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xhluca
commited on
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•
528c0e7
1
Parent(s):
978ece5
Update app with explorer
Browse files
app.py
CHANGED
@@ -1,3 +1,318 @@
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import streamlit as st
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-
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1 |
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from datetime import datetime
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import json
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import os
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import time
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import random
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import string
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import shutil
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import traceback
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import sys
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from pathlib import Path
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import streamlit as st
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from utils import (
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load_json,
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load_json_no_cache,
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parse_arguments,
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format_chat_message,
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find_screenshot,
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gather_chat_history,
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get_screenshot,
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load_page,
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)
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def show_selectbox(demonstration_dir):
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# find all the subdirectories in the current directory
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dirs = [
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d
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for d in os.listdir(demonstration_dir)
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if os.path.isdir(f"{demonstration_dir}/{d}")
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]
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if not dirs:
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st.title("No recordings found.")
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return None
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# sort by date
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dirs.sort(key=lambda x: os.path.getmtime(f"{demonstration_dir}/{x}"), reverse=True)
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# offer the user a dropdown to select which recording to visualize, set a default
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recording_name = st.sidebar.selectbox("Recording", dirs, index=0)
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return recording_name
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def show_overview(data, recording_name, basedir):
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st.title(f"Recording {recording_name}")
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screenshot_size = st.session_state.get("screenshot_size_view_mode", "regular")
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show_advanced_info = st.session_state.get("show_advanced_information", False)
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if screenshot_size == "regular":
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col_layout = [1.5, 1.5, 7, 3.5]
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elif screenshot_size == "small":
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col_layout = [1.5, 1.5, 7, 2]
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else: # screenshot_size == 'large'
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col_layout = [1.5, 1.5, 11]
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# col_i, col_time, col_act, col_actvis = st.columns(col_layout)
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# screenshots = load_screenshots(data, basedir)
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for i, d in enumerate(data):
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if i > 0 and show_advanced_info:
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# Use html to add a horizontal line with minimal gap
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st.markdown(
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"<hr style='margin-top: 0.1rem; margin-bottom: 0.1rem;'/>",
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unsafe_allow_html=True,
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)
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if screenshot_size == "large":
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col_time, col_i, col_act = st.columns(col_layout)
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col_actvis = col_act
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else:
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col_time, col_i, col_act, col_actvis = st.columns(col_layout)
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secs_from_start = d["timestamp"] - data[0]["timestamp"]
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# `secs_from_start` is a float including ms, display in MM:SS.mm format
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col_time.markdown(
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f"**{datetime.utcfromtimestamp(secs_from_start).strftime('%M:%S')}**"
