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### Python ### | ||
# Byte-compiled / optimized / DLL files | ||
__pycache__/ | ||
*.py[cod] | ||
*$py.class | ||
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# C extensions | ||
*.so | ||
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# Distribution / packaging | ||
.Python | ||
build/ | ||
develop-eggs/ | ||
dist/ | ||
downloads/ | ||
eggs/ | ||
.eggs/ | ||
lib/ | ||
lib64/ | ||
parts/ | ||
sdist/ | ||
var/ | ||
wheels/ | ||
*.egg-info/ | ||
.installed.cfg | ||
*.egg | ||
MANIFEST | ||
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# 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 | ||
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# Installer logs | ||
pip-log.txt | ||
pip-delete-this-directory.txt | ||
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# Unit test / coverage reports | ||
htmlcov/ | ||
.tox/ | ||
.nox/ | ||
.coverage | ||
.coverage.* | ||
.cache | ||
nosetests.xml | ||
coverage.xml | ||
*.cover | ||
.hypothesis/ | ||
.pytest_cache/ | ||
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# Translations | ||
*.mo | ||
*.pot | ||
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# Django stuff: | ||
*.log | ||
local_settings.py | ||
db.sqlite3 | ||
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# Flask stuff: | ||
instance/ | ||
.webassets-cache | ||
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# Scrapy stuff: | ||
.scrapy | ||
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# Sphinx documentation | ||
docs/_build/ | ||
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# PyBuilder | ||
target/ | ||
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# Jupyter Notebook | ||
.ipynb_checkpoints | ||
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# IPython | ||
profile_default/ | ||
ipython_config.py | ||
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# pyenv | ||
.python-version | ||
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# celery beat schedule file | ||
celerybeat-schedule | ||
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# SageMath parsed files | ||
*.sage.py | ||
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# Environments | ||
.env | ||
.venv | ||
env/ | ||
venv/ | ||
ENV/ | ||
env.bak/ | ||
venv.bak/ | ||
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# Spyder project settings | ||
.spyderproject | ||
.spyproject | ||
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# Rope project settings | ||
.ropeproject | ||
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# mkdocs documentation | ||
/site | ||
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# mypy | ||
.mypy_cache/ | ||
.dmypy.json | ||
dmypy.json | ||
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### Python Patch ### | ||
.venv/ | ||
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### Python.VirtualEnv Stack ### | ||
# Virtualenv | ||
# http://iamzed.com/2009/05/07/a-primer-on-virtualenv/ | ||
[Bb]in | ||
[Ii]nclude | ||
[Ll]ib | ||
[Ll]ib64 | ||
[Ll]ocal | ||
[Ss]cripts | ||
pyvenv.cfg | ||
pip-selfcheck.json | ||
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# End of https://www.gitignore.io/api/python |
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FROM python:3-alpine | ||
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MAINTAINER Victor Rachieru | ||
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WORKDIR /app | ||
COPY . . | ||
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RUN pip install -r requirements.txt | ||
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EXPOSE 8080 | ||
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CMD [ "python", "app.py" ] |
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MIT License | ||
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Copyright (c) 2019 Victor Rachieru | ||
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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: | ||
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The above copyright notice and this permission notice shall be included in all | ||
copies or substantial portions of the Software. | ||
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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. |
