mirror of
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added ml
This commit is contained in:
parent
2aef5ef336
commit
3f34dc0ca6
16
.idea/csv-editor.xml
Normal file
16
.idea/csv-editor.xml
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@ -0,0 +1,16 @@
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<?xml version="1.0" encoding="UTF-8"?>
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<project version="4">
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<component name="CsvFileAttributes">
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<option name="attributeMap">
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<map>
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<entry key="/vtorichka_final.csv">
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<value>
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<Attribute>
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<option name="separator" value="," />
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</Attribute>
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</value>
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</entry>
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</map>
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</option>
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</component>
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</project>
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@ -16,7 +16,7 @@
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<content url="file://$MODULE_DIR$">
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<sourceFolder url="file://$MODULE_DIR$/exhauster_analytics" isTestSource="false" />
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</content>
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<orderEntry type="jdk" jdkName="Poetry (exhauster_analytics)" jdkType="Python SDK" />
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<orderEntry type="jdk" jdkName="Poetry (exhauster_analytics) (3)" jdkType="Python SDK" />
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<orderEntry type="sourceFolder" forTests="false" />
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</component>
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<component name="PyDocumentationSettings">
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@ -7,5 +7,5 @@
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<component name="MarkdownSettingsMigration">
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<option name="stateVersion" value="1" />
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</component>
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<component name="ProjectRootManager" version="2" project-jdk-name="Poetry (exhauster_analytics)" project-jdk-type="Python SDK" />
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<component name="ProjectRootManager" version="2" project-jdk-name="Poetry (exhauster_analytics) (3)" project-jdk-type="Python SDK" />
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</project>
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145
consumer.py
145
consumer.py
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@ -11,6 +11,10 @@ from confluent_kafka.avro import Consumer
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from confluent_kafka.avro.serializer import SerializerError
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from django.utils.timezone import make_aware
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print("loading values from DB, please wait")
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# from inference import run
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os.environ.setdefault("DJANGO_SETTINGS_MODULE", "config.settings.local")
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django.setup()
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@ -24,9 +28,6 @@ from exhauster_analytics.analytics.models import (
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from config.settings.base import structlog
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log = structlog.get_logger()
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print("loading values from DB, please wait")
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values = {}
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for sign in ExgausterSignal.objects.all():
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if not sign.config:
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@ -34,6 +35,7 @@ for sign in ExgausterSignal.objects.all():
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em = len(Record.objects.all())
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if em > 60:
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values["moment"] = [x.timestamp for x in Record.objects.all()[em - 60 :]]
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for record in Record.objects.all()[em - 60 :]:
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for sign in record.signals.all():
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if not sign.signal.config and sign.signal.name in values:
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@ -61,6 +63,129 @@ conf = {
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"sasl.password": "eUIpgWu0PWTJaTrjhjQD3.hoyhntiK",
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"auto.offset.reset": "end",