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)
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if not st.session_state.get("enable_html_download", True):
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col_i.markdown(f"**#{i}**")
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elif d["type"] == "browser" and (page_filename := d["state"]["page"]):
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page_path = f"{basedir}/pages/{page_filename}"
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col_i.download_button(
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label="#" + str(i),
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data=load_page(page_path),
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file_name=recording_name + "-" + page_filename,
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mime="multipart/related",
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key=f"page{i}",
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)
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else:
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col_i.button(f"#{i}", type='secondary')
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if d["type"] == "chat":
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col_act.markdown(format_chat_message(d), unsafe_allow_html=True)
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continue
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# screenshot_filename = d["state"]["screenshot"]
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img = get_screenshot(d, basedir)
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arguments = parse_arguments(d["action"])
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event_type = d["action"]["intent"]
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action_str = f"**{event_type}**({arguments})"
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if img:
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col_actvis.image(img)
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col_act.markdown(action_str)
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if show_advanced_info:
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colors = {
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"good": "green",
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"broken": "red",
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"delayed": "orange"
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}
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status = d["state"].get("screenshot_status", "unknown")
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color = colors.get(status, "blue")
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text = ""
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text += f'Status: **:{color}[{status.upper()}]**\n\n'
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text += f'Screenshot: `{d["state"]["screenshot"]}`\\\n'
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text += f'Page: `{d["state"]["page"]}`\n'
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col_act.markdown(text)
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def show_slide(data, example_index, recording_name, basedir):
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columns = st.columns([1, 5], gap="large")
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+
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chat = gather_chat_history(data, example_index)
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example = data[example_index]
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# display current message
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if example["type"] == "chat":
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columns[0].markdown(format_chat_message(example), unsafe_allow_html=True)
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# display chat history
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with columns[0]:
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for d in chat:
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columns[0].markdown(format_chat_message(d), unsafe_allow_html=True)
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144 |
+
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145 |
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img = find_screenshot(data, example_index, basedir)
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146 |
+
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147 |
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if example["type"] == "browser":
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event_type = example["action"]["intent"]
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149 |
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arguments = parse_arguments(example["action"])
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event_type = example["action"]["intent"]
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+
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action = f"**{event_type}**({arguments})"
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with columns[1]:
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st.write(action)
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with columns[1]:
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st.image(img)
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def show_presentation(data, recording_name, basedir):
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162 |
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example_index = st.slider(
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"example",
