Update python code (isort, black, pylint) and some manual tuning

This commit is contained in:
Nils Jannasch 2023-04-07 18:58:42 +02:00
parent 5f67166f5b
commit 1d30feac4b
2 changed files with 261 additions and 135 deletions

365
app.py
View File

@ -1,28 +1,29 @@
from flask import Flask, jsonify, request, render_template, Response, stream_with_context
from pyllamacpp.model import Model
import argparse
import threading
from io import StringIO
import sys
import json
import re
import sqlite3
import traceback
from datetime import datetime
import sqlite3
import json
import time
import traceback
from flask import (
Flask,
Response,
jsonify,
render_template,
request,
stream_with_context,
)
from pyllamacpp.model import Model
import select
#=================================== Database ==================================================================
# =================================== Database ==================================================================
class Discussion:
def __init__(self, discussion_id, db_path='database.db'):
def __init__(self, discussion_id, db_path="database.db"):
self.discussion_id = discussion_id
self.db_path = db_path
@staticmethod
def create_discussion(db_path='database.db', title='untitled'):
def create_discussion(db_path="database.db", title="untitled"):
with sqlite3.connect(db_path) as conn:
cur = conn.cursor()
cur.execute("INSERT INTO discussion (title) VALUES (?)", (title,))
@ -31,99 +32,119 @@ class Discussion:
return Discussion(discussion_id, db_path)
@staticmethod
def get_discussion(db_path='database.db', id=0):
return Discussion(id, db_path)
def get_discussion(db_path="database.db", discussion_id=0):
return Discussion(discussion_id, db_path)
def add_message(self, sender, content):
with sqlite3.connect(self.db_path) as conn:
cur = conn.cursor()
cur.execute('INSERT INTO message (sender, content, discussion_id) VALUES (?, ?, ?)',
(sender, content, self.discussion_id))
cur.execute(
"INSERT INTO message (sender, content, discussion_id) VALUES (?, ?, ?)",
(sender, content, self.discussion_id),
)
message_id = cur.lastrowid
conn.commit()
return message_id
@staticmethod
def get_discussions(db_path):
with sqlite3.connect(db_path) as conn:
cursor = conn.cursor()
cursor.execute('SELECT * FROM discussion')
cursor.execute("SELECT * FROM discussion")
rows = cursor.fetchall()
return [{'id': row[0], 'title': row[1]} for row in rows]
return [{"id": row[0], "title": row[1]} for row in rows]
@staticmethod
def rename(db_path, discussion_id, title):
with sqlite3.connect(db_path) as conn:
cursor = conn.cursor()
cursor.execute('UPDATE discussion SET title=? WHERE id=?', (title, discussion_id))
cursor.execute(
"UPDATE discussion SET title=? WHERE id=?", (title, discussion_id)
)
conn.commit()
def delete_discussion(self):
with sqlite3.connect(self.db_path) as conn:
cur = conn.cursor()
cur.execute('DELETE FROM message WHERE discussion_id=?', (self.discussion_id,))
cur.execute('DELETE FROM discussion WHERE id=?', (self.discussion_id,))
cur.execute(
"DELETE FROM message WHERE discussion_id=?", (self.discussion_id,)
)
cur.execute("DELETE FROM discussion WHERE id=?", (self.discussion_id,))
conn.commit()
def get_messages(self):
with sqlite3.connect(self.db_path) as conn:
cur = conn.cursor()
cur.execute('SELECT * FROM message WHERE discussion_id=?', (self.discussion_id,))
cur.execute(
"SELECT * FROM message WHERE discussion_id=?", (self.discussion_id,)
)
rows = cur.fetchall()
return [{'sender': row[1], 'content': row[2], 'id':row[0]} for row in rows]
return [{"sender": row[1], "content": row[2], "id": row[0]} for row in rows]
def update_message(self, message_id, new_content):
with sqlite3.connect(self.db_path) as conn:
cur = conn.cursor()
cur.execute('UPDATE message SET content = ? WHERE id = ?', (new_content, message_id))
cur.execute(
"UPDATE message SET content = ? WHERE id = ?", (new_content, message_id)
)
conn.commit()
def remove_discussion(self):
