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FaceSSD Fairness Indicators ตัวอย่าง Colab

ภาพรวม

ในกิจกรรมนี้คุณจะใช้ Fairness Indicators เพื่อสำรวจการ คาดคะเนของ FaceSSD บนใบหน้าที่มีป้ายกำกับในชุดข้อมูล Wild ตัวบ่งชี้ความเป็นธรรมเป็นชุดเครื่องมือที่สร้างขึ้นจากการ วิเคราะห์แบบจำลอง TensorFlow ซึ่งช่วยให้สามารถประเมินเมตริกความเป็นธรรมในท่อผลิตภัณฑ์ได้อย่างสม่ำเสมอ

เกี่ยวกับชุดข้อมูล

ในแบบฝึกหัดนี้คุณจะทำงานกับชุดข้อมูลการคาดคะเนของ FaceSSD การคาดการณ์ภาพที่แตกต่างกันประมาณ 200k และความจริงพื้นฐานที่สร้างโดย FaceSSD API

เกี่ยวกับเครื่องมือ

TensorFlow Model Analysis คือไลบรารีสำหรับการประเมินทั้งโมเดลการเรียนรู้ของเครื่อง TensorFlow และที่ไม่ใช่ TensorFlow ช่วยให้ผู้ใช้สามารถประเมินโมเดลของตนกับข้อมูลจำนวนมากในลักษณะที่กระจายการคำนวณในกราฟและเมตริกอื่น ๆ บนข้อมูลส่วนต่างๆและแสดงภาพในสมุดบันทึก

TensorFlow Data Validation เป็นเครื่องมือหนึ่งที่คุณสามารถใช้เพื่อวิเคราะห์ข้อมูลของคุณ คุณสามารถใช้เพื่อค้นหาปัญหาที่อาจเกิดขึ้นในข้อมูลของคุณเช่นค่าที่ขาดหายไปและความไม่สมดุลของข้อมูลซึ่งอาจนำไปสู่ความไม่เท่าเทียมกันอย่างเป็นธรรม

ด้วย ตัวบ่งชี้ความเป็นธรรม ผู้ใช้จะสามารถ:

  • ประเมินประสิทธิภาพของโมเดลแบ่งตามกลุ่มผู้ใช้ที่กำหนด
  • รู้สึกมั่นใจกับผลลัพธ์ด้วยช่วงความเชื่อมั่นและการประเมินที่หลายเกณฑ์

การนำเข้า

รันโค้ดต่อไปนี้เพื่อติดตั้งไลบรารี fair_indicators แพ็คเกจนี้ประกอบด้วยเครื่องมือที่เราจะใช้ในแบบฝึกหัดนี้ อาจมีการร้องขอการรีสตาร์ทรันไทม์ แต่ไม่จำเป็น

pip install -q fairness-indicators
ERROR: apache-beam 2.22.0 has requirement oauth2client<4,>=2.0.1, but you'll have oauth2client 4.1.3 which is incompatible.
ERROR: tensorflow-data-validation 0.22.0 has requirement pandas<1,>=0.24, but you'll have pandas 1.0.4 which is incompatible.

import os
import tempfile
import apache_beam as beam
import numpy as np
import pandas as pd
from datetime import datetime

import tensorflow_hub as hub
import tensorflow as tf
import tensorflow_model_analysis as tfma
import tensorflow_data_validation as tfdv
from tensorflow_model_analysis.addons.fairness.post_export_metrics import fairness_indicators
from tensorflow_model_analysis.addons.fairness.view import widget_view
from tensorflow_model_analysis.model_agnostic_eval import model_agnostic_predict as agnostic_predict
from tensorflow_model_analysis.model_agnostic_eval import model_agnostic_evaluate_graph
from tensorflow_model_analysis.model_agnostic_eval import model_agnostic_extractor

from witwidget.notebook.visualization import WitConfigBuilder
from witwidget.notebook.visualization import WitWidget

ดาวน์โหลดและทำความเข้าใจข้อมูล

Labeled Faces in the Wild เป็นชุดข้อมูลมาตรฐานสาธารณะสำหรับการตรวจสอบใบหน้าหรือที่เรียกว่าการจับคู่คู่ LFW มีภาพใบหน้ามากกว่า 13,000 ภาพที่รวบรวมจากเว็บ

เราเรียกใช้การคาดคะเน FaceSSD ในชุดข้อมูลนี้เพื่อทำนายว่ามีใบหน้าอยู่ในภาพที่กำหนดหรือไม่ ใน Colab นี้เราจะแบ่งข้อมูลตามเพศเพื่อสังเกตว่ามีความแตกต่างอย่างมีนัยสำคัญระหว่างประสิทธิภาพของโมเดลสำหรับกลุ่มเพศต่างๆหรือไม่

หากมีใบหน้ามากกว่าหนึ่งใบหน้าระบบจะระบุเพศเป็น "MISSING"

เราได้โฮสต์ชุดข้อมูลบน Google Cloud Platform เพื่อความสะดวก เรียกใช้รหัสต่อไปนี้เพื่อดาวน์โหลดข้อมูลจาก GCP ข้อมูลจะใช้เวลาดาวน์โหลดและวิเคราะห์ประมาณหนึ่งนาที

data_location = tf.keras.utils.get_file('lfw_dataset.tf', 'https://storage.googleapis.com/facessd_dataset/lfw_dataset.tfrecord')

stats = tfdv.generate_statistics_from_tfrecord(data_location=data_location)
tfdv.visualize_statistics(stats)
Downloading data from https://storage.googleapis.com/facessd_dataset/lfw_dataset.tfrecord
200835072/200828483 [==============================] - 9s 0us/step

Warning:apache_beam.runners.interactive.interactive_environment:Dependencies required for Interactive Beam PCollection visualization are not available, please use: `pip install apache-beam[interactive]` to install necessary dependencies to enable all data visualization features.

