Update system api

This commit is contained in:
2025-12-30 00:52:36 +01:00
parent ca40197b4a
commit 9476cc3559
158 changed files with 496 additions and 1223 deletions

View File

@@ -7,7 +7,6 @@ COPY requirements.txt .
RUN pip install --no-cache-dir -r requirements.txt RUN pip install --no-cache-dir -r requirements.txt
COPY . . COPY . .
ENV PYTHONUNBUFFERED=1
ENV FLASK_APP=app.py ENV FLASK_APP=app.py
ENV FLASK_RUN_HOST=0.0.0.0 ENV FLASK_RUN_HOST=0.0.0.0
ENV FLASK_RUN_PORT=5000 ENV FLASK_RUN_PORT=5000

View File

@@ -37,6 +37,6 @@ if __name__ == '__main__':
) )
forwarder = MQTTForwarder(client_id, local_broker, api_broker) forwarder = MQTTForwarder(client_id, local_broker, api_broker)
forwarder.start(f"/customer/{client_id}/#", f"/board-mate/{client_id}/telemetry") forwarder.start(f"/customer/telemetry/#", f"/board-mate/{client_id}/telemetry")
app.run(host="0.0.0.0", port=5000, debug=False) app.run(host="0.0.0.0", port=5000, debug=False)

Binary file not shown.

View File

@@ -229,3 +229,253 @@ To fix this, use `chmod 0700 /mosquitto/config/passwords`.
1767027327: Opening ipv4 listen socket on port 8883. 1767027327: Opening ipv4 listen socket on port 8883.
1767027327: Opening ipv6 listen socket on port 8883. 1767027327: Opening ipv6 listen socket on port 8883.
1767027327: mosquitto version 2.0.22 running 1767027327: mosquitto version 2.0.22 running
1767036110: mosquitto version 2.0.22 starting
1767036110: Config loaded from /mosquitto/config/mosquitto.conf.
1767036110: Warning: File /mosquitto/config/passwords has world readable permissions. Future versions will refuse to load this file.
To fix this, use `chmod 0700 /mosquitto/config/passwords`.
1767036110: Opening ipv4 listen socket on port 1883.
1767036110: Opening ipv6 listen socket on port 1883.
1767036110: Opening websockets listen socket on port 9001.
1767036110: Opening ipv4 listen socket on port 8883.
1767036110: Opening ipv6 listen socket on port 8883.
1767036110: mosquitto version 2.0.22 running
1767036275: mosquitto version 2.0.22 terminating
1767036275: Saving in-memory database to /mosquitto/data//mosquitto.db.
1767036278: mosquitto version 2.0.22 starting
1767036278: Config loaded from /mosquitto/config/mosquitto.conf.
1767036278: Warning: File /mosquitto/config/passwords has world readable permissions. Future versions will refuse to load this file.
To fix this, use `chmod 0700 /mosquitto/config/passwords`.
1767036278: Opening ipv4 listen socket on port 1883.
1767036278: Opening ipv6 listen socket on port 1883.
1767036278: Opening websockets listen socket on port 9001.
1767036278: Opening ipv4 listen socket on port 8883.
1767036278: Opening ipv6 listen socket on port 8883.
1767036278: mosquitto version 2.0.22 running
1767036551: mosquitto version 2.0.22 terminating
1767036551: Saving in-memory database to /mosquitto/data//mosquitto.db.
1767036554: mosquitto version 2.0.22 starting
1767036554: Config loaded from /mosquitto/config/mosquitto.conf.
1767036554: Warning: File /mosquitto/config/passwords has world readable permissions. Future versions will refuse to load this file.
To fix this, use `chmod 0700 /mosquitto/config/passwords`.
1767036554: Opening ipv4 listen socket on port 1883.
1767036554: Opening ipv6 listen socket on port 1883.
1767036554: Opening websockets listen socket on port 9001.
1767036554: Opening ipv4 listen socket on port 8883.
1767036554: Opening ipv6 listen socket on port 8883.
1767036554: mosquitto version 2.0.22 running
1767036561: New connection from 172.18.0.7:44814 on port 1883.
1767036561: Sending CONNACK to board-mate-api-sub (0, 5)
1767036561: Client board-mate-api-sub disconnected, not authorised.
1767036561: New connection from 172.18.0.7:44828 on port 1883.
1767036560: Sending CONNACK to board-mate-api-sub (0, 5)
1767036560: Client board-mate-api-sub disconnected, not authorised.
1767038232: Saving in-memory database to /mosquitto/data//mosquitto.db.
1767039632: mosquitto version 2.0.22 terminating
1767039632: Saving in-memory database to /mosquitto/data//mosquitto.db.
1767042079: mosquitto version 2.0.22 starting
1767042079: Config loaded from /mosquitto/config/mosquitto.conf.
1767042079: Warning: File /mosquitto/config/passwords has world readable permissions. Future versions will refuse to load this file.
To fix this, use `chmod 0700 /mosquitto/config/passwords`.
1767042079: Opening ipv4 listen socket on port 1883.
1767042079: Opening ipv6 listen socket on port 1883.
1767042079: Opening websockets listen socket on port 9001.
1767042079: Opening ipv4 listen socket on port 8883.
1767042079: Opening ipv6 listen socket on port 8883.
1767042079: mosquitto version 2.0.22 running
1767042089: New connection from 172.18.0.7:58622 on port 1883.
1767042089: Sending CONNACK to board-mate-api (0, 5)
1767042089: Client board-mate-api disconnected, not authorised.
1767042089: New connection from 172.18.0.7:58634 on port 1883.
1767042090: Sending CONNACK to board-mate-api (0, 5)
1767042090: Client board-mate-api disconnected, not authorised.
1767042239: mosquitto version 2.0.22 terminating
1767042239: Saving in-memory database to /mosquitto/data//mosquitto.db.
1767042244: mosquitto version 2.0.22 starting
1767042244: Config loaded from /mosquitto/config/mosquitto.conf.
1767042244: Error: Unable to open pwfile "/mosquitto/config/passwords".
1767042244: Error opening password file "/mosquitto/config/passwords".
1767042270: mosquitto version 2.0.22 starting
1767042270: Config loaded from /mosquitto/config/mosquitto.conf.
1767042270: Opening ipv4 listen socket on port 1883.
1767042270: Opening ipv6 listen socket on port 1883.
1767042270: Opening websockets listen socket on port 9001.
1767042270: Opening ipv4 listen socket on port 8883.
1767042270: Opening ipv6 listen socket on port 8883.
1767042270: mosquitto version 2.0.22 running
1767042277: New connection from 172.18.0.7:54678 on port 1883.
1767042277: New client connected from 172.18.0.7:54678 as board-mate-api (p2, c0, k60, u'board-mate-api').
1767042277: No will message specified.
1767042277: Sending CONNACK to board-mate-api (0, 0)
1767042278: Received SUBSCRIBE from board-mate-api
1767042278: /board-mate/+/telemetry (QoS 1)
1767042278: board-mate-api 1 /board-mate/+/telemetry
1767042278: Sending SUBACK to board-mate-api
1767042322: New connection from 127.0.0.1:46054 on port 1883.
1767042322: New client connected from 127.0.0.1:46054 as auto-436886A7-5624-EF3A-39ED-D7A8FC33392D (p2, c1, k60, u'board-mate-api').
1767042322: No will message specified.
1767042322: Sending CONNACK to auto-436886A7-5624-EF3A-39ED-D7A8FC33392D (0, 0)
1767042322: Received PUBLISH from auto-436886A7-5624-EF3A-39ED-D7A8FC33392D (d0, q0, r0, m0, '/customer/1/test', ... (24 bytes))
1767042322: Received DISCONNECT from auto-436886A7-5624-EF3A-39ED-D7A8FC33392D
1767042322: Client auto-436886A7-5624-EF3A-39ED-D7A8FC33392D disconnected.
1767042338: Received PINGREQ from board-mate-api
1767042338: Sending PINGRESP to board-mate-api
1767042345: New connection from 127.0.0.1:48154 on port 1883.
1767042345: New client connected from 127.0.0.1:48154 as auto-C830CEF1-D1ED-93D7-B749-22F0F326CC35 (p2, c1, k60, u'board-mate-api').
1767042345: No will message specified.
1767042345: Sending CONNACK to auto-C830CEF1-D1ED-93D7-B749-22F0F326CC35 (0, 0)
1767042345: Received PUBLISH from auto-C830CEF1-D1ED-93D7-B749-22F0F326CC35 (d0, q0, r0, m0, '/board-mate/1/telemetry', ... (24 bytes))
1767042345: Sending PUBLISH to board-mate-api (d0, q0, r0, m0, '/board-mate/1/telemetry', ... (24 bytes))
1767042345: Received DISCONNECT from auto-C830CEF1-D1ED-93D7-B749-22F0F326CC35
1767042345: Client auto-C830CEF1-D1ED-93D7-B749-22F0F326CC35 disconnected.
1767042365: New connection from 127.0.0.1:33732 on port 1883.
1767042365: New client connected from 127.0.0.1:33732 as auto-9169093A-EC7F-3B36-E7FF-80A8320AE777 (p2, c1, k60, u'board-mate-api').
1767042365: No will message specified.
1767042365: Sending CONNACK to auto-9169093A-EC7F-3B36-E7FF-80A8320AE777 (0, 0)
1767042365: Received PUBLISH from auto-9169093A-EC7F-3B36-E7FF-80A8320AE777 (d0, q0, r0, m0, '/board-mate/1/telemetry', ... (24 bytes))
1767042365: Sending PUBLISH to board-mate-api (d0, q0, r0, m0, '/board-mate/1/telemetry', ... (24 bytes))
1767042365: Received DISCONNECT from auto-9169093A-EC7F-3B36-E7FF-80A8320AE777
1767042365: Client auto-9169093A-EC7F-3B36-E7FF-80A8320AE777 disconnected.
1767042398: Received PINGREQ from board-mate-api
1767042398: Sending PINGRESP to board-mate-api
1767042417: New connection from 127.0.0.1:54506 on port 1883.
1767042417: New client connected from 127.0.0.1:54506 as auto-11DDBF2E-B63F-F8EF-C429-BF6E6730606B (p2, c1, k60, u'board-mate-api').
1767042417: No will message specified.
1767042417: Sending CONNACK to auto-11DDBF2E-B63F-F8EF-C429-BF6E6730606B (0, 0)
1767042417: Received PUBLISH from auto-11DDBF2E-B63F-F8EF-C429-BF6E6730606B (d0, q0, r0, m0, '/board-mate/1/telemetry', ... (25 bytes))
1767042417: Sending PUBLISH to board-mate-api (d0, q0, r0, m0, '/board-mate/1/telemetry', ... (25 bytes))
1767042417: Received DISCONNECT from auto-11DDBF2E-B63F-F8EF-C429-BF6E6730606B
1767042417: Client auto-11DDBF2E-B63F-F8EF-C429-BF6E6730606B disconnected.
1767042419: New connection from 127.0.0.1:54514 on port 1883.
1767042419: New client connected from 127.0.0.1:54514 as auto-BCF66CFE-1853-E2BE-825B-8F93346CD5DB (p2, c1, k60, u'board-mate-api').
1767042419: No will message specified.
1767042419: Sending CONNACK to auto-BCF66CFE-1853-E2BE-825B-8F93346CD5DB (0, 0)
1767042419: Received PUBLISH from auto-BCF66CFE-1853-E2BE-825B-8F93346CD5DB (d0, q0, r0, m0, '/board-mate/1/telemetry', ... (25 bytes))
1767042419: Sending PUBLISH to board-mate-api (d0, q0, r0, m0, '/board-mate/1/telemetry', ... (25 bytes))
1767042419: Received DISCONNECT from auto-BCF66CFE-1853-E2BE-825B-8F93346CD5DB
1767042419: Client auto-BCF66CFE-1853-E2BE-825B-8F93346CD5DB disconnected.
1767042419: New connection from 127.0.0.1:54516 on port 1883.
1767042419: New client connected from 127.0.0.1:54516 as auto-06CF9109-9AE2-4179-EF35-09B78AEC38FF (p2, c1, k60, u'board-mate-api').
1767042419: No will message specified.
1767042419: Sending CONNACK to auto-06CF9109-9AE2-4179-EF35-09B78AEC38FF (0, 0)
1767042419: Received PUBLISH from auto-06CF9109-9AE2-4179-EF35-09B78AEC38FF (d0, q0, r0, m0, '/board-mate/1/telemetry', ... (25 bytes))
1767042419: Sending PUBLISH to board-mate-api (d0, q0, r0, m0, '/board-mate/1/telemetry', ... (25 bytes))
1767042419: Received DISCONNECT from auto-06CF9109-9AE2-4179-EF35-09B78AEC38FF
1767042419: Client auto-06CF9109-9AE2-4179-EF35-09B78AEC38FF disconnected.
1767042458: Received PINGREQ from board-mate-api
1767042458: Sending PINGRESP to board-mate-api
1767042518: Received PINGREQ from board-mate-api
1767042518: Sending PINGRESP to board-mate-api
1767042578: Received PINGREQ from board-mate-api
1767042578: Sending PINGRESP to board-mate-api
1767042628: New connection from 127.0.0.1:40976 on port 1883.
1767042628: New client connected from 127.0.0.1:40976 as auto-EC3B3E59-3791-D099-C1F8-55B4217B94B0 (p2, c1, k60, u'board-mate-api').
1767042628: No will message specified.
1767042628: Sending CONNACK to auto-EC3B3E59-3791-D099-C1F8-55B4217B94B0 (0, 0)
1767042628: Received PUBLISH from auto-EC3B3E59-3791-D099-C1F8-55B4217B94B0 (d0, q0, r0, m0, '/board-mate/1/telemetry', ... (25 bytes))
1767042628: Sending PUBLISH to board-mate-api (d0, q0, r0, m0, '/board-mate/1/telemetry', ... (25 bytes))
1767042628: Received DISCONNECT from auto-EC3B3E59-3791-D099-C1F8-55B4217B94B0
1767042628: Client auto-EC3B3E59-3791-D099-C1F8-55B4217B94B0 disconnected.
1767042649: Received PINGREQ from board-mate-api
1767042649: Sending PINGRESP to board-mate-api
1767042709: Received PINGREQ from board-mate-api
1767042709: Sending PINGRESP to board-mate-api
1767042769: Received PINGREQ from board-mate-api
1767042769: Sending PINGRESP to board-mate-api
1767042820: mosquitto version 2.0.22 terminating
1767042820: Saving in-memory database to /mosquitto/data//mosquitto.db.
1767042823: mosquitto version 2.0.22 starting
1767042823: Config loaded from /mosquitto/config/mosquitto.conf.
1767042823: Opening ipv4 listen socket on port 1883.
1767042823: Opening ipv6 listen socket on port 1883.
1767042823: Opening websockets listen socket on port 9001.
1767042823: Opening ipv4 listen socket on port 8883.
1767042823: Opening ipv6 listen socket on port 8883.
1767042823: mosquitto version 2.0.22 running
1767042833: New connection from 172.18.0.7:60284 on port 1883.
1767042833: New client connected from 172.18.0.7:60284 as board-mate-api (p2, c0, k60, u'board-mate-api').
1767042833: No will message specified.
1767042833: Sending CONNACK to board-mate-api (1, 0)
1767042833: Received SUBSCRIBE from board-mate-api
1767042833: /board-mate/+/telemetry (QoS 1)
1767042833: board-mate-api 1 /board-mate/+/telemetry
1767042833: Sending SUBACK to board-mate-api
1767042884: New connection from 127.0.0.1:59748 on port 1883.
1767042884: New client connected from 127.0.0.1:59748 as auto-1DDE39AC-5FEC-EDA3-5D05-3247E2909DC2 (p2, c1, k60, u'board-mate-api').
1767042884: No will message specified.
1767042884: Sending CONNACK to auto-1DDE39AC-5FEC-EDA3-5D05-3247E2909DC2 (0, 0)
1767042884: Received PUBLISH from auto-1DDE39AC-5FEC-EDA3-5D05-3247E2909DC2 (d0, q0, r0, m0, '/board-mate/1/telemetry', ... (24 bytes))
1767042884: Sending PUBLISH to board-mate-api (d0, q0, r0, m0, '/board-mate/1/telemetry', ... (24 bytes))
1767042884: Received DISCONNECT from auto-1DDE39AC-5FEC-EDA3-5D05-3247E2909DC2
1767042884: Client auto-1DDE39AC-5FEC-EDA3-5D05-3247E2909DC2 disconnected.
1767042893: Received PINGREQ from board-mate-api
1767042893: Sending PINGRESP to board-mate-api
1767042953: Received PINGREQ from board-mate-api
1767042953: Sending PINGRESP to board-mate-api
1767042962: mosquitto version 2.0.22 terminating
1767042962: Saving in-memory database to /mosquitto/data//mosquitto.db.
1767042965: mosquitto version 2.0.22 starting
1767042965: Config loaded from /mosquitto/config/mosquitto.conf.
1767042965: Opening ipv4 listen socket on port 1883.
1767042965: Opening ipv6 listen socket on port 1883.
1767042965: Opening websockets listen socket on port 9001.
1767042965: Opening ipv4 listen socket on port 8883.
1767042965: Opening ipv6 listen socket on port 8883.
1767042965: mosquitto version 2.0.22 running
1767042972: New connection from 172.18.0.7:36806 on port 1883.
1767042972: New client connected from 172.18.0.7:36806 as board-mate-api (p2, c0, k60, u'board-mate-api').
1767042972: No will message specified.
1767042972: Sending CONNACK to board-mate-api (1, 0)
1767042972: Received SUBSCRIBE from board-mate-api
1767042972: /board-mate/+/telemetry (QoS 1)
1767042972: board-mate-api 1 /board-mate/+/telemetry
1767042972: Sending SUBACK to board-mate-api
1767042981: New connection from 127.0.0.1:43828 on port 1883.
1767042981: New client connected from 127.0.0.1:43828 as auto-A0661344-E010-50C3-AF17-0D6B6F5B37C7 (p2, c1, k60, u'board-mate-api').
1767042981: No will message specified.
1767042981: Sending CONNACK to auto-A0661344-E010-50C3-AF17-0D6B6F5B37C7 (0, 0)
1767042981: Received PUBLISH from auto-A0661344-E010-50C3-AF17-0D6B6F5B37C7 (d0, q0, r0, m0, '/board-mate/1/telemetry', ... (24 bytes))
1767042981: Sending PUBLISH to board-mate-api (d0, q0, r0, m0, '/board-mate/1/telemetry', ... (24 bytes))
1767042981: Received DISCONNECT from auto-A0661344-E010-50C3-AF17-0D6B6F5B37C7
1767042981: Client auto-A0661344-E010-50C3-AF17-0D6B6F5B37C7 disconnected.
1767042997: New connection from 127.0.0.1:59774 on port 1883.
1767042997: New client connected from 127.0.0.1:59774 as auto-734941BC-9C59-1C8E-BE20-6332D26B82FF (p2, c1, k60, u'board-mate-api').
1767042997: No will message specified.
1767042997: Sending CONNACK to auto-734941BC-9C59-1C8E-BE20-6332D26B82FF (0, 0)
1767042997: Received PUBLISH from auto-734941BC-9C59-1C8E-BE20-6332D26B82FF (d0, q0, r0, m0, '/board-mate/1/telemetry', ... (24 bytes))
1767042997: Sending PUBLISH to board-mate-api (d0, q0, r0, m0, '/board-mate/1/telemetry', ... (24 bytes))
1767042997: Received DISCONNECT from auto-734941BC-9C59-1C8E-BE20-6332D26B82FF
1767042997: Client auto-734941BC-9C59-1C8E-BE20-6332D26B82FF disconnected.
1767043032: Received PINGREQ from board-mate-api
1767043032: Sending PINGRESP to board-mate-api
1767043050: mosquitto version 2.0.22 terminating
1767043050: Saving in-memory database to /mosquitto/data//mosquitto.db.
1767043056: mosquitto version 2.0.22 starting
1767043056: Config loaded from /mosquitto/config/mosquitto.conf.
1767043056: Opening ipv4 listen socket on port 1883.
1767043056: Opening ipv6 listen socket on port 1883.
1767043056: Opening websockets listen socket on port 9001.
1767043056: Opening ipv4 listen socket on port 8883.
1767043056: Opening ipv6 listen socket on port 8883.
1767043056: mosquitto version 2.0.22 running
1767043062: New connection from 172.18.0.7:42200 on port 1883.
1767043062: New client connected from 172.18.0.7:42200 as board-mate-api (p2, c0, k60, u'board-mate-api').
1767043062: No will message specified.
1767043062: Sending CONNACK to board-mate-api (1, 0)
1767043062: Received SUBSCRIBE from board-mate-api
1767043062: /board-mate/+/telemetry (QoS 1)
1767043062: board-mate-api 1 /board-mate/+/telemetry
1767043062: Sending SUBACK to board-mate-api
1767043087: New connection from 127.0.0.1:38796 on port 1883.
1767043087: New client connected from 127.0.0.1:38796 as auto-98A5E52B-DE57-BADF-F03D-81AEECD29E34 (p2, c1, k60, u'board-mate-api').
1767043087: No will message specified.
1767043087: Sending CONNACK to auto-98A5E52B-DE57-BADF-F03D-81AEECD29E34 (0, 0)
1767043087: Received PUBLISH from auto-98A5E52B-DE57-BADF-F03D-81AEECD29E34 (d0, q0, r0, m0, '/board-mate/1/telemetry', ... (24 bytes))
1767043087: Sending PUBLISH to board-mate-api (d0, q0, r0, m0, '/board-mate/1/telemetry', ... (24 bytes))
1767043087: Received DISCONNECT from auto-98A5E52B-DE57-BADF-F03D-81AEECD29E34
1767043087: Client auto-98A5E52B-DE57-BADF-F03D-81AEECD29E34 disconnected.
1767043122: Received PINGREQ from board-mate-api
1767043122: Sending PINGRESP to board-mate-api
1767043182: Received PINGREQ from board-mate-api
1767043182: Sending PINGRESP to board-mate-api
1767043244: Received PINGREQ from board-mate-api
1767043244: Sending PINGRESP to board-mate-api

