项目重构

This commit is contained in:
2025-12-28 16:59:29 +08:00
parent 6ad3e9f1f4
commit 4aa014aff0
8 changed files with 378 additions and 99 deletions
+143 -1
View File
@@ -16,10 +16,11 @@ All returned results are pandas.DataFrame.
from typing import Optional, List, Any
import pandas as pd
import psycopg2
from psycopg2 import sql
class PgHandler:
"""Simple Postgres handler for reading tables into pandas DataFrames.
"""Simple Postgres handler for reading tables.
Parameters (pass to constructor):
- host, port, user, password, database (db)
@@ -52,6 +53,15 @@ class PgHandler:
password=self.password, dbname=self.database)
return self._conn
def _get_admin_conn(self, dbname: str = 'postgres'):
"""Create a fresh connection to a given database name (useful for creating/dropping DBs).
This returns a new connection instance (caller must close it). For operations like
CREATE/DROP DATABASE, autocommit should be set to True by the caller.
"""
return psycopg2.connect(host=self.host, port=self.port, user=self.user,
password=self.password, dbname=dbname)
def close(self):
"""Close the underlying DB connection."""
if self._conn is not None:
@@ -157,6 +167,138 @@ class PgHandler:
tables = [row[0] for row in cursor.fetchall()]
return tables
# -------------------- 新增的数据库/模式/表 操作 --------------------
def database_exists(self, db_name: str) -> bool:
conn = self._get_admin_conn('postgres')
try:
cur = conn.cursor()
cur.execute("SELECT 1 FROM pg_database WHERE datname = %s", (db_name,))
exists = cur.fetchone() is not None
return exists
finally:
conn.close()
def create_database(self, db_name: str, if_force_create: bool = False) -> bool:
"""Create a database. Returns True if created, False if not created because it existed and if_force_create is False."""
if self.database == db_name:
# if current handler is bound to this database, operate via admin connection instead
pass
if self.database_exists(db_name):
if not if_force_create:
return False
# terminate connections and drop db first
self.drop_database(db_name)
conn = self._get_admin_conn('postgres')
conn.autocommit = True
try:
cur = conn.cursor()
cur.execute(sql.SQL('CREATE DATABASE {}').format(sql.Identifier(db_name)))
return True
finally:
conn.close()
def drop_database(self, db_name: str) -> None:
"""Drop a database. Terminates active connections first."""
conn = self._get_admin_conn('postgres')
conn.autocommit = True
try:
cur = conn.cursor()
# terminate other backends connected to the target database
cur.execute("SELECT pid FROM pg_stat_activity WHERE datname = %s AND pid <> pg_backend_pid()", (db_name,))
rows = cur.fetchall()
for (pid,) in rows:
try:
cur.execute("SELECT pg_terminate_backend(%s)", (pid,))
except Exception:
# best-effort
pass
cur.execute(sql.SQL('DROP DATABASE IF EXISTS {}').format(sql.Identifier(db_name)))
finally:
conn.close()
def schema_exists(self, schema: str) -> bool:
conn = self._get_conn()
cur = conn.cursor()
cur.execute("SELECT 1 FROM pg_namespace WHERE nspname = %s", (schema,))
return cur.fetchone() is not None
def create_schema(self, schema: str, if_force_create: bool = False) -> bool:
"""Create schema in the current database. Returns True if created."""
conn = self._get_conn()
cur = conn.cursor()
if self.schema_exists(schema):
if not if_force_create:
return False
else:
# drop then create
self.drop_schema(schema)
cur.execute(sql.SQL('CREATE SCHEMA {}').format(sql.Identifier(schema)))
conn.commit()
return True
def drop_schema(self, schema: str) -> None:
conn = self._get_conn()
cur = conn.cursor()
cur.execute(sql.SQL('DROP SCHEMA IF EXISTS {} CASCADE').format(sql.Identifier(schema)))
conn.commit()
def table_exists(self, table: str, schema: str = 'public') -> bool:
conn = self._get_conn()
cur = conn.cursor()
cur.execute(
"SELECT EXISTS (SELECT 1 FROM information_schema.tables WHERE table_schema = %s AND table_name = %s)",
(schema, table)
)
row = cur.fetchone()
return bool(row and row[0])
def create_table(self, table: str, columns_def: str, schema: str = 'public', if_force_create: bool = False) -> bool:
"""Create a table with provided columns definition SQL (e.g. 'id serial PRIMARY KEY, name text').