with sqlite3.connect(self.db_path) as conn:
conn.cursor().execute('DELETE FROM discussion WHERE id=?', (self.discussion_id,))
conn.cursor().execute(
"DELETE FROM discussion WHERE id=?", (self.discussion_id,)
)
conn.commit()
def last_discussion_has_messages(db_path='database.db'):
def last_discussion_has_messages(db_path="database.db"):
with sqlite3.connect(db_path) as conn:
c = conn.cursor()
c.execute("SELECT * FROM message ORDER BY id DESC LIMIT 1")
last_message = c.fetchone()
cursor = conn.cursor()
cursor.execute("SELECT * FROM message ORDER BY id DESC LIMIT 1")
last_message = cursor.fetchone()
return last_message is not None
def export_to_json(db_path='database.db'):
def export_to_json(db_path="database.db"):
with sqlite3.connect(db_path) as conn:
cur = conn.cursor()
cur.execute('SELECT * FROM discussion')
cur.execute("SELECT * FROM discussion")
discussions = []
for row in cur.fetchall():
discussion_id = row[0]
discussion = {'id': discussion_id, 'messages': []}
cur.execute('SELECT * FROM message WHERE discussion_id=?', (discussion_id,))
discussion = {"id": discussion_id, "messages": []}
cur.execute("SELECT * FROM message WHERE discussion_id=?", (discussion_id,))
for message_row in cur.fetchall():
discussion['messages'].append({'sender': message_row[1], 'content': message_row[2]})
discussion["messages"].append(
{"sender": message_row[1], "content": message_row[2]}
)
discussions.append(discussion)
return discussions
def remove_discussions(db_path='database.db'):
def remove_discussions(db_path="database.db"):
with sqlite3.connect(db_path) as conn:
cur = conn.cursor()
cur.execute('DELETE FROM message')
cur.execute('DELETE FROM discussion')
cur.execute("DELETE FROM message")
cur.execute("DELETE FROM discussion")
conn.commit()
# create database schema
def check_discussion_db(db_path):
print("Checking discussions database...")
with sqlite3.connect(db_path) as conn:
cur = conn.cursor()
cur.execute('''
cur.execute(
"""
CREATE TABLE IF NOT EXISTS discussion (
id INTEGER PRIMARY KEY AUTOINCREMENT,
title TEXT
)
''')
cur.execute('''
"""
)
cur.execute(
"""
CREATE TABLE IF NOT EXISTS message (
id INTEGER PRIMARY KEY AUTOINCREMENT,
sender TEXT NOT NULL,
@ -131,58 +152,78 @@ def check_discussion_db(db_path):
discussion_id INTEGER NOT NULL,
FOREIGN KEY (discussion_id) REFERENCES discussion(id)
)
''')
"""
)
conn.commit()
print("Ok")
# ========================================================================================================================
app = Flask("GPT4All-WebUI", static_url_path="/static", static_folder="static")
app = Flask("GPT4All-WebUI", static_url_path='/static', static_folder='static')
class Gpt4AllWebUI():
def __init__(self, chatbot_bindings, app, db_path='database.db') -> None:
class Gpt4AllWebUI:
def __init__(self, chatbot_bindings, _app, db_path="database.db") -> None:
self.current_discussion = None
self.chatbot_bindings = chatbot_bindings
self.app=app
self.db_path= db_path
self.add_endpoint('/', '', self.index, methods=['GET'])
self.add_endpoint('/export', 'export', self.export, methods=['GET'])
self.add_endpoint('/new_discussion', 'new_discussion', self.new_discussion, methods=['GET'])
self.add_endpoint('/bot', 'bot', self.bot, methods=['POST'])
self.add_endpoint('/discussions', 'discussions', self.discussions, methods=['GET'])
self.add_endpoint('/rename', 'rename', self.rename, methods=['POST'])
self.add_endpoint('/get_messages', 'get_messages', self.get_messages, methods=['POST'])
self.add_endpoint('/delete_discussion', 'delete_discussion', self.delete_discussion, methods=['POST'])
self.app = _app
self.db_path = db_path
self.add_endpoint("/", "", self.index, methods=["GET"])
self.add_endpoint("/export", "export", self.export, methods=["GET"])
self.add_endpoint(
"/new_discussion", "new_discussion", self.new_discussion, methods=["GET"]
)
self.add_endpoint("/bot", "bot", self.bot, methods=["POST"])
self.add_endpoint(
"/discussions", "discussions", self.discussions, methods=["GET"]