2
rpi/.dockerignore Normal file
View File

@@ -0,0 +1,2 @@
/training
/api-resources

18
rpi/Dockerfile Normal file
View File

@@ -0,0 +1,18 @@
FROM python:3.12-slim
WORKDIR /app
COPY requirements-base.txt .
RUN pip install --no-cache-dir -r requirements-base.txt
COPY requirements.txt .
RUN pip install --no-cache-dir -r requirements.txt
COPY . .
ENV FLASK_APP=app.py
ENV FLASK_RUN_HOST=0.0.0.0
ENV FLASK_RUN_PORT=5000
EXPOSE 5000
CMD ["python", "main.py"]

View File

@@ -0,0 +1,3 @@
numpy
opencv-python
ultralytics

31
rpi/compose.yml Normal file
View File

@@ -0,0 +1,31 @@
version: "3.8"
services:
system-api:
build: .
container_name: "system-api"
ports:
- "5000:5000"
depends_on:
- mosquitto
environment:
- LOCAL_BROKER_USERNAME=system
- LOCAL_BROKER_PASSWORD=hepl
- LOCAL_BROKER_ADDRESS=system-broker
- LOCAL_BROKER_PORT=1883
- API_BROKER_ADDRESS=192.168.15.125
- API_BROKER_PORT=1883
mosquitto:
image: eclipse-mosquitto:latest
container_name: "system-broker"
ports:
- "1883:1883"
- "8883:8883"
command: ["sh", "/mosquitto/config/init-mosquitto.sh"]
volumes:
- ./mosquitto/config:/mosquitto/config
- ./mosquitto/data:/mosquitto/data
- ./mosquitto/log:/mosquitto/log
- ./mosquitto/certs:/mosquitto/certs

View File

@@ -0,0 +1,21 @@
from services.mqtt_service import MQTTService
class MQTTForwarder:
client_id : str
local_broker : MQTTService
central_broker : MQTTService
def __init__(self, client_id : str, local_mqtt: MQTTService, central_mqtt: MQTTService):
self.client_id = client_id
self.local_broker = local_mqtt
self.central_broker = central_mqtt
def start(self, src_topic: str, dst_topic: str):
try:
def forward_handler(topic: str, msg: str):
self.central_broker.publish(dst_topic, msg)
self.local_broker.subscribe(src_topic, forward_handler)
except Exception as e:
print(f"An error occurred while forwarding from {src_topic} to {dst_topic}: {e}")

View File

@@ -1,6 +1,9 @@
#!/usr/bin/env python3 #!/usr/bin/env python3
import os
from flask import Flask from flask import Flask
from controllers.mqtt_forwarder import MQTTForwarder
from hardware.light.lora_light_sensor_reader import LoraLightSensorReader from hardware.light.lora_light_sensor_reader import LoraLightSensorReader
from hardware.screen.screen import Screen from hardware.screen.screen import Screen
from hardware.rfid.reader import RfidReader from hardware.rfid.reader import RfidReader
@@ -9,10 +12,35 @@ from services.mqtt_service import MQTTService
app = Flask(__name__) app = Flask(__name__)
client_id = "pi-1"
local_broker_address = os.environ.get("LOCAL_BROKER_ADDRESS", "127.0.0.1")
local_broker_port = int(os.environ.get("LOCAL_BROKER_PORT", 1883))
api_broker_address = os.environ.get("API_BROKER_ADDRESS", "127.0.0.1")
api_broker_port = int(os.environ.get("API_BROKER_PORT", 1883))
screen = Screen() screen = Screen()
mqtt_service = MQTTService("127.0.0.1", 1883)
rfid_reader = RfidReader("/dev/serial0", 9600) rfid_reader = RfidReader("/dev/serial0", 9600)
light_sensor_reader = LoraLightSensorReader("/dev/ttyUSB1", 9600) light_sensor_reader = LoraLightSensorReader("/dev/ttyUSB1", 9600)
local_broker = MQTTService(
local_broker_address,
local_broker_port,
client_id="system",
username="system",
password="hepl",
)
api_broker = MQTTService(
api_broker_address,
api_broker_port,
client_id=client_id,
username="pi-1",
password="hepl",
)
detection_service = DetectionService() detection_service = DetectionService()
@app.route("/party/start", methods=['POST']) @app.route("/party/start", methods=['POST'])
@@ -20,40 +48,45 @@ def start_party():
print("Party started!") print("Party started!")
pass pass
def exit_app(): def start_brokers():
rfid_reader.stop() forwarder = MQTTForwarder(client_id, local_broker, api_broker)
light_sensor_reader.stop() forwarder.start(f"/system/sensor/#", f"/customer/telemetry/{client_id}")
exit()
def start_serial_devices():
screen.enableBackground()
screen.displayMessage("Waiting for scan...")
rfid_reader.subscribe(lambda uid: local_broker.publish(
"/system/sensor/rfid", str(uid), 0
))
rfid_reader.start()
light_sensor_reader.subscribe(lambda light_value: local_broker.publish(
"/system/sensor/light", str(light_value), 0
))
light_sensor_reader.start()
if __name__ == "__main__": if __name__ == "__main__":
try : try :
print("Starting app...") print("Starting app...")
screen.enableBackground() start_brokers()
screen.displayMessage("Waiting for scan...") print("Brokers started")
print("Screen enabled.") #start_serial_devices()
print("Serial devices started")
rfid_reader.subscribe(lambda uid: mqtt_service.publish(
"rpi", "/board-mate/rfid/scan", str(uid), 1
))
rfid_reader.start()
print("RFID reader started.")
light_sensor_reader.subscribe(lambda light_value: mqtt_service.publish(
"rpi", "/board-mate/light/notify", str(light_value), 0
))
light_sensor_reader.start()
print("Light sensor reader started.")
app.run(host="0.0.0.0", port=5000, debug=False) app.run(host="0.0.0.0", port=5000, debug=False)
except KeyboardInterrupt: except KeyboardInterrupt:
print("Keyboard interrupt. Stopping app...") print("Keyboard interrupt. Stopping app...")
exit_app() local_broker.disconnect()
api_broker.disconnect()
exit()
except Exception as e: except Exception as e:
print(e) print(e)
exit_app() local_broker.disconnect()
api_broker.disconnect()
exit()

View File

@@ -0,0 +1,19 @@
#!/bin/sh
PASSWORD_FILE=/mosquitto/config/passwords
echo "Creating password file with pre-registered users..."
if [ ! -f "$PASSWORD_FILE" ]; then
touch "$PASSWORD_FILE"
chmod 600 "$PASSWORD_FILE"
mosquitto_passwd -b "$PASSWORD_FILE" system hepl
mosquitto_passwd -b "$PASSWORD_FILE" device hepl
echo "Password file created !"
else
echo "Password file exists, skipping this step"
fi
echo "Starting mosquitto..."
exec mosquitto -c /mosquitto/config/mosquitto.conf -v
echo "Starting started..."

View File

@@ -0,0 +1,16 @@
persistence true
persistence_location /mosquitto/data/
log_dest file /mosquitto/log/mosquitto.log
listener 1883 0.0.0.0
allow_anonymous false
password_file /mosquitto/config/passwords
listener 8883 0.0.0.0
protocol mqtt
certfile /mosquitto/certs/mosquitto.crt
keyfile /mosquitto/certs/mosquitto.key
tls_version tlsv1.2

View File

@@ -1,19 +1,8 @@
#=========OpenApi========= flask
python_dateutil
setuptools
urllib3
pydantic
typing-extensions
#=========Custom=========
requests requests
python-dotenv python-dotenv
pydantic
paho-mqtt
pyyaml pyyaml
pyserial pyserial
opencv-python
numpy
ultralytics
torch
flask
paho-mqtt
grovepi grovepi

View File

@@ -1,32 +1,96 @@
from typing import Callable, Optional
import paho.mqtt.client as mqtt import paho.mqtt.client as mqtt
import json import json
import time import time
import base64 import base64
class MQTTService: class MQTTService:
def __init__(self, address: str, port: int): client : mqtt.Client
def __init__(self,
address: str, port: int, client_id: Optional[str] = None,
username: Optional[str] = None, password: Optional[str] = None,
ca_certs: Optional[str] = None, insecure : bool = False
):
self.address = address self.address = address
self.port = port self.port = port
self.client = mqtt.Client(client_id=client_id)
def publish(self, client_id: str, topic: str, data: str, qos: int = 0): if username and password:
client = mqtt.Client(client_id=client_id) self.client.username_pw_set(username, password)
if ca_certs:
self.client.tls_set(ca_certs=ca_certs)
self.client.tls_set()
self.client.tls_insecure_set(insecure)
self._connected = False
self.client.on_connect = self._on_connect
self.client.on_disconnect = self._on_disconnect
self.client.on_message = None
self._subscriptions = {}
def _on_connect(self, client, userdata, flags, rc):
if rc == 0:
self._connected = True
for topic in self._subscriptions:
self.client.subscribe(topic)
else:
print(f"MQTT connection failed with code {rc}")
def _on_disconnect(self, client, userdata, rc):
self._connected = False
def connect(self):
if not self._connected:
print(f"Connecting to {self.address}...")
self.client.connect(self.address, self.port)
self.client.loop_start()
timeout = 5
start = time.time()
while not self._connected and time.time() - start < timeout:
time.sleep(0.1)
if not self._connected:
raise ConnectionError(f"Cannot connect to MQTT broker at {self.address}:{self.port}")
print(f"Successfully connected to {self.address}")
else :
print(f"Already connected to {self.address}...")
def disconnect(self):
if self._connected:
self.client.disconnect()
self.client.loop_stop()
self._connected = False
def publish(self, topic: str, data: str, qos: int = 0):
try: try:
client.connect(self.address, self.port) self.connect()
client.loop_start()
payload = { payload = {
"timestamp": int(time.time()), "timestamp": int(time.time()),
"data": data "data": data
} }
result = client.publish(topic, json.dumps(payload), qos=qos) result = self.client.publish(topic, json.dumps(payload), qos=qos)
result.wait_for_publish() result.wait_for_publish()
except Exception as e: except Exception as e:
print("Erreur MQTT:", e) print(f"An error occurred while publishing on {topic} on {self.address} : {e}")
finally:
client.loop_stop() def subscribe(self, topic: str, handler: Callable[[str, str], None], qos: int = 0):
client.disconnect() try:
self.connect()
self._subscriptions[topic] = handler
def on_message(client, userdata, msg):
for sub_topic, h in self._subscriptions.items():
if mqtt.topic_matches_sub(sub_topic, msg.topic):
h(msg.topic, msg.payload.decode())
self.client.on_message = on_message
self.client.subscribe(topic, qos=qos)
except Exception as e:
print(f"An error occurred while trying to subscribe to {topic} on {self.address} : {e}")
if __name__ == "__main__": if __name__ == "__main__":

Binary file not shown.

Binary file not shown.

Binary file not shown.

Binary file not shown.

Binary file not shown.

Binary file not shown.

Binary file not shown.

Binary file not shown.

Before

Width:  |  Height:  |  Size: 77 KiB

Binary file not shown.

Before

Width:  |  Height:  |  Size: 69 KiB

Binary file not shown.

Before

Width:  |  Height:  |  Size: 66 KiB

Binary file not shown.

Before

Width:  |  Height:  |  Size: 82 KiB

Binary file not shown.

Before

Width:  |  Height:  |  Size: 78 KiB

Binary file not shown.

Before

Width:  |  Height:  |  Size: 72 KiB

Binary file not shown.

Before

Width:  |  Height:  |  Size: 68 KiB

Binary file not shown.

Before

Width:  |  Height:  |  Size: 83 KiB

View File

@@ -1,106 +0,0 @@
task: pose
mode: train
model: models/yolo11n-pose.pt
data: ./datasets/corners/data.yaml
epochs: 150
time: null
patience: 20
batch: 12
imgsz: 640
save: true
save_period: 25
cache: false
device: '0'
workers: 8
project: result
name: corners-training
exist_ok: true
pretrained: true
optimizer: auto
verbose: true
seed: 0
deterministic: true
single_cls: false
rect: false
cos_lr: false
close_mosaic: 10
resume: false
amp: true
fraction: 1.0
profile: false
freeze: null
multi_scale: false
compile: false
overlap_mask: true
mask_ratio: 4
dropout: 0.0
val: true
split: val
save_json: false
conf: null
iou: 0.7
max_det: 300
half: false
dnn: false
plots: true
source: null
vid_stride: 1
stream_buffer: false
visualize: false
augment: false
agnostic_nms: false
classes: null
retina_masks: false
embed: null
show: false
save_frames: false
save_txt: false
save_conf: false
save_crop: false
show_labels: true
show_conf: true
show_boxes: true
line_width: null
format: torchscript
keras: false
optimize: false
int8: false
dynamic: false
simplify: true
opset: null
workspace: null
nms: false
lr0: 0.01
lrf: 0.01
momentum: 0.937
weight_decay: 0.0005
warmup_epochs: 3.0
warmup_momentum: 0.8
warmup_bias_lr: 0.1
box: 7.5
cls: 0.5
dfl: 1.5
pose: 12.0
kobj: 1.0
nbs: 64
hsv_h: 0.015
hsv_s: 0.7
hsv_v: 0.4
degrees: 0.0
translate: 0.1
scale: 0.5
shear: 0.0
perspective: 0.0
flipud: 0.0
fliplr: 0.5
bgr: 0.0
mosaic: 1.0
mixup: 0.0
cutmix: 0.0
copy_paste: 0.0
copy_paste_mode: flip
auto_augment: randaugment
erasing: 0.4
cfg: null
tracker: botsort.yaml
save_dir: C:\Users\Laurent\Desktop\board-mate\rpi\training\result\corners-training

Binary file not shown.

Before

Width:  |  Height:  |  Size: 98 KiB

Binary file not shown.

Before

Width:  |  Height:  |  Size: 94 KiB

Binary file not shown.