Returns True if created, False if already existed and if_force_create is False.
"""
conn = self._get_conn()
cur = conn.cursor()
if self.table_exists(table, schema):
if not if_force_create:
return False
else:
self.drop_table(table, schema=schema)
q = sql.SQL('CREATE TABLE {}.{} ({})').format(sql.Identifier(schema), sql.Identifier(table), sql.SQL(columns_def))
cur.execute(q)
conn.commit()
return True
def drop_table(self, table: str, schema: str = 'public') -> None:
conn = self._get_conn()
cur = conn.cursor()
cur.execute(sql.SQL('DROP TABLE IF EXISTS {}.{} CASCADE').format(sql.Identifier(schema), sql.Identifier(table)))
conn.commit()
# -------------------- 新增结束 --------------------
def insert_json_into_table(self, table: str, json_list: list, schema: str = "public") -> None:
"""
批量将json(字典)列表插入到指定schema下的table中。
:param table: 表名
:param json_list: 字典列表,每个字典为一行数据
:param schema: schema名,默认为public
"""
if not json_list:
return
conn = self._get_conn()
columns = list(json_list[0].keys())
values = [[row.get(col) for col in columns] for row in json_list]
placeholders = ', '.join(['%s'] * len(columns))
col_names = ', '.join([f'"{col}"' for col in columns])
sql = f'INSERT INTO "{schema}"."{table}" ({col_names}) VALUES ({placeholders})'
with conn.cursor() as cur:
cur.executemany(sql, values)
conn.commit()
def __enter__(self):
# ensure connection is created and return self for use in `with` blocks
+203
View File
@@ -0,0 +1,203 @@
import psycopg2
import json
class DatabaseHandler:
def __init__(self, config):
self.config = config
self.connection = psycopg2.connect(database=config['db_database'], user=config['db_user'],
password=config['db_password'], host=config['db_host'], port=config['db_port'])
self.cursor = self.connection.cursor()
self.cursor.execute(f"select tablename from pg_tables where schemaname='public'")
self.table_list = [item[0] for item in self.cursor.fetchall()]
def ensure_connection(self):
try:
self.cursor.execute(f"select tablename from pg_tables where schemaname='public'")
except Exception as e:
print(e)
config = self.config
self.connection = psycopg2.connect(database=config['db_database'], user=config['db_user'],
password=config['db_password'], host=config['db_host'],
port=config['db_port'])
self.cursor = self.connection.cursor()
def create_database(self, db_name, force_create=False):
self.ensure_connection()
if force_create:
self.drop_database(db_name)
try:
self.connection.set_isolation_level(psycopg2.extensions.ISOLATION_LEVEL_AUTOCOMMIT)
self.cursor.execute(f'CREATE DATABASE {db_name}')
print(f'Database {db_name} successfully created.')
except psycopg2.errors.DuplicateDatabase as e:
print(f'Database {db_name} already exists: {e}')
def drop_database(self, db_name):
self.ensure_connection()
self.connection.set_isolation_level(psycopg2.extensions.ISOLATION_LEVEL_AUTOCOMMIT)
self.cursor.execute(f'drop database if exists {db_name}')
print(f'Database {db_name} successfully dropped.')
