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from datetime import datetime |
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from decimal import Decimal |
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import pytz |
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from flask import jsonify |
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from flask_login import current_user |
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from flask_restful import Resource, reqparse |
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from controllers.console import api |
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from controllers.console.app.wraps import get_app_model |
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from controllers.console.wraps import account_initialization_required, setup_required |
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from extensions.ext_database import db |
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from libs.helper import DatetimeString |
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from libs.login import login_required |
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from models.model import AppMode |
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class DailyMessageStatistic(Resource): |
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@setup_required |
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@login_required |
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@account_initialization_required |
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@get_app_model |
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def get(self, app_model): |
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account = current_user |
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parser = reqparse.RequestParser() |
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parser.add_argument("start", type=DatetimeString("%Y-%m-%d %H:%M"), location="args") |
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parser.add_argument("end", type=DatetimeString("%Y-%m-%d %H:%M"), location="args") |
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args = parser.parse_args() |
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sql_query = """SELECT |
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DATE(DATE_TRUNC('day', created_at AT TIME ZONE 'UTC' AT TIME ZONE :tz )) AS date, |
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COUNT(*) AS message_count |
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FROM |
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messages |
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WHERE |
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app_id = :app_id""" |
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arg_dict = {"tz": account.timezone, "app_id": app_model.id} |
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timezone = pytz.timezone(account.timezone) |
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utc_timezone = pytz.utc |
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if args["start"]: |
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start_datetime = datetime.strptime(args["start"], "%Y-%m-%d %H:%M") |
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start_datetime = start_datetime.replace(second=0) |
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start_datetime_timezone = timezone.localize(start_datetime) |
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start_datetime_utc = start_datetime_timezone.astimezone(utc_timezone) |
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sql_query += " AND created_at >= :start" |
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arg_dict["start"] = start_datetime_utc |
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if args["end"]: |
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end_datetime = datetime.strptime(args["end"], "%Y-%m-%d %H:%M") |
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end_datetime = end_datetime.replace(second=0) |
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end_datetime_timezone = timezone.localize(end_datetime) |
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end_datetime_utc = end_datetime_timezone.astimezone(utc_timezone) |
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sql_query += " AND created_at < :end" |
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arg_dict["end"] = end_datetime_utc |
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sql_query += " GROUP BY date ORDER BY date" |
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response_data = [] |
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with db.engine.begin() as conn: |
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rs = conn.execute(db.text(sql_query), arg_dict) |
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for i in rs: |
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response_data.append({"date": str(i.date), "message_count": i.message_count}) |
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return jsonify({"data": response_data}) |
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class DailyConversationStatistic(Resource): |
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@setup_required |
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@login_required |
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@account_initialization_required |
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@get_app_model |
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def get(self, app_model): |
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account = current_user |
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parser = reqparse.RequestParser() |
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parser.add_argument("start", type=DatetimeString("%Y-%m-%d %H:%M"), location="args") |
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parser.add_argument("end", type=DatetimeString("%Y-%m-%d %H:%M"), location="args") |
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args = parser.parse_args() |
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sql_query = """SELECT |
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DATE(DATE_TRUNC('day', created_at AT TIME ZONE 'UTC' AT TIME ZONE :tz )) AS date, |
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COUNT(DISTINCT messages.conversation_id) AS conversation_count |
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FROM |
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messages |
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WHERE |
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app_id = :app_id""" |
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arg_dict = {"tz": account.timezone, "app_id": app_model.id} |
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timezone = pytz.timezone(account.timezone) |
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utc_timezone = pytz.utc |
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if args["start"]: |
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start_datetime = datetime.strptime(args["start"], "%Y-%m-%d %H:%M") |
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start_datetime = start_datetime.replace(second=0) |
