_TOOL</span></code></dt><dd><p>Build the <code
class="docutils literal notranslate"><span class="pre">tflm</span></code> NSH
command from <code class="docutils literal notranslate"><span
class="pre">tflm_tool.cc</span></code>.
<code class="docutils literal notranslate"><span
class="pre">CONFIG_TFLITEMICRO_TOOL_PRIORITY</span></code> and
<code class="docutils literal notranslate"><span
class="pre">CONFIG_TFLITEMICRO_TOOL_STACKSIZE</span></code> set the task
attributes
(defaults: priority 100, stack 4096).</p>
</dd>
-<dt><code class="docutils literal notranslate"><span
class="pre">CONFIG_TFLITEMICRO_HELLOWORLD</span></code></dt><dd><p>Build the
<code class="docutils literal notranslate"><span
class="pre">tflm_hello</span></code> example (CMake builds only). The example
runs
-the upstream TFLM hello-world float and INT8 sine models.
+<dt><code class="docutils literal notranslate"><span
class="pre">CONFIG_TFLITEMICRO_HELLOWORLD</span></code></dt><dd><p>Build the
<code class="docutils literal notranslate"><span
class="pre">tflm_hello</span></code> example. The example runs the upstream TFLM
+hello-world float and INT8 sine models.
<code class="docutils literal notranslate"><span
class="pre">CONFIG_TFLITEMICRO_HELLOWORLD_PRIORITY</span></code> and
<code class="docutils literal notranslate"><span
class="pre">CONFIG_TFLITEMICRO_HELLOWORLD_STACKSIZE</span></code> set the task
attributes
(defaults: priority 100, stack 4096).</p>
@@ -279,7 +281,7 @@ the upstream TFLM hello-world float and INT8 sine models.
<h2>Building<a class="headerlink" href="#building" title="Permalink to this
heading"></a></h2>
<p>The <code class="docutils literal notranslate"><span
class="pre">sim:tflm</span></code> defconfig enables TFLM, the <code
class="docutils literal notranslate"><span class="pre">tflm</span></code> tool,
the hello-world
example, libc++, FlatBuffers, gemmlowp, KissFFT, and Ruy.</p>
-<p>Makefile build (produces the <code class="docutils literal
notranslate"><span class="pre">tflm</span></code> tool; hello-world is
CMake-only):</p>
+<p>Makefile build (produces <code class="docutils literal notranslate"><span
class="pre">tflm</span></code> and <code class="docutils literal
notranslate"><span class="pre">tflm_hello</span></code>):</p>
<div class="highlight-console notranslate"><div
class="highlight"><pre><span></span><span class="gp">$ </span><span
class="nb">cd</span><span class="w"> </span>nuttx
<span class="gp">$ </span>make<span class="w"> </span>distclean
<span class="gp">$ </span>./tools/configure.sh<span class="w"> </span>sim:tflm
@@ -301,45 +303,92 @@ unpacked tree under <code class="docutils literal
notranslate"><span class="pre"
<section id="using-the-tflm-tool">
<h2>Using the <code class="docutils literal notranslate"><span
class="pre">tflm</span></code> tool<a class="headerlink"
href="#using-the-tflm-tool" title="Permalink to this heading"></a></h2>
<p><code class="docutils literal notranslate"><span
class="pre">tflm</span></code> loads a <code class="docutils literal
notranslate"><span class="pre">.tflite</span></code> file from the filesystem,
constructs a
-<code class="docutils literal notranslate"><span
class="pre">tflite::MicroInterpreter</span></code>, and can invoke the model
once for profiling
-or emit compiled C++ (when TFLM was built with <code class="docutils literal
notranslate"><span class="pre">TFLITE_MODEL_COMPILER</span></code>).</p>
+<code class="docutils literal notranslate"><span
class="pre">tflite::MicroInterpreter</span></code>, calls <code class="docutils
literal notranslate"><span class="pre">AllocateTensors()</span></code>, and can
invoke
+the model once for profiling or emit compiled C++ (when TFLM was built
+with <code class="docutils literal notranslate"><span
class="pre">TFLITE_MODEL_COMPILER</span></code>).</p>
<div class="highlight-console notranslate"><div
class="highlight"><pre><span></span><span class="go">nsh> tflm -h</span>
<span class="go">Utility to use tflite micro on nuttx.</span>
<span class="go">[ -C ] Compile tflite model into c++ codes.</span>
<span class="go">[ -E ] Do once evaluation (for profiling).</span>
<span class="go">[ -i <str> ] Readable model file path.</span>
-<span class="go">[ -o <str> ] Writable c++ file path.</span>
+<span class="go">[ -o <str> ] Writable c++ file path (required with
-C).</span>
<span class="go">[ -p <str> ] Prefix of compiled code.</span>
<span class="go">[ -a <int> ] Arena size (mempool).</span>
<span class="go">[ -h ] Print this message.</span>
</pre></div>
</div>
-<p>Both <code class="docutils literal notranslate"><span
class="pre">-i</span></code> and <code class="docutils literal
notranslate"><span class="pre">-o</span></code> are required. Defaults are
prefix <code class="docutils literal notranslate"><span
class="pre">NXAI</span></code> and
-arena size 8192 bytes.</p>
-<p>The built-in operator resolver registers eight INT8-oriented ops:</p>
+<p><code class="docutils literal notranslate"><span
class="pre">-i</span></code> is required. <code class="docutils literal
notranslate"><span class="pre">-o</span></code> is required only with <code
class="docutils literal notranslate"><span class="pre">-C</span></code>.