Warning:apache_beam.io.tfrecordio:Couldn't find python-snappy so the implementation of _TFRecordUtil._masked_crc32c is not as fast as it could be.
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WARNING:root:Feature "media/encoded" has bytes value "None" which cannot be decoded as a UTF-8 string.
WARNING:root:Feature "media/encoded" has bytes value "None" which cannot be decoded as a UTF-8 string.
WARNING:root:Feature "media/encoded" has bytes value "None" which cannot be decoded as a UTF-8 string.
WARNING:root:Feature "media/encoded" has bytes value "None" which cannot be decoded as a UTF-8 string.
WARNING:root:Feature "media/encoded" has bytes value "None" which cannot be decoded as a UTF-8 string.
WARNING:root:Feature "media/encoded" has bytes value "None" which cannot be decoded as a UTF-8 string.
WARNING:root:Feature "media/encoded" has bytes value "None" which cannot be decoded as a UTF-8 string.
WARNING:root:Feature "media/encoded" has bytes value "None" which cannot be decoded as a UTF-8 string.
WARNING:root:Feature "media/encoded" has bytes value "None" which cannot be decoded as a UTF-8 string.
WARNING:root:Feature "media/encoded" has bytes value "None" which cannot be decoded as a UTF-8 string.
WARNING:root:Feature "media/encoded" has bytes value "None" which cannot be decoded as a UTF-8 string.
WARNING:root:Feature "media/encoded" has bytes value "None" which cannot be decoded as a UTF-8 string.
WARNING:root:Feature "media/encoded" has bytes value "None" which cannot be decoded as a UTF-8 string.
WARNING:root:Feature "media/encoded" has bytes value "None" which cannot be decoded as a UTF-8 string.
WARNING:root:Feature "media/encoded" has bytes value "None" which cannot be decoded as a UTF-8 string.
WARNING:root:Feature "media/encoded" has bytes value "None" which cannot be decoded as a UTF-8 string.
WARNING:root:Feature "media/encoded" has bytes value "None" which cannot be decoded as a UTF-8 string.
WARNING:root:Feature "media/encoded" has bytes value "None" which cannot be decoded as a UTF-8 string.
WARNING:root:Feature "media/encoded" has bytes value "None" which cannot be decoded as a UTF-8 string.
WARNING:root:Feature "media/encoded" has bytes value "None" which cannot be decoded as a UTF-8 string.
WARNING:root:Feature "media/encoded" has bytes value "None" which cannot be decoded as a UTF-8 string.
WARNING:root:Feature "media/encoded" has bytes value "None" which cannot be decoded as a UTF-8 string.
WARNING:root:Feature "media/encoded" has bytes value "None" which cannot be decoded as a UTF-8 string.
WARNING:root:Feature "media/encoded" has bytes value "None" which cannot be decoded as a UTF-8 string.
WARNING:root:Feature "media/encoded" has bytes value "None" which cannot be decoded as a UTF-8 string.
WARNING:root:Feature "media/encoded" has bytes value "None" which cannot be decoded as a UTF-8 string.
WARNING:root:Feature "media/encoded" has bytes value "None" which cannot be decoded as a UTF-8 string.
WARNING:root:Feature "media/encoded" has bytes value "None" which cannot be decoded as a UTF-8 string.
WARNING:root:Feature "media/encoded" has bytes value "None" which cannot be decoded as a UTF-8 string.
WARNING:root:Feature "media/encoded" has bytes value "None" which cannot be decoded as a UTF-8 string.
WARNING:root:Feature "media/encoded" has bytes value "None" which cannot be decoded as a UTF-8 string.
WARNING:root:Feature "media/encoded" has bytes value "None" which cannot be decoded as a UTF-8 string.
WARNING:root:Feature "media/encoded" has bytes value "None" which cannot be decoded as a UTF-8 string.
WARNING:root:Feature "media/encoded" has bytes value "None" which cannot be decoded as a UTF-8 string.
WARNING:root:Feature "media/encoded" has bytes value "None" which cannot be decoded as a UTF-8 string.
WARNING:root:Feature "media/encoded" has bytes value "None" which cannot be decoded as a UTF-8 string.
WARNING:root:Feature "media/encoded" has bytes value "None" which cannot be decoded as a UTF-8 string.
WARNING:root:Feature "media/encoded" has bytes value "None" which cannot be decoded as a UTF-8 string.
WARNING:root:Feature "media/encoded" has bytes value "None" which cannot be decoded as a UTF-8 string.
WARNING:root:Feature "media/encoded" has bytes value "None" which cannot be decoded as a UTF-8 string.
WARNING:root:Feature "media/encoded" has bytes value "None" which cannot be decoded as a UTF-8 string.
WARNING:root:Feature "media/encoded" has bytes value "None" which cannot be decoded as a UTF-8 string.
WARNING:root:Feature "media/encoded" has bytes value "None" which cannot be decoded as a UTF-8 string.
WARNING:root:Feature "media/encoded" has bytes value "None" which cannot be decoded as a UTF-8 string.
WARNING:root:Feature "media/encoded" has bytes value "None" which cannot be decoded as a UTF-8 string.
WARNING:root:Feature "media/encoded" has bytes value "None" which cannot be decoded as a UTF-8 string.
WARNING:root:Feature "media/encoded" has bytes value "None" which cannot be decoded as a UTF-8 string.
WARNING:root:Feature "media/encoded" has bytes value "None" which cannot be decoded as a UTF-8 string.
WARNING:root:Feature "media/encoded" has bytes value "None" which cannot be decoded as a UTF-8 string.
WARNING:root:Feature "media/encoded" has bytes value "None" which cannot be decoded as a UTF-8 string.
WARNING:root:Feature "media/encoded" has bytes value "None" which cannot be decoded as a UTF-8 string.
WARNING:root:Feature "media/encoded" has bytes value "None" which cannot be decoded as a UTF-8 string.
WARNING:root:Feature "media/encoded" has bytes value "None" which cannot be decoded as a UTF-8 string.
WARNING:root:Feature "media/encoded" has bytes value "None" which cannot be decoded as a UTF-8 string.
WARNING:root:Feature "media/encoded" has bytes value "None" which cannot be decoded as a UTF-8 string.
WARNING:root:Feature "media/encoded" has bytes value "None" which cannot be decoded as a UTF-8 string.
WARNING:root:Feature "media/encoded" has bytes value "None" which cannot be decoded as a UTF-8 string.
WARNING:root:Feature "media/encoded" has bytes value "None" which cannot be decoded as a UTF-8 string.
WARNING:root:Feature "media/encoded" has bytes value "None" which cannot be decoded as a UTF-8 string.
WARNING:root:Feature "media/encoded" has bytes value "None" which cannot be decoded as a UTF-8 string.
WARNING:root:Feature "media/encoded" has bytes value "None" which cannot be decoded as a UTF-8 string.
WARNING:root:Feature "media/encoded" has bytes value "None" which cannot be decoded as a UTF-8 string.
WARNING:root:Feature "media/encoded" has bytes value "None" which cannot be decoded as a UTF-8 string.
WARNING:root:Feature "media/encoded" has bytes value "None" which cannot be decoded as a UTF-8 string.
WARNING:root:Feature "media/encoded" has bytes value "None" which cannot be decoded as a UTF-8 string.
WARNING:root:Feature "media/encoded" has bytes value "None" which cannot be decoded as a UTF-8 string.
WARNING:root:Feature "media/encoded" has bytes value "None" which cannot be decoded as a UTF-8 string.
WARNING:root:Feature "media/encoded" has bytes value "None" which cannot be decoded as a UTF-8 string.
WARNING:root:Feature "media/encoded" has bytes value "None" which cannot be decoded as a UTF-8 string.
WARNING:root:Feature "media/encoded" has bytes value "None" which cannot be decoded as a UTF-8 string.
WARNING:root:Feature "media/encoded" has bytes value "None" which cannot be decoded as a UTF-8 string.
WARNING:root:Feature "media/encoded" has bytes value "None" which cannot be decoded as a UTF-8 string.
WARNING:root:Feature "media/encoded" has bytes value "None" which cannot be decoded as a UTF-8 string.
WARNING:root:Feature "media/encoded" has bytes value "None" which cannot be decoded as a UTF-8 string.
WARNING:root:Feature "media/encoded" has bytes value "None" which cannot be decoded as a UTF-8 string.
WARNING:root:Feature "media/encoded" has bytes value "None" which cannot be decoded as a UTF-8 string.
WARNING:root:Feature "media/encoded" has bytes value "None" which cannot be decoded as a UTF-8 string.
WARNING:root:Feature "media/encoded" has bytes value "None" which cannot be decoded as a UTF-8 string.
WARNING:root:Feature "media/encoded" has bytes value "None" which cannot be decoded as a UTF-8 string.
WARNING:root:Feature "media/encoded" has bytes value "None" which cannot be decoded as a UTF-8 string.
WARNING:root:Feature "media/encoded" has bytes value "None" which cannot be decoded as a UTF-8 string.
WARNING:root:Feature "media/encoded" has bytes value "None" which cannot be decoded as a UTF-8 string.
WARNING:root:Feature "media/encoded" has bytes value "None" which cannot be decoded as a UTF-8 string.
WARNING:root:Feature "media/encoded" has bytes value "None" which cannot be decoded as a UTF-8 string.
WARNING:root:Feature "media/encoded" has bytes value "None" which cannot be decoded as a UTF-8 string.
WARNING:root:Feature "media/encoded" has bytes value "None" which cannot be decoded as a UTF-8 string.
WARNING:root:Feature "media/encoded" has bytes value "None" which cannot be decoded as a UTF-8 string.
WARNING:root:Feature "media/encoded" has bytes value "None" which cannot be decoded as a UTF-8 string.
WARNING:root:Feature "media/encoded" has bytes value "None" which cannot be decoded as a UTF-8 string.
WARNING:root:Feature "media/encoded" has bytes value "None" which cannot be decoded as a UTF-8 string.
WARNING:root:Feature "media/encoded" has bytes value "None" which cannot be decoded as a UTF-8 string.
WARNING:root:Feature "media/encoded" has bytes value "None" which cannot be decoded as a UTF-8 string.
WARNING:root:Feature "media/encoded" has bytes value "None" which cannot be decoded as a UTF-8 string.
WARNING:root:Feature "media/encoded" has bytes value "None" which cannot be decoded as a UTF-8 string.
WARNING:root:Feature "media/encoded" has bytes value "None" which cannot be decoded as a UTF-8 string.
WARNING:root:Feature "media/encoded" has bytes value "None" which cannot be decoded as a UTF-8 string.
WARNING:root:Feature "media/encoded" has bytes value "None" which cannot be decoded as a UTF-8 string.
WARNING:root:Feature "media/encoded" has bytes value "None" which cannot be decoded as a UTF-8 string.
WARNING:root:Feature "media/encoded" has bytes value "None" which cannot be decoded as a UTF-8 string.
WARNING:root:Feature "media/encoded" has bytes value "None" which cannot be decoded as a UTF-8 string.
WARNING:root:Feature "media/encoded" has bytes value "None" which cannot be decoded as a UTF-8 string.
WARNING:root:Feature "media/encoded" has bytes value "None" which cannot be decoded as a UTF-8 string.
WARNING:root:Feature "media/encoded" has bytes value "None" which cannot be decoded as a UTF-8 string.
WARNING:root:Feature "media/encoded" has bytes value "None" which cannot be decoded as a UTF-8 string.
WARNING:root:Feature "media/encoded" has bytes value "None" which cannot be decoded as a UTF-8 string.
WARNING:root:Feature "media/encoded" has bytes value "None" which cannot be decoded as a UTF-8 string.
WARNING:root:Feature "media/encoded" has bytes value "None" which cannot be decoded as a UTF-8 string.
WARNING:root:Feature "media/encoded" has bytes value "None" which cannot be decoded as a UTF-8 string.
WARNING:root:Feature "media/encoded" has bytes value "None" which cannot be decoded as a UTF-8 string.
WARNING:root:Feature "media/encoded" has bytes value "None" which cannot be decoded as a UTF-8 string.
WARNING:root:Feature "media/encoded" has bytes value "None" which cannot be decoded as a UTF-8 string.
WARNING:root:Feature "media/encoded" has bytes value "None" which cannot be decoded as a UTF-8 string.
WARNING:root:Feature "media/encoded" has bytes value "None" which cannot be decoded as a UTF-8 string.
WARNING:root:Feature "media/encoded" has bytes value "None" which cannot be decoded as a UTF-8 string.
WARNING:root:Feature "media/encoded" has bytes value "None" which cannot be decoded as a UTF-8 string.
WARNING:root:Feature "media/encoded" has bytes value "None" which cannot be decoded as a UTF-8 string.
WARNING:root:Feature "media/encoded" has bytes value "None" which cannot be decoded as a UTF-8 string.
WARNING:root:Feature "media/encoded" has bytes value "None" which cannot be decoded as a UTF-8 string.
WARNING:root:Feature "media/encoded" has bytes value "None" which cannot be decoded as a UTF-8 string.
WARNING:root:Feature "media/encoded" has bytes value "None" which cannot be decoded as a UTF-8 string.
WARNING:root:Feature "media/encoded" has bytes value "None" which cannot be decoded as a UTF-8 string.
WARNING:root:Feature "media/encoded" has bytes value "None" which cannot be decoded as a UTF-8 string.
WARNING:root:Feature "media/encoded" has bytes value "None" which cannot be decoded as a UTF-8 string.
WARNING:root:Feature "media/encoded" has bytes value "None" which cannot be decoded as a UTF-8 string.
WARNING:root:Feature "media/encoded" has bytes value "None" which cannot be decoded as a UTF-8 string.
WARNING:root:Feature "media/encoded" has bytes value "None" which cannot be decoded as a UTF-8 string.
WARNING:root:Feature "media/encoded" has bytes value "None" which cannot be decoded as a UTF-8 string.
WARNING:root:Feature "media/encoded" has bytes value "None" which cannot be decoded as a UTF-8 string.
WARNING:root:Feature "media/encoded" has bytes value "None" which cannot be decoded as a UTF-8 string.
WARNING:root:Feature "media/encoded" has bytes value "None" which cannot be decoded as a UTF-8 string.
WARNING:root:Feature "media/encoded" has bytes value "None" which cannot be decoded as a UTF-8 string.
WARNING:root:Feature "media/encoded" has bytes value "None" which cannot be decoded as a UTF-8 string.
WARNING:root:Feature "media/encoded" has bytes value "None" which cannot be decoded as a UTF-8 string.