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}
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mapping = {
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"SM_Exgauster[2:27]": "Подшипник 1 Температура нагрева Температура temperature",
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"SM_Exgauster[2:65]": "Подшипник 1 Температура нагрева Температура alarm_max",
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"SM_Exgauster[2:74]": "Подшипник 1 Температура нагрева Температура alarm_min",
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"SM_Exgauster[2:83]": "Подшипник 1 Температура нагрева Температура warning_max",
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"SM_Exgauster[2:92]": "Подшипник 1 Температура нагрева Температура warning_min",
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"SM_Exgauster[2:2]": "Подшипник 1 Вибрация Осевая vibration_axial",
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"SM_Exgauster[2:139]": "Подшипник 1 Вибрация Осевая alarm_max",
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"SM_Exgauster[2:151]": "Подшипник 1 Вибрация Осевая alarm_min",
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"SM_Exgauster[2:163]": "Подшипник 1 Вибрация Осевая warning_max",
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"SM_Exgauster[2:175]": "Подшипник 1 Вибрация Осевая warning_min",
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"SM_Exgauster[2:0]": "Подшипник 1 Вибрация Горизонтальная vibration_horizontal",
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"SM_Exgauster[2:137]": "Подшипник 1 Вибрация Горизонтальная alarm_max",
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"SM_Exgauster[2:149]": "Подшипник 1 Вибрация Горизонтальная alarm_min",
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"SM_Exgauster[2:161]": "Подшипник 1 Вибрация Горизонтальная warning_max",
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"SM_Exgauster[2:173]": "Подшипник 1 Вибрация Горизонтальная warning_min",
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"SM_Exgauster[2:1]": "Подшипник 1 Вибрация Вертикальная vibration_vertical",
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"SM_Exgauster[2:138]": "Подшипник 1 Вибрация Вертикальная alarm_max",
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"SM_Exgauster[2:150]": "Подшипник 1 Вибрация Вертикальная alarm_min",
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"SM_Exgauster[2:162]": "Подшипник 1 Вибрация Вертикальная warning_max",
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"SM_Exgauster[2:174]": "Подшипник 1 Вибрация Вертикальная warning_min",
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"SM_Exgauster[2:28]": "Подшипник 2 Температура нагрева Температура temperature",
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"SM_Exgauster[2:66]": "Подшипник 2 Температура нагрева Температура alarm_max",
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"SM_Exgauster[2:75]": "Подшипник 2 Температура нагрева Температура alarm_min",
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"SM_Exgauster[2:84]": "Подшипник 2 Температура нагрева Температура warning_max",
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"SM_Exgauster[2:93]": "Подшипник 2 Температура нагрева Температура warning_min",
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"SM_Exgauster[2:5]": "Подшипник 2 Вибрация Осевая vibration_axial",
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"SM_Exgauster[2:142]": "Подшипник 2 Вибрация Осевая alarm_max",
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"SM_Exgauster[2:154]": "Подшипник 2 Вибрация Осевая alarm_min",
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"SM_Exgauster[2:166]": "Подшипник 2 Вибрация Осевая warning_max",
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"SM_Exgauster[2:178]": "Подшипник 2 Вибрация Осевая warning_min",
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"SM_Exgauster[2:3]": "Подшипник 2 Вибрация Горизонтальная vibration_horizontal",
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"SM_Exgauster[2:140]": "Подшипник 2 Вибрация Горизонтальная alarm_max",
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"SM_Exgauster[2:152]": "Подшипник 2 Вибрация Горизонтальная alarm_min",
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"SM_Exgauster[2:164]": "Подшипник 2 Вибрация Горизонтальная warning_max",
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"SM_Exgauster[2:176]": "Подшипник 2 Вибрация Горизонтальная warning_min",
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"SM_Exgauster[2:4]": "Подшипник 2 Вибрация Вертикальная vibration_vertical",
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"SM_Exgauster[2:141]": "Подшипник 2 Вибрация Вертикальная alarm_max",
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"SM_Exgauster[2:153]": "Подшипник 2 Вибрация Вертикальная alarm_min",
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"SM_Exgauster[2:165]": "Подшипник 2 Вибрация Вертикальная warning_max",
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"SM_Exgauster[2:177]": "Подшипник 2 Вибрация Вертикальная warning_min",
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"SM_Exgauster[2:29]": "Подшипник 3 Температура нагрева Температура temperature",
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"SM_Exgauster[2:67]": "Подшипник 3 Температура нагрева Температура alarm_max",
