diff --git a/packages/dbgpt-app/src/dbgpt_app/dbgpt_server.py b/packages/dbgpt-app/src/dbgpt_app/dbgpt_server.py
index e7e49b802..6fabb3760 100644
--- a/packages/dbgpt-app/src/dbgpt_app/dbgpt_server.py
+++ b/packages/dbgpt-app/src/dbgpt_app/dbgpt_server.py
@@ -270,6 +270,7 @@ def scan_configs():
def load_config(config_file: str = None) -> ApplicationConfig:
+ from dbgpt._private.config import Config
from dbgpt.configs.model_config import ROOT_PATH as DBGPT_ROOT_PATH
if config_file is None:
@@ -287,6 +288,8 @@ def load_config(config_file: str = None) -> ApplicationConfig:
sys_config = cfg.parse_config(SystemParameters, prefix="system")
# Must set default language before any i18n usage
set_default_language(sys_config.language)
+ _CFG = Config()
+ _CFG.LANGUAGE = sys_config.language
# Scan all configs
scan_configs()
diff --git a/packages/dbgpt-app/src/dbgpt_app/openapi/api_v1/api_v1.py b/packages/dbgpt-app/src/dbgpt_app/openapi/api_v1/api_v1.py
index d446d35f6..84324dfff 100644
--- a/packages/dbgpt-app/src/dbgpt_app/openapi/api_v1/api_v1.py
+++ b/packages/dbgpt-app/src/dbgpt_app/openapi/api_v1/api_v1.py
@@ -18,6 +18,7 @@ from dbgpt.core import ModelOutput
from dbgpt.core.awel import BaseOperator, CommonLLMHttpRequestBody
from dbgpt.core.awel.dag.dag_manager import DAGManager
from dbgpt.core.awel.util.chat_util import safe_chat_stream_with_dag_task
+from dbgpt.core.interface.file import FileStorageClient
from dbgpt.core.schema.api import (
ChatCompletionResponse,
ChatCompletionResponseChoice,
@@ -32,7 +33,6 @@ from dbgpt.model.cluster import BaseModelController, WorkerManager, WorkerManage
from dbgpt.util.executor_utils import (
DefaultExecutorFactory,
ExecutorFactory,
- blocking_func_to_async,
)
from dbgpt.util.file_client import FileClient
from dbgpt.util.tracer import SpanType, root_tracer
@@ -46,6 +46,7 @@ from dbgpt_app.openapi.api_view_model import (
)
from dbgpt_app.scene import BaseChat, ChatFactory, ChatScene
from dbgpt_serve.agent.db.gpts_app import UserRecentAppsDao, adapt_native_app_model
+from dbgpt_serve.core import blocking_func_to_async
from dbgpt_serve.datasource.manages.db_conn_info import DBConfig, DbTypeInfo
from dbgpt_serve.datasource.service.db_summary_client import DBSummaryClient
from dbgpt_serve.flow.service.service import Service as FlowService
@@ -150,6 +151,10 @@ def get_worker_manager() -> WorkerManager:
return worker_manager
+def get_fs() -> FileStorageClient:
+ return FileStorageClient.get_instance(CFG.SYSTEM_APP)
+
+
def get_dag_manager() -> DAGManager:
"""Get the global default DAGManager"""
return DAGManager.get_instance(CFG.SYSTEM_APP)
@@ -327,25 +332,45 @@ async def params_list(
async def file_upload(
chat_mode: str,
conv_uid: str,
+ temperature: Optional[float] = None,
+ max_new_tokens: Optional[int] = None,
sys_code: Optional[str] = None,
model_name: Optional[str] = None,
doc_file: UploadFile = File(...),
user_token: UserRequest = Depends(get_user_from_headers),
+ fs: FileStorageClient = Depends(get_fs),
):
logger.info(f"file_upload:{conv_uid},{doc_file.filename}")
- file_client = FileClient()
+ # file_client = FileClient()
file_name = doc_file.filename
- is_oss, file_key = await file_client.write_file(
- conv_uid=conv_uid, doc_file=doc_file
+ # is_oss, file_key = await file_client.write_file(
+ # conv_uid=conv_uid, doc_file=doc_file
+ # )
+ #
+ custom_metadata = {
+ "user_name": user_token.user_id,
+ "sys_code": sys_code,
+ "conv_uid": conv_uid,
+ }
+ bucket = "dbgpt_app_file"
+ file_uri = await blocking_func_to_async(
+ CFG.SYSTEM_APP,
+ fs.save_file,
+ bucket,
+ file_name,
+ doc_file.file,
+ storage_type="distributed",
+ custom_metadata=custom_metadata,
)
_, file_extension = os.path.splitext(file_name)
- if file_extension.lower() in [".xls", ".xlsx", ".csv"]:
+ if file_extension.lower() in [".xls", ".xlsx", ".csv", "*.json", "*.parquet"]:
file_param = {
- "is_oss": is_oss,
- "file_path": file_key,
+ "is_oss": True,
+ "file_path": file_uri,
"file_name": file_name,
"file_learning": True,
+ "bucket": bucket,
}
# Prepare the chat
dialogue = ConversationVo(
@@ -356,6 +381,10 @@ async def file_upload(
user_name=user_token.user_id,
sys_code=sys_code,
)
+ if temperature is not None:
+ dialogue.temperature = temperature
+ if max_new_tokens is not None:
+ dialogue.max_new_tokens = max_new_tokens
chat: BaseChat = await get_chat_instance(dialogue)
await chat.prepare()
@@ -364,8 +393,8 @@ async def file_upload(
else:
return Result.succ(
{
- "is_oss": is_oss,
- "file_path": file_key,
+ "is_oss": True,
+ "file_path": file_uri,
"file_learning": False,
"file_name": file_name,
}
@@ -439,7 +468,7 @@ async def get_chat_instance(dialogue: ConversationVo = Body()) -> BaseChat:
"prompt_code": dialogue.prompt_code,
}
chat: BaseChat = await blocking_func_to_async(
- get_executor(),
+ CFG.SYSTEM_APP,
CHAT_FACTORY.get_implementation,
dialogue.chat_mode,
CFG.SYSTEM_APP,
diff --git a/packages/dbgpt-app/src/dbgpt_app/openapi/api_view_model.py b/packages/dbgpt-app/src/dbgpt_app/openapi/api_view_model.py
index 4fe593e4a..64b91aaf0 100644
--- a/packages/dbgpt-app/src/dbgpt_app/openapi/api_view_model.py
+++ b/packages/dbgpt-app/src/dbgpt_app/openapi/api_view_model.py
@@ -63,7 +63,7 @@ class ConversationVo(BaseModel):
app_code: Optional[str] = ""
temperature: Optional[float] = 0.5
- max_new_tokens: Optional[int] = 2048
+ max_new_tokens: Optional[int] = 4000
"""
chat scene select param
"""
diff --git a/packages/dbgpt-app/src/dbgpt_app/scene/base_chat.py b/packages/dbgpt-app/src/dbgpt_app/scene/base_chat.py
index 47ea95c6c..f1431702d 100644
--- a/packages/dbgpt-app/src/dbgpt_app/scene/base_chat.py
+++ b/packages/dbgpt-app/src/dbgpt_app/scene/base_chat.py
@@ -308,7 +308,6 @@ class BaseChat(ABC):
previous_text = ""
previous_thinking_text = ""
try:
- msg = "ERROR! No response from model"
final_output: Optional[ModelOutput] = None