WARNING:root:Feature "media/encoded" has bytes value "None" which cannot be decoded as a UTF-8 string.
WARNING:root:Feature "media/encoded" has bytes value "None" which cannot be decoded as a UTF-8 string.
WARNING:root:Feature "media/encoded" has bytes value "None" which cannot be decoded as a UTF-8 string.
WARNING:root:Feature "media/encoded" has bytes value "None" which cannot be decoded as a UTF-8 string.
WARNING:root:Feature "media/encoded" has bytes value "None" which cannot be decoded as a UTF-8 string.
WARNING:root:Feature "media/encoded" has bytes value "None" which cannot be decoded as a UTF-8 string.
WARNING:root:Feature "media/encoded" has bytes value "None" which cannot be decoded as a UTF-8 string.
WARNING:root:Feature "media/encoded" has bytes value "None" which cannot be decoded as a UTF-8 string.
WARNING:root:Feature "media/encoded" has bytes value "None" which cannot be decoded as a UTF-8 string.
WARNING:root:Feature "media/encoded" has bytes value "None" which cannot be decoded as a UTF-8 string.
WARNING:root:Feature "media/encoded" has bytes value "None" which cannot be decoded as a UTF-8 string.
WARNING:root:Feature "media/encoded" has bytes value "None" which cannot be decoded as a UTF-8 string.
WARNING:root:Feature "media/encoded" has bytes value "None" which cannot be decoded as a UTF-8 string.
WARNING:root:Feature "media/encoded" has bytes value "None" which cannot be decoded as a UTF-8 string.
WARNING:root:Feature "media/encoded" has bytes value "None" which cannot be decoded as a UTF-8 string.
WARNING:root:Feature "media/encoded" has bytes value "None" which cannot be decoded as a UTF-8 string.
WARNING:root:Feature "media/encoded" has bytes value "None" which cannot be decoded as a UTF-8 string.
WARNING:root:Feature "media/encoded" has bytes value "None" which cannot be decoded as a UTF-8 string.
WARNING:root:Feature "media/encoded" has bytes value "None" which cannot be decoded as a UTF-8 string.
WARNING:root:Feature "media/encoded" has bytes value "None" which cannot be decoded as a UTF-8 string.
WARNING:root:Feature "media/encoded" has bytes value "None" which cannot be decoded as a UTF-8 string.
WARNING:root:Feature "media/encoded" has bytes value "None" which cannot be decoded as a UTF-8 string.
WARNING:root:Feature "media/encoded" has bytes value "None" which cannot be decoded as a UTF-8 string.
WARNING:root:Feature "media/encoded" has bytes value "None" which cannot be decoded as a UTF-8 string.
WARNING:root:Feature "media/encoded" has bytes value "None" which cannot be decoded as a UTF-8 string.
WARNING:root:Feature "media/encoded" has bytes value "None" which cannot be decoded as a UTF-8 string.
WARNING:root:Feature "media/encoded" has bytes value "None" which cannot be decoded as a UTF-8 string.
WARNING:root:Feature "media/encoded" has bytes value "None" which cannot be decoded as a UTF-8 string.
WARNING:root:Feature "media/encoded" has bytes value "None" which cannot be decoded as a UTF-8 string.
WARNING:root:Feature "media/encoded" has bytes value "None" which cannot be decoded as a UTF-8 string.
WARNING:root:Feature "media/encoded" has bytes value "None" which cannot be decoded as a UTF-8 string.
WARNING:root:Feature "media/encoded" has bytes value "None" which cannot be decoded as a UTF-8 string.
WARNING:root:Feature "media/encoded" has bytes value "None" which cannot be decoded as a UTF-8 string.
WARNING:root:Feature "media/encoded" has bytes value "None" which cannot be decoded as a UTF-8 string.
WARNING:root:Feature "media/encoded" has bytes value "None" which cannot be decoded as a UTF-8 string.
WARNING:root:Feature "media/encoded" has bytes value "None" which cannot be decoded as a UTF-8 string.
WARNING:root:Feature "media/encoded" has bytes value "None" which cannot be decoded as a UTF-8 string.
WARNING:root:Feature "media/encoded" has bytes value "None" which cannot be decoded as a UTF-8 string.
WARNING:root:Feature "media/encoded" has bytes value "None" which cannot be decoded as a UTF-8 string.
WARNING:root:Feature "media/encoded" has bytes value "None" which cannot be decoded as a UTF-8 string.
WARNING:root:Feature "media/encoded" has bytes value "None" which cannot be decoded as a UTF-8 string.
WARNING:root:Feature "media/encoded" has bytes value "None" which cannot be decoded as a UTF-8 string.
WARNING:root:Feature "media/encoded" has bytes value "None" which cannot be decoded as a UTF-8 string.
WARNING:root:Feature "media/encoded" has bytes value "None" which cannot be decoded as a UTF-8 string.
WARNING:root:Feature "media/encoded" has bytes value "None" which cannot be decoded as a UTF-8 string.
WARNING:root:Feature "media/encoded" has bytes value "None" which cannot be decoded as a UTF-8 string.
WARNING:root:Feature "media/encoded" has bytes value "None" which cannot be decoded as a UTF-8 string.
WARNING:root:Feature "media/encoded" has bytes value "None" which cannot be decoded as a UTF-8 string.
WARNING:root:Feature "media/encoded" has bytes value "None" which cannot be decoded as a UTF-8 string.
WARNING:root:Feature "media/encoded" has bytes value "None" which cannot be decoded as a UTF-8 string.
WARNING:root:Feature "media/encoded" has bytes value "None" which cannot be decoded as a UTF-8 string.
WARNING:root:Feature "media/encoded" has bytes value "None" which cannot be decoded as a UTF-8 string.
WARNING:root:Feature "media/encoded" has bytes value "None" which cannot be decoded as a UTF-8 string.
WARNING:root:Feature "media/encoded" has bytes value "None" which cannot be decoded as a UTF-8 string.
WARNING:root:Feature "media/encoded" has bytes value "None" which cannot be decoded as a UTF-8 string.
WARNING:root:Feature "media/encoded" has bytes value "None" which cannot be decoded as a UTF-8 string.
WARNING:root:Feature "media/encoded" has bytes value "None" which cannot be decoded as a UTF-8 string.
WARNING:root:Feature "media/encoded" has bytes value "None" which cannot be decoded as a UTF-8 string.
WARNING:root:Feature "media/encoded" has bytes value "None" which cannot be decoded as a UTF-8 string.
WARNING:root:Feature "media/encoded" has bytes value "None" which cannot be decoded as a UTF-8 string.
WARNING:root:Feature "media/encoded" has bytes value "None" which cannot be decoded as a UTF-8 string.
WARNING:root:Feature "media/encoded" has bytes value "None" which cannot be decoded as a UTF-8 string.
WARNING:root:Feature "media/encoded" has bytes value "None" which cannot be decoded as a UTF-8 string.
WARNING:root:Feature "media/encoded" has bytes value "None" which cannot be decoded as a UTF-8 string.
WARNING:root:Feature "media/encoded" has bytes value "None" which cannot be decoded as a UTF-8 string.
WARNING:root:Feature "media/encoded" has bytes value "None" which cannot be decoded as a UTF-8 string.
WARNING:root:Feature "media/encoded" has bytes value "None" which cannot be decoded as a UTF-8 string.
WARNING:root:Feature "media/encoded" has bytes value "None" which cannot be decoded as a UTF-8 string.
WARNING:root:Feature "media/encoded" has bytes value "None" which cannot be decoded as a UTF-8 string.
WARNING:root:Feature "media/encoded" has bytes value "None" which cannot be decoded as a UTF-8 string.
WARNING:root:Feature "media/encoded" has bytes value "None" which cannot be decoded as a UTF-8 string.
WARNING:root:Feature "media/encoded" has bytes value "None" which cannot be decoded as a UTF-8 string.
WARNING:root:Feature "media/encoded" has bytes value "None" which cannot be decoded as a UTF-8 string.
WARNING:root:Feature "media/encoded" has bytes value "None" which cannot be decoded as a UTF-8 string.
WARNING:root:Feature "media/encoded" has bytes value "None" which cannot be decoded as a UTF-8 string.
WARNING:root:Feature "media/encoded" has bytes value "None" which cannot be decoded as a UTF-8 string.
WARNING:root:Feature "media/encoded" has bytes value "None" which cannot be decoded as a UTF-8 string.
WARNING:root:Feature "media/encoded" has bytes value "None" which cannot be decoded as a UTF-8 string.
WARNING:root:Feature "media/encoded" has bytes value "None" which cannot be decoded as a UTF-8 string.
WARNING:root:Feature "media/encoded" has bytes value "None" which cannot be decoded as a UTF-8 string.
WARNING:root:Feature "media/encoded" has bytes value "None" which cannot be decoded as a UTF-8 string.
WARNING:root:Feature "media/encoded" has bytes value "None" which cannot be decoded as a UTF-8 string.
WARNING:root:Feature "media/encoded" has bytes value "None" which cannot be decoded as a UTF-8 string.
WARNING:root:Feature "media/encoded" has bytes value "None" which cannot be decoded as a UTF-8 string.
WARNING:root:Feature "media/encoded" has bytes value "None" which cannot be decoded as a UTF-8 string.
WARNING:root:Feature "media/encoded" has bytes value "None" which cannot be decoded as a UTF-8 string.
WARNING:root:Feature "media/encoded" has bytes value "None" which cannot be decoded as a UTF-8 string.
WARNING:root:Feature "media/encoded" has bytes value "None" which cannot be decoded as a UTF-8 string.
WARNING:root:Feature "media/encoded" has bytes value "None" which cannot be decoded as a UTF-8 string.
WARNING:root:Feature "media/encoded" has bytes value "None" which cannot be decoded as a UTF-8 string.
WARNING:root:Feature "media/encoded" has bytes value "None" which cannot be decoded as a UTF-8 string.
WARNING:root:Feature "media/encoded" has bytes value "None" which cannot be decoded as a UTF-8 string.
WARNING:root:Feature "media/encoded" has bytes value "None" which cannot be decoded as a UTF-8 string.
WARNING:root:Feature "media/encoded" has bytes value "None" which cannot be decoded as a UTF-8 string.
WARNING:root:Feature "media/encoded" has bytes value "None" which cannot be decoded as a UTF-8 string.
WARNING:root:Feature "media/encoded" has bytes value "None" which cannot be decoded as a UTF-8 string.
WARNING:root:Feature "media/encoded" has bytes value "None" which cannot be decoded as a UTF-8 string.
WARNING:root:Feature "media/encoded" has bytes value "None" which cannot be decoded as a UTF-8 string.
WARNING:root:Feature "media/encoded" has bytes value "None" which cannot be decoded as a UTF-8 string.
WARNING:root:Feature "media/encoded" has bytes value "None" which cannot be decoded as a UTF-8 string.
WARNING:root:Feature "media/encoded" has bytes value "None" which cannot be decoded as a UTF-8 string.
WARNING:root:Feature "media/encoded" has bytes value "None" which cannot be decoded as a UTF-8 string.
WARNING:root:Feature "media/encoded" has bytes value "None" which cannot be decoded as a UTF-8 string.
WARNING:root:Feature "media/encoded" has bytes value "None" which cannot be decoded as a UTF-8 string.
WARNING:root:Feature "media/encoded" has bytes value "None" which cannot be decoded as a UTF-8 string.
WARNING:root:Feature "media/encoded" has bytes value "None" which cannot be decoded as a UTF-8 string.
WARNING:root:Feature "media/encoded" has bytes value "None" which cannot be decoded as a UTF-8 string.
WARNING:root:Feature "media/encoded" has bytes value "None" which cannot be decoded as a UTF-8 string.
WARNING:root:Feature "media/encoded" has bytes value "None" which cannot be decoded as a UTF-8 string.
WARNING:root:Feature "media/encoded" has bytes value "None" which cannot be decoded as a UTF-8 string.
WARNING:root:Feature "media/encoded" has bytes value "None" which cannot be decoded as a UTF-8 string.
WARNING:root:Feature "media/encoded" has bytes value "None" which cannot be decoded as a UTF-8 string.
WARNING:root:Feature "media/encoded" has bytes value "None" which cannot be decoded as a UTF-8 string.
WARNING:root:Feature "media/encoded" has bytes value "None" which cannot be decoded as a UTF-8 string.
WARNING:root:Feature "media/encoded" has bytes value "None" which cannot be decoded as a UTF-8 string.
WARNING:root:Feature "media/encoded" has bytes value "None" which cannot be decoded as a UTF-8 string.
WARNING:root:Feature "media/encoded" has bytes value "None" which cannot be decoded as a UTF-8 string.
WARNING:root:Feature "media/encoded" has bytes value "None" which cannot be decoded as a UTF-8 string.
WARNING:root:Feature "media/encoded" has bytes value "None" which cannot be decoded as a UTF-8 string.
WARNING:root:Feature "media/encoded" has bytes value "None" which cannot be decoded as a UTF-8 string.
WARNING:root:Feature "media/encoded" has bytes value "None" which cannot be decoded as a UTF-8 string.
WARNING:root:Feature "media/encoded" has bytes value "None" which cannot be decoded as a UTF-8 string.
WARNING:root:Feature "media/encoded" has bytes value "None" which cannot be decoded as a UTF-8 string.
WARNING:root:Feature "media/encoded" has bytes value "None" which cannot be decoded as a UTF-8 string.
WARNING:root:Feature "media/encoded" has bytes value "None" which cannot be decoded as a UTF-8 string.
WARNING:root:Feature "media/encoded" has bytes value "None" which cannot be decoded as a UTF-8 string.
WARNING:root:Feature "media/encoded" has bytes value "None" which cannot be decoded as a UTF-8 string.
WARNING:root:Feature "media/encoded" has bytes value "None" which cannot be decoded as a UTF-8 string.
WARNING:root:Feature "media/encoded" has bytes value "None" which cannot be decoded as a UTF-8 string.
WARNING:root:Feature "media/encoded" has bytes value "None" which cannot be decoded as a UTF-8 string.
WARNING:root:Feature "media/encoded" has bytes value "None" which cannot be decoded as a UTF-8 string.
WARNING:root:Feature "media/encoded" has bytes value "None" which cannot be decoded as a UTF-8 string.
WARNING:root:Feature "media/encoded" has bytes value "None" which cannot be decoded as a UTF-8 string.
WARNING:root:Feature "media/encoded" has bytes value "None" which cannot be decoded as a UTF-8 string.
WARNING:root:Feature "media/encoded" has bytes value "None" which cannot be decoded as a UTF-8 string.