self.table_list.remove(db_name)
def create_table(self, table_structure, table_name, force_create=False, primary_key_list=None):
self.ensure_connection()
table_name = table_name.lower()
if force_create and self.exists_table(table_name):
self.drop_table(table_name)
sql = f'Create Table {table_name}('
content_list = []
for key, values in table_structure.items():
key_string = f'{key.replace(" ", "_").replace("-", "_")} {values}'
if primary_key_list and key in primary_key_list:
key_string += ' PRIMARY KEY'
content_list.append(key_string)
sql += ',\n'.join(content_list)
sql += ');'
self.connection.cursor().execute(sql)
self.connection.commit()
self.table_list.append(table_name)
def exists_table(self, table_name):
table_name = table_name.lower()
if table_name in self.table_list:
return True
else:
return False
def drop_table(self, table_name, info_flag=False):
self.ensure_connection()
table_name = table_name.lower()
if not self.exists_table(table_name):
if info_flag:
print(f'table: {table_name} not exists in database.')
return
self.cursor.execute(f'drop table {table_name}')
self.connection.commit()
if info_flag:
print(f'table: {table_name} dropped')
return
def insert_into_table(self, table_name, data_dict_list, batch=1000, schema='public'):
"""
:param schema:
:param batch:
:param table_name:
:param data_dict_list:
:return:
"""
self.ensure_connection()
full_table_name = f"{schema}.{table_name.lower()}"
# 检查表是否存在时也要加上schema
self.cursor.execute(
"SELECT EXISTS (SELECT 1 FROM information_schema.tables WHERE table_schema=%s AND table_name=%s)",
(schema, table_name.lower())
)
if not self.cursor.fetchone()[0]:
print(f'table: {full_table_name} not exists in database.')
return
table_structure = data_dict_list[0]
content_list = [f'{key.replace(" ", "_").replace("-", "_")}'.lower() for key in table_structure.keys()]
sql = f"INSERT INTO {full_table_name}({','.join(content_list)}) VALUES({','.join(['%s'] * len(content_list))})"
target = [list(item.values()) for item in data_dict_list]
for i in range(0, len(target), batch):
self.cursor.executemany(sql, target[i: i + batch])
self.connection.commit()
print(f'Inserted into table {full_table_name}, rows: {min(i + batch, len(target))}/{len(target)}')
def insert_json_into_table(self, table_name, data_list, batch=1000, unique_columns=None):
"""
insert a list of json into table. The json content should contain all the required columns as its keys.
:param batch: batch size
:param table_name: which table to insert into
:param data_list: target json
:param unique_columns: the unique column of the table. If set, that column will be
checked to ensure no duplicate entries
:return:
"""
self.ensure_connection()
table_name = table_name.lower()
if not self.exists_table(table_name):
print(f'table: {table_name} not exists in database.')
return
table_structure = list(data_list[0].keys())
if unique_columns and unique_columns not in table_structure:
raise ValueError(f'{unique_columns} not in data')
if unique_columns:
sql = (f"INSERT INTO {table_name}({','.join(table_structure)}) "
f"VALUES({','.join(['%s'] * len(table_structure))})"
f" ON CONFLICT ({unique_columns}) DO NOTHING")
else:
sql = (f"INSERT INTO {table_name}({','.join(table_structure)}) "
f"VALUES({','.join(['%s'] * len(table_structure))})")
target = [list(item.values()) for item in data_list]
for i in range(0, len(target), batch):
try:
self.cursor.executemany(sql, target[i: i+batch])
except psycopg2.errors.InternalError_ as e:
print(e)
size = 0
for line in target[i:i+batch]:
if line[-1]:
size += line[-1]
print(size / 1024 / 1024)
print('error')
except Exception as e:
print(sql)
print(e)
self.connection.commit()
print(f'Inserted into table {table_name}, rows: {min(i+batch, len(target))}/{len(target)}')
def get_data(self, table_name, field_name_list=None):
self.ensure_connection()
if not field_name_list:
sql = f"SELECT * FROM {table_name}"
elif isinstance(field_name_list, str):
sql = f"SELECT {field_name_list} FROM {table_name}"
else:
sql = f"select {','.join(field_name_list)} from {table_name}"
self.cursor.execute(sql)
res = self.cursor.fetchall()
return res
def update_table(self, table_name, update_data: dict, key_column):
self.ensure_connection()
table_name = table_name.lower()
if not self.exists_table(table_name):
print(f'table: {table_name} not exists in database.')
