add retina face wrapper

.flake8

@@ -0,0 +1,39 @@
+[flake8]
+exclude=
+    # generic excludes
+    .git,__pycache__,
+    # generated files
+    demos/speech_recognition_demo/python/ctcdecode-numpy/ctcdecode_numpy/impl.py,
+    models/public/mozilla-deepspeech-0.8.2/mds_convert_utils/memmapped_file_system_pb2.py,
+
+select=
+    # indentation problems
+    E10,E11,
+    # closing bracket does not match indentation of opening brackets line
+    E123,
+    # whitespace before '('
+    E211,
+    # missing whitespace after ',', ';', or ':'
+    E231,
+    # missing whitespace after keyword
+    E275,
+    # expected 1 blank line, found 0
+    E301,
+    # blank lines found after function decorator
+    E304,
+    # the backslash is redundant between brackets
+    E502,
+    # statement style issues
+    E7,
+    # parse errors
+    E9,
+    # pyflakes checks
+    F4,F5,F6,F7,F8,F9,
+    # deprecation warnings
+    W6,
+
+ignore=
+    # multiple statements on one line (colon/def)
+    # ignored because putting a statement after a colon is harmless and
+    # sometimes results in more compact code
+    E701,E704,

.gitattributes

@@ -7,8 +7,9 @@
 # so allow it.
 *.patch whitespace=-blank-at-eol
 
-.git* -omz.package
 .editorconfig -omz.package
+.flake8 -omz.package
+.git* -omz.package
 .yamllint -omz.package
 /ci/** -omz.package
 /demos/build_demos.sh omz.package=l,m
@@ -21,6 +22,7 @@
 /ci/requirements-conversion.txt omz.ci.job-for-change.demos omz.ci.job-for-change.models
 /ci/requirements-demos.txt omz.ci.job-for-change.demos
 /ci/requirements-downloader.txt omz.ci.job-for-change.demos omz.ci.job-for-change.models
+/ci/requirements-quantization.txt omz.ci.job-for-change.downloader
 
 /demos/** omz.ci.job-for-change.demos
 /demos/**/*.md -omz.ci.job-for-change.demos

.yamllint

@@ -11,14 +11,16 @@ yaml-files:
 
 ignore: |
   demos/thirdparty/
-  tools/accuracy_checker/.yamllint
+  tools/accuracy_checker/dataset_definitions.yml
   tools/accuracy_checker/configs/
 
 rules:
   line-length: disable
   braces: enable
   brackets: enable
-  colons: disable
+  colons:
+    max-spaces-before: 0
+    max-spaces-after: -1
   commas: enable
   comments:
     level: warning
@@ -34,7 +36,7 @@ rules:
   key-ordering: disable
   new-line-at-end-of-file: enable
   new-lines: disable
-  octal-values: disable
+  octal-values: enable
   quoted-strings: disable
   trailing-spaces: enable
   truthy: disable

README.md

@@ -1,5 +1,5 @@
 # [OpenVINO™ Toolkit](https://01.org/openvinotoolkit) - Open Model Zoo repository
-[![Stable release](https://img.shields.io/badge/version-2021.2-green.svg)](https://github.com/openvinotoolkit/open_model_zoo/releases/tag/2021.2)
+[![Stable release](https://img.shields.io/badge/version-2021.3-green.svg)](https://github.com/openvinotoolkit/open_model_zoo/releases/tag/2021.3)
 [![Gitter chat](https://badges.gitter.im/gitterHQ/gitter.png)](https://gitter.im/open_model_zoo/community)
 [![Apache License Version 2.0](https://img.shields.io/badge/license-Apache_2.0-green.svg)](LICENSE)
 

ci/check-basics.py

@@ -49,6 +49,8 @@ def complain(message):
         cwd=OMZ_ROOT,
     ).stdout.strip()
 
+    print('running text checks...', flush=True)
+
     if subprocess.run(['git', '--no-pager', 'diff', '--check', empty_tree_hash, '--'],
             cwd=OMZ_ROOT).returncode != 0:
         all_passed = False
@@ -79,6 +81,28 @@ def complain(message):
 
         mode = raw_diff.split()[1]
 