WARNING:root:Feature "media/encoded" has bytes value "None" which cannot be decoded as a UTF-8 string.
WARNING:root:Feature "media/encoded" has bytes value "None" which cannot be decoded as a UTF-8 string.
WARNING:root:Feature "media/encoded" has bytes value "None" which cannot be decoded as a UTF-8 string.
WARNING:root:Feature "media/encoded" has bytes value "None" which cannot be decoded as a UTF-8 string.
WARNING:root:Feature "media/encoded" has bytes value "None" which cannot be decoded as a UTF-8 string.
WARNING:root:Feature "media/encoded" has bytes value "None" which cannot be decoded as a UTF-8 string.
WARNING:root:Feature "media/encoded" has bytes value "None" which cannot be decoded as a UTF-8 string.
WARNING:root:Feature "media/encoded" has bytes value "None" which cannot be decoded as a UTF-8 string.
WARNING:root:Feature "media/encoded" has bytes value "None" which cannot be decoded as a UTF-8 string.
WARNING:root:Feature "media/encoded" has bytes value "None" which cannot be decoded as a UTF-8 string.
WARNING:root:Feature "media/encoded" has bytes value "None" which cannot be decoded as a UTF-8 string.
WARNING:root:Feature "media/encoded" has bytes value "None" which cannot be decoded as a UTF-8 string.
WARNING:root:Feature "media/encoded" has bytes value "None" which cannot be decoded as a UTF-8 string.
WARNING:root:Feature "media/encoded" has bytes value "None" which cannot be decoded as a UTF-8 string.
WARNING:root:Feature "media/encoded" has bytes value "None" which cannot be decoded as a UTF-8 string.
WARNING:root:Feature "media/encoded" has bytes value "None" which cannot be decoded as a UTF-8 string.
WARNING:root:Feature "media/encoded" has bytes value "None" which cannot be decoded as a UTF-8 string.
WARNING:root:Feature "media/encoded" has bytes value "None" which cannot be decoded as a UTF-8 string.
WARNING:root:Feature "media/encoded" has bytes value "None" which cannot be decoded as a UTF-8 string.
WARNING:root:Feature "media/encoded" has bytes value "None" which cannot be decoded as a UTF-8 string.
WARNING:root:Feature "media/encoded" has bytes value "None" which cannot be decoded as a UTF-8 string.
WARNING:root:Feature "media/encoded" has bytes value "None" which cannot be decoded as a UTF-8 string.
WARNING:root:Feature "media/encoded" has bytes value "None" which cannot be decoded as a UTF-8 string.
WARNING:root:Feature "media/encoded" has bytes value "None" which cannot be decoded as a UTF-8 string.
WARNING:root:Feature "media/encoded" has bytes value "None" which cannot be decoded as a UTF-8 string.
WARNING:root:Feature "media/encoded" has bytes value "None" which cannot be decoded as a UTF-8 string.
WARNING:root:Feature "media/encoded" has bytes value "None" which cannot be decoded as a UTF-8 string.
WARNING:root:Feature "media/encoded" has bytes value "None" which cannot be decoded as a UTF-8 string.
WARNING:root:Feature "media/encoded" has bytes value "None" which cannot be decoded as a UTF-8 string.
WARNING:root:Feature "media/encoded" has bytes value "None" which cannot be decoded as a UTF-8 string.
WARNING:root:Feature "media/encoded" has bytes value "None" which cannot be decoded as a UTF-8 string.
WARNING:root:Feature "media/encoded" has bytes value "None" which cannot be decoded as a UTF-8 string.
WARNING:root:Feature "media/encoded" has bytes value "None" which cannot be decoded as a UTF-8 string.
WARNING:root:Feature "media/encoded" has bytes value "None" which cannot be decoded as a UTF-8 string.
WARNING:root:Feature "media/encoded" has bytes value "None" which cannot be decoded as a UTF-8 string.
WARNING:root:Feature "media/encoded" has bytes value "None" which cannot be decoded as a UTF-8 string.
WARNING:root:Feature "media/encoded" has bytes value "None" which cannot be decoded as a UTF-8 string.
WARNING:root:Feature "media/encoded" has bytes value "None" which cannot be decoded as a UTF-8 string.
WARNING:root:Feature "media/encoded" has bytes value "None" which cannot be decoded as a UTF-8 string.
WARNING:root:Feature "media/encoded" has bytes value "None" which cannot be decoded as a UTF-8 string.
WARNING:root:Feature "media/encoded" has bytes value "None" which cannot be decoded as a UTF-8 string.
WARNING:root:Feature "media/encoded" has bytes value "None" which cannot be decoded as a UTF-8 string.
WARNING:root:Feature "media/encoded" has bytes value "None" which cannot be decoded as a UTF-8 string.
WARNING:root:Feature "media/encoded" has bytes value "None" which cannot be decoded as a UTF-8 string.
WARNING:root:Feature "media/encoded" has bytes value "None" which cannot be decoded as a UTF-8 string.
WARNING:root:Feature "media/encoded" has bytes value "None" which cannot be decoded as a UTF-8 string.
WARNING:root:Feature "media/encoded" has bytes value "None" which cannot be decoded as a UTF-8 string.
WARNING:root:Feature "media/encoded" has bytes value "None" which cannot be decoded as a UTF-8 string.
WARNING:root:Feature "media/encoded" has bytes value "None" which cannot be decoded as a UTF-8 string.
WARNING:root:Feature "media/encoded" has bytes value "None" which cannot be decoded as a UTF-8 string.
WARNING:root:Feature "media/encoded" has bytes value "None" which cannot be decoded as a UTF-8 string.
WARNING:root:Feature "media/encoded" has bytes value "None" which cannot be decoded as a UTF-8 string.
WARNING:root:Feature "media/encoded" has bytes value "None" which cannot be decoded as a UTF-8 string.
WARNING:root:Feature "media/encoded" has bytes value "None" which cannot be decoded as a UTF-8 string.
WARNING:root:Feature "media/encoded" has bytes value "None" which cannot be decoded as a UTF-8 string.
WARNING:root:Feature "media/encoded" has bytes value "None" which cannot be decoded as a UTF-8 string.
WARNING:root:Feature "media/encoded" has bytes value "None" which cannot be decoded as a UTF-8 string.
WARNING:root:Feature "media/encoded" has bytes value "None" which cannot be decoded as a UTF-8 string.
WARNING:root:Feature "media/encoded" has bytes value "None" which cannot be decoded as a UTF-8 string.
WARNING:root:Feature "media/encoded" has bytes value "None" which cannot be decoded as a UTF-8 string.
WARNING:root:Feature "media/encoded" has bytes value "None" which cannot be decoded as a UTF-8 string.
WARNING:root:Feature "media/encoded" has bytes value "None" which cannot be decoded as a UTF-8 string.
WARNING:root:Feature "media/encoded" has bytes value "None" which cannot be decoded as a UTF-8 string.
WARNING:root:Feature "media/encoded" has bytes value "None" which cannot be decoded as a UTF-8 string.
WARNING:root:Feature "media/encoded" has bytes value "None" which cannot be decoded as a UTF-8 string.
WARNING:root:Feature "media/encoded" has bytes value "None" which cannot be decoded as a UTF-8 string.
WARNING:root:Feature "media/encoded" has bytes value "None" which cannot be decoded as a UTF-8 string.
WARNING:root:Feature "media/encoded" has bytes value "None" which cannot be decoded as a UTF-8 string.
WARNING:root:Feature "media/encoded" has bytes value "None" which cannot be decoded as a UTF-8 string.
WARNING:root:Feature "media/encoded" has bytes value "None" which cannot be decoded as a UTF-8 string.
WARNING:root:Feature "media/encoded" has bytes value "None" which cannot be decoded as a UTF-8 string.
WARNING:root:Feature "media/encoded" has bytes value "None" which cannot be decoded as a UTF-8 string.
WARNING:root:Feature "media/encoded" has bytes value "None" which cannot be decoded as a UTF-8 string.
WARNING:root:Feature "media/encoded" has bytes value "None" which cannot be decoded as a UTF-8 string.
WARNING:root:Feature "media/encoded" has bytes value "None" which cannot be decoded as a UTF-8 string.
WARNING:root:Feature "media/encoded" has bytes value "None" which cannot be decoded as a UTF-8 string.
WARNING:root:Feature "media/encoded" has bytes value "None" which cannot be decoded as a UTF-8 string.
WARNING:root:Feature "media/encoded" has bytes value "None" which cannot be decoded as a UTF-8 string.
WARNING:root:Feature "media/encoded" has bytes value "None" which cannot be decoded as a UTF-8 string.
WARNING:root:Feature "media/encoded" has bytes value "None" which cannot be decoded as a UTF-8 string.
WARNING:root:Feature "media/encoded" has bytes value "None" which cannot be decoded as a UTF-8 string.
WARNING:root:Feature "media/encoded" has bytes value "None" which cannot be decoded as a UTF-8 string.
WARNING:root:Feature "media/encoded" has bytes value "None" which cannot be decoded as a UTF-8 string.
WARNING:root:Feature "media/encoded" has bytes value "None" which cannot be decoded as a UTF-8 string.
WARNING:root:Feature "media/encoded" has bytes value "None" which cannot be decoded as a UTF-8 string.
WARNING:root:Feature "media/encoded" has bytes value "None" which cannot be decoded as a UTF-8 string.
WARNING:root:Feature "media/encoded" has bytes value "None" which cannot be decoded as a UTF-8 string.
WARNING:root:Feature "media/encoded" has bytes value "None" which cannot be decoded as a UTF-8 string.
WARNING:root:Feature "media/encoded" has bytes value "None" which cannot be decoded as a UTF-8 string.
WARNING:root:Feature "media/encoded" has bytes value "None" which cannot be decoded as a UTF-8 string.
WARNING:root:Feature "media/encoded" has bytes value "None" which cannot be decoded as a UTF-8 string.
WARNING:root:Feature "media/encoded" has bytes value "None" which cannot be decoded as a UTF-8 string.
WARNING:root:Feature "media/encoded" has bytes value "None" which cannot be decoded as a UTF-8 string.
WARNING:root:Feature "media/encoded" has bytes value "None" which cannot be decoded as a UTF-8 string.
WARNING:root:Feature "media/encoded" has bytes value "None" which cannot be decoded as a UTF-8 string.
WARNING:root:Feature "media/encoded" has bytes value "None" which cannot be decoded as a UTF-8 string.
WARNING:root:Feature "media/encoded" has bytes value "None" which cannot be decoded as a UTF-8 string.
WARNING:root:Feature "media/encoded" has bytes value "None" which cannot be decoded as a UTF-8 string.
WARNING:root:Feature "media/encoded" has bytes value "None" which cannot be decoded as a UTF-8 string.
WARNING:root:Feature "media/encoded" has bytes value "None" which cannot be decoded as a UTF-8 string.
WARNING:root:Feature "media/encoded" has bytes value "None" which cannot be decoded as a UTF-8 string.
WARNING:root:Feature "media/encoded" has bytes value "None" which cannot be decoded as a UTF-8 string.
WARNING:root:Feature "media/encoded" has bytes value "None" which cannot be decoded as a UTF-8 string.
WARNING:root:Feature "media/encoded" has bytes value "None" which cannot be decoded as a UTF-8 string.
WARNING:root:Feature "media/encoded" has bytes value "None" which cannot be decoded as a UTF-8 string.
WARNING:root:Feature "media/encoded" has bytes value "None" which cannot be decoded as a UTF-8 string.
WARNING:root:Feature "media/encoded" has bytes value "None" which cannot be decoded as a UTF-8 string.
WARNING:root:Feature "media/encoded" has bytes value "None" which cannot be decoded as a UTF-8 string.
WARNING:root:Feature "media/encoded" has bytes value "None" which cannot be decoded as a UTF-8 string.
WARNING:root:Feature "media/encoded" has bytes value "None" which cannot be decoded as a UTF-8 string.
WARNING:root:Feature "media/encoded" has bytes value "None" which cannot be decoded as a UTF-8 string.
WARNING:root:Feature "media/encoded" has bytes value "None" which cannot be decoded as a UTF-8 string.
WARNING:root:Feature "media/encoded" has bytes value "None" which cannot be decoded as a UTF-8 string.
WARNING:root:Feature "media/encoded" has bytes value "None" which cannot be decoded as a UTF-8 string.
WARNING:root:Feature "media/encoded" has bytes value "None" which cannot be decoded as a UTF-8 string.
WARNING:root:Feature "media/encoded" has bytes value "None" which cannot be decoded as a UTF-8 string.
WARNING:root:Feature "media/encoded" has bytes value "None" which cannot be decoded as a UTF-8 string.
WARNING:root:Feature "media/encoded" has bytes value "None" which cannot be decoded as a UTF-8 string.
WARNING:root:Feature "media/encoded" has bytes value "None" which cannot be decoded as a UTF-8 string.
WARNING:root:Feature "media/encoded" has bytes value "None" which cannot be decoded as a UTF-8 string.
WARNING:root:Feature "media/encoded" has bytes value "None" which cannot be decoded as a UTF-8 string.
WARNING:root:Feature "media/encoded" has bytes value "None" which cannot be decoded as a UTF-8 string.
WARNING:root:Feature "media/encoded" has bytes value "None" which cannot be decoded as a UTF-8 string.
WARNING:root:Feature "media/encoded" has bytes value "None" which cannot be decoded as a UTF-8 string.
WARNING:root:Feature "media/encoded" has bytes value "None" which cannot be decoded as a UTF-8 string.
WARNING:root:Feature "media/encoded" has bytes value "None" which cannot be decoded as a UTF-8 string.
WARNING:root:Feature "media/encoded" has bytes value "None" which cannot be decoded as a UTF-8 string.
WARNING:root:Feature "media/encoded" has bytes value "None" which cannot be decoded as a UTF-8 string.
WARNING:root:Feature "media/encoded" has bytes value "None" which cannot be decoded as a UTF-8 string.
WARNING:root:Feature "media/encoded" has bytes value "None" which cannot be decoded as a UTF-8 string.
WARNING:root:Feature "media/encoded" has bytes value "None" which cannot be decoded as a UTF-8 string.
WARNING:root:Feature "media/encoded" has bytes value "None" which cannot be decoded as a UTF-8 string.
WARNING:root:Feature "media/encoded" has bytes value "None" which cannot be decoded as a UTF-8 string.
WARNING:root:Feature "media/encoded" has bytes value "None" which cannot be decoded as a UTF-8 string.
WARNING:root:Feature "media/encoded" has bytes value "None" which cannot be decoded as a UTF-8 string.
WARNING:root:Feature "media/encoded" has bytes value "None" which cannot be decoded as a UTF-8 string.