Before

Width:  |  Height:  |  Size: 104 KiB

View File

@@ -1,123 +0,0 @@
epoch,time,train/box_loss,train/pose_loss,train/kobj_loss,train/cls_loss,train/dfl_loss,metrics/precision(B),metrics/recall(B),metrics/mAP50(B),metrics/mAP50-95(B),metrics/precision(P),metrics/recall(P),metrics/mAP50(P),metrics/mAP50-95(P),val/box_loss,val/pose_loss,val/kobj_loss,val/cls_loss,val/dfl_loss,lr/pg0,lr/pg1,lr/pg2
1,41.8658,0.69307,3.77413,0.72815,0.64039,1.28117,0.96175,0.95725,0.98898,0.79175,0.79281,0.72839,0.65072,0.42698,0.75712,2.98661,0.75215,0.57127,1.28227,0.000664706,0.000664706,0.000664706
2,80.8441,0.51914,2.12866,0.61949,0.38303,1.1348,0.96292,0.98731,0.98494,0.78,0.71747,0.72081,0.62925,0.51147,0.74913,2.41618,0.49852,0.4718,1.31998,0.00132259,0.00132259,0.00132259
3,118.851,0.49814,1.85884,0.54851,0.37348,1.11293,0.95161,0.94825,0.95944,0.70246,0.771,0.68363,0.67966,0.45502,0.90578,2.80879,0.51889,0.8674,1.37102,0.00197167,0.00197167,0.00197167
4,157.404,0.47059,1.66767,0.5049,0.34591,1.09446,0.99483,1,0.995,0.89386,0.8726,0.86924,0.86226,0.61132,0.49584,1.71543,0.24321,0.28147,0.97073,0.0019604,0.0019604,0.0019604
5,200.334,0.44772,1.5232,0.48165,0.33325,1.07828,0.98863,0.99746,0.99457,0.87423,0.90156,0.88335,0.89545,0.67039,0.52482,1.67239,0.12556,0.27693,0.95892,0.0019472,0.0019472,0.0019472
6,242.53,0.42402,1.32438,0.45056,0.31881,1.06058,0.99746,0.99728,0.995,0.9226,0.83111,0.80711,0.74127,0.48832,0.45583,1.88245,0.13891,0.31602,0.95715,0.001934,0.001934,0.001934
7,280.951,0.40111,1.24069,0.43256,0.30494,1.04187,0.99992,0.99746,0.995,0.89269,0.90086,0.90355,0.9029,0.61367,0.50832,2.04948,0.13409,0.25962,0.94944,0.0019208,0.0019208,0.0019208
8,318.789,0.3796,1.11959,0.39854,0.28586,1.03313,0.99367,0.99746,0.995,0.9392,0.86676,0.82487,0.84936,0.61981,0.42305,2.15732,0.13981,0.28876,0.9135,0.0019076,0.0019076,0.0019076
9,356.462,0.37124,1.05743,0.38984,0.27503,1.02622,0.99982,1,0.995,0.95836,0.98959,0.73604,0.86569,0.80695,0.40299,1.45832,0.07292,0.24985,0.87883,0.0018944,0.0018944,0.0018944
10,393.255,0.35552,1.01663,0.37543,0.27191,1.00972,0.99946,1,0.995,0.93964,0.85774,0.85787,0.86324,0.77142,0.41781,1.55795,0.05914,0.31105,0.91333,0.0018812,0.0018812,0.0018812
11,430.457,0.35149,0.96948,0.37342,0.26409,1.01139,0.99981,1,0.995,0.93536,0.87028,0.87056,0.89826,0.72914,0.42494,1.68496,0.11233,0.23818,0.82714,0.001868,0.001868,0.001868
12,467.26,0.33424,0.96809,0.35249,0.25545,1.00431,0.99947,1,0.995,0.97069,0.90561,0.90609,0.91291,0.49866,0.29453,2.32507,0.1175,0.22286,0.71953,0.0018548,0.0018548,0.0018548
13,504.36,0.3344,0.94598,0.3399,0.25304,1.00019,0.99632,0.99746,0.995,0.95053,0.90954,0.76562,0.85441,0.71192,0.46083,1.92584,0.13254,0.26008,0.89397,0.0018416,0.0018416,0.0018416
14,543.383,0.32972,0.92725,0.33625,0.24951,1.0016,1,0.99981,0.995,0.97263,0.85659,0.85533,0.87102,0.76749,0.31991,1.56867,0.11587,0.27602,0.78464,0.0018284,0.0018284,0.0018284
15,582.997,0.32126,0.88673,0.32864,0.24507,0.99218,0.99796,1,0.995,0.95207,0.83305,0.80711,0.87646,0.75095,0.40368,1.55667,0.06468,0.21577,0.81679,0.0018152,0.0018152,0.0018152
16,620.991,0.31566,0.87335,0.31561,0.24426,0.99104,0.99965,1,0.995,0.957,0.86337,0.77411,0.81892,0.75989,0.39342,1.56436,0.06818,0.39843,0.84569,0.001802,0.001802,0.001802
17,658.811,0.30597,0.85827,0.30731,0.23968,0.98902,0.99983,1,0.995,0.96816,0.86637,0.75888,0.87673,0.8227,0.34624,1.56627,0.06645,0.23781,0.7908,0.0017888,0.0017888,0.0017888
18,696.068,0.30208,0.81425,0.29495,0.22725,0.97742,0.9991,1,0.995,0.904,0.88491,0.88579,0.88404,0.62028,0.44549,1.8752,0.09522,0.44605,0.8804,0.0017756,0.0017756,0.0017756
19,733.392,0.29831,0.78058,0.2869,0.23091,0.97986,0.99963,1,0.995,0.9597,0.9044,0.90355,0.93166,0.70766,0.36051,1.62024,0.14267,0.22122,0.80243,0.0017624,0.0017624,0.0017624
20,771.296,0.29695,0.76096,0.28061,0.22734,0.97716,0.99963,1,0.995,0.95951,0.89305,0.8934,0.86533,0.53941,0.28948,1.57599,0.05685,0.20087,0.7097,0.0017492,0.0017492,0.0017492
21,826.556,0.29791,0.76895,0.27933,0.22934,0.97495,0.99978,1,0.995,0.96711,0.92375,0.92386,0.95084,0.69793,0.32625,1.27303,0.12668,0.18997,0.74181,0.001736,0.001736,0.001736
22,890.215,0.28593,0.71649,0.26951,0.22073,0.97144,0.99736,1,0.995,0.95264,0.91376,0.91624,0.91481,0.83206,0.33567,1.14861,0.06273,0.20222,0.78067,0.0017228,0.0017228,0.0017228
23,953.322,0.28703,0.7198,0.26899,0.21899,0.97015,0.99703,1,0.995,0.9584,0.89138,0.88579,0.89882,0.77509,0.31369,1.59085,0.17639,0.24751,0.73889,0.0017096,0.0017096,0.0017096
24,1002.22,0.28576,0.69198,0.25922,0.22184,0.97505,0.99979,1,0.995,0.96712,0.9465,0.9467,0.95094,0.85392,0.39743,1.07425,0.05928,0.2521,0.83125,0.0016964,0.0016964,0.0016964
25,1038.67,0.28313,0.62082,0.2471,0.21496,0.97352,0.99985,1,0.995,0.95423,0.93894,0.93909,0.95908,0.85361,0.38329,0.94256,0.04887,0.23358,0.86399,0.0016832,0.0016832,0.0016832
26,1075.24,0.28052,0.60793,0.25178,0.21419,0.96934,0.9997,1,0.995,0.97003,0.92358,0.92386,0.94426,0.89564,0.36543,0.87032,0.05428,0.23958,0.82694,0.00167,0.00167,0.00167
27,1111.68,0.27994,0.5941,0.24751,0.21598,0.97132,0.99965,1,0.995,0.97209,0.97427,0.97462,0.98093,0.76219,0.27744,1.08364,0.0685,0.16464,0.70475,0.0016568,0.0016568,0.0016568
28,1148.44,0.27895,0.58447,0.23733,0.2172,0.9677,0.99984,1,0.995,0.96578,0.95938,0.95939,0.95958,0.87034,0.33851,0.85532,0.06884,0.24491,0.79852,0.0016436,0.0016436,0.0016436
29,1185.3,0.26658,0.557,0.22924,0.20513,0.96139,0.99984,1,0.995,0.97653,0.94662,0.9467,0.96267,0.93081,0.31553,0.65388,0.04317,0.18593,0.77426,0.0016304,0.0016304,0.0016304
30,1222.29,0.26477,0.51292,0.21651,0.20264,0.96425,1,0.99983,0.995,0.96328,0.95726,0.95431,0.96143,0.83551,0.34112,0.91659,0.10449,0.22019,0.7806,0.0016172,0.0016172,0.0016172
31,1259.93,0.26796,0.51762,0.20983,0.20697,0.96354,0.99969,1,0.995,0.94867,0.96416,0.96447,0.97433,0.82392,0.38355,0.96983,0.06258,0.19046,0.84624,0.001604,0.001604,0.001604
32,1296.88,0.26934,0.49529,0.20868,0.20734,0.9661,0.99979,1,0.995,0.95502,0.95167,0.95178,0.95085,0.89775,0.37629,0.74517,0.05738,0.18957,0.82154,0.0015908,0.0015908,0.0015908
33,1333.09,0.26369,0.45548,0.19971,0.20748,0.9625,0.99474,0.99746,0.9949,0.96513,0.9593,0.96193,0.97472,0.52948,0.3929,1.97617,0.0817,0.21653,0.79713,0.0015776,0.0015776,0.0015776
34,1369.3,0.27149,0.45399,0.19625,0.21297,0.96413,0.99992,1,0.995,0.97354,0.96438,0.96447,0.97564,0.92317,0.25638,0.73132,0.0626,0.15593,0.68058,0.0015644,0.0015644,0.0015644
35,1405.8,0.2666,0.44038,0.18882,0.19958,0.96435,0.99981,1,0.995,0.9722,0.94652,0.9467,0.94965,0.78254,0.27424,1.14871,0.08366,0.17643,0.71587,0.0015512,0.0015512,0.0015512
36,1444.12,0.26001,0.41753,0.18053,0.19944,0.96203,0.99979,1,0.995,0.97126,0.95515,0.95431,0.96911,0.94105,0.32598,0.53702,0.05907,0.1853,0.76014,0.001538,0.001538,0.001538
37,1480.32,0.25838,0.41353,0.17386,0.19782,0.96008,0.99967,1,0.995,0.96558,0.96683,0.96701,0.96566,0.87858,0.27835,0.82348,0.0548,0.18958,0.71508,0.0015248,0.0015248,0.0015248
38,1516.59,0.26064,0.38703,0.16722,0.19878,0.96442,0.99859,1,0.995,0.97447,0.95781,0.95178,0.96992,0.88664,0.25487,0.81123,0.0456,0.15648,0.68062,0.0015116,0.0015116,0.0015116
39,1553.25,0.24811,0.40134,0.15999,0.19272,0.95348,1,0.99982,0.995,0.96885,0.89805,0.89594,0.88223,0.81577,0.33967,0.98544,0.07561,0.19696,0.74205,0.0014984,0.0014984,0.0014984
40,1589.29,0.25209,0.39657,0.15808,0.19776,0.95718,0.99983,1,0.995,0.97593,0.9643,0.96447,0.97216,0.93621,0.23164,0.54743,0.05507,0.15628,0.66362,0.0014852,0.0014852,0.0014852
41,1628.9,0.25354,0.3777,0.15138,0.19667,0.96049,0.99934,1,0.995,0.96965,0.9689,0.96954,0.97076,0.947,0.30746,0.47588,0.05501,0.22409,0.74888,0.001472,0.001472,0.001472
42,1665.68,0.24466,0.35839,0.13647,0.19282,0.95365,0.99983,1,0.995,0.96907,0.95669,0.95685,0.96969,0.93875,0.32129,0.52932,0.06228,0.18452,0.74446,0.0014588,0.0014588,0.0014588
43,1702.27,0.24527,0.3491,0.13757,0.19238,0.95308,0.99982,1,0.995,0.96759,0.94906,0.94924,0.96437,0.89086,0.34469,0.61009,0.07387,0.18267,0.77154,0.0014456,0.0014456,0.0014456
44,1738.51,0.24462,0.3412,0.13426,0.18944,0.95347,0.9998,1,0.995,0.97091,0.97442,0.97462,0.98198,0.89922,0.28994,0.82945,0.06073,0.1874,0.71154,0.0014324,0.0014324,0.0014324
45,1774.81,0.24343,0.34856,0.1267,0.18817,0.94882,0.99973,1,0.995,0.97358,0.94869,0.9467,0.95493,0.90639,0.33497,0.67311,0.1771,0.18214,0.76598,0.0014192,0.0014192,0.0014192
46,1810.98,0.24607,0.3128,0.12697,0.19242,0.95653,0.99985,1,0.995,0.97492,0.95678,0.95685,0.97235,0.93275,0.32419,0.60639,0.07634,0.17342,0.76716,0.001406,0.001406,0.001406
47,1847.36,0.2482,0.32888,0.127,0.22637,0.96001,0.99985,1,0.995,0.97087,0.93388,0.93401,0.92631,0.87381,0.27904,0.78575,0.08141,0.17671,0.71643,0.0013928,0.0013928,0.0013928
48,1883.96,0.24328,0.31338,0.12048,0.19025,0.94999,0.99983,1,0.995,0.97431,0.97699,0.97716,0.98361,0.93479,0.26735,0.40829,0.04812,0.14566,0.68872,0.0013796,0.0013796,0.0013796
49,1920.36,0.23871,0.32326,0.12284,0.18374,0.9494,0.99985,1,0.995,0.96977,0.96432,0.96447,0.97387,0.79972,0.27748,0.79306,0.19351,0.17076,0.70923,0.0013664,0.0013664,0.0013664
50,1956.45,0.24304,0.31749,0.12285,0.18452,0.95087,0.99983,1,0.995,0.97325,0.96941,0.96954,0.97677,0.8745,0.29011,0.55133,0.11191,0.1434,0.69653,0.0013532,0.0013532,0.0013532
51,1993.55,0.23827,0.29298,0.11593,0.1822,0.94408,0.99938,1,0.995,0.97526,0.96387,0.96447,0.97424,0.93482,0.31133,0.4847,0.0533,0.15991,0.72714,0.00134,0.00134,0.00134
52,2030.55,0.23563,0.28018,0.11237,0.18133,0.94868,0.99983,1,0.995,0.97096,0.97699,0.97716,0.98402,0.96395,0.31517,0.44986,0.07793,0.20216,0.74575,0.0013268,0.0013268,0.0013268
53,2066.75,0.23384,0.29695,0.11892,0.1789,0.94541,0.99984,1,0.995,0.97256,0.95927,0.95939,0.97009,0.79479,0.26033,1.10111,0.12698,0.1648,0.69885,0.0013136,0.0013136,0.0013136
54,2102.91,0.23152,0.2776,0.11114,0.18141,0.94411,0.99982,1,0.995,0.97631,0.97198,0.97208,0.97655,0.95527,0.3197,0.43438,0.03767,0.3008,0.73837,0.0013004,0.0013004,0.0013004
55,2138.82,0.23046,0.26741,0.10828,0.17577,0.94546,0.99985,1,0.995,0.98041,0.98209,0.98223,0.98877,0.96507,0.2604,0.35929,0.04404,0.16826,0.69072,0.0012872,0.0012872,0.0012872
56,2174.67,0.22749,0.26357,0.10458,0.17443,0.94552,0.99975,1,0.995,0.97582,0.97692,0.97716,0.98358,0.94576,0.27214,0.35448,0.29325,0.15032,0.69325,0.001274,0.001274,0.001274
57,2210.82,0.22765,0.24893,0.10514,0.17317,0.94568,0.99984,1,0.995,0.97058,0.97701,0.97716,0.98411,0.95634,0.2492,0.34523,0.04154,0.14017,0.65436,0.0012608,0.0012608,0.0012608
58,2247.23,0.22911,0.25326,0.09969,0.17453,0.94687,0.99984,1,0.995,0.96941,0.94401,0.94416,0.93237,0.80447,0.29883,0.53882,0.09426,0.15442,0.70813,0.0012476,0.0012476,0.0012476
59,2283.26,0.22888,0.26267,0.09782,0.17675,0.94686,0.99978,1,0.995,0.96272,0.99475,0.99492,0.99497,0.93516,0.26397,0.43593,0.04185,0.16742,0.68021,0.0012344,0.0012344,0.0012344
60,2318.97,0.23292,0.25173,0.09804,0.17627,0.94668,0.99981,1,0.995,0.97242,0.97951,0.9797,0.98016,0.94961,0.27568,0.35899,0.0853,0.1925,0.70429,0.0012212,0.0012212,0.0012212
61,2356.26,0.22807,0.24696,0.10027,0.17422,0.94721,0.99983,1,0.995,0.9662,0.97953,0.9797,0.97445,0.93525,0.23848,0.40063,0.07996,0.16476,0.66578,0.001208,0.001208,0.001208
62,2392.87,0.22747,0.2581,0.10249,0.17503,0.95321,0.9996,1,0.995,0.97074,0.9793,0.9797,0.97513,0.94557,0.26975,0.39598,0.05737,0.15921,0.68649,0.0011948,0.0011948,0.0011948
63,2428.91,0.22766,0.24132,0.09611,0.17477,0.94303,0.99971,1,0.995,0.96235,0.97941,0.9797,0.97348,0.93612,0.2428,0.35819,0.039,0.15311,0.66118,0.0011816,0.0011816,0.0011816
64,2465.95,0.22517,0.21765,0.09105,0.17103,0.94599,0.9998,1,0.995,0.96668,0.98457,0.98477,0.9841,0.94901,0.2771,0.36874,0.06648,0.15681,0.67964,0.0011684,0.0011684,0.0011684
65,2503.83,0.22064,0.21802,0.09219,0.1702,0.9411,0.99979,1,0.995,0.97612,0.96442,0.96447,0.96162,0.91155,0.24653,0.68639,0.14368,0.18795,0.66392,0.0011552,0.0011552,0.0011552
66,2541.56,0.22615,0.23008,0.09458,0.17335,0.94477,0.99964,1,0.995,0.9735,0.98188,0.98223,0.98454,0.91693,0.29998,0.56021,0.03456,0.16208,0.7394,0.001142,0.001142,0.001142
67,2579.34,0.21895,0.22134,0.09177,0.17007,0.9393,0.9998,1,0.995,0.96791,0.98965,0.98985,0.98513,0.95475,0.29002,0.41934,0.04548,0.19376,0.70637,0.0011288,0.0011288,0.0011288
68,2615.21,0.21973,0.1919,0.08678,0.1709,0.93963,0.99978,1,0.995,0.96724,0.98202,0.98223,0.98349,0.90306,0.26922,0.61318,0.10111,0.20667,0.69965,0.0011156,0.0011156,0.0011156
69,2650.96,0.2166,0.22402,0.0907,0.16562,0.93782,0.99982,1,0.995,0.97324,0.97191,0.97208,0.98134,0.94279,0.28298,0.46992,0.04373,0.21881,0.71916,0.0011024,0.0011024,0.0011024
70,2686.79,0.21906,0.20668,0.08299,0.16491,0.93901,0.99965,1,0.995,0.96212,0.98442,0.98477,0.98336,0.96374,0.26579,0.35204,0.08746,0.16889,0.68702,0.0010892,0.0010892,0.0010892
71,2724.45,0.21016,0.19774,0.08291,0.1634,0.93385,0.9997,1,0.995,0.96475,0.98198,0.98223,0.98332,0.94531,0.27078,0.51252,0.04689,0.18894,0.70118,0.001076,0.001076,0.001076
72,2760.19,0.2149,0.20865,0.08638,0.16158,0.9367,0.99985,1,0.995,0.97249,0.98722,0.98731,0.99049,0.97898,0.28486,0.2826,0.03408,0.18064,0.71769,0.0010628,0.0010628,0.0010628
73,2795.77,0.21372,0.18585,0.07757,0.16098,0.93502,0.99985,1,0.995,0.96926,0.98463,0.98477,0.98439,0.96686,0.23842,0.32887,0.03542,0.16675,0.67708,0.0010496,0.0010496,0.0010496
74,2832.16,0.21219,0.19808,0.08108,0.16174,0.93811,0.99981,1,0.995,0.97396,0.98204,0.98223,0.98686,0.96267,0.25053,0.38738,0.04021,0.16226,0.66394,0.0010364,0.0010364,0.0010364
75,2884.25,0.21154,0.17501,0.07794,0.16458,0.93535,0.99984,1,0.995,0.96454,0.98212,0.98223,0.98262,0.94393,0.26803,0.44257,0.0566,0.1929,0.70009,0.0010232,0.0010232,0.0010232
76,2944.97,0.21228,0.19711,0.08138,0.16737,0.93377,0.99983,1,0.995,0.96646,0.98715,0.98731,0.98447,0.92461,0.24225,0.41607,0.0348,0.16097,0.67341,0.00101,0.00101,0.00101
77,3008.25,0.2151,0.1833,0.07709,0.16469,0.9407,0.99973,1,0.995,0.96418,0.98196,0.98223,0.98366,0.93001,0.2628,0.46921,0.09878,0.17788,0.70491,0.0009968,0.0009968,0.0009968
78,3049.31,0.21425,0.18755,0.07687,0.1605,0.93539,0.99822,1,0.995,0.96739,0.98056,0.98223,0.98358,0.90628,0.26047,0.53634,0.05729,0.17455,0.68519,0.0009836,0.0009836,0.0009836
79,3087.06,0.20793,0.1773,0.0746,0.16126,0.9352,0.99975,1,0.995,0.96655,0.98199,0.98223,0.98287,0.91938,0.29016,0.47211,0.05869,0.18346,0.7069,0.0009704,0.0009704,0.0009704
80,3124.02,0.20848,0.17801,0.0768,0.16115,0.93479,0.99979,1,0.995,0.96672,0.9715,0.96701,0.97093,0.96037,0.28392,0.54634,0.09783,0.17891,0.71633,0.0009572,0.0009572,0.0009572
81,3160.53,0.2073,0.16688,0.07229,0.15915,0.93552,0.99956,1,0.995,0.96926,0.97164,0.97208,0.97233,0.91555,0.26665,0.54827,0.0452,0.18538,0.69744,0.000944,0.000944,0.000944
82,3197.02,0.2093,0.16428,0.06873,0.15987,0.93266,0.99981,1,0.995,0.97185,0.98458,0.98477,0.98373,0.95155,0.24957,0.33346,0.0599,0.14366,0.66852,0.0009308,0.0009308,0.0009308
83,3233.19,0.20772,0.15941,0.07021,0.16025,0.93347,0.99975,1,0.995,0.96732,0.96675,0.96701,0.96219,0.9355,0.27792,0.42357,0.03927,0.16484,0.70684,0.0009176,0.0009176,0.0009176
84,3269.31,0.20127,0.16847,0.06499,0.15542,0.93088,0.99971,1,0.995,0.96479,0.97434,0.97462,0.9718,0.951,0.25128,0.35881,0.03472,0.16965,0.67475,0.0009044,0.0009044,0.0009044
85,3305.8,0.20216,0.15587,0.06895,0.15625,0.9334,0.99963,1,0.995,0.96885,0.97172,0.97208,0.97419,0.95291,0.26132,0.37446,0.03852,0.15243,0.69368,0.0008912,0.0008912,0.0008912
86,3344.2,0.20354,0.16737,0.07149,0.15566,0.9329,0.99929,1,0.995,0.96572,0.97644,0.97716,0.9739,0.94227,0.2245,0.34752,0.03232,0.1351,0.65493,0.000878,0.000878,0.000878
87,3389.15,0.20533,0.1604,0.06719,0.15668,0.9326,0.99941,1,0.995,0.9638,0.97929,0.9797,0.97424,0.93558,0.22373,0.34606,0.03417,0.13217,0.64715,0.0008648,0.0008648,0.0008648
88,3438.25,0.20257,0.15615,0.06746,0.15741,0.93127,0.99979,1,0.995,0.96633,0.98203,0.98223,0.98305,0.93607,0.25572,0.38356,0.03464,0.17148,0.69273,0.0008516,0.0008516,0.0008516
89,3499.91,0.20039,0.13643,0.06695,0.15308,0.93165,0.99985,1,0.995,0.96586,0.97447,0.97462,0.97358,0.85146,0.23551,0.44653,0.03699,0.13512,0.66228,0.0008384,0.0008384,0.0008384
90,3561.09,0.20274,0.15695,0.06701,0.15267,0.93225,0.99983,1,0.995,0.96748,0.97446,0.97462,0.97583,0.89462,0.2269,0.41481,0.03757,0.16208,0.67632,0.0008252,0.0008252,0.0008252
91,3618.14,0.19302,0.14341,0.06578,0.14975,0.92917,0.99985,1,0.995,0.97232,0.97448,0.97462,0.9762,0.97089,0.23752,0.2991,0.03227,0.16581,0.72065,0.000812,0.000812,0.000812
92,3654.23,0.20038,0.15799,0.0652,0.15218,0.9318,0.99984,1,0.995,0.97259,0.98207,0.98223,0.98726,0.98131,0.21235,0.2616,0.04773,0.12781,0.64291,0.0007988,0.0007988,0.0007988
93,3689.65,0.19023,0.13662,0.06122,0.14574,0.92551,0.99981,1,0.995,0.97527,0.97951,0.9797,0.98493,0.97308,0.2032,0.29249,0.03368,0.14232,0.63621,0.0007856,0.0007856,0.0007856
94,3724.7,0.19616,0.13415,0.05921,0.14865,0.93075,0.99984,1,0.995,0.97642,0.98208,0.98223,0.987,0.97595,0.21629,0.30119,0.03241,0.14311,0.64116,0.0007724,0.0007724,0.0007724
95,3759.63,0.20054,0.13043,0.06445,0.15849,0.93305,0.99982,1,0.995,0.97745,0.97699,0.97716,0.98311,0.94879,0.23807,0.39694,0.03499,0.17089,0.65597,0.0007592,0.0007592,0.0007592
96,3797.99,0.20053,0.14308,0.06001,0.15525,0.92858,0.99964,1,0.995,0.9757,0.97681,0.97716,0.98337,0.94553,0.20586,0.39662,0.03853,0.11513,0.63758,0.000746,0.000746,0.000746
97,3834.19,0.19415,0.13198,0.06327,0.15219,0.9291,0.99978,1,0.995,0.97892,0.98202,0.98223,0.98701,0.92947,0.21512,0.38049,0.03895,0.12492,0.64288,0.0007328,0.0007328,0.0007328
98,3869.36,0.19769,0.13726,0.05792,0.1582,0.93047,0.99983,1,0.995,0.97584,0.97954,0.9797,0.98502,0.96447,0.29181,0.43827,0.04533,0.25325,0.69339,0.0007196,0.0007196,0.0007196
99,3905.48,0.1931,0.14005,0.05879,0.14691,0.92704,0.9998,1,0.995,0.97531,0.9795,0.9797,0.98592,0.97457,0.25615,0.35473,0.05087,0.19319,0.67247,0.0007064,0.0007064,0.0007064
100,3941.48,0.19669,0.13246,0.05929,0.15339,0.92856,0.99981,1,0.995,0.96973,0.97951,0.9797,0.97536,0.9677,0.29806,0.33783,0.0409,0.17006,0.71805,0.0006932,0.0006932,0.0006932
101,3977.45,0.19787,0.12413,0.05634,0.14962,0.92788,0.99972,1,0.995,0.97416,0.9845,0.98477,0.98513,0.97464,0.27688,0.29723,0.03804,0.1582,0.69637,0.00068,0.00068,0.00068
102,4013.43,0.19365,0.12164,0.05403,0.14708,0.92507,0.99973,1,0.995,0.97829,0.98704,0.98731,0.98973,0.98363,0.22145,0.23119,0.03078,0.11484,0.63888,0.0006668,0.0006668,0.0006668
103,4049.86,0.18922,0.12249,0.0541,0.14511,0.92592,0.9996,1,0.995,0.97635,0.98184,0.98223,0.98645,0.98314,0.22662,0.25381,0.03791,0.12071,0.64712,0.0006536,0.0006536,0.0006536
104,4085.9,0.19198,0.12236,0.05401,0.14777,0.9304,0.9998,1,0.995,0.97503,0.9795,0.9797,0.98496,0.98162,0.27936,0.26264,0.05589,0.1843,0.72599,0.0006404,0.0006404,0.0006404
105,4121.83,0.18681,0.11665,0.05452,0.14126,0.92572,0.99984,1,0.995,0.97532,0.98461,0.98477,0.98821,0.98357,0.23599,0.21897,0.03495,0.12562,0.65805,0.0006272,0.0006272,0.0006272
106,4159.34,0.18931,0.12302,0.05285,0.14246,0.92584,0.99982,1,0.995,0.97722,0.98205,0.98223,0.98684,0.97835,0.25876,0.29638,0.03407,0.16049,0.6784,0.000614,0.000614,0.000614
107,4195.74,0.18796,0.11484,0.05041,0.14362,0.9265,0.99979,1,0.995,0.96935,0.97949,0.9797,0.97924,0.95248,0.24025,0.2878,0.02369,0.13361,0.65578,0.0006008,0.0006008,0.0006008
108,4231.54,0.18757,0.11764,0.05198,0.14475,0.92646,0.9998,1,0.995,0.96933,0.98204,0.98223,0.98245,0.93037,0.27001,0.40162,0.03723,0.17234,0.70029,0.0005876,0.0005876,0.0005876
109,4267.56,0.19175,0.11254,0.05275,0.145,0.9276,0.99983,1,0.995,0.97396,0.98207,0.98223,0.98434,0.93374,0.25562,0.4719,0.02845,0.15375,0.68166,0.0005744,0.0005744,0.0005744
110,4303.6,0.18424,0.11282,0.05199,0.14493,0.92974,0.99984,1,0.995,0.97399,0.98461,0.98477,0.98563,0.92607,0.24741,0.53219,0.03147,0.15061,0.67807,0.0005612,0.0005612,0.0005612
111,4339.91,0.18773,0.10936,0.05228,0.14673,0.92905,0.99983,1,0.995,0.97165,0.9846,0.98477,0.98355,0.91287,0.24123,0.47352,0.0301,0.15751,0.67074,0.000548,0.000548,0.000548
112,4376.47,0.18008,0.10368,0.05034,0.13864,0.92094,0.99979,1,0.995,0.97363,0.98202,0.98223,0.98648,0.95041,0.25188,0.48111,0.02839,0.14908,0.67927,0.0005348,0.0005348,0.0005348
113,4413.13,0.18541,0.122,0.0518,0.14829,0.9254,0.99976,1,0.995,0.96913,0.982,0.98223,0.98294,0.95892,0.246,0.32916,0.02569,0.15708,0.67047,0.0005216,0.0005216,0.0005216
114,4449.44,0.17684,0.10055,0.04513,0.13459,0.9226,0.99979,1,0.995,0.97342,0.98203,0.98223,0.98619,0.9794,0.2232,0.25121,0.02916,0.12833,0.64652,0.0005084,0.0005084,0.0005084
115,4485.77,0.17897,0.09904,0.04583,0.13773,0.92376,0.9998,1,0.995,0.9742,0.98458,0.98477,0.98789,0.97447,0.26093,0.31745,0.03068,0.19056,0.67449,0.0004952,0.0004952,0.0004952
116,4522.97,0.17672,0.10152,0.04676,0.13291,0.91946,0.99982,1,0.995,0.97666,0.98713,0.98731,0.98997,0.97642,0.23816,0.29252,0.0356,0.14726,0.65811,0.000482,0.000482,0.000482
117,4559.69,0.17613,0.10321,0.04537,0.13302,0.92168,0.99984,1,0.995,0.97696,0.98715,0.98731,0.98983,0.97863,0.24862,0.28556,0.03062,0.15368,0.67233,0.0004688,0.0004688,0.0004688
118,4596.34,0.17646,0.10323,0.04861,0.13363,0.91883,0.99985,1,0.995,0.9785,0.98716,0.98731,0.98994,0.97648,0.23669,0.2839,0.02463,0.14847,0.66231,0.0004556,0.0004556,0.0004556
119,4632.45,0.17602,0.10081,0.04742,0.13517,0.91892,0.99976,1,0.995,0.9778,0.98708,0.98731,0.98987,0.96218,0.241,0.30527,0.02843,0.14518,0.66692,0.0004424,0.0004424,0.0004424
120,4668.66,0.17735,0.10765,0.05064,0.13768,0.92402,0.9997,1,0.995,0.97626,0.98448,0.98477,0.98786,0.95995,0.22648,0.33094,0.02432,0.13178,0.64916,0.0004292,0.0004292,0.0004292
121,4704.27,0.1743,0.09213,0.04368,0.13562,0.92291,0.99978,1,0.995,0.97755,0.98456,0.98477,0.98787,0.94648,0.23997,0.34039,0.02239,0.1435,0.66791,0.000416,0.000416,0.000416
122,4757.92,0.17425,0.09085,0.04699,0.13466,0.91992,0.99965,1,0.995,0.97818,0.98443,0.98477,0.98801,0.94732,0.25639,0.34739,0.0231,0.14642,0.68408,0.0004028,0.0004028,0.0004028