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<p align="center"> | ||
<img src="https://user-images.githubusercontent.com/5860071/61949755-7dbca580-afb4-11e9-87b6-1187933cccfb.png" width="200" border="0" alt="rasa-model-server"> | ||
<br/> | ||
<a href="https://github.com/vrachieru/rasa-model-server/releases/latest"> | ||
<img src="https://img.shields.io/badge/version-1.0-brightgreen.svg?style=flat-square" alt="Version"> | ||
</a> | ||
<a href="https://hub.docker.com/r/vrachieru/rasa-model-server/"> | ||
<img src="https://img.shields.io/docker/stars/vrachieru/rasa-model-server.svg?style=flat-square" /> | ||
</a> | ||
<a href="https://hub.docker.com/r/vrachieru/rasa-model-server/"> | ||
<img src="https://img.shields.io/docker/pulls/vrachieru/rasa-model-server.svg?style=flat-square" /> | ||
</a> | ||
<br/> | ||
Simple webserver for externalizing RASA models. | ||
</p> | ||
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### Quick start | ||
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I recommend pulling the [latest image](https://hub.docker.com/r/vrachieru/rasa-model-server/) from Docker hub as this is the easiest way: | ||
```bash | ||
$ docker pull vrachieru/rasa-model-server | ||
``` | ||
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If you'd like, you can build the Docker image yourself: | ||
```bash | ||
docker build -t <yourname>/rasa-model-server . | ||
``` | ||
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Specify your desired configuration and run the container: | ||
```bash | ||
$ docker run -<d|i> --rm \ | ||
-v /host/path/to/models:/models \ | ||
-p <host_port>:8080 \ | ||
vrachieru/rasa-model-server | ||
``` | ||
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You can stop the container using: | ||
```bash | ||
$ docker stop rasa-model-server | ||
``` | ||
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### Configuration | ||
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You can configure the service via the following environment variables. | ||
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| Environment Variable | Default Value | Description | | ||
| --------------------- | ------------- | ------------------------------------------------------- | | ||
| PORT | 8080 | Port on which to run the webserver. | | ||
| MODELS_DIR | models | The absolute or relative location of the models folder. | | ||
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### Example | ||
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Fetch a model without specifying a `If-None-Match` header. | ||
``` | ||
$ curl -s -I 'http://localhost:8080/bot/model.tar.gz' | ||
HTTP/1.0 200 OK | ||
Content-Disposition: attachment; filename=model.tar.gz | ||
Content-Length: 6478848 | ||
Content-Type: application/x-tar | ||
Last-Modified: Tue, 23 Apr 2019 12:28:43 GMT | ||
Cache-Control: public, max-age=43200 | ||
Expires: Fri, 26 Jul 2019 23:42:05 GMT | ||
ETag: "1556022523.364716-6478848-1948524791" | ||
Date: Fri, 26 Jul 2019 11:42:05 GMT | ||
Accept-Ranges: bytes | ||
Server: Werkzeug/0.14.1 Python/3.6.3 | ||
``` | ||
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Once the model is loaded by RASA, subsequent requests will use the received ETAG to check if the model has been updated. | ||
``` | ||
$ curl -s -I 'http://localhost:8080/bot/model.tar.gz' -H 'If-None-Match: 1556022523.364716-6478848-1948524791' | ||
HTTP/1.0 304 NOT MODIFIED | ||
Content-Disposition: attachment; filename=model.tar.gz | ||
Cache-Control: public, max-age=43200 | ||
Expires: Fri, 26 Jul 2019 23:42:48 GMT | ||
ETag: "1556022523.364716-6478848-1948524791" | ||
Date: Fri, 26 Jul 2019 11:42:48 GMT | ||
Accept-Ranges: bytes | ||
Server: Werkzeug/0.14.1 Python/3.6.3 | ||
``` | ||
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Update the model on the server an the next request will pull the new model upon ETag mismatch. | ||
``` | ||
$ curl -s -I 'http://localhost:8080/bot/model.tar.gz' -H 'If-None-Match: 1556022523.364716-6478848-1948524791' | ||
HTTP/1.0 200 OK | ||
Content-Disposition: attachment; filename=model.tar.gz | ||
Content-Length: 900 | ||
Content-Type: application/x-tar | ||
Last-Modified: Sat, 29 Dec 2018 23:17:54 GMT | ||
Cache-Control: public, max-age=43200 | ||
