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