Defaults are
+prefix <code class="docutils literal notranslate"><span
class="pre">NXAI</span></code> and arena size 8192 bytes.</p>
+<p>The built-in operator resolver registers eight generic (float and
+quantized) ops:</p>
<ul class="simple">
-<li><p><code class="docutils literal notranslate"><span
class="pre">CONV_2D</span></code> (INT8)</p></li>
-<li><p><code class="docutils literal notranslate"><span
class="pre">MAX_POOL_2D</span></code> (INT8)</p></li>
-<li><p><code class="docutils literal notranslate"><span
class="pre">QUANTIZE</span></code> (float32 to INT8)</p></li>
-<li><p><code class="docutils literal notranslate"><span
class="pre">DEQUANTIZE</span></code> (INT8)</p></li>
-<li><p><code class="docutils literal notranslate"><span
class="pre">MEAN</span></code> (INT8)</p></li>
+<li><p><code class="docutils literal notranslate"><span
class="pre">CONV_2D</span></code></p></li>
+<li><p><code class="docutils literal notranslate"><span
class="pre">MAX_POOL_2D</span></code></p></li>
+<li><p><code class="docutils literal notranslate"><span
class="pre">QUANTIZE</span></code></p></li>
+<li><p><code class="docutils literal notranslate"><span
class="pre">DEQUANTIZE</span></code></p></li>
+<li><p><code class="docutils literal notranslate"><span
class="pre">MEAN</span></code></p></li>
<li><p><code class="docutils literal notranslate"><span
class="pre">RESHAPE</span></code></p></li>
-<li><p><code class="docutils literal notranslate"><span
class="pre">FULLY_CONNECTED</span></code> (INT8)</p></li>
-<li><p><code class="docutils literal notranslate"><span
class="pre">SOFTMAX</span></code> (INT8)</p></li>
+<li><p><code class="docutils literal notranslate"><span
class="pre">FULLY_CONNECTED</span></code></p></li>
+<li><p><code class="docutils literal notranslate"><span
class="pre">SOFTMAX</span></code></p></li>
</ul>
<p>Models that need other operators must change the resolver in
<code class="docutils literal notranslate"><span
class="pre">apps/mlearning/tflite-micro/tflm_tool.cc</span></code>.</p>
</section>
<section id="hello-world-example">
<h2>Hello-world example<a class="headerlink" href="#hello-world-example"
title="Permalink to this heading"></a></h2>
-<p>With a CMake <code class="docutils literal notranslate"><span
class="pre">sim:tflm</span></code> image:</p>
+<p>With a <code class="docutils literal notranslate"><span
class="pre">sim:tflm</span></code> image:</p>
<div class="highlight-console notranslate"><div
class="highlight"><pre><span></span><span class="go">nsh> tflm_hello</span>
</pre></div>
</div>
<p>This runs the upstream hello-world test: it profiles memory and latency,
then loads the float and INT8 sine models that are converted to C arrays
-at build time with <code class="docutils literal notranslate"><span
class="pre">xxd</span></code>.</p>
+at build time with <code class="docutils literal notranslate"><span
class="pre">xxd</span></code>. Success ends with:</p>
+<div class="highlight-none notranslate"><div
class="highlight"><pre><span></span>~~~ALL TESTS PASSED~~~
+</pre></div>
+</div>
+</section>
+<section id="testing">
+<h2>Testing<a class="headerlink" href="#testing" title="Permalink to this
heading"></a></h2>
+<p>The <code class="docutils literal notranslate"><span
class="pre">sim:tflm</span></code> configuration is the supported way to test
TFLM on the
+host. It enables <code class="docutils literal notranslate"><span
class="pre">CONFIG_TFLITEMICRO</span></code>, <code class="docutils literal
notranslate"><span class="pre">CONFIG_TFLITEMICRO_DEBUG</span></code>,
+<code class="docutils literal notranslate"><span
class="pre">CONFIG_TFLITEMICRO_TOOL</span></code>, and <code class="docutils
literal notranslate"><span