WARNING:root:Feature "media/encoded" has bytes value "None" which cannot be decoded as a UTF-8 string.
WARNING:root:Feature "media/encoded" has bytes value "None" which cannot be decoded as a UTF-8 string.
WARNING:root:Feature "media/encoded" has bytes value "None" which cannot be decoded as a UTF-8 string.
WARNING:root:Feature "media/encoded" has bytes value "None" which cannot be decoded as a UTF-8 string.
WARNING:root:Feature "media/encoded" has bytes value "None" which cannot be decoded as a UTF-8 string.
WARNING:root:Feature "media/encoded" has bytes value "None" which cannot be decoded as a UTF-8 string.
WARNING:root:Feature "media/encoded" has bytes value "None" which cannot be decoded as a UTF-8 string.
WARNING:root:Feature "media/encoded" has bytes value "None" which cannot be decoded as a UTF-8 string.
WARNING:root:Feature "media/encoded" has bytes value "None" which cannot be decoded as a UTF-8 string.
WARNING:root:Feature "media/encoded" has bytes value "None" which cannot be decoded as a UTF-8 string.
WARNING:root:Feature "media/encoded" has bytes value "None" which cannot be decoded as a UTF-8 string.
WARNING:root:Feature "media/encoded" has bytes value "None" which cannot be decoded as a UTF-8 string.
WARNING:root:Feature "media/encoded" has bytes value "None" which cannot be decoded as a UTF-8 string.
WARNING:root:Feature "media/encoded" has bytes value "None" which cannot be decoded as a UTF-8 string.
WARNING:root:Feature "media/encoded" has bytes value "None" which cannot be decoded as a UTF-8 string.
WARNING:root:Feature "media/encoded" has bytes value "None" which cannot be decoded as a UTF-8 string.
WARNING:root:Feature "media/encoded" has bytes value "None" which cannot be decoded as a UTF-8 string.
WARNING:root:Feature "media/encoded" has bytes value "None" which cannot be decoded as a UTF-8 string.
WARNING:root:Feature "media/encoded" has bytes value "None" which cannot be decoded as a UTF-8 string.
WARNING:root:Feature "media/encoded" has bytes value "None" which cannot be decoded as a UTF-8 string.
WARNING:root:Feature "media/encoded" has bytes value "None" which cannot be decoded as a UTF-8 string.
WARNING:root:Feature "media/encoded" has bytes value "None" which cannot be decoded as a UTF-8 string.
WARNING:root:Feature "media/encoded" has bytes value "None" which cannot be decoded as a UTF-8 string.
WARNING:root:Feature "media/encoded" has bytes value "None" which cannot be decoded as a UTF-8 string.
WARNING:root:Feature "media/encoded" has bytes value "None" which cannot be decoded as a UTF-8 string.
WARNING:root:Feature "media/encoded" has bytes value "None" which cannot be decoded as a UTF-8 string.
WARNING:root:Feature "media/encoded" has bytes value "None" which cannot be decoded as a UTF-8 string.
WARNING:root:Feature "media/encoded" has bytes value "None" which cannot be decoded as a UTF-8 string.
WARNING:root:Feature "media/encoded" has bytes value "None" which cannot be decoded as a UTF-8 string.
WARNING:root:Feature "media/encoded" has bytes value "None" which cannot be decoded as a UTF-8 string.
WARNING:root:Feature "media/encoded" has bytes value "None" which cannot be decoded as a UTF-8 string.
WARNING:root:Feature "media/encoded" has bytes value "None" which cannot be decoded as a UTF-8 string.
WARNING:root:Feature "media/encoded" has bytes value "None" which cannot be decoded as a UTF-8 string.
WARNING:root:Feature "media/encoded" has bytes value "None" which cannot be decoded as a UTF-8 string.
WARNING:root:Feature "media/encoded" has bytes value "None" which cannot be decoded as a UTF-8 string.
WARNING:root:Feature "media/encoded" has bytes value "None" which cannot be decoded as a UTF-8 string.
WARNING:root:Feature "media/encoded" has bytes value "None" which cannot be decoded as a UTF-8 string.
WARNING:root:Feature "media/encoded" has bytes value "None" which cannot be decoded as a UTF-8 string.
WARNING:root:Feature "media/encoded" has bytes value "None" which cannot be decoded as a UTF-8 string.
WARNING:root:Feature "media/encoded" has bytes value "None" which cannot be decoded as a UTF-8 string.
WARNING:root:Feature "media/encoded" has bytes value "None" which cannot be decoded as a UTF-8 string.
WARNING:root:Feature "media/encoded" has bytes value "None" which cannot be decoded as a UTF-8 string.
WARNING:root:Feature "media/encoded" has bytes value "None" which cannot be decoded as a UTF-8 string.
WARNING:root:Feature "media/encoded" has bytes value "None" which cannot be decoded as a UTF-8 string.
WARNING:root:Feature "media/encoded" has bytes value "None" which cannot be decoded as a UTF-8 string.
WARNING:root:Feature "media/encoded" has bytes value "None" which cannot be decoded as a UTF-8 string.
WARNING:root:Feature "media/encoded" has bytes value "None" which cannot be decoded as a UTF-8 string.
WARNING:root:Feature "media/encoded" has bytes value "None" which cannot be decoded as a UTF-8 string.
WARNING:root:Feature "media/encoded" has bytes value "None" which cannot be decoded as a UTF-8 string.
WARNING:root:Feature "media/encoded" has bytes value "None" which cannot be decoded as a UTF-8 string.
WARNING:root:Feature "media/encoded" has bytes value "None" which cannot be decoded as a UTF-8 string.
WARNING:root:Feature "media/encoded" has bytes value "None" which cannot be decoded as a UTF-8 string.
WARNING:root:Feature "media/encoded" has bytes value "None" which cannot be decoded as a UTF-8 string.
WARNING:root:Feature "media/encoded" has bytes value "None" which cannot be decoded as a UTF-8 string.
WARNING:root:Feature "media/encoded" has bytes value "None" which cannot be decoded as a UTF-8 string.
WARNING:root:Feature "media/encoded" has bytes value "None" which cannot be decoded as a UTF-8 string.
WARNING:root:Feature "media/encoded" has bytes value "None" which cannot be decoded as a UTF-8 string.
WARNING:root:Feature "media/encoded" has bytes value "None" which cannot be decoded as a UTF-8 string.
WARNING:root:Feature "media/encoded" has bytes value "None" which cannot be decoded as a UTF-8 string.
WARNING:root:Feature "media/encoded" has bytes value "None" which cannot be decoded as a UTF-8 string.
WARNING:root:Feature "media/encoded" has bytes value "None" which cannot be decoded as a UTF-8 string.
WARNING:root:Feature "media/encoded" has bytes value "None" which cannot be decoded as a UTF-8 string.
WARNING:root:Feature "media/encoded" has bytes value "None" which cannot be decoded as a UTF-8 string.
WARNING:root:Feature "media/encoded" has bytes value "None" which cannot be decoded as a UTF-8 string.
WARNING:root:Feature "media/encoded" has bytes value "None" which cannot be decoded as a UTF-8 string.
WARNING:root:Feature "media/encoded" has bytes value "None" which cannot be decoded as a UTF-8 string.
WARNING:root:Feature "media/encoded" has bytes value "None" which cannot be decoded as a UTF-8 string.
WARNING:root:Feature "media/encoded" has bytes value "None" which cannot be decoded as a UTF-8 string.
WARNING:root:Feature "media/encoded" has bytes value "None" which cannot be decoded as a UTF-8 string.
WARNING:root:Feature "media/encoded" has bytes value "None" which cannot be decoded as a UTF-8 string.
WARNING:root:Feature "media/encoded" has bytes value "None" which cannot be decoded as a UTF-8 string.
WARNING:root:Feature "media/encoded" has bytes value "None" which cannot be decoded as a UTF-8 string.
WARNING:root:Feature "media/encoded" has bytes value "None" which cannot be decoded as a UTF-8 string.
WARNING:root:Feature "media/encoded" has bytes value "None" which cannot be decoded as a UTF-8 string.
WARNING:root:Feature "media/encoded" has bytes value "None" which cannot be decoded as a UTF-8 string.
WARNING:root:Feature "media/encoded" has bytes value "None" which cannot be decoded as a UTF-8 string.
WARNING:root:Feature "media/encoded" has bytes value "None" which cannot be decoded as a UTF-8 string.
WARNING:root:Feature "media/encoded" has bytes value "None" which cannot be decoded as a UTF-8 string.
WARNING:root:Feature "media/encoded" has bytes value "None" which cannot be decoded as a UTF-8 string.
WARNING:root:Feature "media/encoded" has bytes value "None" which cannot be decoded as a UTF-8 string.
WARNING:root:Feature "media/encoded" has bytes value "None" which cannot be decoded as a UTF-8 string.
WARNING:root:Feature "media/encoded" has bytes value "None" which cannot be decoded as a UTF-8 string.
WARNING:root:Feature "media/encoded" has bytes value "None" which cannot be decoded as a UTF-8 string.
WARNING:root:Feature "media/encoded" has bytes value "None" which cannot be decoded as a UTF-8 string.
WARNING:root:Feature "media/encoded" has bytes value "None" which cannot be decoded as a UTF-8 string.
WARNING:root:Feature "media/encoded" has bytes value "None" which cannot be decoded as a UTF-8 string.
WARNING:root:Feature "media/encoded" has bytes value "None" which cannot be decoded as a UTF-8 string.
WARNING:root:Feature "media/encoded" has bytes value "None" which cannot be decoded as a UTF-8 string.
WARNING:root:Feature "media/encoded" has bytes value "None" which cannot be decoded as a UTF-8 string.
WARNING:root:Feature "media/encoded" has bytes value "None" which cannot be decoded as a UTF-8 string.
WARNING:root:Feature "media/encoded" has bytes value "None" which cannot be decoded as a UTF-8 string.
WARNING:root:Feature "media/encoded" has bytes value "None" which cannot be decoded as a UTF-8 string.
WARNING:root:Feature "media/encoded" has bytes value "None" which cannot be decoded as a UTF-8 string.
WARNING:root:Feature "media/encoded" has bytes value "None" which cannot be decoded as a UTF-8 string.
WARNING:root:Feature "media/encoded" has bytes value "None" which cannot be decoded as a UTF-8 string.
WARNING:root:Feature "media/encoded" has bytes value "None" which cannot be decoded as a UTF-8 string.
WARNING:root:Feature "media/encoded" has bytes value "None" which cannot be decoded as a UTF-8 string.
WARNING:root:Feature "media/encoded" has bytes value "None" which cannot be decoded as a UTF-8 string.
WARNING:root:Feature "media/encoded" has bytes value "None" which cannot be decoded as a UTF-8 string.
WARNING:root:Feature "media/encoded" has bytes value "None" which cannot be decoded as a UTF-8 string.
WARNING:root:Feature "media/encoded" has bytes value "None" which cannot be decoded as a UTF-8 string.
WARNING:root:Feature "media/encoded" has bytes value "None" which cannot be decoded as a UTF-8 string.
WARNING:root:Feature "media/encoded" has bytes value "None" which cannot be decoded as a UTF-8 string.
WARNING:root:Feature "media/encoded" has bytes value "None" which cannot be decoded as a UTF-8 string.
WARNING:root:Feature "media/encoded" has bytes value "None" which cannot be decoded as a UTF-8 string.
WARNING:root:Feature "media/encoded" has bytes value "None" which cannot be decoded as a UTF-8 string.
WARNING:root:Feature "media/encoded" has bytes value "None" which cannot be decoded as a UTF-8 string.
WARNING:root:Feature "media/encoded" has bytes value "None" which cannot be decoded as a UTF-8 string.
WARNING:root:Feature "media/encoded" has bytes value "None" which cannot be decoded as a UTF-8 string.
WARNING:root:Feature "media/encoded" has bytes value "None" which cannot be decoded as a UTF-8 string.
WARNING:root:Feature "media/encoded" has bytes value "None" which cannot be decoded as a UTF-8 string.
WARNING:root:Feature "media/encoded" has bytes value "None" which cannot be decoded as a UTF-8 string.
WARNING:root:Feature "media/encoded" has bytes value "None" which cannot be decoded as a UTF-8 string.
WARNING:root:Feature "media/encoded" has bytes value "None" which cannot be decoded as a UTF-8 string.
WARNING:root:Feature "media/encoded" has bytes value "None" which cannot be decoded as a UTF-8 string.
WARNING:root:Feature "media/encoded" has bytes value "None" which cannot be decoded as a UTF-8 string.
WARNING:root:Feature "media/encoded" has bytes value "None" which cannot be decoded as a UTF-8 string.
WARNING:root:Feature "media/encoded" has bytes value "None" which cannot be decoded as a UTF-8 string.
WARNING:root:Feature "media/encoded" has bytes value "None" which cannot be decoded as a UTF-8 string.
WARNING:root:Feature "media/encoded" has bytes value "None" which cannot be decoded as a UTF-8 string.
WARNING:root:Feature "media/encoded" has bytes value "None" which cannot be decoded as a UTF-8 string.
WARNING:root:Feature "media/encoded" has bytes value "None" which cannot be decoded as a UTF-8 string.
WARNING:root:Feature "media/encoded" has bytes value "None" which cannot be decoded as a UTF-8 string.
WARNING:root:Feature "media/encoded" has bytes value "None" which cannot be decoded as a UTF-8 string.
WARNING:root:Feature "media/encoded" has bytes value "None" which cannot be decoded as a UTF-8 string.
WARNING:root:Feature "media/encoded" has bytes value "None" which cannot be decoded as a UTF-8 string.
WARNING:root:Feature "media/encoded" has bytes value "None" which cannot be decoded as a UTF-8 string.
WARNING:root:Feature "media/encoded" has bytes value "None" which cannot be decoded as a UTF-8 string.
WARNING:root:Feature "media/encoded" has bytes value "None" which cannot be decoded as a UTF-8 string.
WARNING:root:Feature "media/encoded" has bytes value "None" which cannot be decoded as a UTF-8 string.
WARNING:root:Feature "media/encoded" has bytes value "None" which cannot be decoded as a UTF-8 string.
WARNING:root:Feature "media/encoded" has bytes value "None" which cannot be decoded as a UTF-8 string.
WARNING:root:Feature "media/encoded" has bytes value "None" which cannot be decoded as a UTF-8 string.
WARNING:root:Feature "media/encoded" has bytes value "None" which cannot be decoded as a UTF-8 string.
WARNING:root:Feature "media/encoded" has bytes value "None" which cannot be decoded as a UTF-8 string.