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start_datetime_timezone = timezone.localize(start_datetime) |
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start_datetime_utc = start_datetime_timezone.astimezone(utc_timezone) |
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sql_query += " AND created_at >= :start" |
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arg_dict["start"] = start_datetime_utc |
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if args["end"]: |
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end_datetime = datetime.strptime(args["end"], "%Y-%m-%d %H:%M") |
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end_datetime = end_datetime.replace(second=0) |
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end_datetime_timezone = timezone.localize(end_datetime) |
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end_datetime_utc = end_datetime_timezone.astimezone(utc_timezone) |
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sql_query += " AND created_at < :end" |
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arg_dict["end"] = end_datetime_utc |
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sql_query += " GROUP BY date ORDER BY date" |
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response_data = [] |
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with db.engine.begin() as conn: |
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rs = conn.execute(db.text(sql_query), arg_dict) |
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for i in rs: |
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response_data.append({"date": str(i.date), "conversation_count": i.conversation_count}) |
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return jsonify({"data": response_data}) |
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class DailyTerminalsStatistic(Resource): |
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@setup_required |
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@login_required |
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@account_initialization_required |
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@get_app_model |
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def get(self, app_model): |
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account = current_user |
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parser = reqparse.RequestParser() |
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parser.add_argument("start", type=DatetimeString("%Y-%m-%d %H:%M"), location="args") |
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parser.add_argument("end", type=DatetimeString("%Y-%m-%d %H:%M"), location="args") |
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args = parser.parse_args() |
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sql_query = """SELECT |
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DATE(DATE_TRUNC('day', created_at AT TIME ZONE 'UTC' AT TIME ZONE :tz )) AS date, |
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COUNT(DISTINCT messages.from_end_user_id) AS terminal_count |
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FROM |
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messages |
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WHERE |
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app_id = :app_id""" |
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arg_dict = {"tz": account.timezone, "app_id": app_model.id} |
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timezone = pytz.timezone(account.timezone) |
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utc_timezone = pytz.utc |
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if args["start"]: |
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start_datetime = datetime.strptime(args["start"], "%Y-%m-%d %H:%M") |
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start_datetime = start_datetime.replace(second=0) |
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start_datetime_timezone = timezone.localize(start_datetime) |
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start_datetime_utc = start_datetime_timezone.astimezone(utc_timezone) |
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sql_query += " AND created_at >= :start" |
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arg_dict["start"] = start_datetime_utc |
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if args["end"]: |
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end_datetime = datetime.strptime(args["end"], "%Y-%m-%d %H:%M") |
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end_datetime = end_datetime.replace(second=0) |
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end_datetime_timezone = timezone.localize(end_datetime) |
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end_datetime_utc = end_datetime_timezone.astimezone(utc_timezone) |
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sql_query += " AND created_at < :end" |
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arg_dict["end"] = end_datetime_utc |
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sql_query += " GROUP BY date ORDER BY date" |
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response_data = [] |
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with db.engine.begin() as conn: |
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rs = conn.execute(db.text(sql_query), arg_dict) |
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for i in rs: |
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response_data.append({"date": str(i.date), "terminal_count": i.terminal_count}) |
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return jsonify({"data": response_data}) |
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class DailyTokenCostStatistic(Resource): |
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@setup_required |
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@login_required |
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@account_initialization_required |
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@get_app_model |
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def get(self, app_model): |
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account = current_user |
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parser = reqparse.RequestParser() |
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parser.add_argument("start", type=DatetimeString("%Y-%m-%d %H:%M"), location="args") |
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parser.add_argument("end", type=DatetimeString("%Y-%m-%d %H:%M"), location="args") |
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args = parser.parse_args() |
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sql_query = """SELECT |
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DATE(DATE_TRUNC('day', created_at AT TIME ZONE 'UTC' AT TIME ZONE :tz )) AS date, |
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(SUM(messages.message_tokens) + SUM(messages.answer_tokens)) AS token_count, |
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SUM(total_price) AS total_price |
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FROM |
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messages |
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WHERE |