1 epoch time train/box_loss train/pose_loss train/kobj_loss train/cls_loss train/dfl_loss metrics/precision(B) metrics/recall(B) metrics/mAP50(B) metrics/mAP50-95(B) metrics/precision(P) metrics/recall(P) metrics/mAP50(P) metrics/mAP50-95(P) val/box_loss val/pose_loss val/kobj_loss val/cls_loss val/dfl_loss lr/pg0 lr/pg1 lr/pg2
2 1 41.8658 0.69307 3.77413 0.72815 0.64039 1.28117 0.96175 0.95725 0.98898 0.79175 0.79281 0.72839 0.65072 0.42698 0.75712 2.98661 0.75215 0.57127 1.28227 0.000664706 0.000664706 0.000664706
3 2 80.8441 0.51914 2.12866 0.61949 0.38303 1.1348 0.96292 0.98731 0.98494 0.78 0.71747 0.72081 0.62925 0.51147 0.74913 2.41618 0.49852 0.4718 1.31998 0.00132259 0.00132259 0.00132259
4 3 118.851 0.49814 1.85884 0.54851 0.37348 1.11293 0.95161 0.94825 0.95944 0.70246 0.771 0.68363 0.67966 0.45502 0.90578 2.80879 0.51889 0.8674 1.37102 0.00197167 0.00197167 0.00197167
5 4 157.404 0.47059 1.66767 0.5049 0.34591 1.09446 0.99483 1 0.995 0.89386 0.8726 0.86924 0.86226 0.61132 0.49584 1.71543 0.24321 0.28147 0.97073 0.0019604 0.0019604 0.0019604
6 5 200.334 0.44772 1.5232 0.48165 0.33325 1.07828 0.98863 0.99746 0.99457 0.87423 0.90156 0.88335 0.89545 0.67039 0.52482 1.67239 0.12556 0.27693 0.95892 0.0019472 0.0019472 0.0019472
7 6 242.53 0.42402 1.32438 0.45056 0.31881 1.06058 0.99746 0.99728 0.995 0.9226 0.83111 0.80711 0.74127 0.48832 0.45583 1.88245 0.13891 0.31602 0.95715 0.001934 0.001934 0.001934
8 7 280.951 0.40111 1.24069 0.43256 0.30494 1.04187 0.99992 0.99746 0.995 0.89269 0.90086 0.90355 0.9029 0.61367 0.50832 2.04948 0.13409 0.25962 0.94944 0.0019208 0.0019208 0.0019208
9 8 318.789 0.3796 1.11959 0.39854 0.28586 1.03313 0.99367 0.99746 0.995 0.9392 0.86676 0.82487 0.84936 0.61981 0.42305 2.15732 0.13981 0.28876 0.9135 0.0019076 0.0019076 0.0019076
10 9 356.462 0.37124 1.05743 0.38984 0.27503 1.02622 0.99982 1 0.995 0.95836 0.98959 0.73604 0.86569 0.80695 0.40299 1.45832 0.07292 0.24985 0.87883 0.0018944 0.0018944 0.0018944
11 10 393.255 0.35552 1.01663 0.37543 0.27191 1.00972 0.99946 1 0.995 0.93964 0.85774 0.85787 0.86324 0.77142 0.41781 1.55795 0.05914 0.31105 0.91333 0.0018812 0.0018812 0.0018812
12 11 430.457 0.35149 0.96948 0.37342 0.26409 1.01139 0.99981 1 0.995 0.93536 0.87028 0.87056 0.89826 0.72914 0.42494 1.68496 0.11233 0.23818 0.82714 0.001868 0.001868 0.001868
13 12 467.26 0.33424 0.96809 0.35249 0.25545 1.00431 0.99947 1 0.995 0.97069 0.90561 0.90609 0.91291 0.49866 0.29453 2.32507 0.1175 0.22286 0.71953 0.0018548 0.0018548 0.0018548
14 13 504.36 0.3344 0.94598 0.3399 0.25304 1.00019 0.99632 0.99746 0.995 0.95053 0.90954 0.76562 0.85441 0.71192 0.46083 1.92584 0.13254 0.26008 0.89397 0.0018416 0.0018416 0.0018416
15 14 543.383 0.32972 0.92725 0.33625 0.24951 1.0016 1 0.99981 0.995 0.97263 0.85659 0.85533 0.87102 0.76749 0.31991 1.56867 0.11587 0.27602 0.78464 0.0018284 0.0018284 0.0018284
16 15 582.997 0.32126 0.88673 0.32864 0.24507 0.99218 0.99796 1 0.995 0.95207 0.83305 0.80711 0.87646 0.75095 0.40368 1.55667 0.06468 0.21577 0.81679 0.0018152 0.0018152 0.0018152
17 16 620.991 0.31566 0.87335 0.31561 0.24426 0.99104 0.99965 1 0.995 0.957 0.86337 0.77411 0.81892 0.75989 0.39342 1.56436 0.06818 0.39843 0.84569 0.001802 0.001802 0.001802
18 17 658.811 0.30597 0.85827 0.30731 0.23968 0.98902 0.99983 1 0.995 0.96816 0.86637 0.75888 0.87673 0.8227 0.34624 1.56627 0.06645 0.23781 0.7908 0.0017888 0.0017888 0.0017888
19 18 696.068 0.30208 0.81425 0.29495 0.22725 0.97742 0.9991 1 0.995 0.904 0.88491 0.88579 0.88404 0.62028 0.44549 1.8752 0.09522 0.44605 0.8804 0.0017756 0.0017756 0.0017756
20 19 733.392 0.29831 0.78058 0.2869 0.23091 0.97986 0.99963 1 0.995 0.9597 0.9044 0.90355 0.93166 0.70766 0.36051 1.62024 0.14267 0.22122 0.80243 0.0017624 0.0017624 0.0017624
21 20 771.296 0.29695 0.76096 0.28061 0.22734 0.97716 0.99963 1 0.995 0.95951 0.89305 0.8934 0.86533 0.53941 0.28948 1.57599 0.05685 0.20087 0.7097 0.0017492 0.0017492 0.0017492
22 21 826.556 0.29791 0.76895 0.27933 0.22934 0.97495 0.99978 1 0.995 0.96711 0.92375 0.92386 0.95084 0.69793 0.32625 1.27303 0.12668 0.18997 0.74181 0.001736 0.001736 0.001736
23 22 890.215 0.28593 0.71649 0.26951 0.22073 0.97144 0.99736 1 0.995 0.95264 0.91376 0.91624 0.91481 0.83206 0.33567 1.14861 0.06273 0.20222 0.78067 0.0017228 0.0017228 0.0017228
24 23 953.322 0.28703 0.7198 0.26899 0.21899 0.97015 0.99703 1 0.995 0.9584 0.89138 0.88579 0.89882 0.77509 0.31369 1.59085 0.17639 0.24751 0.73889 0.0017096 0.0017096 0.0017096
25 24 1002.22 0.28576 0.69198 0.25922 0.22184 0.97505 0.99979 1 0.995 0.96712 0.9465 0.9467 0.95094 0.85392 0.39743 1.07425 0.05928 0.2521 0.83125 0.0016964 0.0016964 0.0016964
26 25 1038.67 0.28313 0.62082 0.2471 0.21496 0.97352 0.99985 1 0.995 0.95423 0.93894 0.93909 0.95908 0.85361 0.38329 0.94256 0.04887 0.23358 0.86399 0.0016832 0.0016832 0.0016832
27 26 1075.24 0.28052 0.60793 0.25178 0.21419 0.96934 0.9997 1 0.995 0.97003 0.92358 0.92386 0.94426 0.89564 0.36543 0.87032 0.05428 0.23958 0.82694 0.00167 0.00167 0.00167
28 27 1111.68 0.27994 0.5941 0.24751 0.21598 0.97132 0.99965 1 0.995 0.97209 0.97427 0.97462 0.98093 0.76219 0.27744 1.08364 0.0685 0.16464 0.70475 0.0016568 0.0016568 0.0016568
29 28 1148.44 0.27895 0.58447 0.23733 0.2172 0.9677 0.99984 1 0.995 0.96578 0.95938 0.95939 0.95958 0.87034 0.33851 0.85532 0.06884 0.24491 0.79852 0.0016436 0.0016436 0.0016436
30 29 1185.3 0.26658 0.557 0.22924 0.20513 0.96139 0.99984 1 0.995 0.97653 0.94662 0.9467 0.96267 0.93081 0.31553 0.65388 0.04317 0.18593 0.77426 0.0016304 0.0016304 0.0016304
31 30 1222.29 0.26477 0.51292 0.21651 0.20264 0.96425 1 0.99983 0.995 0.96328 0.95726 0.95431 0.96143 0.83551 0.34112 0.91659 0.10449 0.22019 0.7806 0.0016172 0.0016172 0.0016172
32 31 1259.93 0.26796 0.51762 0.20983 0.20697 0.96354 0.99969 1 0.995 0.94867 0.96416 0.96447 0.97433 0.82392 0.38355 0.96983 0.06258 0.19046 0.84624 0.001604 0.001604 0.001604
33 32 1296.88 0.26934 0.49529 0.20868 0.20734 0.9661 0.99979 1 0.995 0.95502 0.95167 0.95178 0.95085 0.89775 0.37629 0.74517 0.05738 0.18957 0.82154 0.0015908 0.0015908 0.0015908
34 33 1333.09 0.26369 0.45548 0.19971 0.20748 0.9625 0.99474 0.99746 0.9949 0.96513 0.9593 0.96193 0.97472 0.52948 0.3929 1.97617 0.0817 0.21653 0.79713 0.0015776 0.0015776 0.0015776
35 34 1369.3 0.27149 0.45399 0.19625 0.21297 0.96413 0.99992 1 0.995 0.97354 0.96438 0.96447 0.97564 0.92317 0.25638 0.73132 0.0626 0.15593 0.68058 0.0015644 0.0015644 0.0015644
36 35 1405.8 0.2666 0.44038 0.18882 0.19958 0.96435 0.99981 1 0.995 0.9722 0.94652 0.9467 0.94965 0.78254 0.27424 1.14871 0.08366 0.17643 0.71587 0.0015512 0.0015512 0.0015512
37 36 1444.12 0.26001 0.41753 0.18053 0.19944 0.96203 0.99979 1 0.995 0.97126 0.95515 0.95431 0.96911 0.94105 0.32598 0.53702 0.05907 0.1853 0.76014 0.001538 0.001538 0.001538
38 37 1480.32 0.25838 0.41353 0.17386 0.19782 0.96008 0.99967 1 0.995 0.96558 0.96683 0.96701 0.96566 0.87858 0.27835 0.82348 0.0548 0.18958 0.71508 0.0015248 0.0015248 0.0015248
39 38 1516.59 0.26064 0.38703 0.16722 0.19878 0.96442 0.99859 1 0.995 0.97447 0.95781 0.95178 0.96992 0.88664 0.25487 0.81123 0.0456 0.15648 0.68062 0.0015116 0.0015116 0.0015116
40 39 1553.25 0.24811 0.40134 0.15999 0.19272 0.95348 1 0.99982 0.995 0.96885 0.89805 0.89594 0.88223 0.81577 0.33967 0.98544 0.07561 0.19696 0.74205 0.0014984 0.0014984 0.0014984
41 40 1589.29 0.25209 0.39657 0.15808 0.19776 0.95718 0.99983 1 0.995 0.97593 0.9643 0.96447 0.97216 0.93621 0.23164 0.54743 0.05507 0.15628 0.66362 0.0014852 0.0014852 0.0014852
42 41 1628.9 0.25354 0.3777 0.15138 0.19667 0.96049 0.99934 1 0.995 0.96965 0.9689 0.96954 0.97076 0.947 0.30746 0.47588 0.05501 0.22409 0.74888 0.001472 0.001472 0.001472
43 42 1665.68 0.24466 0.35839 0.13647 0.19282 0.95365 0.99983 1 0.995 0.96907 0.95669 0.95685 0.96969 0.93875 0.32129 0.52932 0.06228 0.18452 0.74446 0.0014588 0.0014588 0.0014588
44 43 1702.27 0.24527 0.3491 0.13757 0.19238 0.95308 0.99982 1 0.995 0.96759 0.94906 0.94924 0.96437 0.89086 0.34469 0.61009 0.07387 0.18267 0.77154 0.0014456 0.0014456 0.0014456
45 44 1738.51 0.24462 0.3412 0.13426 0.18944 0.95347 0.9998 1 0.995 0.97091 0.97442 0.97462 0.98198 0.89922 0.28994 0.82945 0.06073 0.1874 0.71154 0.0014324 0.0014324 0.0014324
46 45 1774.81 0.24343 0.34856 0.1267 0.18817 0.94882 0.99973 1 0.995 0.97358 0.94869 0.9467 0.95493 0.90639 0.33497 0.67311 0.1771 0.18214 0.76598 0.0014192 0.0014192 0.0014192
47 46 1810.98 0.24607 0.3128 0.12697 0.19242 0.95653 0.99985 1 0.995 0.97492 0.95678 0.95685 0.97235 0.93275 0.32419 0.60639 0.07634 0.17342 0.76716 0.001406 0.001406 0.001406
48 47 1847.36 0.2482 0.32888 0.127 0.22637 0.96001 0.99985 1 0.995 0.97087 0.93388 0.93401 0.92631 0.87381 0.27904 0.78575 0.08141 0.17671 0.71643 0.0013928 0.0013928 0.0013928
49 48 1883.96 0.24328 0.31338 0.12048 0.19025 0.94999 0.99983 1 0.995 0.97431 0.97699 0.97716 0.98361 0.93479 0.26735 0.40829 0.04812 0.14566 0.68872 0.0013796 0.0013796 0.0013796
50 49 1920.36 0.23871 0.32326 0.12284 0.18374 0.9494 0.99985 1 0.995 0.96977 0.96432 0.96447 0.97387 0.79972 0.27748 0.79306 0.19351 0.17076 0.70923 0.0013664 0.0013664 0.0013664
51 50 1956.45 0.24304 0.31749 0.12285 0.18452 0.95087 0.99983 1 0.995 0.97325 0.96941 0.96954 0.97677 0.8745 0.29011 0.55133 0.11191 0.1434 0.69653 0.0013532 0.0013532 0.0013532
52 51 1993.55 0.23827 0.29298 0.11593 0.1822 0.94408 0.99938 1 0.995 0.97526 0.96387 0.96447 0.97424 0.93482 0.31133 0.4847 0.0533 0.15991 0.72714 0.00134 0.00134 0.00134
53 52 2030.55 0.23563 0.28018 0.11237 0.18133 0.94868 0.99983 1 0.995 0.97096 0.97699 0.97716 0.98402 0.96395 0.31517 0.44986 0.07793 0.20216 0.74575 0.0013268 0.0013268 0.0013268
54 53 2066.75 0.23384 0.29695 0.11892 0.1789 0.94541 0.99984 1 0.995 0.97256 0.95927 0.95939 0.97009 0.79479 0.26033 1.10111 0.12698 0.1648 0.69885 0.0013136 0.0013136 0.0013136
55 54 2102.91 0.23152 0.2776 0.11114 0.18141 0.94411 0.99982 1 0.995 0.97631 0.97198 0.97208 0.97655 0.95527 0.3197 0.43438 0.03767 0.3008 0.73837 0.0013004 0.0013004 0.0013004
56 55 2138.82 0.23046 0.26741 0.10828 0.17577 0.94546 0.99985 1 0.995 0.98041 0.98209 0.98223 0.98877 0.96507 0.2604 0.35929 0.04404 0.16826 0.69072 0.0012872 0.0012872 0.0012872
57 56 2174.67 0.22749 0.26357 0.10458 0.17443 0.94552 0.99975 1 0.995 0.97582 0.97692 0.97716 0.98358 0.94576 0.27214 0.35448 0.29325 0.15032 0.69325 0.001274 0.001274 0.001274
58 57 2210.82 0.22765 0.24893 0.10514 0.17317 0.94568 0.99984 1 0.995 0.97058 0.97701 0.97716 0.98411 0.95634 0.2492 0.34523 0.04154 0.14017 0.65436 0.0012608 0.0012608 0.0012608
59 58 2247.23 0.22911 0.25326 0.09969 0.17453 0.94687 0.99984 1 0.995 0.96941 0.94401 0.94416 0.93237 0.80447 0.29883 0.53882 0.09426 0.15442 0.70813 0.0012476 0.0012476 0.0012476
60 59 2283.26 0.22888 0.26267 0.09782 0.17675 0.94686 0.99978 1 0.995 0.96272 0.99475 0.99492 0.99497 0.93516 0.26397 0.43593 0.04185 0.16742 0.68021 0.0012344 0.0012344 0.0012344
61 60 2318.97 0.23292 0.25173 0.09804 0.17627 0.94668 0.99981 1 0.995 0.97242 0.97951 0.9797 0.98016 0.94961 0.27568 0.35899 0.0853 0.1925 0.70429 0.0012212 0.0012212 0.0012212
62 61 2356.26 0.22807 0.24696 0.10027 0.17422 0.94721 0.99983 1 0.995 0.9662 0.97953 0.9797 0.97445 0.93525 0.23848 0.40063 0.07996 0.16476 0.66578 0.001208 0.001208 0.001208
63 62 2392.87 0.22747 0.2581 0.10249 0.17503 0.95321 0.9996 1 0.995 0.97074 0.9793 0.9797 0.97513 0.94557 0.26975 0.39598 0.05737 0.15921 0.68649 0.0011948 0.0011948 0.0011948
64 63 2428.91 0.22766 0.24132 0.09611 0.17477 0.94303 0.99971 1 0.995 0.96235 0.97941 0.9797 0.97348 0.93612 0.2428 0.35819 0.039 0.15311 0.66118 0.0011816 0.0011816 0.0011816
65 64 2465.95 0.22517 0.21765 0.09105 0.17103 0.94599 0.9998 1 0.995 0.96668 0.98457 0.98477 0.9841 0.94901 0.2771 0.36874 0.06648 0.15681 0.67964 0.0011684 0.0011684 0.0011684
66 65 2503.83 0.22064 0.21802 0.09219 0.1702 0.9411 0.99979 1 0.995 0.97612 0.96442 0.96447 0.96162 0.91155 0.24653 0.68639 0.14368 0.18795 0.66392 0.0011552 0.0011552 0.0011552
67 66 2541.56 0.22615 0.23008 0.09458 0.17335 0.94477 0.99964 1 0.995 0.9735 0.98188 0.98223 0.98454 0.91693 0.29998 0.56021 0.03456 0.16208 0.7394 0.001142 0.001142 0.001142
68 67 2579.34 0.21895 0.22134 0.09177 0.17007 0.9393 0.9998 1 0.995 0.96791 0.98965 0.98985 0.98513 0.95475 0.29002 0.41934 0.04548 0.19376 0.70637 0.0011288 0.0011288 0.0011288
69 68 2615.21 0.21973 0.1919 0.08678 0.1709 0.93963 0.99978 1 0.995 0.96724 0.98202 0.98223 0.98349 0.90306 0.26922 0.61318 0.10111 0.20667 0.69965 0.0011156 0.0011156 0.0011156
70 69 2650.96 0.2166 0.22402 0.0907 0.16562 0.93782 0.99982 1 0.995 0.97324 0.97191 0.97208 0.98134 0.94279 0.28298 0.46992 0.04373 0.21881 0.71916 0.0011024 0.0011024 0.0011024
71 70 2686.79 0.21906 0.20668 0.08299 0.16491 0.93901 0.99965 1 0.995 0.96212 0.98442 0.98477 0.98336 0.96374 0.26579 0.35204 0.08746 0.16889 0.68702 0.0010892 0.0010892 0.0010892
72 71 2724.45 0.21016 0.19774 0.08291 0.1634 0.93385 0.9997 1 0.995 0.96475 0.98198 0.98223 0.98332 0.94531 0.27078 0.51252 0.04689 0.18894 0.70118 0.001076 0.001076 0.001076
73 72 2760.19 0.2149 0.20865 0.08638 0.16158 0.9367 0.99985 1 0.995 0.97249 0.98722 0.98731 0.99049 0.97898 0.28486 0.2826 0.03408 0.18064 0.71769 0.0010628 0.0010628 0.0010628
74 73 2795.77 0.21372 0.18585 0.07757 0.16098 0.93502 0.99985 1 0.995 0.96926 0.98463 0.98477 0.98439 0.96686 0.23842 0.32887 0.03542 0.16675 0.67708 0.0010496 0.0010496 0.0010496
75 74 2832.16 0.21219 0.19808 0.08108 0.16174 0.93811 0.99981 1 0.995 0.97396 0.98204 0.98223 0.98686 0.96267 0.25053 0.38738 0.04021 0.16226 0.66394 0.0010364 0.0010364 0.0010364
76 75 2884.25 0.21154 0.17501 0.07794 0.16458 0.93535 0.99984 1 0.995 0.96454 0.98212 0.98223 0.98262 0.94393 0.26803 0.44257 0.0566 0.1929 0.70009 0.0010232 0.0010232 0.0010232
77 76 2944.97 0.21228 0.19711 0.08138 0.16737 0.93377 0.99983 1 0.995 0.96646 0.98715 0.98731 0.98447 0.92461 0.24225 0.41607 0.0348 0.16097 0.67341 0.00101 0.00101 0.00101
78 77 3008.25 0.2151 0.1833 0.07709 0.16469 0.9407 0.99973 1 0.995 0.96418 0.98196 0.98223 0.98366 0.93001 0.2628 0.46921 0.09878 0.17788 0.70491 0.0009968 0.0009968 0.0009968
79 78 3049.31 0.21425 0.18755 0.07687 0.1605 0.93539 0.99822 1 0.995 0.96739 0.98056 0.98223 0.98358 0.90628 0.26047 0.53634 0.05729 0.17455 0.68519 0.0009836 0.0009836 0.0009836
80 79 3087.06 0.20793 0.1773 0.0746 0.16126 0.9352 0.99975 1 0.995 0.96655 0.98199 0.98223 0.98287 0.91938 0.29016 0.47211 0.05869 0.18346 0.7069 0.0009704 0.0009704 0.0009704
81 80 3124.02 0.20848 0.17801 0.0768 0.16115 0.93479 0.99979 1 0.995 0.96672 0.9715 0.96701 0.97093 0.96037 0.28392 0.54634 0.09783 0.17891 0.71633 0.0009572 0.0009572 0.0009572
82 81 3160.53 0.2073 0.16688 0.07229 0.15915 0.93552 0.99956 1 0.995 0.96926 0.97164 0.97208 0.97233 0.91555 0.26665 0.54827 0.0452 0.18538 0.69744 0.000944 0.000944 0.000944
83 82 3197.02 0.2093 0.16428 0.06873 0.15987 0.93266 0.99981 1 0.995 0.97185 0.98458 0.98477 0.98373 0.95155 0.24957 0.33346 0.0599 0.14366 0.66852 0.0009308 0.0009308 0.0009308
84 83 3233.19 0.20772 0.15941 0.07021 0.16025 0.93347 0.99975 1 0.995 0.96732 0.96675 0.96701 0.96219 0.9355 0.27792 0.42357 0.03927 0.16484 0.70684 0.0009176 0.0009176 0.0009176
85 84 3269.31 0.20127 0.16847 0.06499 0.15542 0.93088 0.99971 1 0.995 0.96479 0.97434 0.97462 0.9718 0.951 0.25128 0.35881 0.03472 0.16965 0.67475 0.0009044 0.0009044 0.0009044
86 85 3305.8 0.20216 0.15587 0.06895 0.15625 0.9334 0.99963 1 0.995 0.96885 0.97172 0.97208 0.97419 0.95291 0.26132 0.37446 0.03852 0.15243 0.69368 0.0008912 0.0008912 0.0008912
87 86 3344.2 0.20354 0.16737 0.07149 0.15566 0.9329 0.99929 1 0.995 0.96572 0.97644 0.97716 0.9739 0.94227 0.2245 0.34752 0.03232 0.1351 0.65493 0.000878 0.000878 0.000878
88 87 3389.15 0.20533 0.1604 0.06719 0.15668 0.9326 0.99941 1 0.995 0.9638 0.97929 0.9797 0.97424 0.93558 0.22373 0.34606 0.03417 0.13217 0.64715 0.0008648 0.0008648 0.0008648
89 88 3438.25 0.20257 0.15615 0.06746 0.15741 0.93127 0.99979 1 0.995 0.96633 0.98203 0.98223 0.98305 0.93607 0.25572 0.38356 0.03464 0.17148 0.69273 0.0008516 0.0008516 0.0008516
90 89 3499.91 0.20039 0.13643 0.06695 0.15308 0.93165 0.99985 1 0.995 0.96586 0.97447 0.97462 0.97358 0.85146 0.23551 0.44653 0.03699 0.13512 0.66228 0.0008384 0.0008384 0.0008384
91 90 3561.09 0.20274 0.15695 0.06701 0.15267 0.93225 0.99983 1 0.995 0.96748 0.97446 0.97462 0.97583 0.89462 0.2269 0.41481 0.03757 0.16208 0.67632 0.0008252 0.0008252 0.0008252
92 91 3618.14 0.19302 0.14341 0.06578 0.14975 0.92917 0.99985 1 0.995 0.97232 0.97448 0.97462 0.9762 0.97089 0.23752 0.2991 0.03227 0.16581 0.72065 0.000812 0.000812 0.000812
93 92 3654.23 0.20038 0.15799 0.0652 0.15218 0.9318 0.99984 1 0.995 0.97259 0.98207 0.98223 0.98726 0.98131 0.21235 0.2616 0.04773 0.12781 0.64291 0.0007988 0.0007988 0.0007988
94 93 3689.65 0.19023 0.13662 0.06122 0.14574 0.92551 0.99981 1 0.995 0.97527 0.97951 0.9797 0.98493 0.97308 0.2032 0.29249 0.03368 0.14232 0.63621 0.0007856 0.0007856 0.0007856
95 94 3724.7 0.19616 0.13415 0.05921 0.14865 0.93075 0.99984 1 0.995 0.97642 0.98208 0.98223 0.987 0.97595 0.21629 0.30119 0.03241 0.14311 0.64116 0.0007724 0.0007724 0.0007724
96 95 3759.63 0.20054 0.13043 0.06445 0.15849 0.93305 0.99982 1 0.995 0.97745 0.97699 0.97716 0.98311 0.94879 0.23807 0.39694 0.03499 0.17089 0.65597 0.0007592 0.0007592 0.0007592
97 96 3797.99 0.20053 0.14308 0.06001 0.15525 0.92858 0.99964 1 0.995 0.9757 0.97681 0.97716 0.98337 0.94553 0.20586 0.39662 0.03853 0.11513 0.63758 0.000746 0.000746 0.000746
98 97 3834.19 0.19415 0.13198 0.06327 0.15219 0.9291 0.99978 1 0.995 0.97892 0.98202 0.98223 0.98701 0.92947 0.21512 0.38049 0.03895 0.12492 0.64288 0.0007328 0.0007328 0.0007328
99 98 3869.36 0.19769 0.13726 0.05792 0.1582 0.93047 0.99983 1 0.995 0.97584 0.97954 0.9797 0.98502 0.96447 0.29181 0.43827 0.04533 0.25325 0.69339 0.0007196 0.0007196 0.0007196
100 99 3905.48 0.1931 0.14005 0.05879 0.14691 0.92704 0.9998 1 0.995 0.97531 0.9795 0.9797 0.98592 0.97457 0.25615 0.35473 0.05087 0.19319 0.67247 0.0007064 0.0007064 0.0007064
101 100 3941.48 0.19669 0.13246 0.05929 0.15339 0.92856 0.99981 1 0.995 0.96973 0.97951 0.9797 0.97536 0.9677 0.29806 0.33783 0.0409 0.17006 0.71805 0.0006932 0.0006932 0.0006932
102 101 3977.45 0.19787 0.12413 0.05634 0.14962 0.92788 0.99972 1 0.995 0.97416 0.9845 0.98477 0.98513 0.97464 0.27688 0.29723 0.03804 0.1582 0.69637 0.00068 0.00068 0.00068
103 102 4013.43 0.19365 0.12164 0.05403 0.14708 0.92507 0.99973 1 0.995 0.97829 0.98704 0.98731 0.98973 0.98363 0.22145 0.23119 0.03078 0.11484 0.63888 0.0006668 0.0006668 0.0006668
104 103 4049.86 0.18922 0.12249 0.0541 0.14511 0.92592 0.9996 1 0.995 0.97635 0.98184 0.98223 0.98645 0.98314 0.22662 0.25381 0.03791 0.12071 0.64712 0.0006536 0.0006536 0.0006536
105 104 4085.9 0.19198 0.12236 0.05401 0.14777 0.9304 0.9998 1 0.995 0.97503 0.9795 0.9797 0.98496 0.98162 0.27936 0.26264 0.05589 0.1843 0.72599 0.0006404 0.0006404 0.0006404
106 105 4121.83 0.18681 0.11665 0.05452 0.14126 0.92572 0.99984 1 0.995 0.97532 0.98461 0.98477 0.98821 0.98357 0.23599 0.21897 0.03495 0.12562 0.65805 0.0006272 0.0006272 0.0006272
107 106 4159.34 0.18931 0.12302 0.05285 0.14246 0.92584 0.99982 1 0.995 0.97722 0.98205 0.98223 0.98684 0.97835 0.25876 0.29638 0.03407 0.16049 0.6784 0.000614 0.000614 0.000614
108 107 4195.74 0.18796 0.11484 0.05041 0.14362 0.9265 0.99979 1 0.995 0.96935 0.97949 0.9797 0.97924 0.95248 0.24025 0.2878 0.02369 0.13361 0.65578 0.0006008 0.0006008 0.0006008
109 108 4231.54 0.18757 0.11764 0.05198 0.14475 0.92646 0.9998 1 0.995 0.96933 0.98204 0.98223 0.98245 0.93037 0.27001 0.40162 0.03723 0.17234 0.70029 0.0005876 0.0005876 0.0005876
110 109 4267.56 0.19175 0.11254 0.05275 0.145 0.9276 0.99983 1 0.995 0.97396 0.98207 0.98223 0.98434 0.93374 0.25562 0.4719 0.02845 0.15375 0.68166 0.0005744 0.0005744 0.0005744
111 110 4303.6 0.18424 0.11282 0.05199 0.14493 0.92974 0.99984 1 0.995 0.97399 0.98461 0.98477 0.98563 0.92607 0.24741 0.53219 0.03147 0.15061 0.67807 0.0005612 0.0005612 0.0005612
112 111 4339.91 0.18773 0.10936 0.05228 0.14673 0.92905 0.99983 1 0.995 0.97165 0.9846 0.98477 0.98355 0.91287 0.24123 0.47352 0.0301 0.15751 0.67074 0.000548 0.000548 0.000548
113 112 4376.47 0.18008 0.10368 0.05034 0.13864 0.92094 0.99979 1 0.995 0.97363 0.98202 0.98223 0.98648 0.95041 0.25188 0.48111 0.02839 0.14908 0.67927 0.0005348 0.0005348 0.0005348
114 113 4413.13 0.18541 0.122 0.0518 0.14829 0.9254 0.99976 1 0.995 0.96913 0.982 0.98223 0.98294 0.95892 0.246 0.32916 0.02569 0.15708 0.67047 0.0005216 0.0005216 0.0005216
115 114 4449.44 0.17684 0.10055 0.04513 0.13459 0.9226 0.99979 1 0.995 0.97342 0.98203 0.98223 0.98619 0.9794 0.2232 0.25121 0.02916 0.12833 0.64652 0.0005084 0.0005084 0.0005084
116 115 4485.77 0.17897 0.09904 0.04583 0.13773 0.92376 0.9998 1 0.995 0.9742 0.98458 0.98477 0.98789 0.97447 0.26093 0.31745 0.03068 0.19056 0.67449 0.0004952 0.0004952 0.0004952
117 116 4522.97 0.17672 0.10152 0.04676 0.13291 0.91946 0.99982 1 0.995 0.97666 0.98713 0.98731 0.98997 0.97642 0.23816 0.29252 0.0356 0.14726 0.65811 0.000482 0.000482 0.000482
118 117 4559.69 0.17613 0.10321 0.04537 0.13302 0.92168 0.99984 1 0.995 0.97696 0.98715 0.98731 0.98983 0.97863 0.24862 0.28556 0.03062 0.15368 0.67233 0.0004688 0.0004688 0.0004688
119 118 4596.34 0.17646 0.10323 0.04861 0.13363 0.91883 0.99985 1 0.995 0.9785 0.98716 0.98731 0.98994 0.97648 0.23669 0.2839 0.02463 0.14847 0.66231 0.0004556 0.0004556 0.0004556
120 119 4632.45 0.17602 0.10081 0.04742 0.13517 0.91892 0.99976 1 0.995 0.9778 0.98708 0.98731 0.98987 0.96218 0.241 0.30527 0.02843 0.14518 0.66692 0.0004424 0.0004424 0.0004424
121 120 4668.66 0.17735 0.10765 0.05064 0.13768 0.92402 0.9997 1 0.995 0.97626 0.98448 0.98477 0.98786 0.95995 0.22648 0.33094 0.02432 0.13178 0.64916 0.0004292 0.0004292 0.0004292
122 121 4704.27 0.1743 0.09213 0.04368 0.13562 0.92291 0.99978 1 0.995 0.97755 0.98456 0.98477 0.98787 0.94648 0.23997 0.34039 0.02239 0.1435 0.66791 0.000416 0.000416 0.000416
123 122 4757.92 0.17425 0.09085 0.04699 0.13466 0.91992 0.99965 1 0.995 0.97818 0.98443 0.98477 0.98801 0.94732 0.25639 0.34739 0.0231 0.14642 0.68408 0.0004028 0.0004028 0.0004028