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"SM_Exgauster[2:76]": "Подшипник 3 Температура нагрева Температура alarm_min",
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"SM_Exgauster[2:85]": "Подшипник 3 Температура нагрева Температура warning_max",
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"SM_Exgauster[2:94]": "Подшипник 3 Температура нагрева Температура warning_min",
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"SM_Exgauster[2:30]": "Подшипник 4 Температура нагрева Температура temperature",
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"SM_Exgauster[2:68]": "Подшипник 4 Температура нагрева Температура alarm_max",
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"SM_Exgauster[2:77]": "Подшипник 4 Температура нагрева Температура alarm_min",
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"SM_Exgauster[2:86]": "Подшипник 4 Температура нагрева Температура warning_max",
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"SM_Exgauster[2:95]": "Подшипник 4 Температура нагрева Температура warning_min",
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"SM_Exgauster[2:31]": "Подшипник 5 Температура нагрева Температура temperature",
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"SM_Exgauster[2:69]": "Подшипник 5 Температура нагрева Температура alarm_max",
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"SM_Exgauster[2:78]": "Подшипник 5 Температура нагрева Температура alarm_min",
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"SM_Exgauster[2:87]": "Подшипник 5 Температура нагрева Температура warning_max",
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"SM_Exgauster[2:96]": "Подшипник 5 Температура нагрева Температура warning_min",
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"SM_Exgauster[2:32]": "Подшипник 6 Температура нагрева Температура temperature",
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"SM_Exgauster[2:70]": "Подшипник 6 Температура нагрева Температура alarm_max",
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"SM_Exgauster[2:79]": "Подшипник 6 Температура нагрева Температура alarm_min",
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"SM_Exgauster[2:88]": "Подшипник 6 Температура нагрева Температура warning_max",
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"SM_Exgauster[2:97]": "Подшипник 6 Температура нагрева Температура warning_min",
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"SM_Exgauster[2:33]": "Подшипник 7 Температура нагрева Температура temperature",
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"SM_Exgauster[2:71]": "Подшипник 7 Температура нагрева Температура alarm_max",
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"SM_Exgauster[2:80]": "Подшипник 7 Температура нагрева Температура alarm_min",
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"SM_Exgauster[2:89]": "Подшипник 7 Температура нагрева Температура warning_max",
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"SM_Exgauster[2:98]": "Подшипник 7 Температура нагрева Температура warning_min",
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"SM_Exgauster[2:8]": "Подшипник 7 Вибрация Осевая vibration_axial",
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"SM_Exgauster[2:145]": "Подшипник 7 Вибрация Осевая alarm_max",
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"SM_Exgauster[2:157]": "Подшипник 7 Вибрация Осевая alarm_min",
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"SM_Exgauster[2:169]": "Подшипник 7 Вибрация Осевая warning_max",
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"SM_Exgauster[2:181]": "Подшипник 7 Вибрация Осевая warning_min",
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"SM_Exgauster[2:6]": "Подшипник 7 Вибрация Горизонтальная vibration_horizontal",
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"SM_Exgauster[2:143]": "Подшипник 7 Вибрация Горизонтальная alarm_max",
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"SM_Exgauster[2:155]": "Подшипник 7 Вибрация Горизонтальная alarm_min",
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"SM_Exgauster[2:167]": "Подшипник 7 Вибрация Горизонтальная warning_max",
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"SM_Exgauster[2:179]": "Подшипник 7 Вибрация Горизонтальная warning_min",
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"SM_Exgauster[2:7]": "Подшипник 7 Вибрация Вертикальная vibration_vertical",
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"SM_Exgauster[2:144]": "Подшипник 7 Вибрация Вертикальная alarm_max",
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"SM_Exgauster[2:156]": "Подшипник 7 Вибрация Вертикальная alarm_min",
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"SM_Exgauster[2:168]": "Подшипник 7 Вибрация Вертикальная warning_max",
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"SM_Exgauster[2:180]": "Подшипник 7 Вибрация Вертикальная warning_min",
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"SM_Exgauster[2:34]": "Подшипник 8 Температура нагрева Температура temperature",
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"SM_Exgauster[2:72]": "Подшипник 8 Температура нагрева Температура alarm_max",
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"SM_Exgauster[2:81]": "Подшипник 8 Температура нагрева Температура alarm_min",
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"SM_Exgauster[2:90]": "Подшипник 8 Температура нагрева Температура warning_max",