WARNING:root:Feature "media/encoded" has bytes value "None" which cannot be decoded as a UTF-8 string.
WARNING:root:Feature "media/encoded" has bytes value "None" which cannot be decoded as a UTF-8 string.
WARNING:root:Feature "media/encoded" has bytes value "None" which cannot be decoded as a UTF-8 string.
WARNING:root:Feature "media/encoded" has bytes value "None" which cannot be decoded as a UTF-8 string.
WARNING:root:Feature "media/encoded" has bytes value "None" which cannot be decoded as a UTF-8 string.
WARNING:root:Feature "media/encoded" has bytes value "None" which cannot be decoded as a UTF-8 string.
WARNING:root:Feature "media/encoded" has bytes value "None" which cannot be decoded as a UTF-8 string.
WARNING:root:Feature "media/encoded" has bytes value "None" which cannot be decoded as a UTF-8 string.
WARNING:root:Feature "media/encoded" has bytes value "None" which cannot be decoded as a UTF-8 string.
WARNING:root:Feature "media/encoded" has bytes value "None" which cannot be decoded as a UTF-8 string.
WARNING:root:Feature "media/encoded" has bytes value "None" which cannot be decoded as a UTF-8 string.
WARNING:root:Feature "media/encoded" has bytes value "None" which cannot be decoded as a UTF-8 string.
WARNING:root:Feature "media/encoded" has bytes value "None" which cannot be decoded as a UTF-8 string.
WARNING:root:Feature "media/encoded" has bytes value "None" which cannot be decoded as a UTF-8 string.
WARNING:root:Feature "media/encoded" has bytes value "None" which cannot be decoded as a UTF-8 string.
WARNING:root:Feature "media/encoded" has bytes value "None" which cannot be decoded as a UTF-8 string.
WARNING:root:Feature "media/encoded" has bytes value "None" which cannot be decoded as a UTF-8 string.
WARNING:root:Feature "media/encoded" has bytes value "None" which cannot be decoded as a UTF-8 string.
WARNING:root:Feature "media/encoded" has bytes value "None" which cannot be decoded as a UTF-8 string.
WARNING:root:Feature "media/encoded" has bytes value "None" which cannot be decoded as a UTF-8 string.
WARNING:root:Feature "media/encoded" has bytes value "None" which cannot be decoded as a UTF-8 string.
WARNING:root:Feature "media/encoded" has bytes value "None" which cannot be decoded as a UTF-8 string.
WARNING:root:Feature "media/encoded" has bytes value "None" which cannot be decoded as a UTF-8 string.
WARNING:root:Feature "media/encoded" has bytes value "None" which cannot be decoded as a UTF-8 string.
WARNING:root:Feature "media/encoded" has bytes value "None" which cannot be decoded as a UTF-8 string.
WARNING:root:Feature "media/encoded" has bytes value "None" which cannot be decoded as a UTF-8 string.
WARNING:root:Feature "media/encoded" has bytes value "None" which cannot be decoded as a UTF-8 string.
WARNING:root:Feature "media/encoded" has bytes value "None" which cannot be decoded as a UTF-8 string.
WARNING:root:Feature "media/encoded" has bytes value "None" which cannot be decoded as a UTF-8 string.
WARNING:root:Feature "media/encoded" has bytes value "None" which cannot be decoded as a UTF-8 string.
WARNING:root:Feature "media/encoded" has bytes value "None" which cannot be decoded as a UTF-8 string.
WARNING:root:Feature "media/encoded" has bytes value "None" which cannot be decoded as a UTF-8 string.
WARNING:root:Feature "media/encoded" has bytes value "None" which cannot be decoded as a UTF-8 string.
WARNING:root:Feature "media/encoded" has bytes value "None" which cannot be decoded as a UTF-8 string.
WARNING:root:Feature "media/encoded" has bytes value "None" which cannot be decoded as a UTF-8 string.
WARNING:root:Feature "media/encoded" has bytes value "None" which cannot be decoded as a UTF-8 string.
WARNING:root:Feature "media/encoded" has bytes value "None" which cannot be decoded as a UTF-8 string.
WARNING:root:Feature "media/encoded" has bytes value "None" which cannot be decoded as a UTF-8 string.
WARNING:root:Feature "media/encoded" has bytes value "None" which cannot be decoded as a UTF-8 string.
WARNING:root:Feature "media/encoded" has bytes value "None" which cannot be decoded as a UTF-8 string.
WARNING:root:Feature "media/encoded" has bytes value "None" which cannot be decoded as a UTF-8 string.
WARNING:root:Feature "media/encoded" has bytes value "None" which cannot be decoded as a UTF-8 string.
WARNING:root:Feature "media/encoded" has bytes value "None" which cannot be decoded as a UTF-8 string.
WARNING:root:Feature "media/encoded" has bytes value "None" which cannot be decoded as a UTF-8 string.
WARNING:root:Feature "media/encoded" has bytes value "None" which cannot be decoded as a UTF-8 string.
WARNING:root:Feature "media/encoded" has bytes value "None" which cannot be decoded as a UTF-8 string.
WARNING:root:Feature "media/encoded" has bytes value "None" which cannot be decoded as a UTF-8 string.
WARNING:root:Feature "media/encoded" has bytes value "None" which cannot be decoded as a UTF-8 string.
WARNING:root:Feature "media/encoded" has bytes value "None" which cannot be decoded as a UTF-8 string.
WARNING:root:Feature "media/encoded" has bytes value "None" which cannot be decoded as a UTF-8 string.
WARNING:root:Feature "media/encoded" has bytes value "None" which cannot be decoded as a UTF-8 string.
WARNING:root:Feature "media/encoded" has bytes value "None" which cannot be decoded as a UTF-8 string.
WARNING:root:Feature "media/encoded" has bytes value "None" which cannot be decoded as a UTF-8 string.
WARNING:root:Feature "media/encoded" has bytes value "None" which cannot be decoded as a UTF-8 string.
WARNING:root:Feature "media/encoded" has bytes value "None" which cannot be decoded as a UTF-8 string.
WARNING:root:Feature "media/encoded" has bytes value "None" which cannot be decoded as a UTF-8 string.
WARNING:root:Feature "media/encoded" has bytes value "None" which cannot be decoded as a UTF-8 string.
WARNING:root:Feature "media/encoded" has bytes value "None" which cannot be decoded as a UTF-8 string.
WARNING:root:Feature "media/encoded" has bytes value "None" which cannot be decoded as a UTF-8 string.
WARNING:root:Feature "media/encoded" has bytes value "None" which cannot be decoded as a UTF-8 string.
WARNING:root:Feature "media/encoded" has bytes value "None" which cannot be decoded as a UTF-8 string.
WARNING:root:Feature "media/encoded" has bytes value "None" which cannot be decoded as a UTF-8 string.
WARNING:root:Feature "media/encoded" has bytes value "None" which cannot be decoded as a UTF-8 string.
WARNING:root:Feature "media/encoded" has bytes value "None" which cannot be decoded as a UTF-8 string.
WARNING:root:Feature "media/encoded" has bytes value "None" which cannot be decoded as a UTF-8 string.
WARNING:root:Feature "media/encoded" has bytes value "None" which cannot be decoded as a UTF-8 string.
WARNING:root:Feature "media/encoded" has bytes value "None" which cannot be decoded as a UTF-8 string.
WARNING:root:Feature "media/encoded" has bytes value "None" which cannot be decoded as a UTF-8 string.
WARNING:root:Feature "media/encoded" has bytes value "None" which cannot be decoded as a UTF-8 string.
WARNING:root:Feature "media/encoded" has bytes value "None" which cannot be decoded as a UTF-8 string.
WARNING:root:Feature "media/encoded" has bytes value "None" which cannot be decoded as a UTF-8 string.
WARNING:root:Feature "media/encoded" has bytes value "None" which cannot be decoded as a UTF-8 string.
WARNING:root:Feature "media/encoded" has bytes value "None" which cannot be decoded as a UTF-8 string.
WARNING:root:Feature "media/encoded" has bytes value "None" which cannot be decoded as a UTF-8 string.
WARNING:root:Feature "media/encoded" has bytes value "None" which cannot be decoded as a UTF-8 string.
WARNING:root:Feature "media/encoded" has bytes value "None" which cannot be decoded as a UTF-8 string.
WARNING:root:Feature "media/encoded" has bytes value "None" which cannot be decoded as a UTF-8 string.
WARNING:root:Feature "media/encoded" has bytes value "None" which cannot be decoded as a UTF-8 string.
WARNING:root:Feature "media/encoded" has bytes value "None" which cannot be decoded as a UTF-8 string.
WARNING:root:Feature "media/encoded" has bytes value "None" which cannot be decoded as a UTF-8 string.
WARNING:root:Feature "media/encoded" has bytes value "None" which cannot be decoded as a UTF-8 string.
WARNING:root:Feature "media/encoded" has bytes value "None" which cannot be decoded as a UTF-8 string.
WARNING:root:Feature "media/encoded" has bytes value "None" which cannot be decoded as a UTF-8 string.
WARNING:root:Feature "media/encoded" has bytes value "None" which cannot be decoded as a UTF-8 string.
WARNING:root:Feature "media/encoded" has bytes value "None" which cannot be decoded as a UTF-8 string.
WARNING:root:Feature "media/encoded" has bytes value "None" which cannot be decoded as a UTF-8 string.
WARNING:root:Feature "media/encoded" has bytes value "None" which cannot be decoded as a UTF-8 string.
WARNING:root:Feature "media/encoded" has bytes value "None" which cannot be decoded as a UTF-8 string.
WARNING:root:Feature "media/encoded" has bytes value "None" which cannot be decoded as a UTF-8 string.
WARNING:root:Feature "media/encoded" has bytes value "None" which cannot be decoded as a UTF-8 string.
WARNING:root:Feature "media/encoded" has bytes value "None" which cannot be decoded as a UTF-8 string.
WARNING:root:Feature "media/encoded" has bytes value "None" which cannot be decoded as a UTF-8 string.
WARNING:root:Feature "media/encoded" has bytes value "None" which cannot be decoded as a UTF-8 string.
WARNING:root:Feature "media/encoded" has bytes value "None" which cannot be decoded as a UTF-8 string.
WARNING:root:Feature "media/encoded" has bytes value "None" which cannot be decoded as a UTF-8 string.
WARNING:root:Feature "media/encoded" has bytes value "None" which cannot be decoded as a UTF-8 string.
WARNING:root:Feature "media/encoded" has bytes value "None" which cannot be decoded as a UTF-8 string.
WARNING:root:Feature "media/encoded" has bytes value "None" which cannot be decoded as a UTF-8 string.
WARNING:root:Feature "media/encoded" has bytes value "None" which cannot be decoded as a UTF-8 string.
WARNING:root:Feature "media/encoded" has bytes value "None" which cannot be decoded as a UTF-8 string.
WARNING:root:Feature "media/encoded" has bytes value "None" which cannot be decoded as a UTF-8 string.
WARNING:root:Feature "media/encoded" has bytes value "None" which cannot be decoded as a UTF-8 string.
WARNING:root:Feature "media/encoded" has bytes value "None" which cannot be decoded as a UTF-8 string.
WARNING:root:Feature "media/encoded" has bytes value "None" which cannot be decoded as a UTF-8 string.
WARNING:root:Feature "media/encoded" has bytes value "None" which cannot be decoded as a UTF-8 string.
WARNING:root:Feature "media/encoded" has bytes value "None" which cannot be decoded as a UTF-8 string.
WARNING:root:Feature "media/encoded" has bytes value "None" which cannot be decoded as a UTF-8 string.
WARNING:root:Feature "media/encoded" has bytes value "None" which cannot be decoded as a UTF-8 string.
WARNING:root:Feature "media/encoded" has bytes value "None" which cannot be decoded as a UTF-8 string.
WARNING:root:Feature "media/encoded" has bytes value "None" which cannot be decoded as a UTF-8 string.
WARNING:root:Feature "media/encoded" has bytes value "None" which cannot be decoded as a UTF-8 string.
WARNING:root:Feature "media/encoded" has bytes value "None" which cannot be decoded as a UTF-8 string.
WARNING:root:Feature "media/encoded" has bytes value "None" which cannot be decoded as a UTF-8 string.
WARNING:root:Feature "media/encoded" has bytes value "None" which cannot be decoded as a UTF-8 string.
WARNING:root:Feature "media/encoded" has bytes value "None" which cannot be decoded as a UTF-8 string.
WARNING:root:Feature "media/encoded" has bytes value "None" which cannot be decoded as a UTF-8 string.
WARNING:root:Feature "media/encoded" has bytes value "None" which cannot be decoded as a UTF-8 string.
WARNING:root:Feature "media/encoded" has bytes value "None" which cannot be decoded as a UTF-8 string.
WARNING:root:Feature "media/encoded" has bytes value "None" which cannot be decoded as a UTF-8 string.
WARNING:root:Feature "media/encoded" has bytes value "None" which cannot be decoded as a UTF-8 string.
WARNING:root:Feature "media/encoded" has bytes value "None" which cannot be decoded as a UTF-8 string.
WARNING:root:Feature "media/encoded" has bytes value "None" which cannot be decoded as a UTF-8 string.
WARNING:root:Feature "media/encoded" has bytes value "None" which cannot be decoded as a UTF-8 string.
WARNING:root:Feature "media/encoded" has bytes value "None" which cannot be decoded as a UTF-8 string.
WARNING:root:Feature "media/encoded" has bytes value "None" which cannot be decoded as a UTF-8 string.
WARNING:root:Feature "media/encoded" has bytes value "None" which cannot be decoded as a UTF-8 string.
WARNING:root:Feature "media/encoded" has bytes value "None" which cannot be decoded as a UTF-8 string.
WARNING:root:Feature "media/encoded" has bytes value "None" which cannot be decoded as a UTF-8 string.
WARNING:root:Feature "media/encoded" has bytes value "None" which cannot be decoded as a UTF-8 string.
WARNING:root:Feature "media/encoded" has bytes value "None" which cannot be decoded as a UTF-8 string.
WARNING:root:Feature "media/encoded" has bytes value "None" which cannot be decoded as a UTF-8 string.
WARNING:root:Feature "media/encoded" has bytes value "None" which cannot be decoded as a UTF-8 string.
WARNING:root:Feature "media/encoded" has bytes value "None" which cannot be decoded as a UTF-8 string.
WARNING:root:Feature "media/encoded" has bytes value "None" which cannot be decoded as a UTF-8 string.
WARNING:root:Feature "media/encoded" has bytes value "None" which cannot be decoded as a UTF-8 string.