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app_id = :app_id""" |
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arg_dict = {"tz": account.timezone, "app_id": app_model.id} |
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timezone = pytz.timezone(account.timezone) |
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utc_timezone = pytz.utc |
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if args["start"]: |
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start_datetime = datetime.strptime(args["start"], "%Y-%m-%d %H:%M") |
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start_datetime = start_datetime.replace(second=0) |
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start_datetime_timezone = timezone.localize(start_datetime) |
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start_datetime_utc = start_datetime_timezone.astimezone(utc_timezone) |
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sql_query += " AND created_at >= :start" |
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arg_dict["start"] = start_datetime_utc |
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if args["end"]: |
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end_datetime = datetime.strptime(args["end"], "%Y-%m-%d %H:%M") |
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end_datetime = end_datetime.replace(second=0) |
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end_datetime_timezone = timezone.localize(end_datetime) |
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end_datetime_utc = end_datetime_timezone.astimezone(utc_timezone) |
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sql_query += " AND created_at < :end" |
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arg_dict["end"] = end_datetime_utc |
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sql_query += " GROUP BY date ORDER BY date" |
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response_data = [] |
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with db.engine.begin() as conn: |
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rs = conn.execute(db.text(sql_query), arg_dict) |
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for i in rs: |
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response_data.append( |
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{"date": str(i.date), "token_count": i.token_count, "total_price": i.total_price, "currency": "USD"} |
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) |
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return jsonify({"data": response_data}) |
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class AverageSessionInteractionStatistic(Resource): |
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@setup_required |
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@login_required |
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@account_initialization_required |
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@get_app_model(mode=[AppMode.CHAT, AppMode.AGENT_CHAT, AppMode.ADVANCED_CHAT]) |
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def get(self, app_model): |
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account = current_user |
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parser = reqparse.RequestParser() |
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parser.add_argument("start", type=DatetimeString("%Y-%m-%d %H:%M"), location="args") |
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parser.add_argument("end", type=DatetimeString("%Y-%m-%d %H:%M"), location="args") |
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args = parser.parse_args() |
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sql_query = """SELECT |
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DATE(DATE_TRUNC('day', c.created_at AT TIME ZONE 'UTC' AT TIME ZONE :tz )) AS date, |
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AVG(subquery.message_count) AS interactions |
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FROM |
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( |
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SELECT |
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m.conversation_id, |
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COUNT(m.id) AS message_count |
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FROM |
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conversations c |
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JOIN |
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messages m |
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ON c.id = m.conversation_id |
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WHERE |
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c.override_model_configs IS NULL |
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AND c.app_id = :app_id""" |
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arg_dict = {"tz": account.timezone, "app_id": app_model.id} |
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timezone = pytz.timezone(account.timezone) |
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utc_timezone = pytz.utc |
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if args["start"]: |
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start_datetime = datetime.strptime(args["start"], "%Y-%m-%d %H:%M") |
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start_datetime = start_datetime.replace(second=0) |
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start_datetime_timezone = timezone.localize(start_datetime) |
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start_datetime_utc = start_datetime_timezone.astimezone(utc_timezone) |
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sql_query += " AND c.created_at >= :start" |
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arg_dict["start"] = start_datetime_utc |
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if args["end"]: |
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end_datetime = datetime.strptime(args["end"], "%Y-%m-%d %H:%M") |
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end_datetime = end_datetime.replace(second=0) |
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end_datetime_timezone = timezone.localize(end_datetime) |
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end_datetime_utc = end_datetime_timezone.astimezone(utc_timezone) |
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sql_query += " AND c.created_at < :end" |
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arg_dict["end"] = end_datetime_utc |
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sql_query += """ |
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GROUP BY m.conversation_id |
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) subquery |
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LEFT JOIN |
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conversations c |
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ON c.id = subquery.conversation_id |
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GROUP BY |
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date |
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ORDER BY |
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date""" |
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response_data = [] |