Binary file not shown.

Before

Width:  |  Height:  |  Size: 426 KiB

Binary file not shown.

Before

Width:  |  Height:  |  Size: 488 KiB

Binary file not shown.

Before

Width:  |  Height:  |  Size: 433 KiB

Binary file not shown.

Before

Width:  |  Height:  |  Size: 482 KiB

Binary file not shown.

Before

Width:  |  Height:  |  Size: 406 KiB

Binary file not shown.

Before

Width:  |  Height:  |  Size: 412 KiB

Binary file not shown.

Before

Width:  |  Height:  |  Size: 403 KiB

Binary file not shown.

Before

Width:  |  Height:  |  Size: 408 KiB

Binary file not shown.

Before

Width:  |  Height:  |  Size: 670 KiB

Binary file not shown.

Before

Width:  |  Height:  |  Size: 678 KiB

Binary file not shown.

Before

Width:  |  Height:  |  Size: 86 KiB

Binary file not shown.

Before

Width:  |  Height:  |  Size: 70 KiB

Binary file not shown.

Before

Width:  |  Height:  |  Size: 78 KiB

Binary file not shown.

Before

Width:  |  Height:  |  Size: 83 KiB

Binary file not shown.

Before

Width:  |  Height:  |  Size: 86 KiB

Binary file not shown.

Before

Width:  |  Height:  |  Size: 71 KiB

Binary file not shown.

Before

Width:  |  Height:  |  Size: 78 KiB

Binary file not shown.

