Spaces:
Sleeping
Sleeping
Update app.py
Browse files
app.py
CHANGED
|
@@ -1,6 +1,7 @@
|
|
| 1 |
-
from flask import Flask, render_template, request, redirect, url_for, flash
|
| 2 |
from flask_socketio import SocketIO
|
| 3 |
import os
|
|
|
|
| 4 |
from dotenv import load_dotenv
|
| 5 |
from werkzeug.utils import secure_filename
|
| 6 |
|
|
@@ -34,6 +35,8 @@ os.environ["MISTRAL_API_KEY"] = os.getenv("MISTRAL_API_KEY")
|
|
| 34 |
# Flask and SocketIO setup
|
| 35 |
flask_app = Flask(__name__)
|
| 36 |
flask_app.config['UPLOAD_FOLDER'] = UPLOAD_FOLDER
|
|
|
|
|
|
|
| 37 |
socketio = SocketIO(flask_app, cors_allowed_origins="*")
|
| 38 |
|
| 39 |
# Global state
|
|
@@ -41,16 +44,28 @@ agent_app = None
|
|
| 41 |
abs_file_path = None
|
| 42 |
|
| 43 |
def create_agent_app(db_path: str):
|
| 44 |
-
|
| 45 |
-
|
|
|
|
|
|
|
|
|
|
|
|
|
| 46 |
|
| 47 |
abs_db_path = os.path.abspath(db_path)
|
| 48 |
-
|
|
|
|
|
|
|
|
|
|
|
|
|
| 49 |
|
| 50 |
@tool
|
| 51 |
def db_query_tool(query: str) -> str:
|
| 52 |
-
|
| 53 |
-
|
|
|
|
|
|
|
|
|
|
|
|
|
| 54 |
|
| 55 |
class SubmitFinalAnswer(BaseModel):
|
| 56 |
final_answer: str = Field(...)
|
|
@@ -58,18 +73,26 @@ def create_agent_app(db_path: str):
|
|
| 58 |
class State(TypedDict):
|
| 59 |
messages: Annotated[list[AnyMessage], add_messages]
|
| 60 |
|
| 61 |
-
|
| 62 |
-
|
| 63 |
-
|
| 64 |
-
|
| 65 |
-
|
| 66 |
-
|
| 67 |
-
|
| 68 |
-
|
| 69 |
-
|
| 70 |
-
|
| 71 |
-
|
| 72 |
-
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 73 |
|
| 74 |
def first_tool_call(state: State):
|
| 75 |
return {"messages": [AIMessage(content="", tool_calls=[{"name": "sql_db_list_tables", "args": {}, "id": "tool_abcd123"}])]}
|
|
@@ -84,7 +107,11 @@ def create_agent_app(db_path: str):
|
|
| 84 |
return ToolNode(tools_list).with_fallbacks([RunnableLambda(handle_tool_error)], exception_key="error")
|
| 85 |
|
| 86 |
def query_gen_node(state: State):
|
| 87 |
-
|
|
|
|
|
|
|
|
|
|
|
|
|
| 88 |
tool_messages = []
|
| 89 |
if message.tool_calls:
|
| 90 |
for tc in message.tool_calls:
|
|
@@ -114,7 +141,7 @@ def create_agent_app(db_path: str):
|
|
| 114 |
workflow.add_node("first_tool_call", first_tool_call)
|
| 115 |
workflow.add_node("list_tables_tool", create_tool_node_with_fallback([list_tool]))
|
| 116 |
workflow.add_node("get_schema_tool", create_tool_node_with_fallback([schema_tool]))
|
| 117 |
-
#
|
| 118 |
workflow.add_node("model_get_schema", lambda s: {"messages": [model_get_schema.invoke(s["messages"])]})
|
| 119 |
workflow.add_node("query_gen", query_gen_node)
|
| 120 |
workflow.add_node("correct_query", model_check_query)
|
|
@@ -133,87 +160,106 @@ def create_agent_app(db_path: str):
|
|
| 133 |
|
| 134 |
@flask_app.route("/files/<path:filename>")
|
| 135 |
def uploaded_file(filename):