Expires: Fri, 26 Jul 2019 23:43:32 GMT | ||
ETag: "1546125474.453404-900-1948524791" | ||
Date: Fri, 26 Jul 2019 11:43:32 GMT | ||
Accept-Ranges: bytes | ||
Server: Werkzeug/0.14.1 Python/3.6.3 | ||
``` | ||
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### License | ||
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MIT |
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from os import scandir, listdir, environ | ||
from os.path import isfile, isdir, dirname, basename, relpath, join, exists, getsize | ||
from datetime import datetime | ||
from flask import Flask, render_template, send_from_directory | ||
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class Scaner: | ||
def __init__(self, path): | ||
self.entries = [Entry(entry) for entry in scandir(path.encode())] | ||
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class Entry: | ||
def __init__(self, entry): | ||
self.name = entry.name.decode() | ||
self.path = entry.path.decode() | ||
self.rel_path = relpath(self.path, models_dir) | ||
self.is_dir = entry.is_dir() | ||
self.created_time = datetime.fromtimestamp(entry.stat().st_ctime).ctime() | ||
self.modified_time = datetime.fromtimestamp(entry.stat().st_mtime).ctime() | ||
self.size = self._human_readable_size(self._get_size(entry.path)) | ||
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def _get_size(self, path): | ||
total_size = getsize(path) | ||
if isdir(path): | ||
for item in listdir(path): | ||
item_path = join(path, item) | ||
if isfile(item_path): | ||
total_size += getsize(item_path) | ||
elif isdir(item_path): | ||
total_size += self._get_size(item_path) | ||
return total_size | ||
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def _human_readable_size(self, size): | ||
units = ['B', 'KB', 'MB', 'GB', 'TB'] | ||
human_fmt = '{0:.2f} {1}' | ||
human_radix = 1024. | ||
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for unit in units[:-1]: | ||
if size < human_radix: | ||
return human_fmt.format(size, unit) | ||
size /= humanradix | ||
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return human_fmt.format(size, units[-1]) | ||
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models_dir = environ.get('MODELS_DIR', 'models') | ||
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app = Flask(__name__) | ||
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@app.route('/', methods=['GET']) | ||
def index(): | ||
return render_template('index.html', path='/', entries=Scaner(models_dir).entries) | ||
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@app.route('/<path:path>', methods=['GET']) | ||
def serve(path): | ||
real_path = join(models_dir, path) | ||
parent_path = relpath(dirname(real_path), models_dir) | ||
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if not exists(real_path): | ||
return 'Not Found', 404 | ||
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if isdir(real_path): | ||
return render_template('index.html', parent_path=parent_path, path=path, entries=Scaner(real_path).entries) | ||
else: | ||
return send_from_directory(dirname(real_path), basename(real_path), as_attachment=True, attachment_filename=basename(real_path)) | ||
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if __name__ == '__main__': | ||
app.run(host='0.0.0.0', port=environ.get('PORT', 8080)) |
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Flask==1.0.2 |
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<!DOCTYPE html> | ||
<html lang="en"> | ||
<head> | ||
<meta charset="UTF-8"> | ||
<title>{{ path }}</title> | ||
<style> | ||
table { width: 100%; } | ||
td { width: 25%; } | ||
</style> | ||
</head> | ||
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<body> | ||
<h1>{{ path }}</h1> | ||
<hr/> | ||
<table> | ||
{% if parent_path %} | ||
<tr> | ||
<td> | ||
<a href="{{ url_for('serve', path=parent_path) }}">../</a> | ||
</td> | ||
</tr> | ||
{% endif %} | ||
{% for entry in entries %} | ||
<tr> | ||
<td> | ||
<a href="{{ url_for('serve', path=entry.rel_path) }}"> | ||
{{ entry.name|truncate(50, True) }}{% if entry.is_dir %}/{% endif %} | ||
</a> | ||
</td> | ||
<td>{{ entry.created_time }}</td> | ||
<td>{{ entry.modified_time }}</td> | ||
<td>{{ entry.size }}</td> | ||
</tr> | ||
{% endfor %} | ||
</table> | ||
<hr/> | ||
</body> | ||
</html> |