class="pre">CONFIG_TFLITEMICRO_HELLOWORLD</span></code>.</p>
+<p>The host needs a C++ toolchain, <code class="docutils literal
notranslate"><span class="pre">curl</span></code>, <code class="docutils
literal notranslate"><span class="pre">unzip</span></code>, <code
class="docutils literal notranslate"><span class="pre">patch</span></code>,
<code class="docutils literal notranslate"><span class="pre">xxd</span></code>,
+and the NuttX apps tree next to <code class="docutils literal
notranslate"><span class="pre">nuttx</span></code> (<code class="docutils
literal notranslate"><span class="pre">../apps</span></code> or
+<code class="docutils literal notranslate"><span
class="pre">CONFIG_APPS_DIR</span></code>).</p>
+<ol class="arabic">
+<li><p>Configure and build:</p>
+<div class="highlight-none notranslate"><div
class="highlight"><pre><span></span>$ cd nuttx
+$ make distclean
+$ ./tools/configure.sh sim:tflm
+$ make -j$(nproc)
+</pre></div>
+</div>
+<p>The first build downloads TFLM and its math/FlatBuffers dependencies.
+A successful link prints <code class="docutils literal notranslate"><span
class="pre">LD:</span>  <span class="pre">nuttx</span></code>. The apps
registry must list
+both <code class="docutils literal notranslate"><span
class="pre">tflm</span></code> and <code class="docutils literal
notranslate"><span class="pre">tflm_hello</span></code>.</p>
+</li>
+<li><p>Run the simulator and the hello-world test:</p>
+<div class="highlight-none notranslate"><div
class="highlight"><pre><span></span>$ ./nuttx
+nsh> tflm -h
+nsh> tflm_hello
+</pre></div>
+</div>
+<p><code class="docutils literal notranslate"><span class="pre">tflm</span>
<span class="pre">-h</span></code> prints the usage text above. <code
class="docutils literal notranslate"><span class="pre">tflm_hello</span></code>
prints
+allocator and profiler information, then
+<code class="docutils literal notranslate"><span class="pre">~~~ALL</span>
<span class="pre">TESTS</span> <span class="pre">PASSED~~~</span></code>.</p>
+</li>
+<li><p>Optional: invoke a <code class="docutils literal notranslate"><span
class="pre">.tflite</span></code> file from the host filesystem (the
+sim configuration includes hostfs):</p>
+<div class="highlight-none notranslate"><div
class="highlight"><pre><span></span>nsh> tflm -E -i /path/to/model.tflite -a
8192
+</pre></div>
+</div>
+<p>The tool fails with <code class="docutils literal notranslate"><span
class="pre">AllocateTensors</span> <span class="pre">failed</span></code> if
the arena is too
+small or the model uses operators outside the eight registered ops.</p>
+</li>
+</ol>
+<p>CMake is equivalent: <code class="docutils literal notranslate"><span
class="pre">cmake</span> <span class="pre">-B</span> <span
class="pre">build</span> <span class="pre">-DBOARD_CONFIG=sim:tflm</span> <span
class="pre">-GNinja</span></code>
+then <code class="docutils literal notranslate"><span class="pre">cmake</span>
<span class="pre">--build</span> <span class="pre">build</span></code> and
<code class="docutils literal notranslate"><span
class="pre">./build/nuttx</span></code>.</p>
</section>
<section id="embedding-a-model-in-an-application">
<h2>Embedding a model in an application<a class="headerlink"
href="#embedding-a-model-in-an-application" title="Permalink to this
heading"></a></h2>
@@ -366,8 +415,7 @@ circular buffer.</p></li>
<li><p><code class="docutils literal notranslate"><span
class="pre">0002-quantize-int8.patch</span></code> — <code class="docutils
literal notranslate"><span
class="pre">Register_QUANTIZE_FLOAT32_INT8()</span></code>.</p></li>
<li><p><code class="docutils literal notranslate"><span