)
self.add_endpoint("/rename", "rename", self.rename, methods=["POST"])
self.add_endpoint(
"/get_messages", "get_messages", self.get_messages, methods=["POST"]
)
self.add_endpoint(
"/delete_discussion",
"delete_discussion",
self.delete_discussion,
methods=["POST"],
)
self.add_endpoint('/update_message', 'update_message', self.update_message, methods=['GET'])
self.add_endpoint(
"/update_message", "update_message", self.update_message, methods=["GET"]
)
conditionning_message="""
conditionning_message = """
Instruction: Act as GPT4All. A kind and helpful AI bot built to help users solve problems.
Start by welcoming the user then stop sending text.
GPT4All:"""
self.prepare_query(conditionning_message)
chatbot_bindings.generate(conditionning_message, n_predict=55, new_text_callback=self.new_text_callback, n_threads=8)
chatbot_bindings.generate(
conditionning_message,
n_predict=55,
new_text_callback=self.new_text_callback,
n_threads=8,
)
print(f"Bot said:{self.bot_says}")
# Chatbot conditionning
# response = self.chatbot_bindings.prompt("This is a discussion between A user and an AI. AI responds to user questions in a helpful manner. AI is not allowed to lie or deceive. AI welcomes the user\n### Response:")
# print(response)
def prepare_query(self, message):
self.bot_says=''
self.full_text=''
self.is_bot_text_started=False
self.bot_says = ""
self.full_text = ""
self.is_bot_text_started = False
self.current_message = message
def new_text_callback(self, text: str):
print(text, end="")
self.full_text += text
if self.is_bot_text_started:
self.bot_says += text
if self.current_message in self.full_text:
self.is_bot_text_started=True
self.is_bot_text_started = True
def new_text_callback_with_yield(self, text: str):
"""
@ -193,14 +234,24 @@ GPT4All:"""
if self.is_bot_text_started:
self.bot_says += text
if self.current_message in self.full_text:
self.is_bot_text_started=True
self.is_bot_text_started = True
yield text
def add_endpoint(self, endpoint=None, endpoint_name=None, handler=None, methods=['GET'], *args, **kwargs):
self.app.add_url_rule(endpoint, endpoint_name, handler, methods=methods, *args, **kwargs)
def add_endpoint(
self,
endpoint=None,
endpoint_name=None,
handler=None,
methods=["GET"],
*args,
**kwargs,
):
self.app.add_url_rule(
endpoint, endpoint_name, handler, methods=methods, *args, **kwargs
)
def index(self):
return render_template('chat.html')
return render_template("chat.html")
def format_message(self, message):
# Look for a code block within the message
@ -220,42 +271,71 @@ GPT4All:"""
@stream_with_context
def parse_to_prompt_stream(self, message, message_id):
bot_says = ''
self.stop=False
bot_says = ""
self.stop = False
# send the message to the bot
print(f"Received message : {message}")
# First we need to send the new message ID to the client
response_id = self.current_discussion.add_message("GPT4All",'') # first the content is empty, but we'll fill it at the end
yield(json.dumps({'type':'input_message_infos','message':message, 'id':message_id, 'response_id':response_id}))
response_id = self.current_discussion.add_message(
"GPT4All", ""
) # first the content is empty, but we'll fill it at the end
yield (
json.dumps(
{
"type": "input_message_infos",
"message": message,
"id": message_id,
"response_id": response_id,
}
)
)
self.current_message = "User: "+message+"\nGPT4All:"
self.current_message = "User: " + message + "\nGPT4All:"
self.prepare_query(self.current_message)
chatbot_bindings.generate(self.current_message, n_predict=55, new_text_callback=self.new_text_callback, n_threads=8)
chatbot_model_bindings.generate(
self.current_message,
n_predict=55,
new_text_callback=self.new_text_callback,
n_threads=8,
)
self.current_discussion.update_message(response_id,self.bot_says)
self.current_discussion.update_message(response_id, self.bot_says)
yield self.bot_says
# TODO : change this to use the yield version in order to send text word by word
return "\n".join(bot_says)