+        absolute_path = OMZ_ROOT / path
+
+        if path.startswith('tools/accuracy_checker/configs/') and path.endswith('.yml'):
+            if mode == '120000':
+                try:
+                    if absolute_path.is_symlink():
+                        real_path = absolute_path.resolve(strict=True)
+                    else:
+                        with open(absolute_path, 'r', newline='') as file:
+                            link_target = file.read()
+                        real_path = (absolute_path.parent / link_target).resolve(strict=True)
+                except FileNotFoundError:
+                    complain(f"{path}: should be a symbolic link to existing accuracy-check.yml from models directory")
+                else:
+                    model_name = absolute_path.stem
+                    if real_path.name != 'accuracy-check.yml' or real_path.parent.name != model_name:
+                        complain(f"{path}: should be a symbolic link to accuracy-check.yml from {model_name} model "
+                                 "directory")
+            else:
+                complain(f"{path}: isn't a symbolic link but it should be a symbolic link to accuracy-check.yml "
+                         "from models directory")
+
         if mode not in {'100644', '100755'}: # not a regular or executable file
             continue
 
@@ -88,7 +112,7 @@ def complain(message):
         if path.startswith('demos/thirdparty/'):
             continue
 
-        with open(OMZ_ROOT / path, encoding='UTF-8') as f:
+        with open(absolute_path, encoding='UTF-8') as f:
             lines = list(f)
 
         if lines and not lines[-1].endswith('\n'):
@@ -113,9 +137,14 @@ def complain(message):
                     shebang_program.endswith('/env') and shebang_args == 'python'):
                 complain(f"{path}:1: use 'python3', not 'python'")
 
+    print('running yamllint...', flush=True)
     if subprocess.run([sys.executable, '-m', 'yamllint', '-s', '.'], cwd=OMZ_ROOT).returncode != 0:
         all_passed = False
 
+    print('running flake8...', flush=True)
+    if subprocess.run([sys.executable, '-m', 'flake8', '--config=.flake8'], cwd=OMZ_ROOT).returncode != 0:
+        all_passed = False
+
     sys.exit(0 if all_passed else 1)
 
 

ci/check-release-readiness.py

@@ -45,9 +45,10 @@ def complain(format, *args):
 
     for models_lst_path in OMZ_ROOT.glob('demos/**/models.lst'):
         with models_lst_path.open() as models_lst:
-            for line in models_lst:
+            for line_num, line in enumerate(models_lst):
                 if RE_TODO_COMMENT.search(line):
-                    complain('{} has a TODO comment', models_lst_path.relative_to(OMZ_ROOT))
+                    complain('{}:{}: line contains TODO comment',
+                        models_lst_path.relative_to(OMZ_ROOT), line_num + 1)
 
     sys.exit(0 if all_passed else 1)
 

ci/documentation_updater/documentation_updater.py

@@ -20,7 +20,6 @@
 import logging
 import re
 import ruamel.yaml
-import shlex
 
 from pathlib import Path
 from ruamel.yaml.scalarstring import FoldedScalarString
@@ -29,7 +28,7 @@
 MODES = [
     'check',
     'update'
-    ]
+]
 
 LOG_LEVELS = [
     'CRITICAL',
@@ -79,7 +78,7 @@ def convert(lines):
             result += ' '
         result += line.rstrip('\n')
     result = re.sub(r"\[(.*?)\]\((.*?)\)", r"\1 <\2>", result) # Links transformation
-    result = result.replace("`", "\"").replace("\*", "*")
+    result = result.replace("`", "\"").replace("\\*", "*")
     return result.strip()
 
 