WARNING:root:Feature "media/encoded" has bytes value "None" which cannot be decoded as a UTF-8 string.
WARNING:root:Feature "media/encoded" has bytes value "None" which cannot be decoded as a UTF-8 string.
WARNING:root:Feature "media/encoded" has bytes value "None" which cannot be decoded as a UTF-8 string.
WARNING:root:Feature "media/encoded" has bytes value "None" which cannot be decoded as a UTF-8 string.
WARNING:root:Feature "media/encoded" has bytes value "None" which cannot be decoded as a UTF-8 string.
WARNING:root:Feature "media/encoded" has bytes value "None" which cannot be decoded as a UTF-8 string.
WARNING:root:Feature "media/encoded" has bytes value "None" which cannot be decoded as a UTF-8 string.
WARNING:root:Feature "media/encoded" has bytes value "None" which cannot be decoded as a UTF-8 string.
WARNING:root:Feature "media/encoded" has bytes value "None" which cannot be decoded as a UTF-8 string.
WARNING:root:Feature "media/encoded" has bytes value "None" which cannot be decoded as a UTF-8 string.
WARNING:root:Feature "media/encoded" has bytes value "None" which cannot be decoded as a UTF-8 string.
WARNING:root:Feature "media/encoded" has bytes value "None" which cannot be decoded as a UTF-8 string.
WARNING:root:Feature "media/encoded" has bytes value "None" which cannot be decoded as a UTF-8 string.
WARNING:root:Feature "media/encoded" has bytes value "None" which cannot be decoded as a UTF-8 string.
WARNING:root:Feature "media/encoded" has bytes value "None" which cannot be decoded as a UTF-8 string.
WARNING:root:Feature "media/encoded" has bytes value "None" which cannot be decoded as a UTF-8 string.
WARNING:root:Feature "media/encoded" has bytes value "None" which cannot be decoded as a UTF-8 string.
WARNING:root:Feature "media/encoded" has bytes value "None" which cannot be decoded as a UTF-8 string.
WARNING:root:Feature "media/encoded" has bytes value "None" which cannot be decoded as a UTF-8 string.
WARNING:root:Feature "media/encoded" has bytes value "None" which cannot be decoded as a UTF-8 string.
WARNING:root:Feature "media/encoded" has bytes value "None" which cannot be decoded as a UTF-8 string.
WARNING:root:Feature "media/encoded" has bytes value "None" which cannot be decoded as a UTF-8 string.
WARNING:root:Feature "media/encoded" has bytes value "None" which cannot be decoded as a UTF-8 string.
WARNING:root:Feature "media/encoded" has bytes value "None" which cannot be decoded as a UTF-8 string.
WARNING:root:Feature "media/encoded" has bytes value "None" which cannot be decoded as a UTF-8 string.
WARNING:root:Feature "media/encoded" has bytes value "None" which cannot be decoded as a UTF-8 string.
WARNING:root:Feature "media/encoded" has bytes value "None" which cannot be decoded as a UTF-8 string.
WARNING:root:Feature "media/encoded" has bytes value "None" which cannot be decoded as a UTF-8 string.
WARNING:root:Feature "media/encoded" has bytes value "None" which cannot be decoded as a UTF-8 string.
WARNING:root:Feature "media/encoded" has bytes value "None" which cannot be decoded as a UTF-8 string.
WARNING:root:Feature "media/encoded" has bytes value "None" which cannot be decoded as a UTF-8 string.
WARNING:root:Feature "media/encoded" has bytes value "None" which cannot be decoded as a UTF-8 string.
WARNING:root:Feature "media/encoded" has bytes value "None" which cannot be decoded as a UTF-8 string.
WARNING:root:Feature "media/encoded" has bytes value "None" which cannot be decoded as a UTF-8 string.
WARNING:root:Feature "media/encoded" has bytes value "None" which cannot be decoded as a UTF-8 string.
WARNING:root:Feature "media/encoded" has bytes value "None" which cannot be decoded as a UTF-8 string.
WARNING:root:Feature "media/encoded" has bytes value "None" which cannot be decoded as a UTF-8 string.
WARNING:root:Feature "media/encoded" has bytes value "None" which cannot be decoded as a UTF-8 string.
WARNING:root:Feature "media/encoded" has bytes value "None" which cannot be decoded as a UTF-8 string.
WARNING:root:Feature "media/encoded" has bytes value "None" which cannot be decoded as a UTF-8 string.
WARNING:root:Feature "media/encoded" has bytes value "None" which cannot be decoded as a UTF-8 string.
WARNING:root:Feature "media/encoded" has bytes value "None" which cannot be decoded as a UTF-8 string.
WARNING:root:Feature "media/encoded" has bytes value "None" which cannot be decoded as a UTF-8 string.
WARNING:root:Feature "media/encoded" has bytes value "None" which cannot be decoded as a UTF-8 string.
WARNING:root:Feature "media/encoded" has bytes value "None" which cannot be decoded as a UTF-8 string.
WARNING:root:Feature "media/encoded" has bytes value "None" which cannot be decoded as a UTF-8 string.
WARNING:root:Feature "media/encoded" has bytes value "None" which cannot be decoded as a UTF-8 string.
WARNING:root:Feature "media/encoded" has bytes value "None" which cannot be decoded as a UTF-8 string.
WARNING:root:Feature "media/encoded" has bytes value "None" which cannot be decoded as a UTF-8 string.
WARNING:root:Feature "media/encoded" has bytes value "None" which cannot be decoded as a UTF-8 string.
WARNING:root:Feature "media/encoded" has bytes value "None" which cannot be decoded as a UTF-8 string.
WARNING:root:Feature "media/encoded" has bytes value "None" which cannot be decoded as a UTF-8 string.
WARNING:root:Feature "media/encoded" has bytes value "None" which cannot be decoded as a UTF-8 string.
WARNING:root:Feature "media/encoded" has bytes value "None" which cannot be decoded as a UTF-8 string.
WARNING:root:Feature "media/encoded" has bytes value "None" which cannot be decoded as a UTF-8 string.
WARNING:root:Feature "media/encoded" has bytes value "None" which cannot be decoded as a UTF-8 string.
WARNING:root:Feature "media/encoded" has bytes value "None" which cannot be decoded as a UTF-8 string.
WARNING:root:Feature "media/encoded" has bytes value "None" which cannot be decoded as a UTF-8 string.
WARNING:root:Feature "media/encoded" has bytes value "None" which cannot be decoded as a UTF-8 string.
WARNING:root:Feature "media/encoded" has bytes value "None" which cannot be decoded as a UTF-8 string.
WARNING:root:Feature "media/encoded" has bytes value "None" which cannot be decoded as a UTF-8 string.
WARNING:root:Feature "media/encoded" has bytes value "None" which cannot be decoded as a UTF-8 string.
WARNING:root:Feature "media/encoded" has bytes value "None" which cannot be decoded as a UTF-8 string.
WARNING:root:Feature "media/encoded" has bytes value "None" which cannot be decoded as a UTF-8 string.
WARNING:root:Feature "media/encoded" has bytes value "None" which cannot be decoded as a UTF-8 string.
WARNING:root:Feature "media/encoded" has bytes value "None" which cannot be decoded as a UTF-8 string.
WARNING:root:Feature "media/encoded" has bytes value "None" which cannot be decoded as a UTF-8 string.
WARNING:root:Feature "media/encoded" has bytes value "None" which cannot be decoded as a UTF-8 string.
WARNING:root:Feature "media/encoded" has bytes value "None" which cannot be decoded as a UTF-8 string.
WARNING:root:Feature "media/encoded" has bytes value "None" which cannot be decoded as a UTF-8 string.
WARNING:root:Feature "media/encoded" has bytes value "None" which cannot be decoded as a UTF-8 string.
WARNING:root:Feature "media/encoded" has bytes value "None" which cannot be decoded as a UTF-8 string.
WARNING:root:Feature "media/encoded" has bytes value "None" which cannot be decoded as a UTF-8 string.
WARNING:root:Feature "media/encoded" has bytes value "None" which cannot be decoded as a UTF-8 string.
WARNING:root:Feature "media/encoded" has bytes value "None" which cannot be decoded as a UTF-8 string.
WARNING:root:Feature "media/encoded" has bytes value "None" which cannot be decoded as a UTF-8 string.
WARNING:root:Feature "media/encoded" has bytes value "None" which cannot be decoded as a UTF-8 string.
WARNING:root:Feature "media/encoded" has bytes value "None" which cannot be decoded as a UTF-8 string.
WARNING:root:Feature "media/encoded" has bytes value "None" which cannot be decoded as a UTF-8 string.
WARNING:root:Feature "media/encoded" has bytes value "None" which cannot be decoded as a UTF-8 string.
WARNING:root:Feature "media/encoded" has bytes value "None" which cannot be decoded as a UTF-8 string.
WARNING:root:Feature "media/encoded" has bytes value "None" which cannot be decoded as a UTF-8 string.
WARNING:root:Feature "media/encoded" has bytes value "None" which cannot be decoded as a UTF-8 string.
WARNING:root:Feature "media/encoded" has bytes value "None" which cannot be decoded as a UTF-8 string.
WARNING:root:Feature "media/encoded" has bytes value "None" which cannot be decoded as a UTF-8 string.
WARNING:root:Feature "media/encoded" has bytes value "None" which cannot be decoded as a UTF-8 string.
WARNING:root:Feature "media/encoded" has bytes value "None" which cannot be decoded as a UTF-8 string.
WARNING:root:Feature "media/encoded" has bytes value "None" which cannot be decoded as a UTF-8 string.
WARNING:root:Feature "media/encoded" has bytes value "None" which cannot be decoded as a UTF-8 string.
WARNING:root:Feature "media/encoded" has bytes value "None" which cannot be decoded as a UTF-8 string.
WARNING:root:Feature "media/encoded" has bytes value "None" which cannot be decoded as a UTF-8 string.
WARNING:root:Feature "media/encoded" has bytes value "None" which cannot be decoded as a UTF-8 string.
WARNING:root:Feature "media/encoded" has bytes value "None" which cannot be decoded as a UTF-8 string.
WARNING:root:Feature "media/encoded" has bytes value "None" which cannot be decoded as a UTF-8 string.
WARNING:root:Feature "media/encoded" has bytes value "None" which cannot be decoded as a UTF-8 string.
WARNING:root:Feature "media/encoded" has bytes value "None" which cannot be decoded as a UTF-8 string.
WARNING:root:Feature "media/encoded" has bytes value "None" which cannot be decoded as a UTF-8 string.
WARNING:root:Feature "media/encoded" has bytes value "None" which cannot be decoded as a UTF-8 string.
WARNING:root:Feature "media/encoded" has bytes value "None" which cannot be decoded as a UTF-8 string.
WARNING:root:Feature "media/encoded" has bytes value "None" which cannot be decoded as a UTF-8 string.
WARNING:root:Feature "media/encoded" has bytes value "None" which cannot be decoded as a UTF-8 string.
WARNING:root:Feature "media/encoded" has bytes value "None" which cannot be decoded as a UTF-8 string.
WARNING:root:Feature "media/encoded" has bytes value "None" which cannot be decoded as a UTF-8 string.
WARNING:root:Feature "media/encoded" has bytes value "None" which cannot be decoded as a UTF-8 string.
WARNING:root:Feature "media/encoded" has bytes value "None" which cannot be decoded as a UTF-8 string.
WARNING:root:Feature "media/encoded" has bytes value "None" which cannot be decoded as a UTF-8 string.
WARNING:root:Feature "media/encoded" has bytes value "None" which cannot be decoded as a UTF-8 string.
WARNING:root:Feature "media/encoded" has bytes value "None" which cannot be decoded as a UTF-8 string.
WARNING:root:Feature "media/encoded" has bytes value "None" which cannot be decoded as a UTF-8 string.
WARNING:root:Feature "media/encoded" has bytes value "None" which cannot be decoded as a UTF-8 string.
WARNING:root:Feature "media/encoded" has bytes value "None" which cannot be decoded as a UTF-8 string.
WARNING:root:Feature "media/encoded" has bytes value "None" which cannot be decoded as a UTF-8 string.
WARNING:root:Feature "media/encoded" has bytes value "None" which cannot be decoded as a UTF-8 string.
WARNING:root:Feature "media/encoded" has bytes value "None" which cannot be decoded as a UTF-8 string.
WARNING:root:Feature "media/encoded" has bytes value "None" which cannot be decoded as a UTF-8 string.
WARNING:root:Feature "media/encoded" has bytes value "None" which cannot be decoded as a UTF-8 string.
WARNING:root:Feature "media/encoded" has bytes value "None" which cannot be decoded as a UTF-8 string.
WARNING:root:Feature "media/encoded" has bytes value "None" which cannot be decoded as a UTF-8 string.
WARNING:root:Feature "media/encoded" has bytes value "None" which cannot be decoded as a UTF-8 string.
WARNING:root:Feature "media/encoded" has bytes value "None" which cannot be decoded as a UTF-8 string.
WARNING:root:Feature "media/encoded" has bytes value "None" which cannot be decoded as a UTF-8 string.
WARNING:root:Feature "media/encoded" has bytes value "None" which cannot be decoded as a UTF-8 string.
WARNING:root:Feature "media/encoded" has bytes value "None" which cannot be decoded as a UTF-8 string.
WARNING:root:Feature "media/encoded" has bytes value "None" which cannot be decoded as a UTF-8 string.
WARNING:root:Feature "media/encoded" has bytes value "None" which cannot be decoded as a UTF-8 string.
WARNING:root:Feature "media/encoded" has bytes value "None" which cannot be decoded as a UTF-8 string.
WARNING:root:Feature "media/encoded" has bytes value "None" which cannot be decoded as a UTF-8 string.
WARNING:root:Feature "media/encoded" has bytes value "None" which cannot be decoded as a UTF-8 string.
WARNING:root:Feature "media/encoded" has bytes value "None" which cannot be decoded as a UTF-8 string.
WARNING:root:Feature "media/encoded" has bytes value "None" which cannot be decoded as a UTF-8 string.
WARNING:root:Feature "media/encoded" has bytes value "None" which cannot be decoded as a UTF-8 string.
WARNING:root:Feature "media/encoded" has bytes value "None" which cannot be decoded as a UTF-8 string.
WARNING:root:Feature "media/encoded" has bytes value "None" which cannot be decoded as a UTF-8 string.
WARNING:root:Feature "media/encoded" has bytes value "None" which cannot be decoded as a UTF-8 string.
WARNING:root:Feature "media/encoded" has bytes value "None" which cannot be decoded as a UTF-8 string.