async for output in self.call_streaming_operator(payload):
# Plugin research in result generation
@@ -319,8 +318,9 @@ class BaseChat(ABC):
text_output=False,
)
)
- msg = model_output.gen_text_with_thinking()
- view_msg = self.stream_plugin_call(msg)
+ text_msg = model_output.text if model_output.has_text else ""
+ view_msg = self.stream_plugin_call(text_msg)
+ view_msg = model_output.gen_text_with_thinking(new_text=view_msg)
view_msg = view_msg.replace("\n", "\\n")
if text_output:
@@ -459,7 +459,7 @@ class BaseChat(ABC):
parsed_output = self.prompt_template.output_parser.parse_model_nostream_resp(
model_output, text_output=False
)
- ai_response_text = parsed_output.text
+ ai_response_text = parsed_output.text if parsed_output.has_text else ""
prompt_define_response = (
self.prompt_template.output_parser.parse_prompt_response(ai_response_text)
)
diff --git a/packages/dbgpt-app/src/dbgpt_app/scene/chat_data/chat_excel/excel_analyze/chat.py b/packages/dbgpt-app/src/dbgpt_app/scene/chat_data/chat_excel/excel_analyze/chat.py
index 9fb89c5de..7cf86822f 100644
--- a/packages/dbgpt-app/src/dbgpt_app/scene/chat_data/chat_excel/excel_analyze/chat.py
+++ b/packages/dbgpt-app/src/dbgpt_app/scene/chat_data/chat_excel/excel_analyze/chat.py
@@ -1,8 +1,15 @@
+import json
import logging
-from typing import Dict
+import os
+from typing import Any, Dict, Union
from dbgpt import SystemApp
from dbgpt.agent.util.api_call import ApiCall
+from dbgpt.configs.model_config import DATA_DIR
+from dbgpt.core import ModelOutput
+from dbgpt.core.interface.file import _SCHEMA, FileStorageClient
+from dbgpt.util.executor_utils import blocking_func_to_async
+from dbgpt.util.json_utils import EnhancedJSONEncoder
from dbgpt.util.tracer import root_tracer, trace
from dbgpt_app.scene import BaseChat, ChatScene
from dbgpt_app.scene.chat_data.chat_excel.excel_learning.chat import ExcelLearning
@@ -15,7 +22,7 @@ class ChatExcel(BaseChat):
"""a Excel analyzer to analyze Excel Data"""
chat_scene: str = ChatScene.ChatExcel.value()
- keep_start_rounds = 1
+ keep_start_rounds = 0
keep_end_rounds = 2
def __init__(self, chat_param: Dict, system_app: SystemApp = None):
@@ -27,26 +34,105 @@ class ChatExcel(BaseChat):
- model_name:(str) llm model name
- select_param:(str) file path
"""
-
+ self.fs_client = FileStorageClient.get_instance(system_app)
self.select_param = chat_param["select_param"]
if not self.select_param:
raise ValueError("Please upload the Excel document you want to talk to！")
self.model_name = chat_param["model_name"]
chat_param["chat_mode"] = ChatScene.ChatExcel
self.chat_param = chat_param
+ self._bucket = "dbgpt_app_file"
+ file_path, file_name, database_file_path, database_file_id = self._resolve_path(
+ self.select_param,
+ chat_param["chat_session_id"],
+ self.fs_client,
+ self._bucket,
+ )
+ self._curr_table = "data_analysis_table"
+ self._file_name = file_name
+ self._database_file_path = database_file_path
+ self._database_file_id = database_file_id
self.excel_reader = ExcelReader(
- chat_param["chat_session_id"], self.select_param
+ chat_param["chat_session_id"],
+ file_path,
+ file_name,
+ read_type="direct",
+ database_name=database_file_path,
+ table_name=self._curr_table,
)
self.api_call = ApiCall()
super().__init__(chat_param=chat_param, system_app=system_app)
+ def _resolve_path(
+ self, file_param: Any, conv_uid: str, fs_client: FileStorageClient, bucket: str
+ ) -> Union[str, str, str]:
+ if isinstance(file_param, str) and os.path.isabs(file_param):
+ file_path = file_param
+ file_name = os.path.basename(file_param)
+ else:
+ if isinstance(file_param, dict):
+ file_path = file_param.get("file_path", None)
+ if not file_path:
+ raise ValueError("Not find file path!")
+ else:
+ file_name = os.path.basename(file_path.replace(f"{conv_uid}_", ""))
+
+ else:
+ temp_obj = json.loads(file_param)
+ file_path = temp_obj.get("file_path")
+ if not file_path:
+ raise ValueError("Not find file path!")
+ file_name = os.path.basename(file_path.replace(f"{conv_uid}_", ""))
+
+ database_root_path = os.path.join(DATA_DIR, "_chat_excel_tmp")
+ os.makedirs(database_root_path, exist_ok=True)
+ database_file_path = os.path.join(
+ database_root_path, f"_chat_excel_{file_name}.duckdb"
+ )
+ database_file_id = None
+
+ if file_path.startswith(_SCHEMA):
+ file_path, file_meta = fs_client.download_file(file_path, dest_dir=DATA_DIR)
+ file_name = os.path.basename(file_path)
+ database_file_path = os.path.join(
+ database_root_path, f"_chat_excel_{file_name}.duckdb"
+ )
+ database_file_id = f"{file_meta.file_id}_{conv_uid}"
+ db_files = fs_client.list_files(
+ bucket,
+ filters={
+ "file_id": database_file_id,
+ },
+ )
+ if db_files:
+ logger.info("Database file exists in file storage. Downloading...")
+ fs_client.download_file(db_files[0].uri, database_file_path)
+ logger.info(f"Database file downloaded to {database_file_path}")
+
+ return file_path, file_name, database_file_path, database_file_id
+
@trace()
async def generate_input_values(self) -> Dict:
+ table_schema = await blocking_func_to_async(
+ self._executor, self.excel_reader.get_create_table_sql, self._curr_table
+ )
+ # table_summary = await blocking_func_to_async(
+ # self._executor, self.excel_reader.get_summary, self._curr_table
+ # )
+ colunms, datas = await blocking_func_to_async(
+ self._executor, self.excel_reader.get_sample_data, self._curr_table
+ )
+
input_values = {
"user_input": self.current_user_input,
- "table_name": self.excel_reader.table_name,
+ "table_name": self._curr_table,
"display_type": self._generate_numbered_list(),
+ # "table_summary": table_summary,
+ "table_schema": table_schema,
+ "data_example": json.dumps(
+ datas, cls=EnhancedJSONEncoder, ensure_ascii=False
+ ),
}
return input_values
@@ -54,6 +140,7 @@ class ChatExcel(BaseChat):
logger.info(f"{self.chat_mode} prepare start!")