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"SM_Exgauster[2:99]": "Подшипник 8 Температура нагрева Температура warning_min",
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"SM_Exgauster[2:11]": "Подшипник 8 Вибрация Осевая vibration_axial",
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"SM_Exgauster[2:148]": "Подшипник 8 Вибрация Осевая alarm_max",
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"SM_Exgauster[2:160]": "Подшипник 8 Вибрация Осевая alarm_min",
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"SM_Exgauster[2:172]": "Подшипник 8 Вибрация Осевая warning_max",
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"SM_Exgauster[2:184]": "Подшипник 8 Вибрация Осевая warning_min",
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"SM_Exgauster[2:9]": "Подшипник 8 Вибрация Горизонтальная vibration_horizontal",
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"SM_Exgauster[2:146]": "Подшипник 8 Вибрация Горизонтальная alarm_max",
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"SM_Exgauster[2:158]": "Подшипник 8 Вибрация Горизонтальная alarm_min",
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"SM_Exgauster[2:170]": "Подшипник 8 Вибрация Горизонтальная warning_max",
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"SM_Exgauster[2:182]": "Подшипник 8 Вибрация Горизонтальная warning_min",
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"SM_Exgauster[2:10]": "Подшипник 8 Вибрация Вертикальная vibration_vertical",
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"SM_Exgauster[2:147]": "Подшипник 8 Вибрация Вертикальная alarm_max",
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"SM_Exgauster[2:159]": "Подшипник 8 Вибрация Вертикальная alarm_min",
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"SM_Exgauster[2:171]": "Подшипник 8 Вибрация Вертикальная warning_max",
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"SM_Exgauster[2:183]": "Подшипник 8 Вибрация Вертикальная warning_min",
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"SM_Exgauster[2:35]": "Подшипник 9 Температура нагрева Температура temperature",
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"SM_Exgauster[2:73]": "Подшипник 9 Температура нагрева Температура alarm_max",
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"SM_Exgauster[2:82]": "Подшипник 9 Температура нагрева Температура alarm_min",
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"SM_Exgauster[2:91]": "Подшипник 9 Температура нагрева Температура warning_max",
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"SM_Exgauster[2:100]": "Подшипник 9 Температура нагрева Температура warning_min",
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"SM_Exgauster[2:42]": "Охладитель Масло temperature_after",
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"SM_Exgauster[2:41]": "Охладитель Масло temperature_before",
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"SM_Exgauster[2:37]": "Охладитель Вода temperature_after",
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"SM_Exgauster[2:36]": "Охладитель Вода temperature_before",
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"SM_Exgauster[2:24]": "Газовый коллектор temperature_before",
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"SM_Exgauster[2:61]": "Газовый коллектор underpressure_before",
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"SM_Exgauster[4.1]": "Положение задвижки gas_valve_closed",
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"SM_Exgauster[4.2]": "Положение задвижки gas_valve_open",
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"SM_Exgauster[4:6]": "Положение задвижки gas_valve_position",
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"SM_Exgauster[4:2]": "Главный привод rotor_current",
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"SM_Exgauster[4:4]": "Главный привод rotor_voltage",
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"SM_Exgauster[4:3]": "Главный привод stator_current",
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"SM_Exgauster[4:5]": "Главный привод stator_voltage",
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"SM_Exgauster[4:0]": "Маслосистема oil_level",
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"SM_Exgauster[4:1]": "Маслосистема oil_pressure",
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"SM_Exgauster[2.0]": "Работа эксгаустера work",
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}
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def my_assign(consumer, partitions):
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@ -183,6 +308,20 @@ while True:
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)
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except KeyError:
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continue
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del values["moment"][0]
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values["moment"].append(date)
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# call ml
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# df = pandas.DataFrame.from_dict(values, orient="index").transpose()
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# df.columns = ["moment"] + [
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# "".join([x for x in el if x != "\\"]) for el in df.columns if el != "moment"