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164 |
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min_value=0,
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max_value=len(data) - 1,
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step=1,
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label_visibility="hidden",
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168 |
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)
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169 |
+
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170 |
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show_slide(data, example_index, recording_name=recording_name, basedir=basedir)
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+
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172 |
+
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173 |
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def show_video(basedir):
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174 |
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# find the mp4 file in the basedir
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175 |
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video_filename = None
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176 |
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for filename in os.listdir(f"{basedir}"):
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177 |
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if filename.endswith(".mp4"):
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178 |
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video_filename = filename
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179 |
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video_path = f"{basedir}/{video_filename}"
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180 |
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st.video(video_path)
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181 |
+
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182 |
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if not video_filename:
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183 |
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st.error("No video found")
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184 |
+
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185 |
+
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186 |
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def load_recording(basedir):
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187 |
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# Before loading replay, we need a dropdown that allows us to select replay.json or replay_orig.json
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188 |
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# Find all files in basedir starting with "replay" and ending with ".json"
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189 |
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replay_files = sorted(
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[
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191 |
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f
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192 |
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for f in os.listdir(basedir)
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193 |
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if f.startswith("replay") and f.endswith(".json")
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194 |
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]
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)
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196 |
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replay_file = st.sidebar.selectbox("Select replay", replay_files, index=0)
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197 |
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st.sidebar.checkbox(
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"Advanced Screenshot Info", False, key="show_advanced_information"
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)
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200 |
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st.sidebar.checkbox(
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"Enable HTML download", True, key="enable_html_download"
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)
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203 |
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replay_file = replay_file.replace(".json", "")
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204 |
+
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metadata = load_json(basedir, "metadata")
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+
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207 |
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extension_version = metadata["version"]
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208 |
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st.sidebar.markdown(f"**extension version**: {extension_version}")
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209 |
+
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210 |
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# convert timestamp to readable date string
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recording_start_timestamp = metadata["recordingStart"]
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212 |
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recording_start_date = datetime.fromtimestamp(
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213 |