if self.has_history_messages():
return None
+
chat_param = {
"chat_session_id": self.chat_session_id,
"user_input": "[" + self.excel_reader.excel_file_name + "]" + " Analyze！",
@@ -63,20 +150,43 @@ class ChatExcel(BaseChat):
"model_name": self.model_name,
"user_name": self.chat_param.get("user_name", None),
}
+ if "temperature" in self._chat_param:
+ chat_param["temperature"] = self._chat_param["temperature"]
+ if "max_new_tokens" in self._chat_param:
+ chat_param["max_new_tokens"] = self._chat_param["max_new_tokens"]
learn_chat = ExcelLearning(**chat_param, system_app=self.system_app)
result = await learn_chat.nostream_call()
+
+ if (
+ os.path.exists(self._database_file_path)
+ and self._database_file_id is not None
+ ):
+ await blocking_func_to_async(self._executor, self.excel_reader.close)
+ await blocking_func_to_async(
+ self._executor,
+ self.fs_client.upload_file,
+ self._bucket,
+ self._database_file_path,
+ storage_type="distributed",
+ file_id=self._database_file_id,
+ )
return result
def stream_plugin_call(self, text):
- text = (
- text.replace("\\n", " ")
- .replace("\n", " ")
- .replace("\_", "_")
- .replace("\\", " ")
- )
with root_tracer.start_span(
"ChatExcel.stream_plugin_call.run_display_sql", metadata={"text": text}
):
return self.api_call.display_sql_llmvis(
- text, self.excel_reader.get_df_by_sql_ex
+ text,
+ self.excel_reader.get_df_by_sql_ex,
)
+
+ async def _handle_final_output(
+ self, final_output: ModelOutput, incremental: bool = False
+ ):
+ text_msg = final_output.text if final_output.has_text else ""
+ view_msg = self.stream_plugin_call(text_msg)
+ view_msg = final_output.gen_text_with_thinking(new_text=view_msg)
+ view_msg = view_msg.replace("\n", "\\n")
+
+ return final_output.text, view_msg
diff --git a/packages/dbgpt-app/src/dbgpt_app/scene/chat_data/chat_excel/excel_analyze/out_parser.py b/packages/dbgpt-app/src/dbgpt_app/scene/chat_data/chat_excel/excel_analyze/out_parser.py
index f393b945a..6671fcc23 100644
--- a/packages/dbgpt-app/src/dbgpt_app/scene/chat_data/chat_excel/excel_analyze/out_parser.py
+++ b/packages/dbgpt-app/src/dbgpt_app/scene/chat_data/chat_excel/excel_analyze/out_parser.py
@@ -2,11 +2,8 @@ import json
import logging
from typing import NamedTuple
-from dbgpt._private.config import Config
from dbgpt.core.interface.output_parser import BaseOutputParser
-CFG = Config()
-
class ExcelAnalyzeResponse(NamedTuple):
sql: str
@@ -23,7 +20,7 @@ class ChatExcelOutputParser(BaseOutputParser):
def parse_prompt_response(self, model_out_text):
clean_str = super().parse_prompt_response(model_out_text)
- print("clean prompt response:", clean_str)
+ logger.info("clean prompt response:", clean_str)
try:
response = json.loads(clean_str)
for key in sorted(response):
diff --git a/packages/dbgpt-app/src/dbgpt_app/scene/chat_data/chat_excel/excel_analyze/prompt.py b/packages/dbgpt-app/src/dbgpt_app/scene/chat_data/chat_excel/excel_analyze/prompt.py
index 85e3b1135..6877dd539 100644
--- a/packages/dbgpt-app/src/dbgpt_app/scene/chat_data/chat_excel/excel_analyze/prompt.py
+++ b/packages/dbgpt-app/src/dbgpt_app/scene/chat_data/chat_excel/excel_analyze/prompt.py
@@ -15,58 +15,182 @@ CFG = Config()
_PROMPT_SCENE_DEFINE_EN = "You are a data analysis expert. "
_DEFAULT_TEMPLATE_EN = """
-Please use the data structure column analysis information generated in the above \
-historical dialogue to answer the user's questions through duckdb sql data analysis \
-under the following constraints..
+The user has a table file data to be analyzed, which has already been imported into a \
+DuckDB table. \
+A sample of the data is as follows:
+``````json
+{data_example}
+``````
+The DuckDB table structure information is as follows:
+{table_schema}
+For DuckDB, please pay special attention to the following DuckDB syntax rules:
+``````markdown
+### When using GROUP BY in DuckDB SQL queries, note these key points:
+1. Any non-aggregate columns that appear in the SELECT clause must also appear in the \
+GROUP BY clause
+2. When referencing a column in ORDER BY or window functions, ensure that column has \
+been properly selected in the preceding CTE or query
+3. When building multi-layer CTEs, ensure column reference consistency between layers, \
+especially for columns used in sorting and joining
+4. If a column doesn't need an exact value, you can use the ANY_VALUE() function as an \
+alternative
+``````
+Based on the data structure information provided, please answer the user's questions \
+through DuckDB SQL data analysis while meeting the following constraints.
+Constraints:
+ 1. Please fully understand the user's question and analyze it using DuckDB SQL. \
+ Return the analysis content according to the output format required below, with \
+ the SQL output in the corresponding SQL parameter
+ 2. Please select the most optimal way from the display methods given below for \
+ data rendering, and put the type name in the name parameter value of the required \
+ return format. If you cannot find the most suitable one, use 'Table' as the \
+ display method. Available data display methods are: {display_type}
+ 3. The table name to be used in the SQL is: {table_name}. Please check your \
+ generated SQL and do not use column names that are not in the data structure
+ 4. Prioritize using data analysis methods to answer. If the user's question does \
+ not involve data analysis content, you can answer based on your understanding
+ 5. Convert the SQL part in the output content to: \
+ [display method] \
+ [correct duckdb data analysis sql] [data display mode] \
- [correct duckdb data analysis sql] [Data display method] \
- [Correct duckdb data analysis sql] [display method] \
+ [correct duckdb data analysis sql] response_table
+SELECT region AS 地区,
+ SUM(sales) AS 总销售额,
+ SUM(profit) AS 总利润,
+ SUM(profit)/NULLIF(SUM(sales),0) AS 利润率
+FROM sales_records
+WHERE region IS NOT NULL
+GROUP BY region
+ORDER BY 总销售额 DESC;
+ response_table
+SELECT
+ DATE_TRUNC('month', order_date)::DATE AS year_month,
+ COUNT(DISTINCT order_id) AS order_count,
+ AVG(order_value) AS avg_order_value
+FROM orders
+WHERE order_date >= CURRENT_DATE - INTERVAL '2 years'
+ AND order_date IS NOT NULL
+GROUP BY 1
+ORDER BY year_month ASC;
+ format! Please answer in the same \
+language as the user's question!
+User question: {user_input}
"""
_PROMPT_SCENE_DEFINE_ZH = """你是一个数据分析专家！"""
_DEFAULT_TEMPLATE_ZH = """
-请使用历史对话中的数据结构信息，在满足下面约束条件下通过\
-duckdb sql数据分析回答用户的问题。
+用户有一份待分析表格文件数据，目前已经导入到 DuckDB 表中，\
+
+一部分采样数据如下:
+``````json
+{data_example}
+``````
+
+DuckDB 表结构信息如下：
+{table_schema}
+
+
+DuckDB 中，需要特别注意的 DuckDB 语法规则：
+``````markdown
+### 在 DuckDB SQL 查询中使用 GROUP BY 时需要注意以下关键点：
+
+1. 任何出现在 SELECT 子句中的非聚合列，必须同时出现在 GROUP BY 子句中
+2. 当在 ORDER BY 或窗口函数中引用某个列时，确保该列已在前面的 CTE 或查询中被正确选择
+3. 在构建多层 CTE 时，需要确保各层之间的列引用一致性，特别是用于排序和连接的列
+4. 如果某列不需要精确值，可以使用 ANY_VALUE() 函数作为替代方案
+``````
+
+请基于给你的数据结构信息，在满足下面约束条件下通过\
+DuckDB SQL数据分析回答用户的问题。
约束条件:
- 1.请充分理解用户的问题，使用duckdb sql的方式进行分析，\
- 分析内容按下面要求的输出格式返回，sql请输出在对应的sql参数中
+ 1.请充分理解用户的问题，使用 DuckDB SQL 的方式进行分析，\
+ 分析内容按下面要求的输出格式返回，SQL 请输出在对应的 SQL 参数中
2.请从如下给出的展示方式种选择最优的一种用以进行数据渲染，\
将类型名称放入返回要求格式的name参数值种，如果找不到最合适\
的则使用'Table'作为展示方式，可用数据展示方式如下: {display_type}
3.SQL中需要使用的表名是: {table_name},请检查你生成的sql，\
不要使用没在数据结构中的列名
4.优先使用数据分析的方式回答，如果用户问题不涉及数据分析内容，你可以按你的理解进行回答
- 5.输出内容中sql部分转换为：\
+ 5.输出内容中sql部分转换为：
[数据显示方式] \
[正确的duckdb数据分析sql] [数据展示方式] [正确的duckdb数据分析sql] [数据展示方式] \
+ [正确的duckdb数据分析sql] response_table
+SELECT region AS 地区,
+ SUM(sales) AS 总销售额,
+ SUM(profit) AS 总利润,
+ SUM(profit)/NULLIF(SUM(sales),0) AS 利润率
+FROM sales_records
+WHERE region IS NOT NULL
+GROUP BY region
+ORDER BY 总销售额 DESC;
+ response_table
+SELECT
+ DATE_TRUNC('month', order_date)::DATE AS year_month,
+ COUNT(DISTINCT order_id) AS order_count,
+ AVG(order_value) AS avg_order_value
+FROM orders
+WHERE order_date >= CURRENT_DATE - INTERVAL '2 years'
+ AND order_date IS NOT NULL
+GROUP BY 1
+ORDER BY year_month ASC;
+ 的格式! 请使用和用户问题相同的语言回答！
用户问题：{user_input}
"""
diff --git a/packages/dbgpt-app/src/dbgpt_app/scene/chat_data/chat_excel/excel_learning/chat.py b/packages/dbgpt-app/src/dbgpt_app/scene/chat_data/chat_excel/excel_learning/chat.py