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with db.engine.begin() as conn: |
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rs = conn.execute(db.text(sql_query), arg_dict) |
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for i in rs: |
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response_data.append( |
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{"date": str(i.date), "interactions": float(i.interactions.quantize(Decimal("0.01")))} |
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) |
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return jsonify({"data": response_data}) |
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class UserSatisfactionRateStatistic(Resource): |
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@setup_required |
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@login_required |
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@account_initialization_required |
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@get_app_model |
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def get(self, app_model): |
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account = current_user |
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parser = reqparse.RequestParser() |
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parser.add_argument("start", type=DatetimeString("%Y-%m-%d %H:%M"), location="args") |
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parser.add_argument("end", type=DatetimeString("%Y-%m-%d %H:%M"), location="args") |
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args = parser.parse_args() |
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sql_query = """SELECT |
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DATE(DATE_TRUNC('day', m.created_at AT TIME ZONE 'UTC' AT TIME ZONE :tz )) AS date, |
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COUNT(m.id) AS message_count, |
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COUNT(mf.id) AS feedback_count |
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FROM |
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messages m |
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LEFT JOIN |
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message_feedbacks mf |
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ON mf.message_id=m.id AND mf.rating='like' |
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WHERE |
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m.app_id = :app_id""" |
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arg_dict = {"tz": account.timezone, "app_id": app_model.id} |
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timezone = pytz.timezone(account.timezone) |
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utc_timezone = pytz.utc |
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if args["start"]: |
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start_datetime = datetime.strptime(args["start"], "%Y-%m-%d %H:%M") |
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start_datetime = start_datetime.replace(second=0) |
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start_datetime_timezone = timezone.localize(start_datetime) |
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start_datetime_utc = start_datetime_timezone.astimezone(utc_timezone) |
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sql_query += " AND m.created_at >= :start" |
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arg_dict["start"] = start_datetime_utc |
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if args["end"]: |
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end_datetime = datetime.strptime(args["end"], "%Y-%m-%d %H:%M") |
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end_datetime = end_datetime.replace(second=0) |
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end_datetime_timezone = timezone.localize(end_datetime) |
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end_datetime_utc = end_datetime_timezone.astimezone(utc_timezone) |
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sql_query += " AND m.created_at < :end" |
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arg_dict["end"] = end_datetime_utc |
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sql_query += " GROUP BY date ORDER BY date" |
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response_data = [] |
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with db.engine.begin() as conn: |
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rs = conn.execute(db.text(sql_query), arg_dict) |
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for i in rs: |
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response_data.append( |
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{ |
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"date": str(i.date), |
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"rate": round((i.feedback_count * 1000 / i.message_count) if i.message_count > 0 else 0, 2), |
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} |
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) |
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return jsonify({"data": response_data}) |
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class AverageResponseTimeStatistic(Resource): |
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@setup_required |
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@login_required |
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@account_initialization_required |
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@get_app_model(mode=AppMode.COMPLETION) |
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def get(self, app_model): |
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account = current_user |
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parser = reqparse.RequestParser() |
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parser.add_argument("start", type=DatetimeString("%Y-%m-%d %H:%M"), location="args") |
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parser.add_argument("end", type=DatetimeString("%Y-%m-%d %H:%M"), location="args") |
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args = parser.parse_args() |
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sql_query = """SELECT |
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DATE(DATE_TRUNC('day', created_at AT TIME ZONE 'UTC' AT TIME ZONE :tz )) AS date, |
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AVG(provider_response_latency) AS latency |
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FROM |
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messages |
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WHERE |
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app_id = :app_id""" |
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arg_dict = {"tz": account.timezone, "app_id": app_model.id} |
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timezone = pytz.timezone(account.timezone) |
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utc_timezone = pytz.utc |
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if args["start"]: |
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start_datetime = datetime.strptime(args["start"], "%Y-%m-%d %H:%M") |
