first commit

Author: shaohua0116

.gitignore

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+# project specific
+data/
+saves/
+logs/
+
+# Byte-compiled / optimized / DLL files
+__pycache__/
+*.py[cod]
+*$py.class
+
+# C extensions
+*.so
+
+# Distribution / packaging
+.Python
+build/
+develop-eggs/
+dist/
+downloads/
+eggs/
+.eggs/
+lib/
+lib64/
+parts/
+sdist/
+var/
+wheels/
+*.egg-info/
+.installed.cfg
+*.egg
+MANIFEST
+
+# PyInstaller
+#  Usually these files are written by a python script from a template
+#  before PyInstaller builds the exe, so as to inject date/other infos into it.
+*.manifest
+*.spec
+
+# Installer logs
+pip-log.txt
+pip-delete-this-directory.txt
+
+# Unit test / coverage reports
+htmlcov/
+.tox/
+.coverage
+.coverage.*
+.cache
+nosetests.xml
+coverage.xml
+*.cover
+.hypothesis/
+.pytest_cache/
+
+# Translations
+*.mo
+*.pot
+
+# Django stuff:
+*.log
+local_settings.py
+db.sqlite3
+
+# Flask stuff:
+instance/
+.webassets-cache
+
+# Scrapy stuff:
+.scrapy
+
+# Sphinx documentation
+docs/_build/
+
+# PyBuilder
+target/
+
+# Jupyter Notebook
+.ipynb_checkpoints
+
+# pyenv
+.python-version
+
+# celery beat schedule file
+celerybeat-schedule
+
+# SageMath parsed files
+*.sage.py
+
+# Environments
+.env
+.venv
+env/
+venv/
+ENV/
+env.bak/
+venv.bak/
+
+# Spyder project settings
+.spyderproject
+.spyproject
+
+# Rope project settings
+.ropeproject
+
+# mkdocs documentation
+/site
+
+# mypy
+.mypy_cache/
+
+*.txt
+*.sw[opn]
+*.pt
+*.hdf5
+train_dir/
+*tgz
+*tar.gz

LICENSE

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+MIT License
+
+Copyright (c) 2018 Tristan Deleu
+Copyright (c) 2018 Risto Vuorio
+
+Permission is hereby granted, free of charge, to any person obtaining a copy
+of this software and associated documentation files (the "Software"), to deal
+in the Software without restriction, including without limitation the rights
+to use, copy, modify, merge, publish, distribute, sublicense, and/or sell
+copies of the Software, and to permit persons to whom the Software is
+furnished to do so, subject to the following conditions:
+
+The above copyright notice and this permission notice shall be included in all
+copies or substantial portions of the Software.
+
+THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR
+IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY,
+FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE
+AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER
+LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM,
+OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN THE
+SOFTWARE.

README.md

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+import subprocess
+import argparse
+
+
+parser = argparse.ArgumentParser(description='Download datasets for MMAML.')
+parser.add_argument('--dataset', metavar='N', type=str, nargs='+', 
+                    choices=['aircraft', 'bird', 'cifar', 'miniimagenet'])
+
+
+def download(dataset):
+    cmd = ['python', 'get_dataset_script/get_{}.py'.format(dataset)]
+    print(' '.join(cmd))
+    subprocess.call(cmd)
+    return
+
+
+if __name__ == '__main__':
+    args = parser.parse_args()
+    if len(args.dataset) > 0:
+        for dataset in args.dataset:
+            download(dataset)

asset/classification_summary.png

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+# https://drive.google.com/drive/folders/0B-r7apOz1BHAWXYwT1lGb3J1Yjg
+# Download files on Google Drive
+import requests
+
+def download_file_from_google_drive(id, destination):
+    URL = "https://drive.google.com/uc?export=download"
+
+    session = requests.Session()
+
+    response = session.get(URL, params = { 'id' : id }, stream = True)
+    token = get_confirm_token(response)
+
+    if token:
+        params = { 'id' : id, 'confirm' : token }
+        response = session.get(URL, params = params, stream = True)
+
+    save_response_content(response, destination)
+
+def get_confirm_token(response):
+    for key, value in response.cookies.items():
+        if key.startswith('download_warning'):
+            return value
+
+    return None
+
+def save_response_content(response, destination):
+    CHUNK_SIZE = 32768
+
+    with open(destination, "wb") as f:
+        for chunk in response.iter_content(CHUNK_SIZE):
+            if chunk: # filter out keep-alive new chunks
+                f.write(chunk)
+
+if __name__ == "__main__":
+    file_id = "1HkgrkAwukzEZA0TpO7010PkAOREb2Nuk"
+    destination = './mini-imagenet.zip'
+    download_file_from_google_drive(file_id, destination)

asset/model.png

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+import subprocess
+
+
+cmds = []
+cmds.append(['wget', 'http://www.robots.ox.ac.uk/~vgg/data/fgvc-aircraft/archives/fgvc-aircraft-2013b.tar.gz'])
+cmds.append(['tar', 'xvzf', 'fgvc-aircraft-2013b.tar.gz'])
+cmds.append(['python', 'get_dataset_script/proc_aircraft.py'])
+cmds.append(['rm', '-rf', 'fgvc-aircraft-2013b.tar.gz', 'fgvc-aircraft-2013b'])
+
+for cmd in cmds:
+    print(' '.join(cmd))
+    subprocess.call(cmd)

asset/tb.png

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+import subprocess
+import os
+
+
+cmds = []
+cmds.append(['wget', 'http://www.vision.caltech.edu/visipedia-data/CUB-200-2011/CUB_200_2011.tgz'])
+cmds.append(['tar', 'xvzf', 'CUB_200_2011.tgz'])
+cmds.append(['python', 'get_dataset_script/proc_bird.py'])
+cmds.append(['rm', '-rf', 'CUB_200_2011', 'CUB_200_2011.tgz'])
+
+for cmd in cmds:
+    print(' '.join(cmd))
+    subprocess.call(cmd)