index 3597da35e..6c9d8d7d2 100644
--- a/packages/dbgpt-app/src/dbgpt_app/scene/chat_data/chat_excel/excel_learning/chat.py
+++ b/packages/dbgpt-app/src/dbgpt_app/scene/chat_data/chat_excel/excel_learning/chat.py
@@ -2,12 +2,15 @@ import json
from typing import Any, Dict
from dbgpt import SystemApp
-from dbgpt.core.interface.message import AIMessage, ViewMessage
+from dbgpt.core.interface.message import ModelMessageRoleType
from dbgpt.util.executor_utils import blocking_func_to_async
from dbgpt.util.json_utils import EnhancedJSONEncoder
from dbgpt.util.tracer import trace
from dbgpt_app.scene import BaseChat, ChatScene
+from .out_parser import TransformedExcelResponse
+from .prompt import USER_INPUT
+
class ExcelLearning(BaseChat):
chat_scene: str = ChatScene.ExcelLearning.value()
@@ -16,6 +19,8 @@ class ExcelLearning(BaseChat):
self,
chat_session_id,
user_input,
+ temperature: float,
+ max_new_tokens: int,
parent_mode: Any = None,
select_param: str = None,
excel_reader: Any = None,
@@ -24,9 +29,10 @@ class ExcelLearning(BaseChat):
system_app: SystemApp = None,
):
chat_mode = ChatScene.ExcelLearning
+ from ..excel_reader import ExcelReader
+
""" """
- self.excel_file_path = select_param
- self.excel_reader = excel_reader
+ self.excel_reader: ExcelReader = excel_reader
chat_param = {
"chat_mode": chat_mode,
"chat_session_id": chat_session_id,
@@ -34,7 +40,10 @@ class ExcelLearning(BaseChat):
"select_param": select_param,
"model_name": model_name,
"user_name": user_name,
+ "temperature": temperature,
+ "max_new_tokens": max_new_tokens,
}
+ self._curr_table = self.excel_reader.temp_table_name
super().__init__(chat_param=chat_param, system_app=system_app)
if parent_mode:
self.current_message.chat_mode = parent_mode.value()
@@ -43,25 +52,42 @@ class ExcelLearning(BaseChat):
async def generate_input_values(self) -> Dict:
# colunms, datas = self.excel_reader.get_sample_data()
colunms, datas = await blocking_func_to_async(
- self._executor, self.excel_reader.get_sample_data
+ self._executor, self.excel_reader.get_sample_data, self._curr_table
)
self.prompt_template.output_parser.update(colunms)
datas.insert(0, colunms)
+ table_schema = await blocking_func_to_async(
+ self._executor, self.excel_reader.get_create_table_sql, self._curr_table
+ )
+ table_summary = await blocking_func_to_async(
+ self._executor, self.excel_reader.get_summary, self._curr_table
+ )
+
input_values = {
- "data_example": json.dumps(datas, cls=EnhancedJSONEncoder),
- "file_name": self.excel_reader.excel_file_name,
+ "data_example": json.dumps(
+ datas, cls=EnhancedJSONEncoder, ensure_ascii=False
+ ),
+ "user_input": USER_INPUT,
+ "table_summary": table_summary,
+ "table_schema": table_schema,
}
return input_values
+ def do_action(self, prompt_response: TransformedExcelResponse):
+ self.excel_reader.transform_table(
+ self._curr_table, self.excel_reader.table_name, prompt_response
+ )
+ return prompt_response
+
def message_adjust(self):
### adjust learning result in messages
# TODO: Can't work in multi-rounds chat
view_message = ""
for message in self.current_message.messages:
- if message.type == ViewMessage.type:
+ if message.type == ModelMessageRoleType.VIEW:
view_message = message.content
for message in self.current_message.messages:
- if message.type == AIMessage.type:
+ if message.type == ModelMessageRoleType.AI:
message.content = view_message
diff --git a/packages/dbgpt-app/src/dbgpt_app/scene/chat_data/chat_excel/excel_learning/out_parser.py b/packages/dbgpt-app/src/dbgpt_app/scene/chat_data/chat_excel/excel_learning/out_parser.py
index 353929354..40d4f316b 100644
--- a/packages/dbgpt-app/src/dbgpt_app/scene/chat_data/chat_excel/excel_learning/out_parser.py
+++ b/packages/dbgpt-app/src/dbgpt_app/scene/chat_data/chat_excel/excel_learning/out_parser.py
@@ -1,8 +1,9 @@
import json
import logging
-from typing import List, NamedTuple
+from typing import Dict, List, NamedTuple
from dbgpt.core.interface.output_parser import BaseOutputParser
+from dbgpt_app.scene.chat_data.chat_excel.excel_reader import TransformedExcelResponse
class ExcelResponse(NamedTuple):
@@ -20,36 +21,44 @@ class LearningExcelOutputParser(BaseOutputParser):
self.is_downgraded = False
def parse_prompt_response(self, model_out_text):
+ description = ""
+ columns = []
+ plans = []
try:
clean_str = super().parse_prompt_response(model_out_text)
logger.info(f"parse_prompt_response:{model_out_text},{model_out_text}")
response = json.loads(clean_str)
for key in sorted(response):
- if key.strip() == "DataAnalysis":
- desciption = response[key]
- if key.strip() == "ColumnAnalysis":
- clounms = response[key]
- if key.strip() == "AnalysisProgram":
+ if key.strip() == "data_analysis":
+ description = response[key]
+ if key.strip() == "column_analysis":
+ columns = response[key]
+ if key.strip() == "analysis_program":
plans = response[key]
- return ExcelResponse(desciption=desciption, clounms=clounms, plans=plans)
+ return TransformedExcelResponse(
+ description=description, columns=columns, plans=plans
+ )
except Exception as e:
- logger.error(f"parse_prompt_response Faild!{str(e)}")
- clounms = []
+ logger.error(f"parse_prompt_response failed: {e}")
for name in self.data_schema:
- clounms.append({name: "-"})
- return ExcelResponse(desciption=model_out_text, clounms=clounms, plans=None)
+ columns.append({name: "-"})
+ return TransformedExcelResponse(
+ description=model_out_text, columns=columns, plans=plans
+ )
- def __build_colunms_html(self, clounms_data):
- html_colunms = "### **Data Structure**\n"
+ def _build_columns_html(self, columns: List[Dict[str, str]]) -> str:
+ html_columns = "### **Data Structure**\n"
column_index = 0
- for item in clounms_data:
+ for item in columns:
column_index += 1
- keys = item.keys()
- for key in keys:
- html_colunms = (
- html_colunms + f"- **{column_index}.[{key}]** _{item[key]}_\n"
- )
- return html_colunms
+ column_name = item.get("new_column_name", "")
+ old_column_name = item.get("old_column_name", "")
+ column_description = item.get("column_description", "")
+ html_columns += (
+ f"- **{column_index}. {column_name}({old_column_name})**: "
+ f"_{column_description}_\n"
+ )
+ return html_columns
def __build_plans_html(self, plans_data):
html_plans = "### **Analysis plans**\n"
@@ -60,14 +69,16 @@ class LearningExcelOutputParser(BaseOutputParser):
html_plans = html_plans + f"{item} \n"
return html_plans
- def parse_view_response(self, speak, data, prompt_response) -> str:
+ def parse_view_response(
+ self, speak, data: TransformedExcelResponse, prompt_response
+ ) -> str:
if data and not isinstance(data, str):
### tool out data to table view
- html_title = f"### **Data Summary**\n{data.desciption} "
- html_colunms = self.__build_colunms_html(data.clounms)
+ html_title = f"### **Data Summary**\n{data.description} "
+ html_columns = self._build_columns_html(data.columns)
html_plans = self.__build_plans_html(data.plans)
- html = f"""{html_title}\n{html_colunms}\n{html_plans}"""
+ html = f"""{html_title}\n{html_columns}\n{html_plans}"""
return html
else:
return speak
diff --git a/packages/dbgpt-app/src/dbgpt_app/scene/chat_data/chat_excel/excel_learning/prompt.py b/packages/dbgpt-app/src/dbgpt_app/scene/chat_data/chat_excel/excel_learning/prompt.py
index 9e83fcc4e..9b5dd345b 100644
--- a/packages/dbgpt-app/src/dbgpt_app/scene/chat_data/chat_excel/excel_learning/prompt.py
+++ b/packages/dbgpt-app/src/dbgpt_app/scene/chat_data/chat_excel/excel_learning/prompt.py
@@ -14,57 +14,143 @@ from dbgpt_app.scene.chat_data.chat_excel.excel_learning.out_parser import (
CFG = Config()
_PROMPT_SCENE_DEFINE_EN = "You are a data analysis expert. "
-
_DEFAULT_TEMPLATE_EN = """
-The following is part of the data of the user file {file_name}. Please learn to \
-understand the structure and content of the data and output the parsing results as \
-required:
- {data_example}
-Explain the meaning and function of each column, and give a simple and clear \
-explanation of the technical terms， If it is a Date column, please summarize the Date \
-format like: yyyy-MM-dd HH:MM:ss.