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int(recording_start_timestamp) / 1000
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).strftime("%Y-%m-%d %H:%M:%S")
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st.sidebar.markdown(f"**started**: {recording_start_date}")
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+
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217 |
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# recording_end_timestamp = k["recordingEnd"]
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# calculate duration
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# duration = int(recording_end_timestamp) - int(recording_start_timestamp)
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220 |
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# duration = time.strftime("%M:%S", time.gmtime(duration / 1000))
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+
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# Read in the JSON data
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223 |
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replay_dict = load_json_no_cache(basedir, replay_file)
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224 |
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form = load_json(basedir, "form")
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225 |
+
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duration = replay_dict["data"][-1]["timestamp"] - replay_dict["data"][0]["timestamp"]
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duration = time.strftime("%M:%S", time.gmtime(duration))
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st.sidebar.markdown(f"**duration**: {duration}")
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+
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if not replay_dict:
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return None
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232 |
+
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233 |
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for key in [
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"annotator",
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"description",
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"tasks",
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"upload_date",
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"instructor_sees_screen",
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"uses_ai_generated_output",
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]:
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if form and key in form:
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242 |
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if type(form[key]) == list:
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st.sidebar.markdown(f"**{key}**: {', '.join(form[key])}")
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else:
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st.sidebar.markdown(f"**{key}**: {form[key]}")
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246 |
+
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247 |
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st.sidebar.markdown("---")
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248 |
+
if replay_dict and "status" in replay_dict:
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249 |
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st.sidebar.markdown(f"**Validation status**: {replay_dict['status']}")
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250 |
+
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251 |
+
processed_meta_path = Path(basedir).joinpath('processed_metadata.json')
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252 |
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start_frame = 'file not found'
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253 |
+
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254 |
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if processed_meta_path.exists():
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255 |
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with open(processed_meta_path) as f:
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256 |
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processed_meta = json.load(f)
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257 |
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start_frame = processed_meta.get('start_frame', 'info not in file')
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258 |
+
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259 |
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st.sidebar.markdown(f"**Recording start frame**: {start_frame}")
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260 |
+
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261 |
+
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262 |
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# st.sidebar.button("Delete recording", type="primary", on_click=delete_recording, args=[basedir])
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263 |
+
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264 |
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data = replay_dict["data"]
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return data
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266 |
+
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267 |
+
|
268 |
+
def run():
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269 |
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mode = st.sidebar.radio("Mode", ["Overview"])