def bot(self):
self.stop=True
with sqlite3.connect(self.db_path) as conn:
try:
if self.current_discussion is None or not last_discussion_has_messages(self.db_path):
self.current_discussion=Discussion.create_discussion(self.db_path)
self.stop = True
message_id = self.current_discussion.add_message("user", request.json['message'])
try:
if self.current_discussion is None or not last_discussion_has_messages(
self.db_path
):
self.current_discussion = Discussion.create_discussion(self.db_path)
message_id = self.current_discussion.add_message(
"user", request.json["message"]
)
message = f"{request.json['message']}"
# Segmented (the user receives the output as it comes)
# We will first send a json entry that contains the message id and so on, then the text as it goes
return Response(stream_with_context(self.parse_to_prompt_stream(message, message_id)))
return Response(
stream_with_context(
self.parse_to_prompt_stream(message, message_id)
)
)
except Exception as ex:
print(ex)
msg = traceback.print_exc()
return "<b style='color:red;'>Exception :<b>"+str(ex)+"<br>"+traceback.format_exc()+"<br>Please report exception"
return (
"<b style='color:red;'>Exception :<b>"
+ str(ex)
+ "<br>"
+ traceback.format_exc()
+ "<br>Please report exception"
)
def discussions(self):
try:
@ -263,76 +343,119 @@ GPT4All:"""
return jsonify(discussions)
except Exception as ex:
print(ex)
msg = traceback.print_exc()
return "<b style='color:red;'>Exception :<b>"+str(ex)+"<br>"+traceback.format_exc()+"<br>Please report exception"
return (
"<b style='color:red;'>Exception :<b>"
+ str(ex)
+ "<br>"
+ traceback.format_exc()
+ "<br>Please report exception"
)
def rename(self):
data = request.get_json()
id = data['id']
title = data['title']
Discussion.rename(self.db_path, id, title)
discussion_id = data["id"]
title = data["title"]
Discussion.rename(self.db_path, discussion_id, title)
return "renamed successfully"
def get_messages(self):
data = request.get_json()
id = data['id']
self.current_discussion = Discussion(id,self.db_path)
discussion_id = data["id"]
self.current_discussion = Discussion(discussion_id, self.db_path)
messages = self.current_discussion.get_messages()
return jsonify(messages)
def delete_discussion(self):
data = request.get_json()
id = data['id']
self.current_discussion = Discussion(id, self.db_path)
discussion_id = data["id"]
self.current_discussion = Discussion(discussion_id, self.db_path)
self.current_discussion.delete_discussion()
self.current_discussion = None
return jsonify({})
def update_message(self):
try:
id = request.args.get('id')
new_message = request.args.get('message')
self.current_discussion.update_message(id, new_message)
return jsonify({"status":'ok'})
discussion_id = request.args.get("id")
new_message = request.args.get("message")
self.current_discussion.update_message(discussion_id, new_message)
return jsonify({"status": "ok"})
except Exception as ex:
print(ex)
msg = traceback.print_exc()
return "<b style='color:red;'>Exception :<b>"+str(ex)+"<br>"+traceback.format_exc()+"<br>Please report exception"
return (
"<b style='color:red;'>Exception :<b>"
+ str(ex)
+ "<br>"
+ traceback.format_exc()
+ "<br>Please report exception"
)
def new_discussion(self):
title = request.args.get('title')
self.current_discussion= Discussion.create_discussion(self.db_path, title)
title = request.args.get("title")
self.current_discussion = Discussion.create_discussion(self.db_path, title)
# Get the current timestamp
timestamp = datetime.now().strftime("%Y-%m-%d %H:%M:%S")
# add a new discussion
self.chatbot_bindings.close()
self.chatbot_bindings.open()
# self.chatbot_bindings.close()
# self.chatbot_bindings.open()
# Return a success response
return json.dumps({'id': self.current_discussion.discussion_id})
return json.dumps({"id": self.current_discussion.discussion_id, "time": timestamp})
if __name__ == '__main__':
parser = argparse.ArgumentParser(description='Start the chatbot Flask app.')