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start_datetime = start_datetime.replace(second=0) |
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start_datetime_timezone = timezone.localize(start_datetime) |
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start_datetime_utc = start_datetime_timezone.astimezone(utc_timezone) |
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sql_query += " AND created_at >= :start" |
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arg_dict["start"] = start_datetime_utc |
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if args["end"]: |
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end_datetime = datetime.strptime(args["end"], "%Y-%m-%d %H:%M") |
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end_datetime = end_datetime.replace(second=0) |
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end_datetime_timezone = timezone.localize(end_datetime) |
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end_datetime_utc = end_datetime_timezone.astimezone(utc_timezone) |
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sql_query += " AND created_at < :end" |
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arg_dict["end"] = end_datetime_utc |
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sql_query += " GROUP BY date ORDER BY date" |
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response_data = [] |
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with db.engine.begin() as conn: |
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rs = conn.execute(db.text(sql_query), arg_dict) |
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for i in rs: |
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response_data.append({"date": str(i.date), "latency": round(i.latency * 1000, 4)}) |
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return jsonify({"data": response_data}) |
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class TokensPerSecondStatistic(Resource): |
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@setup_required |
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@login_required |
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@account_initialization_required |
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@get_app_model |
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def get(self, app_model): |
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account = current_user |
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parser = reqparse.RequestParser() |
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parser.add_argument("start", type=DatetimeString("%Y-%m-%d %H:%M"), location="args") |
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parser.add_argument("end", type=DatetimeString("%Y-%m-%d %H:%M"), location="args") |
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args = parser.parse_args() |
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sql_query = """SELECT |
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DATE(DATE_TRUNC('day', created_at AT TIME ZONE 'UTC' AT TIME ZONE :tz )) AS date, |
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CASE |
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WHEN SUM(provider_response_latency) = 0 THEN 0 |
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ELSE (SUM(answer_tokens) / SUM(provider_response_latency)) |
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END as tokens_per_second |
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FROM |
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messages |
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WHERE |
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app_id = :app_id""" |
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arg_dict = {"tz": account.timezone, "app_id": app_model.id} |
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timezone = pytz.timezone(account.timezone) |
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utc_timezone = pytz.utc |
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if args["start"]: |
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start_datetime = datetime.strptime(args["start"], "%Y-%m-%d %H:%M") |
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start_datetime = start_datetime.replace(second=0) |
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start_datetime_timezone = timezone.localize(start_datetime) |
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start_datetime_utc = start_datetime_timezone.astimezone(utc_timezone) |
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sql_query += " AND created_at >= :start" |
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arg_dict["start"] = start_datetime_utc |
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if args["end"]: |
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end_datetime = datetime.strptime(args["end"], "%Y-%m-%d %H:%M") |
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end_datetime = end_datetime.replace(second=0) |
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end_datetime_timezone = timezone.localize(end_datetime) |
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end_datetime_utc = end_datetime_timezone.astimezone(utc_timezone) |
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sql_query += " AND created_at < :end" |
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arg_dict["end"] = end_datetime_utc |
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sql_query += " GROUP BY date ORDER BY date" |
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response_data = [] |
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with db.engine.begin() as conn: |
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rs = conn.execute(db.text(sql_query), arg_dict) |
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for i in rs: |
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response_data.append({"date": str(i.date), "tps": round(i.tokens_per_second, 4)}) |
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return jsonify({"data": response_data}) |
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api.add_resource(DailyMessageStatistic, "/apps/<uuid:app_id>/statistics/daily-messages") |
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api.add_resource(DailyConversationStatistic, "/apps/<uuid:app_id>/statistics/daily-conversations") |
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api.add_resource(DailyTerminalsStatistic, "/apps/<uuid:app_id>/statistics/daily-end-users") |
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api.add_resource(DailyTokenCostStatistic, "/apps/<uuid:app_id>/statistics/token-costs") |
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api.add_resource(AverageSessionInteractionStatistic, "/apps/<uuid:app_id>/statistics/average-session-interactions") |
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api.add_resource(UserSatisfactionRateStatistic, "/apps/<uuid:app_id>/statistics/user-satisfaction-rate") |
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api.add_resource(AverageResponseTimeStatistic, "/apps/<uuid:app_id>/statistics/average-response-time") |
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api.add_resource(TokensPerSecondStatistic, "/apps/<uuid:app_id>/statistics/tokens-per-second") |
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