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270 |
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demonstration_dir = "./demonstrations"
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271 |
+
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272 |
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params = st.experimental_get_query_params()
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# list demonstrations/
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274 |
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demo_names = os.listdir(demonstration_dir)
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275 |
+
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276 |
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if params.get("recording"):
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277 |
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recording_name = params["recording"][0]
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278 |
+
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279 |
+
else:
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280 |
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recording_name = demo_names[0]
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281 |
+
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282 |
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recording_name = st.sidebar.selectbox(
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283 |
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"Recordings",
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284 |
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demo_names,
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285 |
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index=demo_names.index(recording_name),
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286 |
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)
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287 |
+
|
288 |
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if recording_name != params.get("recording", [None])[0]:
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289 |
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st.experimental_set_query_params(recording=recording_name)
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290 |
+
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291 |
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if mode == "Overview":
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292 |
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with st.sidebar:
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293 |
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# Want a dropdown
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294 |
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st.selectbox(
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295 |
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"Screenshot size",
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296 |
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["small", "regular", "large"],
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297 |
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index=1,
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298 |
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key="screenshot_size_view_mode",
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299 |
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)
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300 |
+
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301 |
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if recording_name is not None:
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302 |
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basedir = f"{demonstration_dir}/{recording_name}"
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303 |
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data = load_recording(basedir=basedir)
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304 |
+
|
305 |
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if not data:
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306 |
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st.stop()
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307 |
+
|
308 |
+
if mode == "Overview":
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309 |
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show_overview(data, recording_name=recording_name, basedir=basedir)
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310 |
+
elif mode == "Presentation":
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311 |
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show_presentation(data, recording_name=recording_name, basedir=basedir)
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312 |
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elif mode == "Video":
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313 |
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show_video(basedir=basedir)
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314 |
+
|
315 |
+
|
316 |
+
if __name__ == "__main__":
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317 |
+
st.set_page_config(layout="wide")
|
318 |
+
run()
|
utils.py
ADDED
@@ -0,0 +1,356 @@
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|
|
1 |
+
#!/usr/bin/env python3
|
2 |
+
|
3 |
+
from datetime import datetime
|
4 |
+
import os
|
5 |
+
import json
|
6 |
+
from pathlib import Path
|
7 |
+
import sys
|
8 |
+
import shutil
|
9 |
+
import time
|
10 |
+
import traceback
|
11 |
+
|
12 |
+
import pandas as pd
|
13 |
+
import streamlit as st
|
14 |
+
|
15 |
+
import json
|
16 |