if __name__ == "__main__":
parser = argparse.ArgumentParser(description="Start the chatbot Flask app.")
parser.add_argument('--temp', type=float, default=0.1, help='Temperature parameter for the model.')
parser.add_argument('--n_predict', type=int, default=128, help='Number of tokens to predict at each step.')
parser.add_argument('--top_k', type=int, default=40, help='Value for the top-k sampling.')
parser.add_argument('--top_p', type=float, default=0.95, help='Value for the top-p sampling.')
parser.add_argument('--repeat_penalty', type=float, default=1.3, help='Penalty for repeated tokens.')
parser.add_argument('--repeat_last_n', type=int, default=64, help='Number of previous tokens to consider for the repeat penalty.')
parser.add_argument('--ctx_size', type=int, default=2048, help='Size of the context window for the model.')
parser.add_argument('--debug', dest='debug', action='store_true', help='launch Flask server in debug mode')
parser.add_argument('--host', type=str, default='localhost', help='the hostname to listen on')
parser.add_argument('--port', type=int, default=9600, help='the port to listen on')
parser.add_argument('--db_path', type=str, default='database.db', help='Database path')
parser.add_argument(
"--temp", type=float, default=0.1, help="Temperature parameter for the model."
)
parser.add_argument(
"--n_predict",
type=int,
default=128,
help="Number of tokens to predict at each step.",
)
parser.add_argument(
"--top_k", type=int, default=40, help="Value for the top-k sampling."
)
parser.add_argument(
"--top_p", type=float, default=0.95, help="Value for the top-p sampling."
)
parser.add_argument(
"--repeat_penalty", type=float, default=1.3, help="Penalty for repeated tokens."
)
parser.add_argument(
"--repeat_last_n",
type=int,
default=64,
help="Number of previous tokens to consider for the repeat penalty.",
)
parser.add_argument(
"--ctx_size",
type=int,
default=2048,
help="Size of the context window for the model.",
)
parser.add_argument(
"--debug",
dest="debug",
action="store_true",
help="launch Flask server in debug mode",
)
parser.add_argument(
"--host", type=str, default="localhost", help="the hostname to listen on"
)
parser.add_argument("--port", type=int, default=9600, help="the port to listen on")
parser.add_argument(
"--db_path", type=str, default="database.db", help="Database path"
)
parser.set_defaults(debug=False)
args = parser.parse_args()
chatbot_bindings = Model(ggml_model='./models/gpt4all-lora-quantized-ggml.bin', n_ctx=512)
chatbot_model_bindings = Model(
ggml_model="./models/gpt4all-lora-quantized-ggml.bin", n_ctx=512
)
# Old Code
# GPT4All(decoder_config = {
@ -346,7 +469,7 @@ if __name__ == '__main__':
# 'ctx_size': args.ctx_size
# })
check_discussion_db(args.db_path)
bot = Gpt4AllWebUI(chatbot_bindings, app, args.db_path)
bot = Gpt4AllWebUI(chatbot_model_bindings, app, args.db_path)
if args.debug:
app.run(debug=True, host=args.host, port=args.port)

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@ -1,12 +1,15 @@
import pytest
from app import app
@pytest.fixture
def client():
with app.test_client() as client:
yield client
def test_homepage(client):
response = client.get('/')
response = client.get("/")
assert response.status_code == 200
assert b"Welcome to my Flask app" in response.data