-Use the column name as the attribute name and the analysis explanation as the \
-attribute value to form a json array and output it in the ColumnAnalysis attribute \
-that returns the json content.
-Please do not modify or translate the column names, make sure they are consistent with\
- the given data column names.
-Provide some useful analysis ideas to users from different dimensions for data.
-
-Please think step by step and give your answer. Make sure to answer only in JSON \
-format，the format is as follows:
+You are provided with user data and asked to understand and respond according to the \
+requirements below.
+The data is currently in a DuckDB table, \
+a sample of which is as follows:
+``````json
+{data_example}
+``````
+The table summary information is as follows:
+``````json
+{table_summary}
+``````
+The DuckDB table structure information is as follows:
+{table_schema}
+Analyze the meaning and function of each column of data, and provide simple and clear \
+explanations of technical terms, \
+with the following specific requirements:
+1. Carefully read the table structure, data samples, and table summary information \
+provided to you
+2. Extract information such as column names, data types, data meanings, data formats, \
+etc. 3. To standardize the data structure, I need to transform the original column \
+names, such as converting "年龄" to "age", "Completion progress" to \
+"completion_progress", etc.
+4. You need to provide the original column names, transformed column names, \
+data types, data meanings, data formats, etc.
+5. If it's a time type, please provide the time format, such as: yyyy-MM-dd HH:MM:ss.
+6. Please provide some useful analysis ideas from different dimensions for the user \
+(arranged in order from simple to complex analysis complexity)
+7. You need to output the extracted information according to the format below, \
+ensuring that the output format is correct Column name conversion rules:
+1. If it's in English letters, convert them all to lowercase, and replace spaces with \
+underscores
+2. If it's numbers, keep them as is
+3. If it's Chinese, translate the Chinese field names to English, and replace spaces \
+with underscores
+4. If it's in other languages, translate them to English, and replace spaces with \
+underscores
+5. If it's special characters, delete them directly
+6. All column fields must be analyzed and converted, remember to output in JSON
+Avoid phrases like ' // ... (similar analysis for other columns) ...'
+7. You need to provide the original column names and the transformed new column names \
+in the JSON, as well as your analysis of the meaning and function of that column. If \
+it's a time type, please provide the time format, such as: \
+yyyy-MM-dd HH:MM:ss
+You must output JSON data, where:
+The `data_analysis` property is a summary of the data content analysis, \
+The `column_analysis` is a JSON array type containing the conversion and analysis \
+results for each column, \
+The `analysis_program` property is the analysis approach.
+Please think step by step, ensure that you answer only in JSON format, and ensure it \
+can be parsed by Python's json.loads() function.
+Response format is as follows:
+```json
{response}
+```
"""
_PROMPT_SCENE_DEFINE_ZH = "你是一个数据分析专家. "
_DEFAULT_TEMPLATE_ZH = """
-下面是用户文件{file_name}的一部分数据，请学习理解该数据的结构和内容，按要求输出解析结果:
- {data_example}
-分析各列数据的含义和作用，并对专业术语进行简单明了的解释, \
-如果是时间类型请给出时间格式类似:yyyy-MM-dd HH:MM:ss.
-将列名作为属性名，分析解释作为属性值,组成json数组，\
-并输出在返回json内容的ColumnAnalysis属性中.
-请不要修改或者翻译列名，确保和给出数据列名一致.
-针对数据从不同维度提供一些有用的分析思路给用户。
+给你一份用户的数据, 请你对数据理解并根据下面的要求响应用户，
+目前数据在 DuckDB 表中，\
-请一步一步思考,确保只以JSON格式回答，具体格式如下：
+一部分采样数据如下:
+``````json
+{data_example}
+``````
+
+表的摘要信息如下:
+``````json
+{table_summary}
+``````
+
+DuckDB 表结构信息如下：
+{table_schema}
+
+
+分析各列数据的含义和作用，并对专业术语进行简单明了的解释, \
+具体要求：
+1. 仔细阅读给你的表结构、数据样例和表摘要信息
+2. 提取出字段的列名、数据类型、数据含义、数据格式等信息
+3. 为了标准化数据结构数据，我需要对于原来的列名进行转化，\
+如将“年龄”转换为“age”, "Completion progress"转化为\
+"completion_progress"等
+4. 你需要提供原始的列名、转化后的列名、数据类型、数据含义、数据格式等信息
+5. 如果是时间类型请给出时间格式类似:yyyy-MM-dd HH:MM:ss.