Before

Width:  |  Height:  |  Size: 83 KiB

View File

@@ -1,106 +0,0 @@
task: segment
mode: train
model: models/yolo11n-seg.pt
data: ./datasets/edges/data.yaml
epochs: 150
time: null
patience: 20
batch: 12
imgsz: 640
save: true
save_period: 10
cache: false
device: '0'
workers: 8
project: result
name: edges-nano
exist_ok: false
pretrained: true
optimizer: auto
verbose: true
seed: 0
deterministic: true
single_cls: false
rect: false
cos_lr: false
close_mosaic: 10
resume: false
amp: true
fraction: 1.0
profile: false
freeze: null
multi_scale: false
compile: false
overlap_mask: true
mask_ratio: 4
dropout: 0.0
val: true
split: val
save_json: false
conf: null
iou: 0.7
max_det: 300
half: false
dnn: false
plots: true
source: null
vid_stride: 1
stream_buffer: false
visualize: false
augment: false
agnostic_nms: false
classes: null
retina_masks: false
embed: null
show: false
save_frames: false
save_txt: false
save_conf: false
save_crop: false
show_labels: true
show_conf: true
show_boxes: true
line_width: null
format: torchscript
keras: false
optimize: false
int8: false
dynamic: false
simplify: true
opset: null
workspace: null
nms: false
lr0: 0.01
lrf: 0.01
momentum: 0.937
weight_decay: 0.0005
warmup_epochs: 3.0
warmup_momentum: 0.8
warmup_bias_lr: 0.1
box: 7.5
cls: 0.5
dfl: 1.5
pose: 12.0
kobj: 1.0
nbs: 64
hsv_h: 0.015
hsv_s: 0.7
hsv_v: 0.4
degrees: 0.0
translate: 0.1
scale: 0.5
shear: 0.0
perspective: 0.0
flipud: 0.0
fliplr: 0.5
bgr: 0.0
mosaic: 1.0
mixup: 0.0
cutmix: 0.0
copy_paste: 0.0
copy_paste_mode: flip
auto_augment: randaugment
erasing: 0.4
cfg: null
tracker: botsort.yaml
save_dir: C:\Users\Laurent\Desktop\board-mate\rpi\training\result\edges-nano

Binary file not shown.

Before

Width:  |  Height:  |  Size: 97 KiB

Binary file not shown.

Before

Width:  |  Height:  |  Size: 99 KiB

Binary file not shown.