+
from PIL import Image, ImageDraw
|
17 |
+
|
18 |
+
|
19 |
+
CACHE_TTL = 60 * 60 * 24 * 14
|
20 |
+
|
21 |
+
"""
|
22 |
+
Streamlit app utilities
|
23 |
+
"""
|
24 |
+
|
25 |
+
|
26 |
+
@st.cache_data(ttl=CACHE_TTL)
|
27 |
+
def load_json(basedir, name):
|
28 |
+
if not os.path.exists(f"{basedir}/{name}.json"):
|
29 |
+
return None
|
30 |
+
|
31 |
+
with open(f"{basedir}/{name}.json", "r") as f:
|
32 |
+
j = json.load(f)
|
33 |
+
|
34 |
+
return j
|
35 |
+
|
36 |
+
|
37 |
+
def load_json_no_cache(basedir, name):
|
38 |
+
if not os.path.exists(f"{basedir}/{name}.json"):
|
39 |
+
return None
|
40 |
+
|
41 |
+
with open(f"{basedir}/{name}.json", "r") as f:
|
42 |
+
j = json.load(f)
|
43 |
+
|
44 |
+
return j
|
45 |
+
|
46 |
+
|
47 |
+
def save_json(basedir, name, data):
|
48 |
+
with open(f"{basedir}/{name}.json", "w") as f:
|
49 |
+
json.dump(data, f, indent=4)
|
50 |
+
|
51 |
+
|
52 |
+
@st.cache_data
|
53 |
+
def load_image(image_file):
|
54 |
+
img = Image.open(image_file)
|
55 |
+
return img
|
56 |
+
|
57 |
+
|
58 |
+
@st.cache_resource
|
59 |
+
def load_page(page_path):
|
60 |
+
return open(page_path, "rb")
|
61 |
+
|
62 |
+
|
63 |
+
def shorten(s):
|
64 |
+
# shorten to 100 characters
|
65 |
+
if len(s) > 100:
|
66 |
+
s = s[:100] + "..."
|
67 |
+
|
68 |
+
return s
|
69 |
+
|
70 |
+
|
71 |
+
@st.cache_data
|
72 |
+
def parse_arguments(action):
|
73 |
+
s = []
|
74 |
+
event_type = action["intent"]
|
75 |
+
args = action["arguments"]
|
76 |
+
|
77 |
+
if event_type == "textInput":
|
78 |
+
txt = args["text"]
|
79 |
+
|
80 |
+
txt = txt.strip()
|
81 |
+
|
82 |
+
# escape markdown characters
|
83 |
+
txt = txt.replace("_", "\\_")
|
84 |
+
txt = txt.replace("*", "\\*")
|
85 |
+
txt = txt.replace("`", "\\`")
|
86 |
+
txt = txt.replace("$", "\\$")
|
87 |
+
|
88 |
+
txt = shorten(txt)
|
89 |
+
|
90 |
+
s.append(f'"{txt}"')
|
91 |
+
elif event_type == "change":
|
92 |
+
s.append(f'{args["value"]}')
|
93 |
+
elif event_type == "load":
|
94 |
+
url = args["properties"].get("url") or args.get("url")
|
95 |
+
short_url = shorten(url)
|
96 |
+
s.append(f'"[{short_url}]({url})"')
|
97 |
+
|
98 |
+
if args["properties"].get("transitionType"):
|
99 |
+
s.append(f'*{args["properties"]["transitionType"]}*')
|
100 |
+
s.append(f'*{" ".join(args["properties"]["transitionQualifiers"])}*')
|
101 |
+
elif event_type == "scroll":
|
102 |
+
s.append(f'{args["scrollX"]}, {args["scrollY"]}')
|
103 |
+
elif event_type == "say":
|
104 |
+
s.append(f'"{args["text"]}"')
|
105 |
+
elif event_type == "copy":
|
106 |
+
selected = shorten(args["selected"])
|
107 |
+
s.append(f'"{selected}"')
|
108 |
+
elif event_type == "paste":
|
109 |
+
pasted = shorten(args["pasted"])
|
110 |
+
s.append(f'"{pasted}"')
|
111 |
+
elif event_type == "tabcreate":
|
112 |
+
s.append(f'{args["properties"]["tabId"]}')
|
113 |
+
elif event_type == "tabremove":
|
114 |
+
s.append(f'{args["properties"]["tabId"]}')
|
115 |
+
elif event_type == "tabswitch":
|
116 |
+
s.append(
|
117 |
+
f'{args["properties"]["tabIdOrigin"]} -> {args["properties"]["tabId"]}'
|
118 |
+
)
|
119 |
+
|
120 |
+
if args.get("element"):
|
121 |
+
|
122 |
+
if event_type == 'click':
|
123 |
+
x = round(args['metadata']['mouseX'], 1)
|
124 |
+
y = round(args['metadata']['mouseY'], 1)
|
125 |
+
uid = args.get('element', {}).get('attributes', {}).get("data-webtasks-id")
|
126 |
+
s.append(f"*x =* {x}, *y =* {y}, *uid =* {uid}")
|
127 |
+
else:
|
128 |
+
top = round(args["element"]["bbox"]["top"], 1)
|
129 |
+
left = round(args["element"]["bbox"]["left"], 1)
|
130 |
+
right = round(args["element"]["bbox"]["right"], 1)
|
131 |
+
bottom = round(args["element"]["bbox"]["bottom"], 1)
|
132 |
+
|
133 |
+
s.append(f"*top =* {top}, *left =* {left}, *right =* {right}, *bottom =* {bottom}")
|
134 |
+
|
135 |
+
return ", ".join(s)
|
136 |
+
|
137 |
+
|
138 |
+
@st.cache_resource(max_entries=50_000, ttl=CACHE_TTL)
|
139 |
+
def create_visualization(_img, event_type, bbox, x, y, screenshot_path):
|
140 |
+
# screenshot_path is not used, but we need it for caching since we can't cache
|
141 |
+
# PIL images (hence the leading underscore in the variable name to indicate
|
142 |
+
# that it's not hashed)
|
143 |
+
_img = _img.convert("RGBA")
|
144 |
+
draw = ImageDraw.Draw(_img)
|
145 |
+
|
146 |
+
# draw a bounding box around the element
|
147 |
+
color = {
|
148 |
+
"click": "red",
|
149 |
+
"hover": "orange",
|
150 |
+
"textInput": "blue",
|
151 |
+
"change": "green",
|
152 |
+
}[event_type]
|
153 |
+
|
154 |
+
left = bbox["left"]
|
155 |
+
top = bbox["top"]
|
156 |
+
w = bbox["width"]
|
157 |
+
h = bbox["height"]
|
158 |
+
draw.rectangle((left, top, left + w, top + h), outline=color, width=2)
|
159 |
+
|
160 |
+
if event_type in ["click", "hover"]:
|
161 |
+
r = 15
|
162 |
+
for i in range(1, 5):
|
163 |
+
rx = r * i
|
164 |
+
draw.ellipse((x - rx, y - rx, x + rx, y + rx), outline=color, width=3)
|
165 |
+
draw.ellipse((x - r, y - r, x + r, y + r), fill=color)
|
166 |
+
|
167 |
+
return _img
|
168 |
+
|
169 |
+
|
170 |
+
@st.cache_data(max_entries=50_000, ttl=CACHE_TTL)
|
171 |
+
def get_screenshot_minimal(screenshot_path, event_type, bbox, x, y, new_width=None):
|
172 |
+
img = load_image(screenshot_path)
|
173 |
+
# vis = None
|
174 |
+
|
175 |
+
if event_type in ["click", "textInput", "change", "hover"]:
|
176 |
+
img = create_visualization(img, event_type, bbox, x, y, screenshot_path)
|
177 |
+
|
178 |
+
if new_width is not None:
|
179 |
+
# Resize to 800px wide
|
180 |
+
w, h = img.size
|
181 |
+
new_w = new_width
|
182 |
+
new_h = int(new_w * h / w)
|
183 |
+
img = img.resize((new_w, new_h))
|
184 |
+
print(f"Resized '{screenshot_path}' to", new_w, new_h)
|
185 |
+
|
186 |
+
return img
|
187 |
+
|
188 |
+
|
189 |
+
def get_event_info(d):
|
190 |
+