Warning:tensorflow:From /tmpfs/src/tf_docs_env/lib/python3.6/site-packages/tensorflow_data_validation/utils/stats_util.py:227: tf_record_iterator (from tensorflow.python.lib.io.tf_record) is deprecated and will be removed in a future version.
Instructions for updating:
Use eager execution and: 
`tf.data.TFRecordDataset(path)`

Warning:tensorflow:From /tmpfs/src/tf_docs_env/lib/python3.6/site-packages/tensorflow_data_validation/utils/stats_util.py:227: tf_record_iterator (from tensorflow.python.lib.io.tf_record) is deprecated and will be removed in a future version.
Instructions for updating:
Use eager execution and: 
`tf.data.TFRecordDataset(path)`

การกำหนดค่าคงที่

BASE_DIR = tempfile.gettempdir()

tfma_eval_result_path = os.path.join(BASE_DIR, 'tfma_eval_result')

compute_confidence_intervals = True

slice_key = 'object/groundtruth/Gender'
label_key = 'object/groundtruth/face'
prediction_key = 'object/prediction/face'

feature_map = {
    slice_key:
        tf.io.FixedLenFeature([], tf.string, default_value=['none']),
    label_key:
        tf.io.FixedLenFeature([], tf.float32, default_value=[0.0]),
    prediction_key:
        tf.io.FixedLenFeature([], tf.float32, default_value=[0.0]),
}

Model Agnostic Config สำหรับ TFMA

model_agnostic_config = agnostic_predict.ModelAgnosticConfig(
    label_keys=[label_key],
    prediction_keys=[prediction_key],
    feature_spec=feature_map)

model_agnostic_extractors = [
    model_agnostic_extractor.ModelAgnosticExtractor(
        model_agnostic_config=model_agnostic_config, desired_batch_size=3),
    tfma.extractors.slice_key_extractor.SliceKeyExtractor(
          [tfma.slicer.SingleSliceSpec(),
           tfma.slicer.SingleSliceSpec(columns=[slice_key])])
]

การเรียกกลับที่เป็นธรรมและเมตริกความเป็นธรรมในการคำนวณ

# Helper class for counting examples in beam PCollection
class CountExamples(beam.CombineFn):
    def __init__(self, message):
      self.message = message

    def create_accumulator(self):
      return 0

    def add_input(self, current_sum, element):
      return current_sum + 1

    def merge_accumulators(self, accumulators): 
      return sum(accumulators)

    def extract_output(self, final_sum):
      if final_sum:
        print("%s: %d"%(self.message, final_sum))
metrics_callbacks = [
  tfma.post_export_metrics.fairness_indicators(
      thresholds=[0.1, 0.3, 0.5, 0.7, 0.9],
      labels_key=label_key,
      target_prediction_keys=[prediction_key]),
  tfma.post_export_metrics.auc(
      curve='PR',
      labels_key=label_key,
      target_prediction_keys=[prediction_key]),
]

eval_shared_model = tfma.types.EvalSharedModel(
    add_metrics_callbacks=metrics_callbacks,
    construct_fn=model_agnostic_evaluate_graph.make_construct_fn(
        add_metrics_callbacks=metrics_callbacks,
        config=model_agnostic_config))

with beam.Pipeline() as pipeline:
  # Read data.
  data = (
      pipeline
      | 'ReadData' >> beam.io.ReadFromTFRecord(data_location))

  # Count all examples.
  data_count = (
      data | 'Count number of examples' >> beam.CombineGlobally(
          CountExamples('Before filtering "Gender:MISSING"')))

  # If there are more than one face in image, the gender feature is 'MISSING'
  # and we are filtering that image out.
  def filter_missing_gender(element):
    example = tf.train.Example.FromString(element)
    if example.features.feature[slice_key].bytes_list.value[0] != b'MISSING':
      yield element

  filtered_data = (
      data
      | 'Filter Missing Gender' >> beam.ParDo(filter_missing_gender))
  
  # Count after filtering "Gender:MISSING".
  filtered_data_count = (
      filtered_data | 'Count number of examples after filtering'
      >> beam.CombineGlobally(
          CountExamples('After filtering "Gender:MISSING"')))

  # Because LFW data set has always faces by default, we are adding
  # labels as 1.0 for all images.
  def add_face_groundtruth(element):
    example = tf.train.Example.FromString(element)
    example.features.feature[label_key].float_list.value[:] = [1.0]
    yield example.SerializeToString()

  final_data = (
      filtered_data
      | 'Add Face Groundtruth' >> beam.ParDo(add_face_groundtruth))

  # Run TFMA.
  _ = (
      final_data
      | 'ExtractEvaluateAndWriteResults' >>
       tfma.ExtractEvaluateAndWriteResults(
                 eval_shared_model=eval_shared_model,
                 compute_confidence_intervals=compute_confidence_intervals,
                 output_path=tfma_eval_result_path,
                 extractors=model_agnostic_extractors))

eval_result = tfma.load_eval_result(output_path=tfma_eval_result_path)
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Warning:tensorflow:From /tmpfs/src/tf_docs_env/lib/python3.6/site-packages/tensorflow/python/ops/resource_variable_ops.py:1666: calling BaseResourceVariable.__init__ (from tensorflow.python.ops.resource_variable_ops) with constraint is deprecated and will be removed in a future version.
Instructions for updating:
If using Keras pass *_constraint arguments to layers.

Warning:tensorflow:From /tmpfs/src/tf_docs_env/lib/python3.6/site-packages/tensorflow/python/ops/resource_variable_ops.py:1666: calling BaseResourceVariable.__init__ (from tensorflow.python.ops.resource_variable_ops) with constraint is deprecated and will be removed in a future version.
Instructions for updating:
If using Keras pass *_constraint arguments to layers.

Warning:tensorflow:From /tmpfs/src/tf_docs_env/lib/python3.6/site-packages/tensorflow_model_analysis/post_export_metrics/post_export_metrics.py:177: auc (from tensorflow.python.ops.metrics_impl) is deprecated and will be removed in a future version.
Instructions for updating:
The value of AUC returned by this may race with the update so this is deprecated. Please use tf.keras.metrics.AUC instead.

Warning:tensorflow:From /tmpfs/src/tf_docs_env/lib/python3.6/site-packages/tensorflow_model_analysis/post_export_metrics/post_export_metrics.py:177: auc (from tensorflow.python.ops.metrics_impl) is deprecated and will be removed in a future version.
Instructions for updating:
The value of AUC returned by this may race with the update so this is deprecated. Please use tf.keras.metrics.AUC instead.
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WARNING:apache_beam.io.filebasedsink:Deleting 1 existing files in target path matching: 

Before filtering "Gender:MISSING": 13836
After filtering "Gender:MISSING": 11544

แสดงตัวบ่งชี้ความเป็นธรรม

แสดงวิดเจ็ต Fairness Indicators พร้อมผลการประเมินที่เอ็กซ์พอร์ต

ด้านล่างนี้คุณจะเห็นแผนภูมิแท่งแสดงประสิทธิภาพของข้อมูลแต่ละส่วนในเมตริกที่เลือก คุณสามารถปรับส่วนการเปรียบเทียบพื้นฐานตลอดจนขีด จำกัด ที่แสดงโดยใช้เมนูแบบเลื่อนลงที่ด้านบนของการแสดงภาพ

เมตริกที่เกี่ยวข้องสำหรับกรณีการใช้งานนี้คืออัตราบวกจริงหรือที่เรียกว่าการเรียกคืน ใช้ตัวเลือกทางด้านซ้ายมือเพื่อเลือกกราฟสำหรับ true_positive_rate ค่าเมตริกเหล่านี้ตรงกับค่าที่แสดงบน การ์ดรุ่น

สำหรับรูปภาพบางรูปเพศจะถูกระบุว่าเป็นเด็กแทนที่จะเป็นชายหรือหญิงหากบุคคลในภาพนั้นอายุน้อยเกินไปที่จะใส่คำอธิบายประกอบได้อย่างถูกต้อง

widget_view.render_fairness_indicator(eval_result=eval_result,
                                      slicing_column=slice_key)
FairnessIndicatorViewer(slicingMetrics=[{'sliceValue': 'Overall', 'slice': 'Overall', 'metrics': {'post_export…