|
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# ]
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# df = df.rename(columns=mapping)
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# df["moment"] = pandas.to_datetime(df["moment"], utc=True)
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# df = df.set_index("moment").resample("5T").first().reset_index()
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# run(df)
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|
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loop = asyncio.get_event_loop()
|
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coroutine = send_to_channel_layer(resp)
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||||
loop.run_until_complete(coroutine)
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||||
|
|
|
|||
39
inference.py
Normal file
39
inference.py
Normal file
|
|
@ -0,0 +1,39 @@
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import glob
|
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import catboost as cb
|
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import numpy as np
|
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import pickle
|
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|
||||
with open('models/lim_mapping.pkl', 'rb') as f:
|
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lim = pickle.load(f)
|
||||
|
||||
models = glob.glob('models/*.cb')
|
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|
||||
def run(df):
|
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for model_path in models:
|
||||
model = cb.CatBoostRegressor()
|
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model.load_model(model_path)
|
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|
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col_name = model_path.split('/')[-1].split('.')[0]
|
||||
|
||||
preds = df[col_name].values[-100:].tolist()
|
||||
for i in range(300):
|
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pred = model.predict(preds[-100:])
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preds.append(pred)
|
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|
||||
preds = np.array(preds[100:])
|
||||
alarm_max, alarm_min, warning_max, warning_min = lim[col_name].values()
|
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is_crashed = -1
|
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is_warning = -1
|
||||
for i in range(len(preds)):
|
||||
if preds[i] > alarm_max or preds[i] < alarm_min:
|
||||
is_crashed = i
|
||||
break
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elif preds[i] > warning_max or preds[i] < warning_min:
|
||||
is_warning = i
|
||||
|
||||
if is_crashed != -1:
|
||||
print('alarm', (is_crashed * 5) // 60 + 1)
|
||||
elif is_warning != -1:
|
||||
print('warning', (is_crashed * 5) // 60 + 1)
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||||
else:
|
||||
print('empty', -1)
|
||||
0
logs/.gitkeep
Normal file
0
logs/.gitkeep
Normal file
BIN
models/lim_mapping.pkl
Normal file
BIN
models/lim_mapping.pkl
Normal file
Binary file not shown.
BIN
models/Подшипник 1 Вибрация Вертикальная vibration_vertical.cb
Normal file
BIN
models/Подшипник 1 Вибрация Вертикальная vibration_vertical.cb
Normal file
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models/Подшипник 1 Вибрация Осевая vibration_axial.cb
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models/Подшипник 1 Вибрация Осевая vibration_axial.cb
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models/Подшипник 2 Вибрация Вертикальная vibration_vertical.cb
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models/Подшипник 2 Вибрация Вертикальная vibration_vertical.cb
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models/Подшипник 2 Вибрация Осевая vibration_axial.cb
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models/Подшипник 2 Вибрация Осевая vibration_axial.cb
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models/Подшипник 7 Вибрация Вертикальная vibration_vertical.cb
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models/Подшипник 7 Вибрация Вертикальная vibration_vertical.cb
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models/Подшипник 7 Вибрация Осевая vibration_axial.cb
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models/Подшипник 7 Вибрация Осевая vibration_axial.cb
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models/Подшипник 8 Вибрация Вертикальная vibration_vertical.cb
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models/Подшипник 8 Вибрация Вертикальная vibration_vertical.cb
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models/Подшипник 8 Вибрация Осевая vibration_axial.cb
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models/Подшипник 8 Вибрация Осевая vibration_axial.cb
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427
poetry.lock
generated
427
poetry.lock
generated
|
|
@ -135,7 +135,11 @@ files = [
|
|||
|
||||
[package.dependencies]
|
||||
lazy-object-proxy = ">=1.4.0"
|
||||
wrapt = {version = ">=1.14,<2", markers = "python_version >= \"3.11\""}
|
||||
typing-extensions = {version = ">=4.0.0", markers = "python_version < \"3.11\""}
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||||
wrapt = [
|
||||
{version = ">=1.11,<2", markers = "python_version < \"3.11\""},
|
||||
{version = ">=1.14,<2", markers = "python_version >= \"3.11\""},