Before

Width:  |  Height:  |  Size: 184 KiB

View File

@@ -1,117 +0,0 @@
epoch,time,train/box_loss,train/seg_loss,train/cls_loss,train/dfl_loss,metrics/precision(B),metrics/recall(B),metrics/mAP50(B),metrics/mAP50-95(B),metrics/precision(M),metrics/recall(M),metrics/mAP50(M),metrics/mAP50-95(M),val/box_loss,val/seg_loss,val/cls_loss,val/dfl_loss,lr/pg0,lr/pg1,lr/pg2
1,107.847,0.52721,0.86298,1.14096,1.02452,0.95706,0.96913,0.98188,0.88943,0.95461,0.96783,0.97848,0.92424,0.43132,0.42199,0.72877,1.04563,0.0033287,0.0033287,0.0033287
2,211.841,0.44686,0.4797,0.53649,0.95043,0.97437,0.95304,0.98593,0.917,0.9726,0.9513,0.97861,0.92974,0.36926,0.50062,0.43777,0.96565,0.00661807,0.00661807,0.00661807
3,308,0.51156,0.51316,0.48149,0.97834,0.9446,0.95913,0.97742,0.88401,0.94374,0.95826,0.97528,0.91235,0.44433,0.50938,0.41321,1.03414,0.00986343,0.00986343,0.00986343
4,405.057,0.5207,0.54139,0.444,0.98303,0.94353,0.97338,0.97167,0.8953,0.941,0.97077,0.96878,0.91011,0.38921,0.50847,0.37159,0.98678,0.009802,0.009802,0.009802
5,503.769,0.48829,0.50109,0.39484,0.9659,0.96479,0.95739,0.9814,0.91605,0.96391,0.95652,0.98075,0.94035,0.37348,0.40976,0.34067,0.98688,0.009736,0.009736,0.009736
6,603.199,0.44573,0.46749,0.35913,0.94838,0.95772,0.98498,0.98425,0.93875,0.95603,0.98324,0.98323,0.95328,0.30719,0.33623,0.30263,0.92314,0.00967,0.00967,0.00967
7,701.51,0.42676,0.44513,0.34182,0.94303,0.96426,0.98531,0.99037,0.95563,0.96256,0.98375,0.98949,0.96634,0.29032,0.31303,0.25712,0.89738,0.009604,0.009604,0.009604
8,800.417,0.40862,0.4292,0.32337,0.93522,0.9692,0.99043,0.99207,0.95962,0.96835,0.98957,0.99176,0.97232,0.27948,0.30555,0.24238,0.89432,0.009538,0.009538,0.009538
9,899.854,0.39211,0.41682,0.30726,0.92751,0.97541,0.98522,0.99297,0.96516,0.97369,0.98348,0.99245,0.97488,0.27858,0.30034,0.23503,0.89253,0.009472,0.009472,0.009472
10,998.52,0.37684,0.39683,0.29676,0.92015,0.96844,0.98725,0.99224,0.96648,0.96767,0.98892,0.99137,0.97177,0.2589,0.30764,0.22978,0.87593,0.009406,0.009406,0.009406
11,1099.57,0.36701,0.3901,0.29155,0.91807,0.97418,0.98261,0.99171,0.96789,0.97245,0.98087,0.99115,0.97332,0.26057,0.28331,0.23488,0.87961,0.00934,0.00934,0.00934
12,1198.78,0.35667,0.37464,0.28446,0.91647,0.9783,0.98001,0.99237,0.96782,0.97656,0.97827,0.99185,0.97345,0.25721,0.27423,0.21859,0.87886,0.009274,0.009274,0.009274
13,1298.74,0.34492,0.36335,0.27292,0.91135,0.96843,0.98698,0.9909,0.9572,0.96672,0.98524,0.98923,0.96333,0.25834,0.28256,0.2392,0.88907,0.009208,0.009208,0.009208
14,1395.12,0.34504,0.363,0.27146,0.9142,0.9668,0.98768,0.98881,0.96683,0.96595,0.98681,0.98818,0.9743,0.24674,0.27189,0.21869,0.87302,0.009142,0.009142,0.009142
15,1490.44,0.33934,0.35701,0.26753,0.91182,0.97507,0.98629,0.99286,0.97156,0.97421,0.98542,0.99266,0.97694,0.24772,0.27236,0.20878,0.86691,0.009076,0.009076,0.009076
16,1589.01,0.32836,0.34028,0.2593,0.90553,0.97563,0.99217,0.99296,0.97335,0.97478,0.9913,0.99273,0.98075,0.22147,0.2518,0.20329,0.84851,0.00901,0.00901,0.00901
17,1688.77,0.32741,0.34381,0.25711,0.90524,0.97663,0.98609,0.99208,0.97429,0.97577,0.98522,0.99138,0.97726,0.21371,0.24954,0.19601,0.84607,0.008944,0.008944,0.008944
18,1787.51,0.3245,0.33391,0.25284,0.90678,0.97665,0.98348,0.99259,0.97682,0.97578,0.98261,0.99222,0.98053,0.21078,0.24404,0.18937,0.84082,0.008878,0.008878,0.008878
19,1886.49,0.31572,0.33354,0.24965,0.89871,0.97977,0.98261,0.9924,0.97865,0.97817,0.98087,0.99144,0.9801,0.20476,0.24179,0.19052,0.83205,0.008812,0.008812,0.008812
20,1984.11,0.31172,0.33331,0.24687,0.90068,0.9827,0.98816,0.99354,0.98233,0.98184,0.98729,0.99312,0.98418,0.20096,0.25097,0.17218,0.82988,0.008746,0.008746,0.008746
21,2081.73,0.31086,0.32866,0.24377,0.89988,0.98765,0.98174,0.99339,0.97762,0.98677,0.98087,0.99293,0.98155,0.21773,0.23336,0.18595,0.84376,0.00868,0.00868,0.00868
22,2176.5,0.30628,0.32043,0.23928,0.90007,0.986,0.98022,0.99243,0.97854,0.98513,0.97935,0.99179,0.97967,0.1986,0.23492,0.18422,0.83212,0.008614,0.008614,0.008614
23,2273.73,0.29791,0.31342,0.23157,0.89284,0.98023,0.99182,0.99259,0.98277,0.97937,0.99095,0.99239,0.98313,0.1893,0.22676,0.17066,0.8275,0.008548,0.008548,0.008548
24,2373.58,0.29793,0.3141,0.23308,0.89246,0.98319,0.99304,0.99291,0.98368,0.98233,0.99217,0.99259,0.9827,0.18488,0.23068,0.16163,0.82214,0.008482,0.008482,0.008482
25,2471.68,0.29756,0.31658,0.23125,0.89431,0.98024,0.99191,0.993,0.98238,0.97938,0.99107,0.99249,0.98302,0.1895,0.22699,0.17048,0.82978,0.008416,0.008416,0.008416
26,2569.79,0.29619,0.30354,0.23038,0.89486,0.98768,0.98522,0.99336,0.98248,0.98506,0.98261,0.99276,0.98343,0.19131,0.22987,0.16194,0.82622,0.00835,0.00835,0.00835
27,2668.19,0.29071,0.31135,0.22767,0.89316,0.97596,0.9884,0.99275,0.982,0.9751,0.98753,0.99256,0.98184,0.18551,0.2253,0.16818,0.81831,0.008284,0.008284,0.008284
28,2767.34,0.28938,0.31037,0.22534,0.89248,0.97924,0.98418,0.99194,0.98112,0.9775,0.98244,0.99144,0.98149,0.18282,0.21719,0.17099,0.82046,0.008218,0.008218,0.008218
29,2863.38,0.28634,0.30647,0.2266,0.89076,0.9852,0.98375,0.99333,0.98135,0.98345,0.98201,0.99205,0.98352,0.18189,0.21539,0.16538,0.81536,0.008152,0.008152,0.008152
30,2961.53,0.28431,0.30689,0.22148,0.88882,0.9832,0.98348,0.99303,0.98327,0.98233,0.98261,0.99238,0.98341,0.1805,0.21713,0.16704,0.81625,0.008086,0.008086,0.008086
31,3060.95,0.28019,0.30226,0.21823,0.88867,0.97834,0.9913,0.99307,0.98274,0.97748,0.99043,0.99235,0.98211,0.17961,0.22615,0.16259,0.81651,0.00802,0.00802,0.00802
32,3159.09,0.28009,0.29671,0.21843,0.88636,0.98622,0.98696,0.99274,0.98474,0.98535,0.98609,0.99159,0.98474,0.1755,0.22404,0.15472,0.81,0.007954,0.007954,0.007954
33,3283.17,0.27592,0.29208,0.21545,0.88575,0.98512,0.98696,0.99307,0.98394,0.98425,0.98609,0.99264,0.98547,0.17483,0.21325,0.15813,0.81005,0.007888,0.007888,0.007888
34,3428.45,0.27591,0.29288,0.21188,0.89014,0.98611,0.98806,0.99342,0.98452,0.98525,0.98719,0.993,0.98523,0.17652,0.20526,0.15379,0.81851,0.007822,0.007822,0.007822
35,3550.9,0.27433,0.2968,0.21354,0.88813,0.97851,0.98972,0.99297,0.98386,0.97765,0.98885,0.99262,0.98422,0.17037,0.21182,0.14861,0.80926,0.007756,0.007756,0.007756
36,3657.09,0.27319,0.287,0.2105,0.88652,0.97939,0.99164,0.99332,0.98437,0.97853,0.99085,0.99242,0.98552,0.16931,0.21514,0.15294,0.8092,0.00769,0.00769,0.00769
37,3782.23,0.26943,0.28317,0.21014,0.88438,0.98784,0.98876,0.99285,0.98559,0.98697,0.98789,0.99202,0.9857,0.16731,0.21337,0.15326,0.80781,0.007624,0.007624,0.007624
38,3940.62,0.27105,0.28908,0.21144,0.88662,0.99213,0.98699,0.99338,0.98617,0.9891,0.98783,0.9926,0.98656,0.15869,0.2083,0.13522,0.8036,0.007558,0.007558,0.007558
39,4072.86,0.26492,0.27526,0.20484,0.88591,0.98964,0.98696,0.99281,0.98695,0.98877,0.98609,0.99181,0.98614,0.16551,0.2036,0.14647,0.80637,0.007492,0.007492,0.007492
40,4172.63,0.26602,0.28533,0.20697,0.88646,0.98528,0.98921,0.9936,0.98422,0.98441,0.98834,0.99293,0.98513,0.16638,0.20797,0.1441,0.8097,0.007426,0.007426,0.007426
41,4279.16,0.26753,0.27984,0.20912,0.88635,0.98823,0.9887,0.9937,0.98625,0.9865,0.98696,0.99293,0.98627,0.15909,0.20736,0.14165,0.80237,0.00736,0.00736,0.00736
42,4379.6,0.26213,0.27729,0.202,0.88377,0.98898,0.98783,0.99328,0.98681,0.98811,0.98696,0.99268,0.98722,0.16117,0.20903,0.14508,0.8047,0.007294,0.007294,0.007294
43,4482.65,0.26356,0.27833,0.20689,0.8846,0.98664,0.99043,0.99348,0.98706,0.98491,0.9887,0.99285,0.98634,0.15905,0.21222,0.14651,0.80541,0.007228,0.007228,0.007228
44,4587.38,0.26245,0.2721,0.20489,0.88247,0.9794,0.99242,0.99279,0.98484,0.97855,0.99155,0.99227,0.98563,0.15991,0.20451,0.1494,0.8079,0.007162,0.007162,0.007162
45,4720.87,0.26093,0.27546,0.20192,0.88395,0.98712,0.98435,0.99327,0.9859,0.98538,0.98261,0.99286,0.98608,0.15651,0.20262,0.14215,0.80211,0.007096,0.007096,0.007096
46,4836.26,0.25691,0.27387,0.19994,0.8795,0.97768,0.99038,0.99316,0.98708,0.97682,0.98951,0.9927,0.98675,0.14856,0.20668,0.13947,0.79501,0.00703,0.00703,0.00703
47,4937.59,0.26141,0.27651,0.20042,0.8849,0.98872,0.99067,0.99365,0.98785,0.98785,0.9898,0.99308,0.98787,0.15137,0.20431,0.13473,0.80331,0.006964,0.006964,0.006964
48,5076.53,0.25335,0.26878,0.19769,0.8797,0.98691,0.98957,0.99366,0.98749,0.98604,0.9887,0.99322,0.98674,0.1512,0.20275,0.13833,0.7981,0.006898,0.006898,0.006898
49,5221.15,0.25461,0.26933,0.19551,0.8829,0.99032,0.97891,0.99312,0.9857,0.98944,0.97804,0.99217,0.98494,0.15005,0.20016,0.13982,0.79806,0.006832,0.006832,0.006832
50,5347.85,0.25388,0.26372,0.20132,0.88001,0.98603,0.98609,0.99279,0.98544,0.98436,0.98529,0.99222,0.98599,0.16602,0.19515,0.16115,0.81139,0.006766,0.006766,0.006766
51,5446.41,0.25017,0.26252,0.19767,0.88037,0.98386,0.98957,0.9935,0.98808,0.98299,0.9887,0.99301,0.98793,0.14872,0.19888,0.14064,0.79716,0.0067,0.0067,0.0067
52,5546.74,0.24902,0.26676,0.19416,0.88038,0.98597,0.98696,0.99361,0.98833,0.9851,0.98609,0.99294,0.98854,0.1473,0.19526,0.13054,0.79453,0.006634,0.006634,0.006634
53,5648.25,0.25061,0.26463,0.19772,0.87817,0.98249,0.98957,0.99353,0.98846,0.98163,0.9887,0.9931,0.98846,0.14946,0.1953,0.13429,0.79606,0.006568,0.006568,0.006568
54,5748.43,0.24758,0.26677,0.19111,0.87727,0.98957,0.99015,0.99375,0.98856,0.9887,0.98928,0.99343,0.98851,0.14773,0.19844,0.13145,0.79443,0.006502,0.006502,0.006502
55,5847.71,0.24924,0.26486,0.19337,0.87963,0.99035,0.98696,0.99349,0.98674,0.98948,0.98609,0.99286,0.98746,0.14658,0.19858,0.13049,0.79657,0.006436,0.006436,0.006436
56,5948.91,0.24522,0.2614,0.18804,0.8765,0.98634,0.98783,0.99357,0.98774,0.98547,0.98696,0.99312,0.98804,0.14555,0.19767,0.12854,0.79345,0.00637,0.00637,0.00637
57,6046.81,0.24461,0.25488,0.1877,0.87849,0.99018,0.98522,0.99339,0.98798,0.98931,0.98435,0.99276,0.98708,0.14312,0.19874,0.12753,0.79348,0.006304,0.006304,0.006304
58,6146.2,0.24441,0.26141,0.18825,0.8783,0.98528,0.98965,0.99346,0.98791,0.98442,0.98878,0.99271,0.98708,0.14057,0.19596,0.12326,0.79345,0.006238,0.006238,0.006238
59,6246.06,0.23959,0.2483,0.18563,0.87405,0.9876,0.9913,0.99345,0.98837,0.98673,0.99043,0.99292,0.98837,0.13775,0.19224,0.12165,0.79272,0.006172,0.006172,0.006172
60,6346.47,0.23885,0.25093,0.18315,0.8762,0.99046,0.98783,0.99346,0.98739,0.98959,0.98696,0.99309,0.98757,0.13777,0.19455,0.12347,0.79413,0.006106,0.006106,0.006106
61,6445.7,0.24102,0.25811,0.18485,0.87531,0.98787,0.99043,0.99375,0.98854,0.987,0.98957,0.99333,0.98913,0.13641,0.19321,0.11934,0.79002,0.00604,0.00604,0.00604
62,6546.68,0.23896,0.25377,0.1834,0.87567,0.99111,0.9913,0.99379,0.98876,0.99024,0.99043,0.99335,0.98931,0.13539,0.19097,0.11847,0.79166,0.005974,0.005974,0.005974
63,6646.1,0.23742,0.24918,0.18155,0.87494,0.98927,0.9913,0.99385,0.9888,0.9884,0.99043,0.99369,0.98909,0.13428,0.19132,0.11804,0.79076,0.005908,0.005908,0.005908
64,6746.41,0.23531,0.24925,0.18051,0.87635,0.99061,0.9887,0.99377,0.98918,0.98974,0.98783,0.99358,0.98915,0.1357,0.19201,0.11777,0.79173,0.005842,0.005842,0.005842
65,6845.24,0.23575,0.25051,0.17938,0.87435,0.99169,0.98783,0.99377,0.99001,0.99081,0.98696,0.99322,0.98949,0.13505,0.19327,0.11525,0.79065,0.005776,0.005776,0.005776
66,6945.39,0.23063,0.24356,0.17718,0.87477,0.99355,0.98696,0.99359,0.99022,0.99268,0.98609,0.9932,0.98921,0.13243,0.19537,0.11622,0.7896,0.00571,0.00571,0.00571
67,7045.89,0.23135,0.24419,0.17955,0.87322,0.99226,0.98522,0.99366,0.99024,0.99138,0.98435,0.9931,0.9895,0.13099,0.19336,0.11721,0.78831,0.005644,0.005644,0.005644
68,7145.09,0.23057,0.24131,0.17753,0.87449,0.9912,0.9913,0.99393,0.98994,0.99033,0.99043,0.99333,0.98966,0.13016,0.19263,0.11315,0.78685,0.005578,0.005578,0.005578
69,7241.54,0.23138,0.24037,0.1771,0.87235,0.99295,0.98783,0.99399,0.99037,0.99208,0.98696,0.99352,0.98936,0.12992,0.19553,0.11402,0.78607,0.005512,0.005512,0.005512
70,7339.34,0.23042,0.24063,0.17737,0.87156,0.99043,0.99001,0.99402,0.99001,0.98956,0.98919,0.99359,0.9897,0.12757,0.195,0.11428,0.78472,0.005446,0.005446,0.005446
71,7440.52,0.22789,0.24112,0.17268,0.87278,0.99126,0.98668,0.99386,0.98904,0.99039,0.98606,0.99343,0.98935,0.12873,0.19415,0.1132,0.78489,0.00538,0.00538,0.00538
72,7541.18,0.23064,0.24128,0.17866,0.8756,0.99126,0.98623,0.99373,0.99002,0.99039,0.98587,0.99324,0.98932,0.12882,0.18836,0.11673,0.78488,0.005314,0.005314,0.005314
73,7642.52,0.22769,0.24242,0.17408,0.87305,0.99304,0.98522,0.99384,0.98968,0.99129,0.98348,0.99337,0.98942,0.12898,0.18826,0.11708,0.78523,0.005248,0.005248,0.005248
74,7744.03,0.22611,0.24119,0.17246,0.86984,0.99041,0.98782,0.99373,0.9901,0.98752,0.98609,0.99321,0.98912,0.1296,0.18957,0.12095,0.78648,0.005182,0.005182,0.005182
75,7847.33,0.22393,0.23545,0.17213,0.87062,0.99353,0.98522,0.99384,0.99031,0.98444,0.99,0.9934,0.98962,0.12963,0.18741,0.12031,0.78659,0.005116,0.005116,0.005116
76,7948.12,0.22531,0.23716,0.17236,0.87239,0.99137,0.98522,0.99372,0.99016,0.98951,0.98387,0.99303,0.98935,0.12738,0.18816,0.11963,0.78498,0.00505,0.00505,0.00505
77,8048.73,0.22722,0.24195,0.17362,0.87179,0.98965,0.98522,0.99368,0.98937,0.9879,0.98348,0.99303,0.98896,0.12702,0.18462,0.11948,0.7845,0.004984,0.004984,0.004984
78,8149.22,0.22423,0.23931,0.16946,0.87213,0.98988,0.98522,0.99386,0.98951,0.98813,0.98348,0.99328,0.98925,0.12623,0.18385,0.11818,0.78371,0.004918,0.004918,0.004918
79,8248.95,0.22342,0.2358,0.17204,0.87211,0.99022,0.98522,0.99378,0.98962,0.98847,0.98348,0.99322,0.98908,0.12468,0.18246,0.1195,0.78236,0.004852,0.004852,0.004852
80,8349.88,0.22232,0.22808,0.16801,0.87284,0.98959,0.9887,0.99368,0.99002,0.98785,0.98696,0.99308,0.98892,0.1247,0.18315,0.11735,0.78294,0.004786,0.004786,0.004786
81,8449.66,0.22067,0.23243,0.16748,0.87033,0.99126,0.98631,0.99359,0.9903,0.99039,0.98544,0.99324,0.9894,0.12434,0.17951,0.11361,0.78327,0.00472,0.00472,0.00472
82,8551.93,0.22243,0.22983,0.16944,0.87181,0.98729,0.9913,0.99381,0.99031,0.98642,0.99043,0.99352,0.98972,0.12484,0.17985,0.11328,0.78381,0.004654,0.004654,0.004654
83,8648.59,0.22028,0.23233,0.16666,0.8705,0.98923,0.99043,0.99379,0.99063,0.98738,0.98957,0.99348,0.98982,0.12503,0.17971,0.11253,0.7841,0.004588,0.004588,0.004588
84,8748.67,0.21639,0.22697,0.16399,0.87016,0.98957,0.98962,0.99378,0.99036,0.9887,0.98878,0.9934,0.98954,0.12442,0.18161,0.11082,0.78324,0.004522,0.004522,0.004522
85,8850.99,0.21939,0.22881,0.16786,0.87219,0.99043,0.99043,0.99379,0.99043,0.98956,0.98957,0.99338,0.98981,0.12324,0.18243,0.11056,0.7824,0.004456,0.004456,0.004456
86,8950.73,0.21613,0.22691,0.16661,0.8692,0.98833,0.9913,0.99371,0.99018,0.98746,0.99043,0.99327,0.98942,0.12193,0.18335,0.11169,0.78142,0.00439,0.00439,0.00439
87,9051.13,0.21453,0.2228,0.16246,0.86885,0.98872,0.99096,0.99371,0.99013,0.98785,0.99009,0.99323,0.9893,0.12044,0.18404,0.11258,0.78011,0.004324,0.004324,0.004324
88,9152.48,0.21682,0.22344,0.16186,0.87082,0.98926,0.98957,0.99365,0.99007,0.98752,0.98783,0.99305,0.9892,0.11985,0.18472,0.11146,0.77982,0.004258,0.004258,0.004258
89,9255.58,0.21336,0.22346,0.16062,0.86966,0.98867,0.98957,0.99345,0.98968,0.98693,0.98783,0.99281,0.98888,0.12109,0.1848,0.11003,0.78052,0.004192,0.004192,0.004192
90,9357.27,0.21107,0.22494,0.1601,0.86871,0.98813,0.98957,0.99364,0.99027,0.98639,0.98783,0.99296,0.98896,0.12081,0.18615,0.10934,0.77999,0.004126,0.004126,0.004126
91,9459.27,0.21223,0.22007,0.16388,0.86684,0.98856,0.99043,0.99386,0.99049,0.98682,0.9887,0.9933,0.98997,0.1189,0.18616,0.10993,0.77835,0.00406,0.00406,0.00406
92,9561.02,0.21092,0.2237,0.16179,0.8681,0.9897,0.9887,0.99389,0.9904,0.98712,0.9887,0.9934,0.98989,0.11821,0.18479,0.10797,0.77804,0.003994,0.003994,0.003994
93,9660.85,0.21216,0.22736,0.16144,0.8675,0.99013,0.99043,0.99394,0.99103,0.98835,0.9887,0.99337,0.99023,0.11807,0.18461,0.10653,0.77787,0.003928,0.003928,0.003928
94,9759.24,0.20852,0.21977,0.15714,0.86504,0.99099,0.99043,0.99397,0.99106,0.99012,0.98957,0.9935,0.99032,0.11778,0.18495,0.10632,0.7777,0.003862,0.003862,0.003862
95,9857.62,0.20808,0.22114,0.15844,0.8692,0.99099,0.99043,0.9939,0.99046,0.98902,0.9887,0.99332,0.99022,0.11763,0.18441,0.10582,0.77763,0.003796,0.003796,0.003796
96,9957.91,0.20941,0.22203,0.15866,0.86763,0.99129,0.98975,0.9939,0.99146,0.99042,0.98888,0.99342,0.99029,0.11712,0.18465,0.10474,0.77737,0.00373,0.00373,0.00373
97,10056.3,0.20591,0.21762,0.15666,0.86606,0.99214,0.98843,0.99391,0.99114,0.99127,0.98756,0.99351,0.99036,0.11673,0.18515,0.1042,0.77721,0.003664,0.003664,0.003664
98,10155.7,0.20691,0.21885,0.15554,0.86666,0.99128,0.98834,0.99386,0.99055,0.99041,0.98747,0.99348,0.99029,0.1163,0.1856,0.10369,0.77695,0.003598,0.003598,0.003598
99,10256.9,0.20577,0.22249,0.15425,0.86595,0.99127,0.98765,0.99364,0.99068,0.9904,0.98678,0.99324,0.98948,0.11618,0.18499,0.10421,0.77715,0.003532,0.003532,0.003532
100,10355.6,0.20311,0.22198,0.15325,0.86532,0.98871,0.98991,0.99384,0.99049,0.98784,0.98904,0.99351,0.9897,0.11577,0.18463,0.10425,0.77677,0.003466,0.003466,0.003466
101,10454.2,0.20147,0.21825,0.15342,0.86525,0.99128,0.98889,0.99385,0.99052,0.99041,0.98802,0.99349,0.98977,0.11572,0.18382,0.10408,0.77696,0.0034,0.0034,0.0034
102,10553.8,0.20307,0.21295,0.15367,0.86584,0.99128,0.98868,0.99387,0.99046,0.99041,0.98782,0.99352,0.99026,0.11598,0.18367,0.10393,0.77721,0.003334,0.003334,0.003334
103,10654.4,0.19875,0.21258,0.15119,0.86495,0.99128,0.98906,0.99389,0.99087,0.99041,0.98819,0.99356,0.98972,0.11595,0.18309,0.1052,0.77713,0.003268,0.003268,0.003268
104,10754.4,0.20044,0.21075,0.15066,0.86607,0.99088,0.9887,0.99385,0.99076,0.98869,0.98806,0.99337,0.98953,0.11607,0.18257,0.10604,0.77726,0.003202,0.003202,0.003202
105,10853.6,0.19926,0.21057,0.15057,0.86453,0.99006,0.9887,0.99386,0.99079,0.98918,0.98783,0.99335,0.98946,0.1159,0.18214,0.1055,0.77734,0.003136,0.003136,0.003136
106,10953.1,0.19816,0.20993,0.14868,0.86661,0.99073,0.9887,0.99382,0.99091,0.98943,0.98783,0.99335,0.98965,0.11551,0.18218,0.10496,0.7771,0.00307,0.00307,0.00307
107,11054,0.19633,0.20936,0.14867,0.86245,0.99096,0.9887,0.99382,0.99105,0.99009,0.98783,0.99349,0.98964,0.11532,0.18185,0.10473,0.77706,0.003004,0.003004,0.003004
108,11155.2,0.19543,0.2036,0.14753,0.86271,0.99089,0.9887,0.9938,0.99108,0.99002,0.98783,0.99349,0.98983,0.11502,0.18157,0.10491,0.77704,0.002938,0.002938,0.002938
109,11254.4,0.19574,0.20854,0.14731,0.86331,0.99117,0.9887,0.9938,0.99111,0.9903,0.98783,0.99349,0.99033,0.11477,0.18158,0.10344,0.77694,0.002872,0.002872,0.002872
110,11353.2,0.19467,0.20632,0.14752,0.86375,0.99123,0.9887,0.99371,0.99117,0.99035,0.98783,0.99344,0.9904,0.11454,0.18164,0.10356,0.77685,0.002806,0.002806,0.002806
111,11451.9,0.19519,0.20673,0.14668,0.86527,0.99126,0.9887,0.99373,0.99114,0.99039,0.98783,0.99342,0.99039,0.11439,0.1819,0.10273,0.77671,0.00274,0.00274,0.00274
112,11551.9,0.19518,0.20664,0.14639,0.86516,0.99138,0.9887,0.99369,0.99116,0.99051,0.98783,0.9934,0.99026,0.11426,0.18205,0.10282,0.77664,0.002674,0.002674,0.002674
113,11650.2,0.19237,0.20567,0.14408,0.86097,0.9919,0.9887,0.99375,0.99126,0.99102,0.98783,0.99348,0.99029,0.11428,0.1821,0.1023,0.77659,0.002608,0.002608,0.002608
114,11751.6,0.19364,0.20859,0.14529,0.86164,0.99063,0.9887,0.99379,0.99078,0.98976,0.98783,0.99351,0.99022,0.11414,0.18241,0.10206,0.77656,0.002542,0.002542,0.002542
115,11851.6,0.19133,0.20368,0.14179,0.86322,0.99041,0.9887,0.9938,0.99073,0.98954,0.98783,0.99353,0.98979,0.11408,0.18219,0.10188,0.77652,0.002476,0.002476,0.002476
116,11951.7,0.18858,0.20079,0.14123,0.8617,0.99053,0.98783,0.99382,0.99079,0.98966,0.98696,0.99352,0.9898,0.11395,0.18198,0.10164,0.77645,0.00241,0.00241,0.00241
1 epoch time train/box_loss train/seg_loss train/cls_loss train/dfl_loss metrics/precision(B) metrics/recall(B) metrics/mAP50(B) metrics/mAP50-95(B) metrics/precision(M) metrics/recall(M) metrics/mAP50(M) metrics/mAP50-95(M) val/box_loss val/seg_loss val/cls_loss val/dfl_loss lr/pg0 lr/pg1 lr/pg2
2 1 107.847 0.52721 0.86298 1.14096 1.02452 0.95706 0.96913 0.98188 0.88943 0.95461 0.96783 0.97848 0.92424 0.43132 0.42199 0.72877 1.04563 0.0033287 0.0033287 0.0033287
3 2 211.841 0.44686 0.4797 0.53649 0.95043 0.97437 0.95304 0.98593 0.917 0.9726 0.9513 0.97861 0.92974 0.36926 0.50062 0.43777 0.96565 0.00661807 0.00661807 0.00661807
4 3 308 0.51156 0.51316 0.48149 0.97834 0.9446 0.95913 0.97742 0.88401 0.94374 0.95826 0.97528 0.91235 0.44433 0.50938 0.41321 1.03414 0.00986343 0.00986343 0.00986343
5 4 405.057 0.5207 0.54139 0.444 0.98303 0.94353 0.97338 0.97167 0.8953 0.941 0.97077 0.96878 0.91011 0.38921 0.50847 0.37159 0.98678 0.009802 0.009802 0.009802
6 5 503.769 0.48829 0.50109 0.39484 0.9659 0.96479 0.95739 0.9814 0.91605 0.96391 0.95652 0.98075 0.94035 0.37348 0.40976 0.34067 0.98688 0.009736 0.009736 0.009736
7 6 603.199 0.44573 0.46749 0.35913 0.94838 0.95772 0.98498 0.98425 0.93875 0.95603 0.98324 0.98323 0.95328 0.30719 0.33623 0.30263 0.92314 0.00967 0.00967 0.00967
8 7 701.51 0.42676 0.44513 0.34182 0.94303 0.96426 0.98531 0.99037 0.95563 0.96256 0.98375 0.98949 0.96634 0.29032 0.31303 0.25712 0.89738 0.009604 0.009604 0.009604
9 8 800.417 0.40862 0.4292 0.32337 0.93522 0.9692 0.99043 0.99207 0.95962 0.96835 0.98957 0.99176 0.97232 0.27948 0.30555 0.24238 0.89432 0.009538 0.009538 0.009538
10 9 899.854 0.39211 0.41682 0.30726 0.92751 0.97541 0.98522 0.99297 0.96516 0.97369 0.98348 0.99245 0.97488 0.27858 0.30034 0.23503 0.89253 0.009472 0.009472 0.009472
11 10 998.52 0.37684 0.39683 0.29676 0.92015 0.96844 0.98725 0.99224 0.96648 0.96767 0.98892 0.99137 0.97177 0.2589 0.30764 0.22978 0.87593 0.009406 0.009406 0.009406
12 11 1099.57 0.36701 0.3901 0.29155 0.91807 0.97418 0.98261 0.99171 0.96789 0.97245 0.98087 0.99115 0.97332 0.26057 0.28331 0.23488 0.87961 0.00934 0.00934 0.00934
13 12 1198.78 0.35667 0.37464 0.28446 0.91647 0.9783 0.98001 0.99237 0.96782 0.97656 0.97827 0.99185 0.97345 0.25721 0.27423 0.21859 0.87886 0.009274 0.009274 0.009274
14 13 1298.74 0.34492 0.36335 0.27292 0.91135 0.96843 0.98698 0.9909 0.9572 0.96672 0.98524 0.98923 0.96333 0.25834 0.28256 0.2392 0.88907 0.009208 0.009208 0.009208
15 14 1395.12 0.34504 0.363 0.27146 0.9142 0.9668 0.98768 0.98881 0.96683 0.96595 0.98681 0.98818 0.9743 0.24674 0.27189 0.21869 0.87302 0.009142 0.009142 0.009142
16 15 1490.44 0.33934 0.35701 0.26753 0.91182 0.97507 0.98629 0.99286 0.97156 0.97421 0.98542 0.99266 0.97694 0.24772 0.27236 0.20878 0.86691 0.009076 0.009076 0.009076
17 16 1589.01 0.32836 0.34028 0.2593 0.90553 0.97563 0.99217 0.99296 0.97335 0.97478 0.9913 0.99273 0.98075 0.22147 0.2518 0.20329 0.84851 0.00901 0.00901 0.00901
18 17 1688.77 0.32741 0.34381 0.25711 0.90524 0.97663 0.98609 0.99208 0.97429 0.97577 0.98522 0.99138 0.97726 0.21371 0.24954 0.19601 0.84607 0.008944 0.008944 0.008944
19 18 1787.51 0.3245 0.33391 0.25284 0.90678 0.97665 0.98348 0.99259 0.97682 0.97578 0.98261 0.99222 0.98053 0.21078 0.24404 0.18937 0.84082 0.008878 0.008878 0.008878
20 19 1886.49 0.31572 0.33354 0.24965 0.89871 0.97977 0.98261 0.9924 0.97865 0.97817 0.98087 0.99144 0.9801 0.20476 0.24179 0.19052 0.83205 0.008812 0.008812 0.008812
21 20 1984.11 0.31172 0.33331 0.24687 0.90068 0.9827 0.98816 0.99354 0.98233 0.98184 0.98729 0.99312 0.98418 0.20096 0.25097 0.17218 0.82988 0.008746 0.008746 0.008746
22 21 2081.73 0.31086 0.32866 0.24377 0.89988 0.98765 0.98174 0.99339 0.97762 0.98677 0.98087 0.99293 0.98155 0.21773 0.23336 0.18595 0.84376 0.00868 0.00868 0.00868
23 22 2176.5 0.30628 0.32043 0.23928 0.90007 0.986 0.98022 0.99243 0.97854 0.98513 0.97935 0.99179 0.97967 0.1986 0.23492 0.18422 0.83212 0.008614 0.008614 0.008614
24 23 2273.73 0.29791 0.31342 0.23157 0.89284 0.98023 0.99182 0.99259 0.98277 0.97937 0.99095 0.99239 0.98313 0.1893 0.22676 0.17066 0.8275 0.008548 0.008548 0.008548
25 24 2373.58 0.29793 0.3141 0.23308 0.89246 0.98319 0.99304 0.99291 0.98368 0.98233 0.99217 0.99259 0.9827 0.18488 0.23068 0.16163 0.82214 0.008482 0.008482 0.008482
26 25 2471.68 0.29756 0.31658 0.23125 0.89431 0.98024 0.99191 0.993 0.98238 0.97938 0.99107 0.99249 0.98302 0.1895 0.22699 0.17048 0.82978 0.008416 0.008416 0.008416
27 26 2569.79 0.29619 0.30354 0.23038 0.89486 0.98768 0.98522 0.99336 0.98248 0.98506 0.98261 0.99276 0.98343 0.19131 0.22987 0.16194 0.82622 0.00835 0.00835 0.00835
28 27 2668.19 0.29071 0.31135 0.22767 0.89316 0.97596 0.9884 0.99275 0.982 0.9751 0.98753 0.99256 0.98184 0.18551 0.2253 0.16818 0.81831 0.008284 0.008284 0.008284
29 28 2767.34 0.28938 0.31037 0.22534 0.89248 0.97924 0.98418 0.99194 0.98112 0.9775 0.98244 0.99144 0.98149 0.18282 0.21719 0.17099 0.82046 0.008218 0.008218 0.008218
30 29 2863.38 0.28634 0.30647 0.2266 0.89076 0.9852 0.98375 0.99333 0.98135 0.98345 0.98201 0.99205 0.98352 0.18189 0.21539 0.16538 0.81536 0.008152 0.008152 0.008152
31 30 2961.53 0.28431 0.30689 0.22148 0.88882 0.9832 0.98348 0.99303 0.98327 0.98233 0.98261 0.99238 0.98341 0.1805 0.21713 0.16704 0.81625 0.008086 0.008086 0.008086
32 31 3060.95 0.28019 0.30226 0.21823 0.88867 0.97834 0.9913 0.99307 0.98274 0.97748 0.99043 0.99235 0.98211 0.17961 0.22615 0.16259 0.81651 0.00802 0.00802 0.00802
33 32 3159.09 0.28009 0.29671 0.21843 0.88636 0.98622 0.98696 0.99274 0.98474 0.98535 0.98609 0.99159 0.98474 0.1755 0.22404 0.15472 0.81 0.007954 0.007954 0.007954
34 33 3283.17 0.27592 0.29208 0.21545 0.88575 0.98512 0.98696 0.99307 0.98394 0.98425 0.98609 0.99264 0.98547 0.17483 0.21325 0.15813 0.81005 0.007888 0.007888 0.007888
35 34 3428.45 0.27591 0.29288 0.21188 0.89014 0.98611 0.98806 0.99342 0.98452 0.98525 0.98719 0.993 0.98523 0.17652 0.20526 0.15379 0.81851 0.007822 0.007822 0.007822
36 35 3550.9 0.27433 0.2968 0.21354 0.88813 0.97851 0.98972 0.99297 0.98386 0.97765 0.98885 0.99262 0.98422 0.17037 0.21182 0.14861 0.80926 0.007756 0.007756 0.007756
37 36 3657.09 0.27319 0.287 0.2105 0.88652 0.97939 0.99164 0.99332 0.98437 0.97853 0.99085 0.99242 0.98552 0.16931 0.21514 0.15294 0.8092 0.00769 0.00769 0.00769
38 37 3782.23 0.26943 0.28317 0.21014 0.88438 0.98784 0.98876 0.99285 0.98559 0.98697 0.98789 0.99202 0.9857 0.16731 0.21337 0.15326 0.80781 0.007624 0.007624 0.007624
39 38 3940.62 0.27105 0.28908 0.21144 0.88662 0.99213 0.98699 0.99338 0.98617 0.9891 0.98783 0.9926 0.98656 0.15869 0.2083 0.13522 0.8036 0.007558 0.007558 0.007558
40 39 4072.86 0.26492 0.27526 0.20484 0.88591 0.98964 0.98696 0.99281 0.98695 0.98877 0.98609 0.99181 0.98614 0.16551 0.2036 0.14647 0.80637 0.007492 0.007492 0.007492
41 40 4172.63 0.26602 0.28533 0.20697 0.88646 0.98528 0.98921 0.9936 0.98422 0.98441 0.98834 0.99293 0.98513 0.16638 0.20797 0.1441 0.8097 0.007426 0.007426 0.007426
42 41 4279.16 0.26753 0.27984 0.20912 0.88635 0.98823 0.9887 0.9937 0.98625 0.9865 0.98696 0.99293 0.98627 0.15909 0.20736 0.14165 0.80237 0.00736 0.00736 0.00736
43 42 4379.6 0.26213 0.27729 0.202 0.88377 0.98898 0.98783 0.99328 0.98681 0.98811 0.98696 0.99268 0.98722 0.16117 0.20903 0.14508 0.8047 0.007294 0.007294 0.007294
44 43 4482.65 0.26356 0.27833 0.20689 0.8846 0.98664 0.99043 0.99348 0.98706 0.98491 0.9887 0.99285 0.98634 0.15905 0.21222 0.14651 0.80541 0.007228 0.007228 0.007228
45 44 4587.38 0.26245 0.2721 0.20489 0.88247 0.9794 0.99242 0.99279 0.98484 0.97855 0.99155 0.99227 0.98563 0.15991 0.20451 0.1494 0.8079 0.007162 0.007162 0.007162
46 45 4720.87 0.26093 0.27546 0.20192 0.88395 0.98712 0.98435 0.99327 0.9859 0.98538 0.98261 0.99286 0.98608 0.15651 0.20262 0.14215 0.80211 0.007096 0.007096 0.007096
47 46 4836.26 0.25691 0.27387 0.19994 0.8795 0.97768 0.99038 0.99316 0.98708 0.97682 0.98951 0.9927 0.98675 0.14856 0.20668 0.13947 0.79501 0.00703 0.00703 0.00703
48 47 4937.59 0.26141 0.27651 0.20042 0.8849 0.98872 0.99067 0.99365 0.98785 0.98785 0.9898 0.99308 0.98787 0.15137 0.20431 0.13473 0.80331 0.006964 0.006964 0.006964
49 48 5076.53 0.25335 0.26878 0.19769 0.8797 0.98691 0.98957 0.99366 0.98749 0.98604 0.9887 0.99322 0.98674 0.1512 0.20275 0.13833 0.7981 0.006898 0.006898 0.006898
50 49 5221.15 0.25461 0.26933 0.19551 0.8829 0.99032 0.97891 0.99312 0.9857 0.98944 0.97804 0.99217 0.98494 0.15005 0.20016 0.13982 0.79806 0.006832 0.006832 0.006832
51 50 5347.85 0.25388 0.26372 0.20132 0.88001 0.98603 0.98609 0.99279 0.98544 0.98436 0.98529 0.99222 0.98599 0.16602 0.19515 0.16115 0.81139 0.006766 0.006766 0.006766
52 51 5446.41 0.25017 0.26252 0.19767 0.88037 0.98386 0.98957 0.9935 0.98808 0.98299 0.9887 0.99301 0.98793 0.14872 0.19888 0.14064 0.79716 0.0067 0.0067 0.0067
53 52 5546.74 0.24902 0.26676 0.19416 0.88038 0.98597 0.98696 0.99361 0.98833 0.9851 0.98609 0.99294 0.98854 0.1473 0.19526 0.13054 0.79453 0.006634 0.006634 0.006634
54 53 5648.25 0.25061 0.26463 0.19772 0.87817 0.98249 0.98957 0.99353 0.98846 0.98163 0.9887 0.9931 0.98846 0.14946 0.1953 0.13429 0.79606 0.006568 0.006568 0.006568
55 54 5748.43 0.24758 0.26677 0.19111 0.87727 0.98957 0.99015 0.99375 0.98856 0.9887 0.98928 0.99343 0.98851 0.14773 0.19844 0.13145 0.79443 0.006502 0.006502 0.006502
56 55 5847.71 0.24924 0.26486 0.19337 0.87963 0.99035 0.98696 0.99349 0.98674 0.98948 0.98609 0.99286 0.98746 0.14658 0.19858 0.13049 0.79657 0.006436 0.006436 0.006436
57 56 5948.91 0.24522 0.2614 0.18804 0.8765 0.98634 0.98783 0.99357 0.98774 0.98547 0.98696 0.99312 0.98804 0.14555 0.19767 0.12854 0.79345 0.00637 0.00637 0.00637
58 57 6046.81 0.24461 0.25488 0.1877 0.87849 0.99018 0.98522 0.99339 0.98798 0.98931 0.98435 0.99276 0.98708 0.14312 0.19874 0.12753 0.79348 0.006304 0.006304 0.006304
59 58 6146.2 0.24441 0.26141 0.18825 0.8783 0.98528 0.98965 0.99346 0.98791 0.98442 0.98878 0.99271 0.98708 0.14057 0.19596 0.12326 0.79345 0.006238 0.006238 0.006238
60 59 6246.06 0.23959 0.2483 0.18563 0.87405 0.9876 0.9913 0.99345 0.98837 0.98673 0.99043 0.99292 0.98837 0.13775 0.19224 0.12165 0.79272 0.006172 0.006172 0.006172
61 60 6346.47 0.23885 0.25093 0.18315 0.8762 0.99046 0.98783 0.99346 0.98739 0.98959 0.98696 0.99309 0.98757 0.13777 0.19455 0.12347 0.79413 0.006106 0.006106 0.006106
62 61 6445.7 0.24102 0.25811 0.18485 0.87531 0.98787 0.99043 0.99375 0.98854 0.987 0.98957 0.99333 0.98913 0.13641 0.19321 0.11934 0.79002 0.00604 0.00604 0.00604
63 62 6546.68 0.23896 0.25377 0.1834 0.87567 0.99111 0.9913 0.99379 0.98876 0.99024 0.99043 0.99335 0.98931 0.13539 0.19097 0.11847 0.79166 0.005974 0.005974 0.005974
64 63 6646.1 0.23742 0.24918 0.18155 0.87494 0.98927 0.9913 0.99385 0.9888 0.9884 0.99043 0.99369 0.98909 0.13428 0.19132 0.11804 0.79076 0.005908 0.005908 0.005908
65 64 6746.41 0.23531 0.24925 0.18051 0.87635 0.99061 0.9887 0.99377 0.98918 0.98974 0.98783 0.99358 0.98915 0.1357 0.19201 0.11777 0.79173 0.005842 0.005842 0.005842
66 65 6845.24 0.23575 0.25051 0.17938 0.87435 0.99169 0.98783 0.99377 0.99001 0.99081 0.98696 0.99322 0.98949 0.13505 0.19327 0.11525 0.79065 0.005776 0.005776 0.005776
67 66 6945.39 0.23063 0.24356 0.17718 0.87477 0.99355 0.98696 0.99359 0.99022 0.99268 0.98609 0.9932 0.98921 0.13243 0.19537 0.11622 0.7896 0.00571 0.00571 0.00571
68 67 7045.89 0.23135 0.24419 0.17955 0.87322 0.99226 0.98522 0.99366 0.99024 0.99138 0.98435 0.9931 0.9895 0.13099 0.19336 0.11721 0.78831 0.005644 0.005644 0.005644
69 68 7145.09 0.23057 0.24131 0.17753 0.87449 0.9912 0.9913 0.99393 0.98994 0.99033 0.99043 0.99333 0.98966 0.13016 0.19263 0.11315 0.78685 0.005578 0.005578 0.005578
70 69 7241.54 0.23138 0.24037 0.1771 0.87235 0.99295 0.98783 0.99399 0.99037 0.99208 0.98696 0.99352 0.98936 0.12992 0.19553 0.11402 0.78607 0.005512 0.005512 0.005512
71 70 7339.34 0.23042 0.24063 0.17737 0.87156 0.99043 0.99001 0.99402 0.99001 0.98956 0.98919 0.99359 0.9897 0.12757 0.195 0.11428 0.78472 0.005446 0.005446 0.005446
72 71 7440.52 0.22789 0.24112 0.17268 0.87278 0.99126 0.98668 0.99386 0.98904 0.99039 0.98606 0.99343 0.98935 0.12873 0.19415 0.1132 0.78489 0.00538 0.00538 0.00538
73 72 7541.18 0.23064 0.24128 0.17866 0.8756 0.99126 0.98623 0.99373 0.99002 0.99039 0.98587 0.99324 0.98932 0.12882 0.18836 0.11673 0.78488 0.005314 0.005314 0.005314
74 73 7642.52 0.22769 0.24242 0.17408 0.87305 0.99304 0.98522 0.99384 0.98968 0.99129 0.98348 0.99337 0.98942 0.12898 0.18826 0.11708 0.78523 0.005248 0.005248 0.005248
75 74 7744.03 0.22611 0.24119 0.17246 0.86984 0.99041 0.98782 0.99373 0.9901 0.98752 0.98609 0.99321 0.98912 0.1296 0.18957 0.12095 0.78648 0.005182 0.005182 0.005182
76 75 7847.33 0.22393 0.23545 0.17213 0.87062 0.99353 0.98522 0.99384 0.99031 0.98444 0.99 0.9934 0.98962 0.12963 0.18741 0.12031 0.78659 0.005116 0.005116 0.005116
77 76 7948.12 0.22531 0.23716 0.17236 0.87239 0.99137 0.98522 0.99372 0.99016 0.98951 0.98387 0.99303 0.98935 0.12738 0.18816 0.11963 0.78498 0.00505 0.00505 0.00505
78 77 8048.73 0.22722 0.24195 0.17362 0.87179 0.98965 0.98522 0.99368 0.98937 0.9879 0.98348 0.99303 0.98896 0.12702 0.18462 0.11948 0.7845 0.004984 0.004984 0.004984
79 78 8149.22 0.22423 0.23931 0.16946 0.87213 0.98988 0.98522 0.99386 0.98951 0.98813 0.98348 0.99328 0.98925 0.12623 0.18385 0.11818 0.78371 0.004918 0.004918 0.004918
80 79 8248.95 0.22342 0.2358 0.17204 0.87211 0.99022 0.98522 0.99378 0.98962 0.98847 0.98348 0.99322 0.98908 0.12468 0.18246 0.1195 0.78236 0.004852 0.004852 0.004852
81 80 8349.88 0.22232 0.22808 0.16801 0.87284 0.98959 0.9887 0.99368 0.99002 0.98785 0.98696 0.99308 0.98892 0.1247 0.18315 0.11735 0.78294 0.004786 0.004786 0.004786
82 81 8449.66 0.22067 0.23243 0.16748 0.87033 0.99126 0.98631 0.99359 0.9903 0.99039 0.98544 0.99324 0.9894 0.12434 0.17951 0.11361 0.78327 0.00472 0.00472 0.00472
83 82 8551.93 0.22243 0.22983 0.16944 0.87181 0.98729 0.9913 0.99381 0.99031 0.98642 0.99043 0.99352 0.98972 0.12484 0.17985 0.11328 0.78381 0.004654 0.004654 0.004654
84 83 8648.59 0.22028 0.23233 0.16666 0.8705 0.98923 0.99043 0.99379 0.99063 0.98738 0.98957 0.99348 0.98982 0.12503 0.17971 0.11253 0.7841 0.004588 0.004588 0.004588
85 84 8748.67 0.21639 0.22697 0.16399 0.87016 0.98957 0.98962 0.99378 0.99036 0.9887 0.98878 0.9934 0.98954 0.12442 0.18161 0.11082 0.78324 0.004522 0.004522 0.004522
86 85 8850.99 0.21939 0.22881 0.16786 0.87219 0.99043 0.99043 0.99379 0.99043 0.98956 0.98957 0.99338 0.98981 0.12324 0.18243 0.11056 0.7824 0.004456 0.004456 0.004456
87 86 8950.73 0.21613 0.22691 0.16661 0.8692 0.98833 0.9913 0.99371 0.99018 0.98746 0.99043 0.99327 0.98942 0.12193 0.18335 0.11169 0.78142 0.00439 0.00439 0.00439
88 87 9051.13 0.21453 0.2228 0.16246 0.86885 0.98872 0.99096 0.99371 0.99013 0.98785 0.99009 0.99323 0.9893 0.12044 0.18404 0.11258 0.78011 0.004324 0.004324 0.004324
89 88 9152.48 0.21682 0.22344 0.16186 0.87082 0.98926 0.98957 0.99365 0.99007 0.98752 0.98783 0.99305 0.9892 0.11985 0.18472 0.11146 0.77982 0.004258 0.004258 0.004258
90 89 9255.58 0.21336 0.22346 0.16062 0.86966 0.98867 0.98957 0.99345 0.98968 0.98693 0.98783 0.99281 0.98888 0.12109 0.1848 0.11003 0.78052 0.004192 0.004192 0.004192
91 90 9357.27 0.21107 0.22494 0.1601 0.86871 0.98813 0.98957 0.99364 0.99027 0.98639 0.98783 0.99296 0.98896 0.12081 0.18615 0.10934 0.77999 0.004126 0.004126 0.004126
92 91 9459.27 0.21223 0.22007 0.16388 0.86684 0.98856 0.99043 0.99386 0.99049 0.98682 0.9887 0.9933 0.98997 0.1189 0.18616 0.10993 0.77835 0.00406 0.00406 0.00406
93 92 9561.02 0.21092 0.2237 0.16179 0.8681 0.9897 0.9887 0.99389 0.9904 0.98712 0.9887 0.9934 0.98989 0.11821 0.18479 0.10797 0.77804 0.003994 0.003994 0.003994
94 93 9660.85 0.21216 0.22736 0.16144 0.8675 0.99013 0.99043 0.99394 0.99103 0.98835 0.9887 0.99337 0.99023 0.11807 0.18461 0.10653 0.77787 0.003928 0.003928 0.003928
95 94 9759.24 0.20852 0.21977 0.15714 0.86504 0.99099 0.99043 0.99397 0.99106 0.99012 0.98957 0.9935 0.99032 0.11778 0.18495 0.10632 0.7777 0.003862 0.003862 0.003862
96 95 9857.62 0.20808 0.22114 0.15844 0.8692 0.99099 0.99043 0.9939 0.99046 0.98902 0.9887 0.99332 0.99022 0.11763 0.18441 0.10582 0.77763 0.003796 0.003796 0.003796
97 96 9957.91 0.20941 0.22203 0.15866 0.86763 0.99129 0.98975 0.9939 0.99146 0.99042 0.98888 0.99342 0.99029 0.11712 0.18465 0.10474 0.77737 0.00373 0.00373 0.00373
98 97 10056.3 0.20591 0.21762 0.15666 0.86606 0.99214 0.98843 0.99391 0.99114 0.99127 0.98756 0.99351 0.99036 0.11673 0.18515 0.1042 0.77721 0.003664 0.003664 0.003664
99 98 10155.7 0.20691 0.21885 0.15554 0.86666 0.99128 0.98834 0.99386 0.99055 0.99041 0.98747 0.99348 0.99029 0.1163 0.1856 0.10369 0.77695 0.003598 0.003598 0.003598
100 99 10256.9 0.20577 0.22249 0.15425 0.86595 0.99127 0.98765 0.99364 0.99068 0.9904 0.98678 0.99324 0.98948 0.11618 0.18499 0.10421 0.77715 0.003532 0.003532 0.003532
101 100 10355.6 0.20311 0.22198 0.15325 0.86532 0.98871 0.98991 0.99384 0.99049 0.98784 0.98904 0.99351 0.9897 0.11577 0.18463 0.10425 0.77677 0.003466 0.003466 0.003466
102 101 10454.2 0.20147 0.21825 0.15342 0.86525 0.99128 0.98889 0.99385 0.99052 0.99041 0.98802 0.99349 0.98977 0.11572 0.18382 0.10408 0.77696 0.0034 0.0034 0.0034
103 102 10553.8 0.20307 0.21295 0.15367 0.86584 0.99128 0.98868 0.99387 0.99046 0.99041 0.98782 0.99352 0.99026 0.11598 0.18367 0.10393 0.77721 0.003334 0.003334 0.003334
104 103 10654.4 0.19875 0.21258 0.15119 0.86495 0.99128 0.98906 0.99389 0.99087 0.99041 0.98819 0.99356 0.98972 0.11595 0.18309 0.1052 0.77713 0.003268 0.003268 0.003268
105 104 10754.4 0.20044 0.21075 0.15066 0.86607 0.99088 0.9887 0.99385 0.99076 0.98869 0.98806 0.99337 0.98953 0.11607 0.18257 0.10604 0.77726 0.003202 0.003202 0.003202
106 105 10853.6 0.19926 0.21057 0.15057 0.86453 0.99006 0.9887 0.99386 0.99079 0.98918 0.98783 0.99335 0.98946 0.1159 0.18214 0.1055 0.77734 0.003136 0.003136 0.003136
107 106 10953.1 0.19816 0.20993 0.14868 0.86661 0.99073 0.9887 0.99382 0.99091 0.98943 0.98783 0.99335 0.98965 0.11551 0.18218 0.10496 0.7771 0.00307 0.00307 0.00307
108 107 11054 0.19633 0.20936 0.14867 0.86245 0.99096 0.9887 0.99382 0.99105 0.99009 0.98783 0.99349 0.98964 0.11532 0.18185 0.10473 0.77706 0.003004 0.003004 0.003004
109 108 11155.2 0.19543 0.2036 0.14753 0.86271 0.99089 0.9887 0.9938 0.99108 0.99002 0.98783 0.99349 0.98983 0.11502 0.18157 0.10491 0.77704 0.002938 0.002938 0.002938
110 109 11254.4 0.19574 0.20854 0.14731 0.86331 0.99117 0.9887 0.9938 0.99111 0.9903 0.98783 0.99349 0.99033 0.11477 0.18158 0.10344 0.77694 0.002872 0.002872 0.002872
111 110 11353.2 0.19467 0.20632 0.14752 0.86375 0.99123 0.9887 0.99371 0.99117 0.99035 0.98783 0.99344 0.9904 0.11454 0.18164 0.10356 0.77685 0.002806 0.002806 0.002806
112 111 11451.9 0.19519 0.20673 0.14668 0.86527 0.99126 0.9887 0.99373 0.99114 0.99039 0.98783 0.99342 0.99039 0.11439 0.1819 0.10273 0.77671 0.00274 0.00274 0.00274
113 112 11551.9 0.19518 0.20664 0.14639 0.86516 0.99138 0.9887 0.99369 0.99116 0.99051 0.98783 0.9934 0.99026 0.11426 0.18205 0.10282 0.77664 0.002674 0.002674 0.002674
114 113 11650.2 0.19237 0.20567 0.14408 0.86097 0.9919 0.9887 0.99375 0.99126 0.99102 0.98783 0.99348 0.99029 0.11428 0.1821 0.1023 0.77659 0.002608 0.002608 0.002608
115 114 11751.6 0.19364 0.20859 0.14529 0.86164 0.99063 0.9887 0.99379 0.99078 0.98976 0.98783 0.99351 0.99022 0.11414 0.18241 0.10206 0.77656 0.002542 0.002542 0.002542
116 115 11851.6 0.19133 0.20368 0.14179 0.86322 0.99041 0.9887 0.9938 0.99073 0.98954 0.98783 0.99353 0.98979 0.11408 0.18219 0.10188 0.77652 0.002476 0.002476 0.002476
117 116 11951.7 0.18858 0.20079 0.14123 0.8617 0.99053 0.98783 0.99382 0.99079 0.98966 0.98696 0.99352 0.9898 0.11395 0.18198 0.10164 0.77645 0.00241 0.00241 0.00241