ci/requirements-ac-test.txt

@@ -1,48 +1,47 @@
 # use update-requirements.py to update this file
 
 atomicwrites==1.4.0       # via -r tools/accuracy_checker/requirements-test.in
-attrs==20.2.0             # via pytest
-certifi==2020.6.20        # via matplotlib
+attrs==20.3.0             # via pytest
 click==7.1.2              # via nltk
 cycler==0.10.0            # via matplotlib
 decorator==4.4.2          # via networkx
 editdistance==0.5.3       # via -r tools/accuracy_checker/requirements.in
 fast-ctc-decode==0.2.5    # via -r tools/accuracy_checker/requirements.in
 imageio==2.9.0            # via scikit-image
-importlib-metadata==2.0.0  # via pluggy, pytest
+importlib-metadata==3.3.0  # via pluggy, pytest
 joblib==0.17.0            # via nltk, scikit-learn
-kiwisolver==1.2.0         # via matplotlib
-matplotlib==3.3.2         # via scikit-image
-more-itertools==8.5.0     # via pytest
+kiwisolver==1.3.1         # via matplotlib
+matplotlib==3.3.3         # via scikit-image
+more-itertools==8.6.0     # via pytest
 networkx==2.5             # via scikit-image
-nibabel==3.1.1            # via -r tools/accuracy_checker/requirements.in
+nibabel==3.2.1            # via -r tools/accuracy_checker/requirements.in
 nltk==3.5                 # via -r tools/accuracy_checker/requirements.in
-numpy==1.17.5             # via -r tools/accuracy_checker/requirements-core.in, imageio, matplotlib, nibabel, parasail, pywavelets, scikit-image, scikit-learn, scipy, tifffile
-packaging==20.4           # via nibabel, pytest
+numpy==1.17.5             # via -r tools/accuracy_checker/requirements-core.in, -r tools/accuracy_checker/requirements.in, imageio, matplotlib, nibabel, parasail, pywavelets, scikit-image, scikit-learn, scipy, tifffile
+packaging==20.8           # via nibabel, pytest
 parasail==1.2             # via -r tools/accuracy_checker/requirements.in
-pillow==8.0.0             # via -r tools/accuracy_checker/requirements-core.in, imageio, matplotlib, scikit-image
+pillow==8.1.0             # via -r tools/accuracy_checker/requirements-core.in, imageio, matplotlib, scikit-image
 pluggy==0.13.1            # via pytest
 py-cpuinfo==7.0.0         # via -r tools/accuracy_checker/requirements.in
-py==1.9.0                 # via pytest
-pydicom==2.0.0            # via -r tools/accuracy_checker/requirements.in
+py==1.10.0                # via pytest
+pydicom==2.1.2            # via -r tools/accuracy_checker/requirements.in
 pyparsing==2.4.7          # via matplotlib, packaging
-pypi-kenlm==0.1.20190403  # via -r tools/accuracy_checker/requirements.in
 pytest-mock==2.0.0        # via -r tools/accuracy_checker/requirements-test.in
 pytest==5.4.3             # via -r tools/accuracy_checker/requirements-test.in, pytest-mock
 python-dateutil==2.8.1    # via matplotlib
 pywavelets==1.1.1         # via scikit-image
 pyyaml==5.3.1             # via -r tools/accuracy_checker/requirements-core.in
-regex==2020.10.15         # via nltk
+regex==2020.11.13         # via nltk
 scikit-image==0.17.2      # via -r tools/accuracy_checker/requirements.in
 scikit-learn==0.23.2      # via -r tools/accuracy_checker/requirements.in
-scipy==1.5.2              # via -r tools/accuracy_checker/requirements.in, scikit-image, scikit-learn
-sentencepiece==0.1.91     # via -r tools/accuracy_checker/requirements.in
+scipy==1.5.4              # via -r tools/accuracy_checker/requirements.in, scikit-image, scikit-learn
+sentencepiece==0.1.94     # via -r tools/accuracy_checker/requirements.in
 shapely==1.7.1            # via -r tools/accuracy_checker/requirements.in
-six==1.15.0               # via packaging, python-dateutil
+six==1.15.0               # via python-dateutil
 threadpoolctl==2.1.0      # via scikit-learn
 tifffile==2020.9.3        # via scikit-image
-tokenizers==0.9.1         # via -r tools/accuracy_checker/requirements.in
-tqdm==4.50.2              # via -r tools/accuracy_checker/requirements.in, nltk
+tokenizers==0.9.4         # via -r tools/accuracy_checker/requirements.in
+tqdm==4.54.1              # via -r tools/accuracy_checker/requirements.in, nltk
+typing-extensions==3.7.4.3  # via importlib-metadata
 wcwidth==0.2.5            # via pytest
-wheel==0.35.1             # via parasail
-zipp==3.3.0               # via importlib-metadata
+wheel==0.36.2             # via parasail
+zipp==3.4.0               # via importlib-metadata