+6. 请你针对数据从不同维度提供一些有用的分析思路给用户\
+(可以按照分析复杂度从简单到复杂依次提供）
+7. 你需要将提取的信息按照下面的格式输出，确保输出的格式正确
+
+
+列名的转换规则:
+1. 如果是英文字母，全部转换为小写，并且将空格替换为下划线
+2. 如果是数字，直接保留
+3. 如果是中文，将中文字段名翻译为英文，并且将空格替换为下划线
+4. 如果是其它语言，将其翻译为英文，并且将空格替换为下划线
+5. 如果是特殊字符，直接删除
+6. 所以列的字段都必须分析和转换，切记在 JSON 中输出
+' // ... (其他列的类似分析) ...)' 之类的话术
+7. 你需要在json中提供原始列名和转化后的新的列名，以及你分析\
+的该列的含义和作用，如果是时间类型请给出时间格式类似:\
+yyyy-MM-dd HH:MM:ss
+
+你必须输出 JSON 数据，其中:
+`data_analysis` 属性是数据内容分析总结，\
+`column_analysis` 是一个json数组类型，里面包含了每一列的转换、分析结果，\
+`analysis_program` 属性是分析思路。
+
+请一步一步思考,确保只以JSON格式回答，并且需要能被 Python 的 json.loads() 函数解析。
+响应格式如下:
+```json
{response}
+```
"""
_RESPONSE_FORMAT_SIMPLE_ZH = {
- "DataAnalysis": "数据内容分析总结",
- "ColumnAnalysis": [{"column name": "字段1介绍，专业术语解释(请尽量简单明了)"}],
- "AnalysisProgram": ["1.分析方案1", "2.分析方案2"],
-}
-_RESPONSE_FORMAT_SIMPLE_EN = {
- "DataAnalysis": "Data content analysis summary",
- "ColumnAnalysis": [
+ "data_analysis": "数据内容分析总结",
+ "column_analysis": [
{
- "column name": "Introduction to Column 1 and explanation of professional "
- "terms (please try to be as simple and clear as possible)"
+ "old_column_name": "原始列名",
+ "new_column_name": "转换后的新的列名",
+ "column_description": "字段1介绍，专业术语解释(请尽量简单明了)",
}
],
- "AnalysisProgram": ["1. Analysis plan ", "2. Analysis plan "],
+ "analysis_program": ["1.分析方案1", "2.分析方案2"],
+}
+_RESPONSE_FORMAT_SIMPLE_EN = {
+ "data_analysis": "Data content analysis summary",
+ "column_analysis": [
+ {
+ "old_column_name": "Original column name",
+ "new_column_name": "Converted new column name",
+ "column_description": "Description of field 1, explanation of professional "
+ "terms (as simple and clear as possible)",
+ }
+ ],
+ "analysis_program": ["1. Analysis plan ", "2. Analysis plan "],
}
RESPONSE_FORMAT_SIMPLE = (
@@ -80,6 +166,11 @@ PROMPT_SCENE_DEFINE = (
_PROMPT_SCENE_DEFINE_EN if CFG.LANGUAGE == "en" else _PROMPT_SCENE_DEFINE_ZH
)
+_USER_INPUT = "Please analyze the data for you"
+_USER_INPUT_ZH = "请分析给你的数据"
+
+USER_INPUT = _USER_INPUT if CFG.LANGUAGE == "en" else _USER_INPUT_ZH
+
PROMPT_NEED_STREAM_OUT = False
@@ -100,7 +191,7 @@ prompt = ChatPromptTemplate(
RESPONSE_FORMAT_SIMPLE, ensure_ascii=False, indent=4
),
),
- HumanPromptTemplate.from_template("{file_name}"),
+ HumanPromptTemplate.from_template("{user_input}"),
]
)
diff --git a/packages/dbgpt-app/src/dbgpt_app/scene/chat_data/chat_excel/excel_reader.py b/packages/dbgpt-app/src/dbgpt_app/scene/chat_data/chat_excel/excel_reader.py
index ae36f5234..328c6d93d 100644
--- a/packages/dbgpt-app/src/dbgpt_app/scene/chat_data/chat_excel/excel_reader.py
+++ b/packages/dbgpt-app/src/dbgpt_app/scene/chat_data/chat_excel/excel_reader.py
@@ -1,30 +1,28 @@
import io
-import json
import logging
import os
+from typing import TYPE_CHECKING, Dict, List, NamedTuple, Optional
import chardet
import duckdb
import numpy as np
import pandas as pd
import sqlparse
-from pyparsing import (
- CaselessKeyword,
- Forward,
- Literal,
- Optional,
- Regex,
- Word,
- alphanums,
- delimitedList,
-)
from dbgpt.util.file_client import FileClient
from dbgpt.util.pd_utils import csv_colunm_foramt
-from dbgpt.util.string_utils import is_chinese_include_number
logger = logging.getLogger(__name__)
+if TYPE_CHECKING:
+ from duckdb import DuckDBPyConnection
+
+
+class TransformedExcelResponse(NamedTuple):
+ description: str
+ columns: List[Dict[str, str]]
+ plans: List[str]
+
def excel_colunm_format(old_name: str) -> str:
new_column = old_name.strip()
@@ -32,130 +30,6 @@ def excel_colunm_format(old_name: str) -> str:
return new_column
-def detect_encoding(file_path):
- # 读取文件的二进制数据
- with open(file_path, "rb") as f:
- data = f.read()
- # 使用 chardet 来检测文件编码
- result = chardet.detect(data)
- encoding = result["encoding"]
- confidence = result["confidence"]
- return encoding, confidence
-
-
-def add_quotes_ex(sql: str, column_names):
- sql = sql.replace("`", '"')
- for column_name in column_names:
- if sql.find(column_name) != -1 and sql.find(f'"{column_name}"') == -1:
- sql = sql.replace(column_name, f'"{column_name}"')
- return sql
-
-
-def parse_sql(sql):
- # 定义关键字和标识符
- select_stmt = Forward()
- column = Regex(r"[\w一-龥]*")
- table = Word(alphanums)
- join_expr = Forward()
- where_expr = Forward()
- group_by_expr = Forward()
- order_by_expr = Forward()
-
- select_keyword = CaselessKeyword("SELECT")
- from_keyword = CaselessKeyword("FROM")
- join_keyword = CaselessKeyword("JOIN")
- on_keyword = CaselessKeyword("ON")
- where_keyword = CaselessKeyword("WHERE")
- group_by_keyword = CaselessKeyword("GROUP BY")
- order_by_keyword = CaselessKeyword("ORDER BY")
- and_keyword = CaselessKeyword("AND")
- # or_keyword = CaselessKeyword("OR")
- # in_keyword = CaselessKeyword("IN")
- # not_in_keyword = CaselessKeyword("NOT IN")
-
- # 定义语法规则
- select_stmt <<= (
- select_keyword
- + delimitedList(column)
- + from_keyword
- + delimitedList(table)
- + Optional(join_expr)
- + Optional(where_keyword + where_expr)
- + Optional(group_by_keyword + group_by_expr)
- + Optional(order_by_keyword + order_by_expr)
- )
-
- join_expr <<= join_keyword + table + on_keyword + column + Literal("=") + column
-
- where_expr <<= (
- column + Literal("=") + Word(alphanums) + Optional(and_keyword + where_expr)
- | column + Literal(">") + Word(alphanums) + Optional(and_keyword + where_expr)
- | column + Literal("<") + Word(alphanums) + Optional(and_keyword + where_expr)
- )
-
- group_by_expr <<= delimitedList(column)
-
- order_by_expr <<= column + Optional(Literal("ASC") | Literal("DESC"))
-
- # 解析 SQL 语句
- parsed_result = select_stmt.parseString(sql)
-
- return parsed_result.asList()
-
-
-def add_quotes(sql, column_names=[]):
- sql = sql.replace("`", "")
- sql = sql.replace("'", "")
- parsed = sqlparse.parse(sql)
- for stmt in parsed:
- for token in stmt.tokens:
- deep_quotes(token, column_names)
- return str(parsed[0])
-
-
-def deep_quotes(token, column_names=[]):
- if hasattr(token, "tokens"):
- for token_child in token.tokens:
- deep_quotes(token_child, column_names)
- else:
- if is_chinese_include_number(token.value):
- new_value = token.value.replace("`", "").replace("'", "")
- token.value = f'"{new_value}"'
-
-
-def get_select_clause(sql):
- parsed = sqlparse.parse(sql)[0] # 解析 SQL 语句，获取第一个语句块
-
- select_tokens = []
- is_select = False
-
- for token in parsed.tokens:
- if token.is_keyword and token.value.upper() == "SELECT":
- is_select = True
- elif is_select:
- if token.is_keyword and token.value.upper() == "FROM":
- break
- select_tokens.append(token)
- return "".join(str(token) for token in select_tokens)
-
-
-def parse_select_fields(sql):
- parsed = sqlparse.parse(sql)[0] # 解析 SQL 语句，获取第一个语句块
- fields = []
-
- for token in parsed.tokens:
- # 使用 flatten() 方法合并 '2022' 和 '年' 为一个 token
- if token.match(sqlparse.tokens.Literal.String.Single):
- token.flatten()
- if isinstance(token, sqlparse.sql.Identifier):
- fields.append(token.get_real_name())
-
- # 处理中文
- fields = [field.replace("field", f'"{field}"') for field in fields]
-
- return fields
-
-
def add_quotes_to_chinese_columns(sql, column_names=[]):
parsed = sqlparse.parse(sql)
for stmt in parsed:
@@ -229,127 +103,179 @@ def is_chinese(text):
return False
-class ExcelReader:
- def __init__(self, conv_uid: str, file_param: str):
- self.conv_uid = conv_uid
- self.file_param = file_param
- if isinstance(file_param, str) and os.path.isabs(file_param):
- file_name = os.path.basename(file_param)
- self.file_name_without_extension = os.path.splitext(file_name)[0]
- encoding, confidence = detect_encoding(file_param)
+def read_from_df(
+ db: "DuckDBPyConnection",
+ file_path,
+ file_name: str,
+ table_name: str,
+):
+ file_client = FileClient()
+ file_info = file_client.read_file(conv_uid=None, file_key=file_path)
- self.excel_file_name = file_name
- self.extension = os.path.splitext(file_name)[1]
+ result = chardet.detect(file_info)
+ encoding = result["encoding"]
+ confidence = result["confidence"]
- file_info = file_param
- else:
- if isinstance(file_param, dict):
- file_path = file_param.get("file_path", None)
- if not file_path:
- raise ValueError("Not find file path!")