class="pre">0003-mean-int8.patch</span></code> — <code class="docutils literal
notranslate"><span class="pre">Register_MEAN_INT8()</span></code>.</p></li>
<li><p><code class="docutils literal notranslate"><span
class="pre">0004-tflite-add-extern-C-to-main-function-to-avoid-c-mang.patch</span></code>
—
-<code class="docutils literal notranslate"><span class="pre">extern</span>
<span class="pre">"C"</span></code> on the hello-world <code
class="docutils literal notranslate"><span class="pre">main</span></code> so
NuttX can call it
-(applied by the CMake fetch).</p></li>
+<code class="docutils literal notranslate"><span class="pre">extern</span>
<span class="pre">"C"</span></code> on the hello-world <code
class="docutils literal notranslate"><span class="pre">main</span></code> so
NuttX can call it.</p></li>
</ul>
</section>
<section id="see-also">
diff --git a/content/docs/latest/guides/fully_linked_elf.html
b/content/docs/latest/guides/fully_linked_elf.html
index 08a306cb2b..d0a791bf95 100644
--- a/content/docs/latest/guides/fully_linked_elf.html
+++ b/content/docs/latest/guides/fully_linked_elf.html
@@ -488,7 +488,7 @@ NuttX package: <code class="docutils literal
notranslate"><span class="pre">nutt
<div
class="admonition-here-is-an-alternative-minimal-and-possibly-outdated-version
admonition">
<p class="admonition-title">Here is an alternative minimal (and possibly
outdated) version</p>
<div class="sphinx_collapse docutils">
-<input class="sphinx_collapse__input"
id="39d96f34-85f3-4474-87e7-66d2c164cae4"
name="39d96f34-85f3-4474-87e7-66d2c164cae4" type="checkbox"><label
class="sphinx_collapse__label" for="39d96f34-85f3-4474-87e7-66d2c164cae4"><i
class="sphinx_collapse__icon"></i>Show content:</label><div
class="sphinx_collapse__content docutils">
+<input class="sphinx_collapse__input"
id="e90b31db-521f-44bd-9ed9-36e83e277ba6"
name="e90b31db-521f-44bd-9ed9-36e83e277ba6" type="checkbox"><label
class="sphinx_collapse__label" for="e90b31db-521f-44bd-9ed9-36e83e277ba6"><i
class="sphinx_collapse__icon"></i>Show content:</label><div
class="sphinx_collapse__content docutils">
<div class="highlight-text notranslate"><div
class="highlight"><pre><span></span>SECTIONS
{
.text 0x00000000 :
diff --git a/content/docs/latest/guides/partially_linked_elf.html
b/content/docs/latest/guides/partially_linked_elf.html
index a200924d55..14bd7403d9 100644
--- a/content/docs/latest/guides/partially_linked_elf.html
+++ b/content/docs/latest/guides/partially_linked_elf.html
@@ -514,7 +514,7 @@ NuttX package: <code class="docutils literal
notranslate"><span class="pre">nutt
<div
class="admonition-here-is-an-alternative-minimal-and-possibly-outdated-version
admonition">
<p class="admonition-title">Here is an alternative minimal (and possibly
outdated) version</p>
<div class="sphinx_collapse docutils">
-<input class="sphinx_collapse__input"
id="cf27cc39-c920-43a3-ba60-aa03bc3c2ab4"
name="cf27cc39-c920-43a3-ba60-aa03bc3c2ab4" type="checkbox"><label
class="sphinx_collapse__label" for="cf27cc39-c920-43a3-ba60-aa03bc3c2ab4"><i
class="sphinx_collapse__icon"></i>Show content:</label><div
class="sphinx_collapse__content docutils">
+<input class="sphinx_collapse__input"
id="7c20f01e-0671-4e17-9c5e-6302ab910bcd"
name="7c20f01e-0671-4e17-9c5e-6302ab910bcd" type="checkbox"><label
class="sphinx_collapse__label" for="7c20f01e-0671-4e17-9c5e-6302ab910bcd"><i
class="sphinx_collapse__icon"></i>Show content:</label><div
class="sphinx_collapse__content docutils">
<div class="highlight-text notranslate"><div
class="highlight"><pre><span></span>SECTIONS
{
.text 0x00000000 :
diff --git a/content/docs/latest/index.html b/content/docs/latest/index.html
index 133eba11f9..843811dd2e 100644