event_type = d["action"]["intent"]
|
191 |
+
|
192 |
+
try:
|
193 |
+
bbox = d["action"]["arguments"]["element"]["bbox"]
|
194 |
+
except KeyError:
|
195 |
+
bbox = None
|
196 |
+
|
197 |
+
try:
|
198 |
+
x = d["action"]["arguments"]["properties"]["x"]
|
199 |
+
y = d["action"]["arguments"]["properties"]["y"]
|
200 |
+
except KeyError:
|
201 |
+
x = None
|
202 |
+
y = None
|
203 |
+
|
204 |
+
return event_type, bbox, x, y
|
205 |
+
|
206 |
+
|
207 |
+
def get_screenshot(d, basedir, new_width=None):
|
208 |
+
screenshot_filename = d["state"]["screenshot"]
|
209 |
+
|
210 |
+
if not screenshot_filename:
|
211 |
+
return None
|
212 |
+
|
213 |
+
event_type, bbox, x, y = get_event_info(d)
|
214 |
+
screenshot_path = f"{basedir}/screenshots/{screenshot_filename}"
|
215 |
+
|
216 |
+
return get_screenshot_minimal(
|
217 |
+
screenshot_path, event_type, bbox, x, y, new_width=new_width
|
218 |
+
)
|
219 |
+
|
220 |
+
|
221 |
+
def text_bubble(text, color):
|
222 |
+
text = text.replace("\n", "<br>").replace("\t", " " * 8)
|
223 |
+
return f'<div style="background-color:{color}; padding: 8px; margin: 6px; border-radius:10px; display:inline-block;">{text}</div>'
|
224 |
+
|
225 |
+
|
226 |
+
def gather_chat_history(data, example_index):
|
227 |
+
chat = []
|
228 |
+
for i, d in enumerate(data):
|
229 |
+
if d["type"] == "chat":
|
230 |
+
if i >= example_index:
|
231 |
+
break
|
232 |
+
chat.append(d)
|
233 |
+
|
234 |
+
# # leave out just 5 last messages
|
235 |
+
# if len(chat) > 5:
|
236 |
+
# chat = chat[-5:]
|
237 |
+
|
238 |
+
return reversed(chat)
|
239 |
+
|
240 |
+
|
241 |
+
def format_chat_message(d):
|
242 |
+
if d["speaker"] == "instructor":
|
243 |
+
return text_bubble("🧑 " + d["utterance"], "rgba(63, 111, 255, 0.35)")
|
244 |
+
else:
|
245 |
+
return text_bubble("🤖 " + d["utterance"], "rgba(185,185,185,0.35)")
|
246 |
+
|
247 |
+
|
248 |
+
def find_screenshot(data, example_index, basedir):
|
249 |
+
# keep looking at previous screenshots until we find one
|
250 |
+
# if there is none, return None
|
251 |
+
|
252 |
+
for i in range(example_index, -1, -1):
|
253 |
+
d = data[i]
|
254 |
+
if d["type"] == "chat":
|
255 |
+
continue
|
256 |
+
|
257 |
+
screenshot = get_screenshot(d, basedir)
|
258 |
+
if screenshot:
|
259 |
+
return screenshot
|
260 |
+
|
261 |
+
return None
|
262 |
+
|
263 |
+
|
264 |
+
def create_visualization_2(_img, bbox, color, width, x, y):
|
265 |
+
_img = _img.convert("RGBA")
|
266 |
+
draw = ImageDraw.Draw(_img)
|
267 |
+
|
268 |
+
if bbox:
|
269 |
+
left = bbox["left"]
|
270 |
+
top = bbox["top"]
|
271 |
+
w = bbox["width"]
|
272 |
+
h = bbox["height"]
|
273 |
+
draw.rectangle((left, top, left + w, top + h), outline=color, width=width)
|
274 |
+
|
275 |
+
if x and y:
|
276 |
+
r = 8
|
277 |
+
for i in range(1, 4):
|
278 |
+
rx = r * i
|
279 |
+
draw.ellipse((x - rx, y - rx, x + rx, y + rx), outline=color, width=2)
|
280 |
+
draw.ellipse((x - r, y - r, x + r, y + r), fill=color)
|
281 |
+
|
282 |
+
return _img
|
283 |
+
|
284 |
+
|
285 |
+
def rescale_bbox(bbox, scaling_factor):
|
286 |
+
return {
|
287 |
+
k: bbox[k] * scaling_factor
|
288 |
+
for k in ["top", "left", "width", "height", "right", "bottom"]
|
289 |
+
if k in bbox
|
290 |
+
}
|
291 |
+
|
292 |
+
|
293 |
+
def show_overlay(
|
294 |
+
_img,
|
295 |
+
pred,
|
296 |
+
ref,
|
297 |
+
turn_args,
|
298 |
+
turn_metadata,
|
299 |
+
scale_pred=True,
|
300 |
+
show=("pred_coords", "ref", "pred_elem"),
|
301 |
+
):
|
302 |
+
scaling_factor = turn_metadata.get("zoomLevel", 1.0)
|
303 |
+
|
304 |
+
if "pred_elem" in show:
|
305 |
+
# First, draw red box around predicted element
|
306 |
+
if pred.get("element") and pred["element"].get("bbox"):
|
307 |
+
# rescale the bbox by scaling_factor
|
308 |
+
bbox = rescale_bbox(pred["element"]["bbox"], scaling_factor)
|
309 |
+
_img = create_visualization_2(
|
310 |
+
_img, bbox, color="red", width=9, x=None, y=None
|
311 |
+
)
|
312 |
+
|
313 |
+
if "ref" in show:
|
314 |
+
# Finally, draw a blue box around the reference element (if it exists)
|
315 |
+
if ref.get("element") and ref["element"].get("bbox"):
|
316 |
+
# rescale the bbox
|
317 |
+
bbox = rescale_bbox(ref["element"]["bbox"], scaling_factor)
|
318 |
+
x = turn_args.get("properties", {}).get("x")
|
319 |
+
y = turn_args.get("properties", {}).get("y")
|
320 |
+
_img = create_visualization_2(_img, bbox, color="blue", width=6, x=x, y=y)
|
321 |
+
|
322 |
+
if "pred_coords" in show:
|
323 |
+
# Second draw a green box and x/y coordinate based on predicted coordinates
|
324 |
+
# The predicted coordinates are the raw output of the model,
|
325 |
+
# Whereas the predicted element is the inferred element from the predicted coordinates
|
326 |
+
if pred["args"].get("x") and pred["args"].get("y"):
|
327 |
+
x = pred["args"]["x"]
|
328 |
+
y = pred["args"]["y"]
|
329 |
+
|
330 |
+
if scale_pred:
|
331 |
+
x = x * scaling_factor
|
332 |
+
y = y * scaling_factor
|
333 |
+
else:
|
334 |
+
x = None
|
335 |
+
y = None
|
336 |
+
|
337 |
+
# If the predicted element is a bounding box, draw a green box around it
|
338 |
+
if all(c in pred["args"] for c in ["top", "left", "right", "bottom"]):
|
339 |
+
bbox = {
|
340 |
+
"top": pred["args"]["top"],
|
341 |
+
"left": pred["args"]["left"],
|
342 |
+
"width": (pred["args"]["right"] - pred["args"]["left"]),
|
343 |
+
"height": (pred["args"]["bottom"] - pred["args"]["top"]),
|
344 |
+
"right": pred["args"]["right"],
|
345 |
+
"bottom": pred["args"]["bottom"],
|
346 |
+
}
|
347 |
+
|
348 |
+
if scale_pred:
|
349 |
+
bbox = rescale_bbox(bbox, scaling_factor)
|
350 |
+
else:
|
351 |
+
# Otherwise, do nothing
|
352 |
+
bbox = None
|
353 |
+
|
354 |
+
_img = create_visualization_2(_img, bbox=bbox, color="green", width=3, x=x, y=y)
|
355 |
+
|
356 |
+
return _img
|