- else:
- file_name = os.path.basename(file_path.replace(f"{conv_uid}_", ""))
-
- else:
- temp_obj = json.loads(file_param)
- file_path = temp_obj.get("file_path", None)
- file_name = os.path.basename(file_path.replace(f"{conv_uid}_", ""))
-
- self.file_name_without_extension = os.path.splitext(file_name)[0]
-
- self.excel_file_name = file_name
- self.extension = os.path.splitext(file_name)[1]
-
- file_client = FileClient()
- file_info = file_client.read_file(
- conv_uid=self.conv_uid, file_key=file_path
- )
-
- result = chardet.detect(file_info)
- encoding = result["encoding"]
- confidence = result["confidence"]
-
- logger.info(
- f"File Info:{len(file_info)},Detected Encoding: {encoding} "
- f"(Confidence: {confidence})"
+ logger.info(
+ f"File Info:{len(file_info)},Detected Encoding: {encoding} "
+ f"(Confidence: {confidence})"
+ )
+ # read excel file
+ if file_name.endswith(".xlsx") or file_name.endswith(".xls"):
+ df_tmp = pd.read_excel(file_info, index_col=False)
+ df = pd.read_excel(
+ file_info,
+ index_col=False,
+ converters={i: csv_colunm_foramt for i in range(df_tmp.shape[1])},
)
+ elif file_name.endswith(".csv"):
+ df_tmp = pd.read_csv(
+ file_info if isinstance(file_info, str) else io.BytesIO(file_info),
+ index_col=False,
+ encoding=encoding,
+ )
+ df = pd.read_csv(
+ file_info if isinstance(file_info, str) else io.BytesIO(file_info),
+ index_col=False,
+ encoding=encoding,
+ converters={i: csv_colunm_foramt for i in range(df_tmp.shape[1])},
+ )
+ else:
+ raise ValueError("Unsupported file format.")
- # read excel file
- if file_name.endswith(".xlsx") or file_name.endswith(".xls"):
- df_tmp = pd.read_excel(file_info, index_col=False)
- self.df = pd.read_excel(
- file_info,
- index_col=False,
- converters={i: csv_colunm_foramt for i in range(df_tmp.shape[1])},
- )
- elif file_name.endswith(".csv"):
- df_tmp = pd.read_csv(
- file_info if isinstance(file_info, str) else io.BytesIO(file_info),
- index_col=False,
- encoding=encoding,
- )
- self.df = pd.read_csv(
- file_info if isinstance(file_info, str) else io.BytesIO(file_info),
- index_col=False,
- encoding=encoding,
- converters={i: csv_colunm_foramt for i in range(df_tmp.shape[1])},
- )
- else:
- raise ValueError("Unsupported file format.")
+ df.replace("", np.nan, inplace=True)
- self.df.replace("", np.nan, inplace=True)
+ unnamed_columns_tmp = [
+ col
+ for col in df_tmp.columns
+ if col.startswith("Unnamed") and df_tmp[col].isnull().all()
+ ]
+ df_tmp.drop(columns=unnamed_columns_tmp, inplace=True)
- # 修改的部分
+ df = df[df_tmp.columns.values]
- unnamed_columns_tmp = [
- col
- for col in df_tmp.columns
- if col.startswith("Unnamed") and df_tmp[col].isnull().all()
- ]
- df_tmp.drop(columns=unnamed_columns_tmp, inplace=True)
-
- self.df = self.df[df_tmp.columns.values]
- #
-
- self.columns_map = {}
- for column_name in df_tmp.columns:
- self.df[column_name] = self.df[column_name].astype(str)
- self.columns_map.update({column_name: excel_colunm_format(column_name)})
+ columns_map = {}
+ for column_name in df_tmp.columns:
+ df[column_name] = df[column_name].astype(str)
+ columns_map.update({column_name: excel_colunm_format(column_name)})
+ try:
+ df[column_name] = pd.to_datetime(df[column_name]).dt.strftime("%Y-%m-%d")
+ except ValueError:
try:
- self.df[column_name] = pd.to_datetime(self.df[column_name]).dt.strftime(
- "%Y-%m-%d"
- )
+ df[column_name] = pd.to_numeric(df[column_name])
except ValueError:
try:
- self.df[column_name] = pd.to_numeric(self.df[column_name])
- except ValueError:
- try:
- self.df[column_name] = self.df[column_name].astype(str)
- except Exception:
- print("Can't transform column: " + column_name)
+ df[column_name] = df[column_name].astype(str)
+ except Exception:
+ print("Can't transform column: " + column_name)
- self.df = self.df.rename(columns=lambda x: x.strip().replace(" ", "_"))
+ df = df.rename(columns=lambda x: x.strip().replace(" ", "_"))
+ # write data in duckdb
+ db.register(table_name, df)
+ return table_name
+
+def read_direct(
+ db: "DuckDBPyConnection",
+ file_path: str,
+ file_name: str,
+ table_name: str,
+):
+ try:
+ # Try to import data automatically, It will automatically detect from the file
+ # extension
+ db.sql(f"create table {table_name} as SELECT * FROM '{file_path}'")
+ return
+ except Exception as e:
+ logger.warning(f"Error while reading file: {str(e)}")
+ file_extension = os.path.splitext(file_path)[1]
+ load_params = {}
+ if file_extension == ".csv":
+ load_func = "read_csv"
+ load_params = {}
+ elif file_extension == ".xlsx":
+ load_func = "read_xlsx"
+ load_params["empty_as_varchar"] = "true"
+ load_params["ignore_errors"] = "true"
+ elif file_extension == ".xls":
+ return read_from_df(db, file_path, file_name, table_name)
+ elif file_extension == ".json":
+ load_func = "read_json_auto"
+ elif file_extension == ".parquet":
+ load_func = "read_parquet"
+ else:
+ raise ValueError(f"Unsupported file format: {file_extension}")
+
+ func_args = ", ".join([f"{k}={v}" for k, v in load_params.items()])
+ if func_args:
+ from_exp = f"FROM {load_func}('{file_path}', {func_args})"
+ else:
+ from_exp = f"FROM {load_func}('{file_path}')"
+ load_sql = f"create table {table_name} as SELECT * {from_exp}"
+ try:
+ db.sql(load_sql)
+ except Exception as e:
+ logger.warning(f"Error while reading file: {str(e)}")
+ return read_from_df(db, file_path, file_name, table_name)
+
+
+class ExcelReader:
+ def __init__(
+ self,
+ conv_uid: str,
+ file_path: str,
+ file_name: Optional[str] = None,
+ read_type: str = "df",
+ database_name: str = ":memory:",
+ table_name: str = "data_analysis_table",
+ ):
+ if not file_name:
+ file_name = os.path.basename(file_path)
+ self.conv_uid = conv_uid
# connect DuckDB
- self.db = duckdb.connect(database=":memory:", read_only=False)
- self.table_name = "excel_data"
- # write data in duckdb
- self.db.register(self.table_name, self.df)
+ db_exists = os.path.exists(database_name)
- # 获取结果并打印表结构信息
- result = self.db.execute(f"DESCRIBE {self.table_name}")
+ self.db = duckdb.connect(database=database_name, read_only=False)
+
+ self.temp_table_name = "temp_table"
+ self.table_name = table_name
+
+ self.excel_file_name = file_name
+
+ if not db_exists:
+ curr_table = self.temp_table_name
+ if read_type == "df":
+ read_from_df(self.db, file_path, file_name, curr_table)