return
if key_column not in update_data:
raise ValueError(f'{key_column} not in data')
target_list = []
for key, value in update_data.items():
if key == key_column:
continue
if isinstance(value, dict):
target_list.append(f"""{key} = '{json.dumps(value).replace("'", "''")}'""")
else:
target_list.append(f"""{key} = '{str(value).replace("'", "''")}'""")
target = ','.join(target_list)
sql = f"update {table_name} set {target} where {key_column}='{update_data[key_column]}'"
self.cursor.execute(sql)
self.connection.commit()
def close(self):
self.connection.close()
if __name__ == "__main__":
config = {
"db_user": "app",
"db_password": "Letmein1",
"db_host": "pgm-8vb3061igsxn50is9o.pgsql.zhangbei.rds.aliyuncs.com",
"db_port": "5432",
"db_database": "flex_desk",
}
# db_handler = DatabaseHandler(config)
# print(db_handler.get_data("wiki.feishu_doc_public"))
# db_handler.insert_into_table('feishu_doc_public', [table_schema], batch=1, schema='wiki')
+10 -11
View File
@@ -11,7 +11,8 @@ from tqdm import tqdm
from src.My_Logger.project_logger import LoggerClass
from src.PostgresSQL.databaseHandler import DatabaseHandler
from src.utils.utils import load_config, size_of_file
from src.utils.utils import size_of_file
from src.config.load_config import project_config
project_path = Path(__file__).parent.parent.parent.absolute()
data_path = os.path.join(project_path, 'data')
@@ -40,9 +41,9 @@ def process_message_text(text):
class MessageUploader:
def __init__(self, config_path, local_logger, local_load_path, local_file_db_path, size_limit=0.5):
def __init__(self, local_logger, local_load_path, local_file_db_path, size_limit=0.5):
self.logger = local_logger
self.config = load_config(config_path)
self.config = project_config
self.load_path = local_load_path
self.file_param_list = ['photo', 'file']
self.db_handler = DatabaseHandler(self.config, self.logger)
@@ -196,14 +197,12 @@ def upload_didi_saved_message_to_db():
if __name__ == "__main__":
config = load_config(config_path)
config['database'] = "TestDB"
tg = MessageUploader(config_path=config_path,
local_logger=LoggerClass().get_log(logging.DEBUG),
local_load_path='E:\\SNSFiles\\ChatExport_2024-07-10',
local_file_db_path=config['file_db_path'],
size_limit=0.25)
tg = MessageUploader(
local_logger=LoggerClass().get_log(logging.DEBUG),
local_load_path='E:\\SNSFiles\\ChatExport_2024-07-10',
local_file_db_path=project_config['file_db_path'],
size_limit=0.25
)
try:
tg.do_upload()
# tg.logger_test()
-4
View File
@@ -19,7 +19,3 @@ else:
with open(CONFIG_PATH, 'r', encoding='utf-8') as config_file:
project_config = json.load(config_file)
LLM = ChatOpenAI(model=project_config['llm_model_name'], api_key= SecretStr(project_config['llm_secret_key']),
base_url=project_config['llm_base_url'], temperature=0.01)
-16
View File
@@ -2,22 +2,6 @@ import os
import json
def load_config(config_path):
"""
:param config_path: config folder path
:return:
"""
if os.path.exists(os.path.join(config_path, 'config_local.txt')):
config_path = os.path.join(config_path, 'config_local.txt')
else:
config_path = os.path.join(config_path, 'config.txt')
with open(config_path, 'r', encoding='utf-8') as config_file:
config_json = json.loads(config_file.read())
config_json['database'] = 'Telegram_Message'
return config_json
def size_of_file(file_size):
units = ['B', 'KB', 'MB', 'GB', 'TB', 'PB']
i = 0