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||||
]
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||||
[[package]]
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||||
name = "asttokens"
|
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|
|
@ -273,6 +277,40 @@ files = [
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[[package]]
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name = "catboost"
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version = "1.1.1"
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description = "Catboost Python Package"
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category = "main"
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optional = false
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python-versions = "*"
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|
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|
||||
|
||||
[package.dependencies]
|
||||
graphviz = "*"
|
||||
matplotlib = "*"
|
||||
numpy = ">=1.16.0"
|
||||
pandas = ">=0.24.0"
|
||||
plotly = "*"
|
||||
scipy = "*"
|
||||
six = "*"
|
||||
|
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[[package]]
|
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name = "celery"
|
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version = "5.2.7"
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@ -706,6 +744,81 @@ files = [
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{file = "constantly-15.1.0.tar.gz", hash = "sha256:586372eb92059873e29eba4f9dec8381541b4d3834660707faf8ba59146dfc35"},
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[[package]]
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name = "contourpy"
|
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version = "1.0.7"
|
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description = "Python library for calculating contours of 2D quadrilateral grids"
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category = "main"
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optional = false
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python-versions = ">=3.8"
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|
||||
[package.dependencies]
|
||||
numpy = ">=1.16"
|
||||
|
||||
[package.extras]
|
||||
bokeh = ["bokeh", "chromedriver", "selenium"]
|
||||
docs = ["furo", "sphinx-copybutton"]
|
||||
mypy = ["contourpy[bokeh]", "docutils-stubs", "mypy (==0.991)", "types-Pillow"]
|
||||
test = ["Pillow", "matplotlib", "pytest"]
|
||||
test-no-images = ["pytest"]
|
||||
|
||||
[[package]]
|
||||
name = "coverage"
|
||||
version = "7.1.0"
|
||||
|
|
@ -816,6 +929,18 @@ test = ["hypothesis (>=1.11.4,!=3.79.2)", "iso8601", "pretend", "pytest (>=6.2.0
|
|||
test-randomorder = ["pytest-randomly"]
|
||||
tox = ["tox"]
|
||||
|
||||
[[package]]
|
||||
name = "cycler"
|
||||
version = "0.11.0"
|
||||
description = "Composable style cycles"
|
||||
category = "main"
|
||||
optional = false
|
||||
python-versions = ">=3.6"
|
||||
files = [
|
||||
{file = "cycler-0.11.0-py3-none-any.whl", hash = "sha256:3a27e95f763a428a739d2add979fa7494c912a32c17c4c38c4d5f082cad165a3"},
|
||||
{file = "cycler-0.11.0.tar.gz", hash = "sha256:9c87405839a19696e837b3b818fed3f5f69f16f1eec1a1ad77e043dcea9c772f"},
|
||||
]
|
||||
|
||||
[[package]]
|
||||
name = "daphne"
|
||||
version = "4.0.0"
|
||||
|
|
@ -1158,6 +1283,21 @@ files = [
|
|||
{file = "et_xmlfile-1.1.0.tar.gz", hash = "sha256:8eb9e2bc2f8c97e37a2dc85a09ecdcdec9d8a396530a6d5a33b30b9a92da0c5c"},
|
||||
]
|
||||
|
||||
[[package]]
|
||||
name = "exceptiongroup"
|
||||
version = "1.1.0"
|
||||
description = "Backport of PEP 654 (exception groups)"
|
||||
category = "main"
|
||||
optional = false
|
||||
python-versions = ">=3.7"
|
||||
files = [
|
||||
{file = "exceptiongroup-1.1.0-py3-none-any.whl", hash = "sha256:327cbda3da756e2de031a3107b81ab7b3770a602c4d16ca618298c526f4bec1e"},
|
||||
{file = "exceptiongroup-1.1.0.tar.gz", hash = "sha256:bcb67d800a4497e1b404c2dd44fca47d3b7a5e5433dbab67f96c1a685cdfdf23"},
|
||||
]
|
||||
|
||||
[package.extras]
|
||||
test = ["pytest (>=6)"]
|
||||
|
||||
[[package]]
|
||||
name = "executing"
|
||||
version = "1.2.0"
|
||||
|
|
@ -1278,6 +1418,49 @@ prometheus-client = ">=0.8.0"
|
|||
pytz = "*"
|
||||
tornado = ">=5.0.0,<7.0.0"
|
||||
|
||||
[[package]]
|
||||
name = "fonttools"
|
||||
version = "4.38.0"
|
||||
description = "Tools to manipulate font files"
|
||||
category = "main"
|
||||
optional = false
|
||||
python-versions = ">=3.7"
|
||||
files = [
|
||||
{file = "fonttools-4.38.0-py3-none-any.whl", hash = "sha256:820466f43c8be8c3009aef8b87e785014133508f0de64ec469e4efb643ae54fb"},
|
||||
{file = "fonttools-4.38.0.zip", hash = "sha256:2bb244009f9bf3fa100fc3ead6aeb99febe5985fa20afbfbaa2f8946c2fbdaf1"},
|
||||
]
|
||||
|
||||
[package.extras]
|
||||
all = ["brotli (>=1.0.1)", "brotlicffi (>=0.8.0)", "fs (>=2.2.0,<3)", "lxml (>=4.0,<5)", "lz4 (>=1.7.4.2)", "matplotlib", "munkres", "scipy", "skia-pathops (>=0.5.0)", "sympy", "uharfbuzz (>=0.23.0)", "unicodedata2 (>=14.0.0)", "xattr", "zopfli (>=0.1.4)"]
|
||||
graphite = ["lz4 (>=1.7.4.2)"]
|
||||
interpolatable = ["munkres", "scipy"]
|
||||
lxml = ["lxml (>=4.0,<5)"]
|
||||
pathops = ["skia-pathops (>=0.5.0)"]
|
||||
plot = ["matplotlib"]
|
||||
repacker = ["uharfbuzz (>=0.23.0)"]
|
||||
symfont = ["sympy"]
|
||||
type1 = ["xattr"]
|
||||
ufo = ["fs (>=2.2.0,<3)"]
|
||||