ci/requirements-ac.txt

@@ -1,38 +1,36 @@
 # use update-requirements.py to update this file
 
-certifi==2020.6.20        # via matplotlib
 click==7.1.2              # via nltk
 cycler==0.10.0            # via matplotlib
 decorator==4.4.2          # via networkx
 editdistance==0.5.3       # via -r tools/accuracy_checker/requirements.in
 fast-ctc-decode==0.2.5    # via -r tools/accuracy_checker/requirements.in
 imageio==2.9.0            # via scikit-image
 joblib==0.17.0            # via nltk, scikit-learn
-kiwisolver==1.2.0         # via matplotlib
-matplotlib==3.3.2         # via scikit-image
+kiwisolver==1.3.1         # via matplotlib
+matplotlib==3.3.3         # via scikit-image
 networkx==2.5             # via scikit-image
-nibabel==3.1.1            # via -r tools/accuracy_checker/requirements.in
+nibabel==3.2.1            # via -r tools/accuracy_checker/requirements.in
 nltk==3.5                 # via -r tools/accuracy_checker/requirements.in
-numpy==1.17.5             # via -r tools/accuracy_checker/requirements-core.in, imageio, matplotlib, nibabel, parasail, pywavelets, scikit-image, scikit-learn, scipy, tifffile
-packaging==20.4           # via nibabel
+numpy==1.17.5             # via -r tools/accuracy_checker/requirements-core.in, -r tools/accuracy_checker/requirements.in, imageio, matplotlib, nibabel, parasail, pywavelets, scikit-image, scikit-learn, scipy, tifffile
+packaging==20.8           # via nibabel
 parasail==1.2             # via -r tools/accuracy_checker/requirements.in
-pillow==8.0.0             # via -r tools/accuracy_checker/requirements-core.in, imageio, matplotlib, scikit-image
+pillow==8.1.0             # via -r tools/accuracy_checker/requirements-core.in, imageio, matplotlib, scikit-image
 py-cpuinfo==7.0.0         # via -r tools/accuracy_checker/requirements.in
-pydicom==2.0.0            # via -r tools/accuracy_checker/requirements.in
+pydicom==2.1.2            # via -r tools/accuracy_checker/requirements.in
 pyparsing==2.4.7          # via matplotlib, packaging
-pypi-kenlm==0.1.20190403  # via -r tools/accuracy_checker/requirements.in
 python-dateutil==2.8.1    # via matplotlib
 pywavelets==1.1.1         # via scikit-image
 pyyaml==5.3.1             # via -r tools/accuracy_checker/requirements-core.in
-regex==2020.10.15         # via nltk
+regex==2020.11.13         # via nltk
 scikit-image==0.17.2      # via -r tools/accuracy_checker/requirements.in
 scikit-learn==0.23.2      # via -r tools/accuracy_checker/requirements.in
-scipy==1.5.2              # via -r tools/accuracy_checker/requirements.in, scikit-image, scikit-learn
-sentencepiece==0.1.91     # via -r tools/accuracy_checker/requirements.in
+scipy==1.5.4              # via -r tools/accuracy_checker/requirements.in, scikit-image, scikit-learn
+sentencepiece==0.1.94     # via -r tools/accuracy_checker/requirements.in
 shapely==1.7.1            # via -r tools/accuracy_checker/requirements.in
-six==1.15.0               # via packaging, python-dateutil
+six==1.15.0               # via python-dateutil
 threadpoolctl==2.1.0      # via scikit-learn
 tifffile==2020.9.3        # via scikit-image
-tokenizers==0.9.1         # via -r tools/accuracy_checker/requirements.in
-tqdm==4.50.2              # via -r tools/accuracy_checker/requirements.in, nltk
-wheel==0.35.1             # via parasail
+tokenizers==0.9.4         # via -r tools/accuracy_checker/requirements.in
+tqdm==4.54.1              # via -r tools/accuracy_checker/requirements.in, nltk
+wheel==0.36.2             # via parasail

ci/requirements-check-basics.in

@@ -1 +1,2 @@
+flake8
 yamllint

ci/requirements-check-basics.txt

@@ -1,8 +1,15 @@
 # use update-requirements.py to update this file
 
-pathspec==0.8.0           # via yamllint
+flake8==3.8.4             # via -r ci/requirements-check-basics.in
+importlib-metadata==3.3.0  # via flake8
+mccabe==0.6.1             # via flake8
+pathspec==0.8.1           # via yamllint
+pycodestyle==2.6.0        # via flake8
+pyflakes==2.2.0           # via flake8
 pyyaml==5.3.1             # via yamllint
+typing-extensions==3.7.4.3  # via importlib-metadata
 yamllint==1.25.0          # via -r ci/requirements-check-basics.in
+zipp==3.4.0               # via importlib-metadata
 
 # The following packages are considered to be unsafe in a requirements file:
 # setuptools