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### What problem does this PR solve? #1965 ### Type of change - [x] New Feature (non-breaking change which adds functionality) --------- Co-authored-by: Kevin Hu <[email protected]>
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# | ||
# Copyright 2024 The InfiniFlow Authors. All Rights Reserved. | ||
# | ||
# Licensed under the Apache License, Version 2.0 (the "License"); | ||
# you may not use this file except in compliance with the License. | ||
# You may obtain a copy of the License at | ||
# | ||
# http://www.apache.org/licenses/LICENSE-2.0 | ||
# | ||
# Unless required by applicable law or agreed to in writing, software | ||
# distributed under the License is distributed on an "AS IS" BASIS, | ||
# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. | ||
# See the License for the specific language governing permissions and | ||
# limitations under the License. | ||
# | ||
from abc import ABC | ||
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import pandas as pd | ||
from peewee import MySQLDatabase, PostgresqlDatabase | ||
from agent.component.base import ComponentBase, ComponentParamBase | ||
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class ExeSQLParam(ComponentParamBase): | ||
""" | ||
Define the ExeSQL component parameters. | ||
""" | ||
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def __init__(self): | ||
super().__init__() | ||
self.db_type = "mysql" | ||
self.database = "" | ||
self.username = "" | ||
self.host = "" | ||
self.port = 3306 | ||
self.password = "" | ||
self.loop = 3 | ||
self.top_n = 30 | ||
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def check(self): | ||
self.check_valid_value(self.db_type, "Choose DB type", ['mysql', 'postgresql', 'mariadb']) | ||
self.check_empty(self.database, "Database name") | ||
self.check_empty(self.username, "database username") | ||
self.check_empty(self.host, "IP Address") | ||
self.check_positive_integer(self.port, "IP Port") | ||
self.check_empty(self.password, "Database password") | ||
self.check_positive_integer(self.top_n, "Number of records") | ||
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class ExeSQL(ComponentBase, ABC): | ||
component_name = "ExeSQL" | ||
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def _run(self, history, **kwargs): | ||
if not hasattr(self, "_loop"): | ||
setattr(self, "_loop", 0) | ||
if self._loop >= self._param.loop: | ||
self._loop = 0 | ||
raise Exception("Maximum loop time exceeds. Can't query the correct data via sql statement.") | ||
self._loop += 1 | ||
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ans = self.get_input() | ||
ans = "".join(ans["content"]) if "content" in ans else "" | ||
if not ans: | ||
return ExeSQL.be_output("SQL statement not found!") | ||
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if self._param.db_type in ["mysql", "mariadb"]: | ||
db = MySQLDatabase(self._param.database, user=self._param.username, host=self._param.host, | ||
port=self._param.port, password=self._param.password) | ||
elif self._param.db_type == 'postgresql': | ||
db = PostgresqlDatabase(self._param.database, user=self._param.username, host=self._param.host, | ||
port=self._param.port, password=self._param.password) | ||
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try: | ||
db.connect() | ||
query = db.execute_sql(ans) | ||
sql_res = [{"content": rec + "\n"} for rec in [str(i) for i in query.fetchall()]] | ||
db.close() | ||
except Exception as e: | ||
return ExeSQL.be_output("**Error**:" + str(e)) | ||
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if not sql_res: | ||
return ExeSQL.be_output("No record in the database!") | ||
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sql_res.insert(0, {"content": "Number of records retrieved from the database is " + str(len(sql_res)) + "\n"}) | ||
df = pd.DataFrame(sql_res[0:self._param.top_n + 1]) | ||
return ExeSQL.be_output(df.to_markdown()) |
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{ | ||
"components": { | ||
"begin": { | ||
"obj":{ | ||
"component_name": "Begin", | ||
"params": { | ||
"prologue": "Hi there!" | ||
} | ||
}, | ||
"downstream": ["answer:0"], | ||
"upstream": [] | ||
}, | ||
"answer:0": { | ||
"obj": { | ||
"component_name": "Answer", | ||
"params": {} | ||
}, | ||
"downstream": ["exesql:0"], | ||
"upstream": ["begin", "exesql:0"] | ||
}, | ||
"exesql:0": { | ||
"obj": { | ||
"component_name": "ExeSQL", | ||
"params": { | ||
"database": "rag_flow", | ||
"username": "root", | ||
"host": "mysql", | ||
"port": 3306, | ||
"password": "infini_rag_flow", | ||
"top_n": 3 | ||
} | ||
}, | ||
"downstream": ["answer:0"], | ||
"upstream": ["answer:0"] | ||
} | ||
}, | ||
"history": [], | ||
"messages": [], | ||
"reference": {}, | ||
"path": [], | ||
"answer": [] | ||
} | ||
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