--- a/content/docs/latest/index.html
+++ b/content/docs/latest/index.html
@@ -195,7 +195,7 @@ standards. Additional standard APIs from Unix and other
common RTOS’s (such as
VxWorks) are adopted for functionality not available under these standards, or
for functionality that is not appropriate for deeply-embedded environments
(such
as fork()).</p>
-<p>Last Updated: 06 September 26 at 00:39</p>
+<p>Last Updated: 07 September 26 at 00:45</p>
<div class="toctree-wrapper compound">
<p class="caption" role="heading"><span class="caption-text">Table of
Contents</span></p>
<ul class="current">
diff --git a/content/docs/latest/objects.inv b/content/docs/latest/objects.inv
index c1361151cd..a844b8d021 100644
Binary files a/content/docs/latest/objects.inv and
b/content/docs/latest/objects.inv differ
diff --git a/content/docs/latest/platforms/sim/sim/boards/sim/index.html
b/content/docs/latest/platforms/sim/sim/boards/sim/index.html
index 9e7a2b92e9..da18c59a58 100644
--- a/content/docs/latest/platforms/sim/sim/boards/sim/index.html
+++ b/content/docs/latest/platforms/sim/sim/boards/sim/index.html
@@ -1516,9 +1516,8 @@ device.</p>
<section id="tflm">
<h2>tflm<a class="headerlink" href="#tflm" title="Permalink to this
heading"></a></h2>
<p>Builds TensorFlow Lite for Microcontrollers from
-<code class="docutils literal notranslate"><span
class="pre">apps/mlearning/tflite-micro</span></code>, including the <code
class="docutils literal notranslate"><span class="pre">tflm</span></code>
command-line tool.
-A CMake build of this configuration also includes the <code class="docutils
literal notranslate"><span class="pre">tflm_hello</span></code>
-example.</p>
+<code class="docutils literal notranslate"><span
class="pre">apps/mlearning/tflite-micro</span></code>, including the <code
class="docutils literal notranslate"><span class="pre">tflm</span></code>
command-line tool
+and the <code class="docutils literal notranslate"><span
class="pre">tflm_hello</span></code> example.</p>
<div class="highlight-console notranslate"><div
class="highlight"><pre><span></span><span class="gp">$
</span>./tools/configure.sh<span class="w"> </span>sim:tflm
<span class="gp">$ </span>make<span class="w"> </span>-j<span
class="k">$(</span>nproc<span class="k">)</span>
<span class="gp">$ </span>./nuttx
@@ -1530,9 +1529,10 @@ $ cmake --build build
$ ./build/nuttx
</pre></div>
</div>
-<p>From NSH, <code class="docutils literal notranslate"><span
class="pre">tflm</span> <span class="pre">-h</span></code> prints the tool
usage. <code class="docutils literal notranslate"><span
class="pre">tflm_hello</span></code> (CMake image)
-runs the upstream sine-model test.</p>
-<p>See <a class="reference internal"
href="../../../../../applications/mlearning/tflite-micro/index.html"><span
class="doc">tflite-micro TensorFlow Lite Micro</span></a>.</p>
+<p>From NSH, <code class="docutils literal notranslate"><span
class="pre">tflm</span> <span class="pre">-h</span></code> prints the tool
usage. <code class="docutils literal notranslate"><span
class="pre">tflm_hello</span></code> runs the
+upstream sine-model test and prints <code class="docutils literal
notranslate"><span class="pre">~~~ALL</span> <span class="pre">TESTS</span>
<span class="pre">PASSED~~~</span></code> on
+success. See <a class="reference internal"
href="../../../../../applications/mlearning/tflite-micro/index.html"><span
class="doc">tflite-micro TensorFlow Lite Micro</span></a> for the
+full test procedure.</p>
</section>
<section id="touchscreen">
<h2>touchscreen<a class="headerlink" href="#touchscreen" title="Permalink to
this heading"></a></h2>
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