|
| 136 |
-
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 137 |
# -------------------------------------------------------------------------
|
| 138 |
# Helper: run_agent runs the agent with the given prompt.
|
| 139 |
# -------------------------------------------------------------------------
|
| 140 |
-
|
| 141 |
def run_agent(prompt, socketio):
|
| 142 |
-
global agent_app, abs_file_path
|
| 143 |
if not abs_file_path:
|
| 144 |
socketio.emit("log", {"message": "[ERROR]: No DB file uploaded."})
|
| 145 |
socketio.emit("final", {"message": "No database available. Please upload one and try again."})
|
|
|
|
| 146 |
return
|
| 147 |
try:
|
| 148 |
# Lazy agent initialization: use the previously uploaded DB.
|
| 149 |
if agent_app is None:
|
| 150 |
-
|
| 151 |
agent_app = create_agent_app(abs_file_path)
|
| 152 |
socketio.emit("log", {"message": "[INFO]: Agent initialized."})
|
|
|
|
| 153 |
query = {"messages": [("user", prompt)]}
|
| 154 |
result = agent_app.invoke(query)
|
| 155 |
try:
|
| 156 |
result = result["messages"][-1].tool_calls[0]["args"]["final_answer"]
|
| 157 |
-
except Exception:
|
| 158 |
result = "Query failed or no valid answer found."
|
| 159 |
-
|
| 160 |
socketio.emit("final", {"message": result})
|
| 161 |
except Exception as e:
|
| 162 |
-
|
| 163 |
-
socketio.emit("log", {"message": f"[ERROR]: {
|
| 164 |
socketio.emit("final", {"message": "Generation failed."})
|
|
|
|
|
|
|
|
|
|
| 165 |
# -------------------------------------------------------------------------
|
| 166 |
# Route: index page.
|
| 167 |
# -------------------------------------------------------------------------
|
| 168 |
-
|
| 169 |
@flask_app.route("/")
|
| 170 |
def index():
|
| 171 |
return render_template("index.html")
|
|
|
|
| 172 |
# -------------------------------------------------------------------------
|
| 173 |
# Route: generate (POST) – receives a prompt and runs the agent.
|
| 174 |
# -------------------------------------------------------------------------
|
| 175 |
-
|
| 176 |
@flask_app.route("/generate", methods=["POST"])
|
| 177 |
def generate():
|
| 178 |
try:
|
| 179 |
-
socketio.emit("log", {"message": "[STEP]: Entering
|
| 180 |
data = request.json
|
| 181 |
prompt = data.get("prompt", "")
|
| 182 |
socketio.emit("log", {"message": f"[INFO]: Received prompt: {prompt}"})
|
| 183 |
thread = threading.Thread(target=run_agent, args=(prompt, socketio))
|
| 184 |
socketio.emit("log", {"message": f"[INFO]: Starting thread: {thread}"})
|
| 185 |
thread.start()
|
|
|
|
| 186 |
return "OK", 200
|
| 187 |
except Exception as e:
|
| 188 |
-
|
| 189 |
-
socketio.emit("log", {"message":