+ else:
+ read_direct(self.db, file_path, file_name, curr_table)
+ else:
+ curr_table = self.table_name
+
+ # Print table schema
+ result = self.db.sql(f"DESCRIBE {curr_table}")
columns = result.fetchall()
for column in columns:
print(column)
- def run(self, sql):
+ def close(self):
+ if self.db:
+ self.db.close()
+ self.db = None
+
+ def __del__(self):
+ self.close()
+
+ def run(self, sql, table_name: str, df_res: bool = False, transform: bool = True):
try:
- if f'"{self.table_name}"' in sql:
- sql = sql.replace(f'"{self.table_name}"', self.table_name)
- sql = add_quotes_to_chinese_columns(sql)
- print(f"excute sql:{sql}")
- results = self.db.execute(sql)
+ if f'"{table_name}"' in sql:
+ sql = sql.replace(f'"{table_name}"', table_name)
+ if transform:
+ sql = add_quotes_to_chinese_columns(sql)
+ logger.info(f"To be executed SQL: {sql}")
+ if df_res:
+ return self.db.sql(sql).df()
+ results = self.db.sql(sql)
colunms = []
for descrip in results.description:
colunms.append(descrip[0])
@@ -358,9 +284,141 @@ class ExcelReader:
logger.error(f"excel sql run error!, {str(e)}")
raise ValueError(f"Data Query Exception!\\nSQL[{sql}].\\nError:{str(e)}")
- def get_df_by_sql_ex(self, sql):
- colunms, values = self.run(sql)
- return pd.DataFrame(values, columns=colunms)
+ def get_df_by_sql_ex(self, sql: str, table_name: Optional[str] = None):
+ table_name = table_name or self.table_name
+ return self.run(sql, table_name, df_res=True)
- def get_sample_data(self):
- return self.run(f"SELECT * FROM {self.table_name} LIMIT 5;")
+ def get_sample_data(self, table_name: str):
+ columns, datas = self.run(
+ f"SELECT * FROM {table_name} USING SAMPLE 5;",
+ table_name=table_name,
+ transform=False,
+ )
+ return columns, datas
+
+ def get_columns(self, table_name: str):
+ sql = f"""
+ SELECT
+ dc.column_name,
+ dc.data_type AS column_type,
+ CASE WHEN dc.is_nullable THEN 'YES' ELSE 'NO' END AS "null",
+ '' AS key,
+ '' AS default,
+ '' AS "extra",
+ dc.comment
+FROM duckdb_columns() dc
+WHERE dc.table_name = '{table_name}'
+AND dc.schema_name = 'main';
+"""
+ columns, datas = self.run(sql, table_name, transform=False)
+ return columns, datas
+
+ def get_create_table_sql(self, table_name: str) -> str:
+ sql = f"""SELECT comment, table_name, database_name FROM duckdb_tables() \
+ where table_name = '{table_name}'"""
+
+ columns, datas = self.run(sql, table_name, transform=False)
+ table_comment = datas[0][0]
+ cl_columns, cl_datas = self.get_columns(table_name)
+ ddl_sql = f"CREATE TABLE {table_name} (\n"
+ column_strs = []
+ for cl_data in cl_datas:
+ column_name = cl_data[0]
+ column_type = cl_data[1]
+ nullable = cl_data[2]
+ column_key = cl_data[3]
+ column_default = cl_data[4]
+ column_comment = cl_data[6]
+ curr_sql = f" {column_name} {column_type}"
+ if column_key and column_key == "PRI":
+ curr_sql += " PRIMARY KEY"
+ elif nullable and str(nullable).lower() == "no":
+ curr_sql += " NOT NULL"
+ elif column_default:
+ curr_sql += f" DEFAULT {column_default}"
+ elif column_comment:
+ curr_sql += f" COMMENT '{column_comment}'"
+ column_strs.append(curr_sql)
+ ddl_sql += ",\n".join(column_strs)
+ if table_comment:
+ ddl_sql += f"\n) COMMENT '{table_comment}';"
+ else:
+ ddl_sql += "\n);"
+
+ return ddl_sql
+
+ def get_summary(self, table_name: str) -> str:
+ data = self.run(
+ f"SUMMARIZE {table_name}", table_name, transform=False, df_res=True
+ ).to_json(force_ascii=False)
+ return data
+
+ def transform_table(
+ self,
+ old_table_name: str,
+ new_table_name: str,
+ transform: TransformedExcelResponse,
+ ):
+ table_comment = transform.description
+ select_sql_list = []
+ new_table = new_table_name
+
+ _, cl_datas = self.get_columns(old_table_name)
+ old_col_name_to_type = {cl_data[0]: cl_data[1] for cl_data in cl_datas}
+
+ create_columns = []
+ for col_transform in transform.columns:
+ old_column_name = col_transform["old_column_name"]
+ new_column_name = col_transform["new_column_name"]
+ new_column_type = old_col_name_to_type[old_column_name]
+ old_column_name = f'"{old_column_name}"' # 使用双引号括起列名
+ select_sql_list.append(f"{old_column_name} AS {new_column_name}")
+ create_columns.append(f"{new_column_name} {new_column_type}")
+
+ select_sql = ", ".join(select_sql_list)
+ create_columns_str = ", ".join(create_columns)
+ create_table_str = f"CREATE TABLE {new_table}(\n{create_columns_str}\n);"
+ sql = f"""
+ {create_table_str}
+ INSERT INTO {new_table} SELECT {select_sql}
+ from {old_table_name};
+ """
+ logger.info("Begin to transform table, SQL: \n" + sql)
+ self.db.sql(sql)
+
+ # Transform single quotes in table comments, then execute separately
+ escaped_table_comment = table_comment.replace("'", "''")
+ table_comment_sql = ""
+ try:
+ table_comment_sql = (
+ f"COMMENT ON TABLE {new_table} IS '{escaped_table_comment}';"
+ )
+ self.db.sql(table_comment_sql)
+ logger.info(f"Added comment to table {new_table}")
+ except Exception as e:
+ logger.warning(
+ f"Error while adding table comment: {str(e)}\nSQL: {table_comment_sql}"
+ )
+
+ for col_transform in transform.columns:
+ column_comment_sql = ""
+ new_column_name = ""
+ try:
+ new_column_name = col_transform["new_column_name"]
+ column_description = col_transform["column_description"]
+ # In SQL, single quotes within single quotes need to be escaped with
+ # two single quotes
+ escaped_description = column_description.replace("'", "''")
+ column_comment_sql = (
+ f"COMMENT ON COLUMN {new_table}.{new_column_name}"
+ f" IS '{escaped_description}';"
+ )
+ self.db.sql(column_comment_sql)
+ logger.debug(f"Added comment to column {new_table}.{new_column_name}")
+ except Exception as e:
+ logger.warning(
+ f"Error while adding comment to column {new_column_name}:"
+ f" {str(e)}\nSQL: {column_comment_sql}"
+ )
+
+ return new_table
diff --git a/packages/dbgpt-app/src/dbgpt_app/static/web/404.html b/packages/dbgpt-app/src/dbgpt_app/static/web/404.html
index 96a426d3f..82c8843c1 100644
--- a/packages/dbgpt-app/src/dbgpt_app/static/web/404.html
+++ b/packages/dbgpt-app/src/dbgpt_app/static/web/404.html
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new file mode 100644
index 000000000..3c00a9408
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new file mode 100644
index 000000000..9bb71428b
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