unicode = ["unicodedata2 (>=14.0.0)"]
|
||||
woff = ["brotli (>=1.0.1)", "brotlicffi (>=0.8.0)", "zopfli (>=0.1.4)"]
|
||||
|
||||
[[package]]
|
||||
name = "graphviz"
|
||||
version = "0.20.1"
|
||||
description = "Simple Python interface for Graphviz"
|
||||
category = "main"
|
||||
optional = false
|
||||
python-versions = ">=3.7"
|
||||
files = [
|
||||
{file = "graphviz-0.20.1-py3-none-any.whl", hash = "sha256:587c58a223b51611c0cf461132da386edd896a029524ca61a1462b880bf97977"},
|
||||
{file = "graphviz-0.20.1.zip", hash = "sha256:8c58f14adaa3b947daf26c19bc1e98c4e0702cdc31cf99153e6f06904d492bf8"},
|
||||
]
|
||||
|
||||
[package.extras]
|
||||
dev = ["flake8", "pep8-naming", "tox (>=3)", "twine", "wheel"]
|
||||
docs = ["sphinx (>=5)", "sphinx-autodoc-typehints", "sphinx-rtd-theme"]
|
||||
test = ["coverage", "mock (>=4)", "pytest (>=7)", "pytest-cov", "pytest-mock (>=3)"]
|
||||
|
||||
[[package]]
|
||||
name = "humanize"
|
||||
version = "4.6.0"
|
||||
|
|
@ -1388,8 +1571,9 @@ files = [
|
|||
]
|
||||
|
||||
[package.dependencies]
|
||||
decorator = {version = "*", markers = "python_version >= \"3.11\""}
|
||||
ipython = {version = ">=7.31.1", markers = "python_version >= \"3.11\""}
|
||||
decorator = {version = "*", markers = "python_version > \"3.6\""}
|
||||
ipython = {version = ">=7.31.1", markers = "python_version > \"3.6\""}
|
||||
tomli = {version = "*", markers = "python_version > \"3.6\" and python_version < \"3.11\""}
|
||||
|
||||
[[package]]
|
||||
name = "ipython"
|
||||
|
|
@ -1503,6 +1687,84 @@ files = [
|
|||
[package.extras]
|
||||
crc32c = ["crc32c"]
|
||||
|
||||
[[package]]
|
||||
name = "kiwisolver"
|
||||
version = "1.4.4"
|
||||
description = "A fast implementation of the Cassowary constraint solver"
|
||||
category = "main"
|
||||
optional = false
|
||||
python-versions = ">=3.7"
|
||||
files = [
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||||
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||||
[[package]]
|
||||
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||||
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||||
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||||
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||||
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||||
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||||
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|
||||
|
||||
[package.dependencies]
|
||||
contourpy = ">=1.0.1"
|
||||
cycler = ">=0.10"
|
||||
fonttools = ">=4.22.0"
|
||||
kiwisolver = ">=1.0.1"
|
||||
numpy = ">=1.20"
|
||||
packaging = ">=20.0"
|
||||
pillow = ">=6.2.0"
|
||||
pyparsing = ">=2.3.1"
|
||||
python-dateutil = ">=2.7"
|
||||
|
||||
[[package]]
|
||||
name = "matplotlib-inline"
|
||||
version = "0.1.6"
|
||||
|
|
@ -1772,6 +2096,7 @@ files = [
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|||
|
||||
[package.dependencies]
|
||||
mypy-extensions = ">=0.4.3"
|
||||
tomli = {version = ">=1.1.0", markers = "python_version < \"3.11\""}
|
||||
typing-extensions = ">=3.10"
|
||||
|
||||
[package.extras]
|
||||
|
|
@ -2063,6 +2388,21 @@ files = [
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|||
docs = ["furo (>=2022.12.7)", "proselint (>=0.13)", "sphinx (>=6.1.3)", "sphinx-autodoc-typehints (>=1.22,!=1.23.4)"]
|
||||
test = ["appdirs (==1.4.4)", "covdefaults (>=2.2.2)", "pytest (>=7.2.1)", "pytest-cov (>=4)", "pytest-mock (>=3.10)"]
|
||||
|
||||
[[package]]
|
||||
name = "plotly"
|
||||
version = "5.13.0"
|
||||
description = "An open-source, interactive data visualization library for Python"
|
||||
category = "main"
|
||||
optional = false
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python-versions = ">=3.6"
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|
||||
[package.dependencies]
|
||||
tenacity = ">=6.2.0"
|
||||
|
||||
[[package]]
|
||||
name = "pluggy"
|
||||
version = "1.0.0"
|
||||
|
|
@ -2298,10 +2638,14 @@ files = [
|
|||
[package.dependencies]
|
||||
astroid = ">=2.14.2,<=2.16.0-dev0"
|
||||
colorama = {version = ">=0.4.5", markers = "sys_platform == \"win32\""}
|
||||
dill = {version = ">=0.3.6", markers = "python_version >= \"3.11\""}
|
||||
dill = [
|
||||
{version = ">=0.2", markers = "python_version < \"3.11\""},
|
||||
{version = ">=0.3.6", markers = "python_version >= \"3.11\""},
|
||||
]
|
||||
isort = ">=4.2.5,<6"
|
||||
mccabe = ">=0.6,<0.8"
|
||||
platformdirs = ">=2.2.0"
|
||||
tomli = {version = ">=1.1.0", markers = "python_version < \"3.11\""}
|
||||
tomlkit = ">=0.10.1"
|
||||
|
||||
[package.extras]
|
||||
|
|
@ -2362,6 +2706,21 @@ cryptography = ">=38.0.0,<40"
|
|||
docs = ["sphinx (!=5.2.0,!=5.2.0.post0)", "sphinx-rtd-theme"]
|
||||
test = ["flaky", "pretend", "pytest (>=3.0.1)"]
|
||||
|
||||
[[package]]
|
||||
name = "pyparsing"
|
||||
version = "3.0.9"
|
||||
description = "pyparsing module - Classes and methods to define and execute parsing grammars"
|
||||
category = "main"
|
||||
optional = false
|
||||
python-versions = ">=3.6.8"
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|
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|
||||
|
||||
[package.extras]
|
||||
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|
||||
|
||||
[[package]]
|
||||
name = "pyrsistent"
|
||||
version = "0.19.3"
|
||||
|
|
@ -2414,9 +2773,11 @@ files = [
|
|||
[package.dependencies]
|
||||
attrs = ">=19.2.0"
|
||||
colorama = {version = "*", markers = "sys_platform == \"win32\""}