|
|
|
|
| 190 |
return "ERROR", 500
|
|
|
|
| 191 |
# -------------------------------------------------------------------------
|
| 192 |
# Route: upload (GET/POST) – handles uploading the SQLite DB file.
|
| 193 |
# -------------------------------------------------------------------------
|
| 194 |
-
|
| 195 |
@flask_app.route("/upload", methods=["GET", "POST"])
|
| 196 |
def upload():
|
| 197 |
-
global abs_file_path, agent_app
|
| 198 |
try:
|
| 199 |
if request.method == "POST":
|
| 200 |
file = request.files.get("file")
|
| 201 |
if not file:
|
| 202 |
-
|
| 203 |
return "No file uploaded", 400
|
| 204 |
filename = secure_filename(file.filename)
|
| 205 |
if filename.endswith('.db'):
|
| 206 |
db_path = os.path.join(flask_app.config['UPLOAD_FOLDER'], "uploaded.db")
|
| 207 |
-
|
| 208 |
-
|
| 209 |
-
|
| 210 |
-
|
| 211 |
-
|
| 212 |
-
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 213 |
return render_template("upload.html")
|
| 214 |
except Exception as e:
|
| 215 |
-
|
| 216 |
-
|
|
|
|
| 217 |
return render_template("upload.html")
|
| 218 |
|
| 219 |
@socketio.on("user_input")
|
|
@@ -221,31 +267,9 @@ def handle_user_input(data):
|
|
| 221 |
prompt = data.get("message")
|
| 222 |
if not prompt:
|
| 223 |
socketio.emit("log", {"message": "[ERROR]: Empty prompt."})
|
|
|
|
| 224 |
return
|
| 225 |
-
run_agent(prompt)
|
| 226 |
-
|
| 227 |
-
'''
|
| 228 |
-
def run_agent(prompt):
|
| 229 |
-
global agent_app, abs_file_path
|
| 230 |
-
if not abs_file_path:
|
| 231 |
-
socketio.emit("final", {"message": "No DB uploaded."})
|
| 232 |
-
return
|
| 233 |
-
try:
|
| 234 |
-
if agent_app is None:
|
| 235 |
-
agent_app = create_agent_app(abs_file_path)
|
| 236 |
-
socketio.emit("log", {"message": "[INFO]: Agent initialized."})
|
| 237 |
-
|
| 238 |
-
query = {"messages": [("user", prompt)]}
|
| 239 |
-
result = agent_app.invoke(query)
|
| 240 |
-
try:
|
| 241 |
-
result = result["messages"][-1].tool_calls[0]["args"]["final_answer"]
|
| 242 |
-
except Exception:
|
| 243 |
-
result = "Query failed or no valid answer found."
|
| 244 |
-
socketio.emit("final", {"message": result})
|
| 245 |
-
except Exception as e:
|
| 246 |
-
socketio.emit("log", {"message": f"[ERROR]: {str(e)}"})
|
| 247 |
-
socketio.emit("final", {"message": "Generation failed."})
|
| 248 |
-
'''
|
| 249 |
|
| 250 |
# Expose the Flask app as "app" for Gunicorn
|
| 251 |
app = flask_app
|
|
|
|
| 1 |
+
from flask import Flask, render_template, request, redirect, url_for, flash, send_from_directory
|
| 2 |
from flask_socketio import SocketIO
|
| 3 |
import os
|
| 4 |
+
import threading
|
| 5 |
from dotenv import load_dotenv
|
| 6 |
from werkzeug.utils import secure_filename
|
| 7 |
|
|
|
|
| 35 |
# Flask and SocketIO setup
|
| 36 |
flask_app = Flask(__name__)
|
| 37 |
flask_app.config['UPLOAD_FOLDER'] = UPLOAD_FOLDER
|
| 38 |
+
# Set secret key for flash messages:
|
| 39 |
+
flask_app.config['SECRET_KEY'] = os.getenv("FLASK_SECRET_KEY", "mysecretkey")
|
| 40 |
socketio = SocketIO(flask_app, cors_allowed_origins="*")
|
| 41 |
|
| 42 |
# Global state
|
|
|
|
| 44 |
abs_file_path = None
|
| 45 |
|
| 46 |
def create_agent_app(db_path: str):
|
| 47 |
+
try:
|
| 48 |
+
from langchain_groq import ChatGroq
|
| 49 |
+
llm = ChatGroq(model="llama3-70b-8192")
|
| 50 |
+
except Exception as e:
|
| 51 |
+
flash(f"[ERROR]: Failed to initialize ChatGroq: {e}", "error")
|
| 52 |
+
raise
|
| 53 |
|
| 54 |
abs_db_path = os.path.abspath(db_path)
|
| 55 |
+
try:
|
| 56 |
+
db_instance = SQLDatabase.from_uri(f"sqlite:///{abs_db_path}")
|
| 57 |
+
except Exception as e:
|
| 58 |
+
flash(f"[ERROR]: Failed to connect to DB: {e}", "error")
|
| 59 |
+
raise
|
| 60 |
|
| 61 |
@tool
|
| 62 |
def db_query_tool(query: str) -> str:
|
| 63 |
+
try:
|
| 64 |
+
result = db_instance.run_no_throw(query)
|
| 65 |
+
return result or "Error: Query failed. Please rewrite your query and try again."
|
| 66 |
+
except Exception as e:
|
| 67 |
+
flash(f"[ERROR]: Exception during query execution: {e}", "error")
|
| 68 |
+
return f"Error: {str(e)}"
|
| 69 |
|
| 70 |
class SubmitFinalAnswer(BaseModel):
|
| 71 |
final_answer: str = Field(...)