Binary file not shown.

Before

Width:  |  Height:  |  Size: 400 KiB

Binary file not shown.

Before

Width:  |  Height:  |  Size: 448 KiB

Binary file not shown.

Before

Width:  |  Height:  |  Size: 413 KiB

Binary file not shown.

Before

Width:  |  Height:  |  Size: 357 KiB

Binary file not shown.

Before

Width:  |  Height:  |  Size: 329 KiB

Binary file not shown.

Before

Width:  |  Height:  |  Size: 336 KiB

Binary file not shown.

Before

Width:  |  Height:  |  Size: 420 KiB

Binary file not shown.

Before

Width:  |  Height:  |  Size: 426 KiB

Binary file not shown.

Before

Width:  |  Height:  |  Size: 478 KiB

Binary file not shown.

Before

Width:  |  Height:  |  Size: 482 KiB

Binary file not shown.

Before

Width:  |  Height:  |  Size: 259 KiB

Binary file not shown.

Before

Width:  |  Height:  |  Size: 246 KiB

Binary file not shown.

Before

Width:  |  Height:  |  Size: 212 KiB

Binary file not shown.

Before

Width:  |  Height:  |  Size: 258 KiB

Binary file not shown.

Before

Width:  |  Height:  |  Size: 332 KiB

Binary file not shown.

Before

Width:  |  Height:  |  Size: 255 KiB

Binary file not shown.

Before

Width:  |  Height:  |  Size: 279 KiB

Binary file not shown.

Before

Width:  |  Height:  |  Size: 544 KiB

Binary file not shown.

Before

Width:  |  Height:  |  Size: 549 KiB

Binary file not shown.

Before

Width:  |  Height:  |  Size: 623 KiB

Binary file not shown.

Before

Width:  |  Height:  |  Size: 571 KiB

Some files were not shown because too many files have changed in this diff Show More