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[docs] microTVM model training tutorial with Colab support #10921

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merged 14 commits into from
Jun 3, 2022
Merged

[docs] microTVM model training tutorial with Colab support #10921

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b4267c3
First draft of micro train tutorial
guberti Apr 6, 2022
4566b57
unit test code
guberti Apr 9, 2022
6dd8f77
Fix obvious formatting issues
guberti Apr 9, 2022
eb66af9
Linting
guberti Apr 9, 2022
d248f9a
Proof of concept showing that "Open in Colab" is possible
guberti Apr 15, 2022
586d79a
Make test Python script more readable
guberti Apr 24, 2022
8c56eb3
Fix formatting
guberti Apr 27, 2022
42355f0
Ready for review
guberti May 2, 2022
95676f2
Import pyserial only when needed
guberti May 2, 2022
bde134a
Add warning to ignored list
guberti May 21, 2022
b994a0f
Grammar fixes
guberti May 26, 2022
14e5750
Address code review comments
guberti May 27, 2022
5095a5c
Rerun tests
guberti Jun 3, 2022
ed96b7e
Rerun again
guberti Jun 3, 2022
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4 changes: 3 additions & 1 deletion apps/microtvm/arduino/template_project/microtvm_api_server.py
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Original file line number Diff line number Diff line change
Expand Up @@ -34,7 +34,6 @@
import re

from packaging import version
import serial.tools.list_ports

from tvm.micro.project_api import server

Expand Down Expand Up @@ -485,6 +484,9 @@ def flash(self, options):
subprocess.run(upload_cmd, check=True)

def open_transport(self, options):
import serial
import serial.tools.list_ports

# Zephyr example doesn't throw an error in this case
if self._serial is not None:
return
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2 changes: 1 addition & 1 deletion apps/microtvm/pyproject.toml
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Expand Up @@ -129,7 +129,7 @@ importer-tflite = ["tflite", "tensorflow", "tensorflow-estimator"]
autodocsumm = "^0.1"
black = "^19.10b0"
sphinx = "^3.0"
sphinx-gallery = "^0.8"
sphinx-gallery = { git = "https://github.com/sphinx-gallery/sphinx-gallery.git", rev = "6142f179" }
sphinx-rtd-theme = "^0.4"
matplotlib = "^3.2"
Image = "^1.5"
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2 changes: 1 addition & 1 deletion docker/install/ubuntu_install_sphinx.sh
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Expand Up @@ -29,5 +29,5 @@ pip3 install \
matplotlib \
sphinx==4.2.0 \
sphinx_autodoc_annotation \
sphinx-gallery==0.4.0 \
"git+https://github.com/sphinx-gallery/sphinx-gallery.git@6142f1791151849b5bec4bf3959f75697ba226cd" \
sphinx_rtd_theme
3 changes: 2 additions & 1 deletion docs/conf.py
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Expand Up @@ -312,6 +312,7 @@ def git_describe_version(original_version):
"bring_your_own_datatypes.py",
],
"micro": [
"micro_train.py",
"micro_autotune.py",
"micro_reference_vm.py",
"micro_tflite.py",
Expand Down Expand Up @@ -360,11 +361,11 @@ def force_gc(gallery_conf, fname):
"gallery_dirs": gallery_dirs,
"subsection_order": subsection_order,
"filename_pattern": os.environ.get("TVM_TUTORIAL_EXEC_PATTERN", ".py"),
"find_mayavi_figures": False,
"download_all_examples": False,
"min_reported_time": 60,
"expected_failing_examples": [],
"reset_modules": ("matplotlib", "seaborn", force_gc),
"promote_jupyter_magic": True,
}

autodoc_default_options = {
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649 changes: 649 additions & 0 deletions gallery/how_to/work_with_microtvm/micro_train.py
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3 changes: 2 additions & 1 deletion tests/scripts/ci.py
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Expand Up @@ -260,7 +260,8 @@ def docs(
"tlcpack-sphinx-addon==0.2.1",
"synr==0.5.0",
"image==1.5.33",
"sphinx-gallery==0.4.0",
# Temporary git link until a release is published
"git+https://github.com/sphinx-gallery/sphinx-gallery.git@6142f1791151849b5bec4bf3959f75697ba226cd",
"sphinx-rtd-theme==1.0.0",
"matplotlib==3.3.4",
"commonmark==0.9.1",
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2 changes: 2 additions & 0 deletions tests/scripts/task_python_docs.sh
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Expand Up @@ -84,6 +84,8 @@ IGNORED_WARNINGS=(
'autotvm:Cannot find config for target=llvm -keys=cpu -link-params=0'
'autotvm:One or more operators have not been tuned. Please tune your model for better performance. Use DEBUG logging level to see more details.'
'autotvm:Cannot find config for target=cuda -keys=cuda,gpu'
# Warning is thrown during TFLite quantization for micro_train tutorial
'absl:For model inputs containing unsupported operations which cannot be quantized, the `inference_input_type` attribute will default to the original type.'
)

JOINED_WARNINGS=$(join_by '|' "${IGNORED_WARNINGS[@]}")
Expand Down