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loudml_plugin_http.py
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# This file is part of LoudML HTTP plug-in. LoudML HTTP plug-in is free software:
# you can redistribute it and/or modify it under the terms of the GNU General
# Public License as published by the Free Software Foundation, version 2.
#
# This program is distributed in the hope that it will be useful, but WITHOUT
# ANY WARRANTY; without even the implied warranty of MERCHANTABILITY or FITNESS
# FOR A PARTICULAR PURPOSE. See the GNU General Public License for more
# details.
#
# You should have received a copy of the GNU General Public License along with
# this program; if not, write to the Free Software Foundation, Inc., 51
# Franklin Street, Fifth Floor, Boston, MA 02110-1301 USA.
#
# Copyright Red Mint Network
import logging
import requests
from loudml.api import Hook
from voluptuous import (
All,
Any,
Invalid,
Optional,
Required,
Schema,
Url,
)
class HTTPHook(Hook):
CONFIG_SCHEMA = Schema({
Required('url'): Url(),
Optional('method', default='POST'): Any('POST', 'PUT', 'GET'),
})
def send_request(self, data):
try:
requests.request(self.config['method'], self.config['url'], timeout=1, json=data)
except requests.exceptions.RequestException as exn:
logging.error("cannot notify %s: %s", self.config['url'], exn)
def on_anomaly_start(
self,
model,
dt,
score,
predicted,
observed,
anomalies,
*args,
**kwargs
):
self.send_request({
'type': 'anomaly_start',
'model': model,
'timestamp': dt.timestamp(),
'score': score,
'predicted': predicted,
'observed': observed,
'anomalies': anomalies,
})
def on_anomaly_end(
self,
model,
dt,
score,
*args,
**kwargs
):
self.send_request({
'type': 'anomaly_end',
'model': model,
'timestamp': dt.timestamp(),
'score': score,
})