|
||||
exceptiongroup = {version = ">=1.0.0rc8", markers = "python_version < \"3.11\""}
|
||||
iniconfig = "*"
|
||||
packaging = "*"
|
||||
pluggy = ">=0.12,<2.0"
|
||||
tomli = {version = ">=1.0.0", markers = "python_version < \"3.11\""}
|
||||
|
||||
[package.extras]
|
||||
testing = ["argcomplete", "hypothesis (>=3.56)", "mock", "nose", "pygments (>=2.7.2)", "requests", "xmlschema"]
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||||
|
|
@ -2593,6 +2954,45 @@ urllib3 = ">=1.21.1,<1.27"
|
|||
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|
||||
use-chardet-on-py3 = ["chardet (>=3.0.2,<6)"]
|
||||
|
||||
[[package]]
|
||||
name = "scipy"
|
||||
version = "1.9.3"
|
||||
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|
||||
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|
||||
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||||
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|
||||
{file = "scipy-1.9.3-cp311-cp311-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:83c06e62a390a9167da60bedd4575a14c1f58ca9dfde59830fc42e5197283dab"},
|
||||
{file = "scipy-1.9.3-cp311-cp311-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:abaf921531b5aeaafced90157db505e10345e45038c39e5d9b6c7922d68085cb"},
|
||||
{file = "scipy-1.9.3-cp311-cp311-win_amd64.whl", hash = "sha256:06d2e1b4c491dc7d8eacea139a1b0b295f74e1a1a0f704c375028f8320d16e31"},
|
||||
{file = "scipy-1.9.3-cp38-cp38-macosx_10_9_x86_64.whl", hash = "sha256:5a04cd7d0d3eff6ea4719371cbc44df31411862b9646db617c99718ff68d4840"},
|
||||
{file = "scipy-1.9.3-cp38-cp38-macosx_12_0_arm64.whl", hash = "sha256:545c83ffb518094d8c9d83cce216c0c32f8c04aaf28b92cc8283eda0685162d5"},
|
||||
{file = "scipy-1.9.3-cp38-cp38-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:0d54222d7a3ba6022fdf5773931b5d7c56efe41ede7f7128c7b1637700409108"},
|
||||
{file = "scipy-1.9.3-cp38-cp38-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:cff3a5295234037e39500d35316a4c5794739433528310e117b8a9a0c76d20fc"},
|
||||
{file = "scipy-1.9.3-cp38-cp38-win_amd64.whl", hash = "sha256:2318bef588acc7a574f5bfdff9c172d0b1bf2c8143d9582e05f878e580a3781e"},
|
||||
{file = "scipy-1.9.3-cp39-cp39-macosx_10_9_x86_64.whl", hash = "sha256:d644a64e174c16cb4b2e41dfea6af722053e83d066da7343f333a54dae9bc31c"},
|
||||
{file = "scipy-1.9.3-cp39-cp39-macosx_12_0_arm64.whl", hash = "sha256:da8245491d73ed0a994ed9c2e380fd058ce2fa8a18da204681f2fe1f57f98f95"},
|
||||
{file = "scipy-1.9.3-cp39-cp39-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:4db5b30849606a95dcf519763dd3ab6fe9bd91df49eba517359e450a7d80ce2e"},
|
||||
{file = "scipy-1.9.3-cp39-cp39-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:c68db6b290cbd4049012990d7fe71a2abd9ffbe82c0056ebe0f01df8be5436b0"},
|
||||
{file = "scipy-1.9.3-cp39-cp39-win_amd64.whl", hash = "sha256:5b88e6d91ad9d59478fafe92a7c757d00c59e3bdc3331be8ada76a4f8d683f58"},
|
||||
{file = "scipy-1.9.3.tar.gz", hash = "sha256:fbc5c05c85c1a02be77b1ff591087c83bc44579c6d2bd9fb798bb64ea5e1a027"},
|
||||
]
|
||||
|
||||
[package.dependencies]
|
||||
numpy = ">=1.18.5,<1.26.0"
|
||||
|
||||
[package.extras]
|
||||
dev = ["flake8", "mypy", "pycodestyle", "typing_extensions"]
|
||||
doc = ["matplotlib (>2)", "numpydoc", "pydata-sphinx-theme (==0.9.0)", "sphinx (!=4.1.0)", "sphinx-panels (>=0.5.2)", "sphinx-tabs"]
|
||||
test = ["asv", "gmpy2", "mpmath", "pytest", "pytest-cov", "pytest-xdist", "scikit-umfpack", "threadpoolctl"]
|
||||
|
||||
[[package]]
|
||||
name = "sentry-sdk"
|
||||
version = "1.15.0"
|
||||
|
|
@ -2749,6 +3149,21 @@ docs = ["furo", "myst-parser", "sphinx", "sphinx-notfound-page", "sphinxcontrib-
|
|||
tests = ["coverage[toml]", "freezegun (>=0.2.8)", "pretend", "pytest (>=6.0)", "pytest-asyncio (>=0.17)", "simplejson"]
|
||||
typing = ["mypy", "rich", "twisted"]
|
||||
|
||||
[[package]]
|
||||
name = "tenacity"
|
||||
version = "8.2.1"
|
||||
description = "Retry code until it succeeds"
|
||||
category = "main"
|
||||
optional = false
|
||||
python-versions = ">=3.6"
|
||||
files = [
|
||||
{file = "tenacity-8.2.1-py3-none-any.whl", hash = "sha256:dd1b769ca7002fda992322939feca5bee4fa11f39146b0af14e0b8d9f27ea854"},
|
||||
{file = "tenacity-8.2.1.tar.gz", hash = "sha256:c7bb4b86425b977726a7b49971542d4f67baf72096597d283f3ffd01f33b92df"},
|
||||
]
|
||||
|
||||
[package.extras]
|
||||
doc = ["reno", "sphinx", "tornado (>=4.5)"]
|
||||
|
||||
[[package]]
|
||||
name = "termcolor"
|
||||
version = "2.2.0"
|
||||
|
|
@ -3302,5 +3717,5 @@ testing = ["coverage (>=5.0.3)", "zope.event", "zope.testing"]
|
|||
|
||||
[metadata]
|
||||
lock-version = "2.0"
|
||||
python-versions = "^3.11"
|
||||
content-hash = "9bb92f9b7f029aac4b219bea62504f52e7623d1fac963ce2346970cfeb9b2972"
|
||||
python-versions = "^3.10"
|
||||
content-hash = "747d95f4893b6f8bba02079fb1d635c6fb094c5d203b3eba80cc2c402f466932"
|
||||
|
|
|
|||
|
|
@ -6,7 +6,7 @@ authors = ["Alexandr Karpov <alexandr.d.karpov@gmail.com>"]
|
|||
readme = "README.md"
|
||||
|
||||
[tool.poetry.dependencies]
|
||||
python = "^3.11"
|
||||
python = "^3.10"
|
||||
psycopg2 = "^2.9.5"
|
||||
pytz = "^2022.7"
|
||||
psutil = "^5.9.4"
|
||||
|
|
@ -51,6 +51,7 @@ pandas = "^1.5.3"
|
|||
openpyxl = "^3.1.1"
|
||||
channels = {extras = ["daphne"], version = "^4.0.0"}
|
||||
channels-redis = "^4.0.0"
|
||||
catboost = "^1.1.1"
|
||||
|
||||
|
||||
[build-system]
|
||||
|
|
|
|||
Loading…
Reference in New Issue
Block a user