|
|
|
|
| 73 |
class State(TypedDict):
|
| 74 |
messages: Annotated[list[AnyMessage], add_messages]
|
| 75 |
|
| 76 |
+
try:
|
| 77 |
+
query_check = ChatPromptTemplate.from_messages([
|
| 78 |
+
("system", "You are a SQL expert. Fix common issues in SQLite queries."),
|
| 79 |
+
("placeholder", "{messages}")
|
| 80 |
+
]) | llm.bind_tools([db_query_tool])
|
| 81 |
+
|
| 82 |
+
query_gen = ChatPromptTemplate.from_messages([
|
| 83 |
+
("system", "You are a SQL expert. Generate SQLite query and return answer using SubmitFinalAnswer tool."),
|
| 84 |
+
("placeholder", "{messages}")
|
| 85 |
+
]) | llm.bind_tools([SubmitFinalAnswer])
|
| 86 |
+
except Exception as e:
|
| 87 |
+
flash(f"[ERROR]: Failed to create prompt templates: {e}", "error")
|
| 88 |
+
raise
|
| 89 |
+
|
| 90 |
+
try:
|
| 91 |
+
toolkit = SQLDatabaseToolkit(db=db_instance, llm=llm)
|
| 92 |
+
tools_instance = toolkit.get_tools()
|
| 93 |
+
except Exception as e:
|
| 94 |
+
flash(f"[ERROR]: Failed to initialize SQL toolkit: {e}", "error")
|
| 95 |
+
raise
|
| 96 |
|
| 97 |
def first_tool_call(state: State):
|
| 98 |
return {"messages": [AIMessage(content="", tool_calls=[{"name": "sql_db_list_tables", "args": {}, "id": "tool_abcd123"}])]}
|
|
|
|
| 107 |
return ToolNode(tools_list).with_fallbacks([RunnableLambda(handle_tool_error)], exception_key="error")
|
| 108 |
|
| 109 |
def query_gen_node(state: State):
|
| 110 |
+
try:
|
| 111 |
+
message = query_gen.invoke(state)
|
| 112 |
+
except Exception as e:
|
| 113 |
+
flash(f"[ERROR]: Exception in query_gen_node: {e}", "error")
|
| 114 |
+
raise
|
| 115 |
tool_messages = []
|
| 116 |
if message.tool_calls:
|
| 117 |
for tc in message.tool_calls:
|
|
|
|
| 141 |
workflow.add_node("first_tool_call", first_tool_call)
|
| 142 |
workflow.add_node("list_tables_tool", create_tool_node_with_fallback([list_tool]))
|
| 143 |
workflow.add_node("get_schema_tool", create_tool_node_with_fallback([schema_tool]))
|
| 144 |
+
# Fixed unterminated string literal:
|
| 145 |
workflow.add_node("model_get_schema", lambda s: {"messages": [model_get_schema.invoke(s["messages"])]})
|
| 146 |
workflow.add_node("query_gen", query_gen_node)
|
| 147 |
workflow.add_node("correct_query", model_check_query)
|
|
|
|
| 160 |
|
| 161 |
@flask_app.route("/files/<path:filename>")
|
| 162 |
def uploaded_file(filename):
|
| 163 |
+
try:
|
| 164 |
+
return send_from_directory(flask_app.config['UPLOAD_FOLDER'], filename)
|
| 165 |
+
except Exception as e:
|
| 166 |
+
flash(f"[ERROR]: Could not send file: {str(e)}", "error")
|
| 167 |
+
return redirect(url_for("index"))
|
| 168 |
+
|
| 169 |
# -------------------------------------------------------------------------
|
| 170 |
# Helper: run_agent runs the agent with the given prompt.
|
| 171 |
# -------------------------------------------------------------------------
|
|
|
|
| 172 |
def run_agent(prompt, socketio):
|
| 173 |
+
global agent_app, abs_file_path
|
| 174 |
if not abs_file_path:
|
| 175 |
socketio.emit("log", {"message": "[ERROR]: No DB file uploaded."})
|
| 176 |
socketio.emit("final", {"message": "No database available. Please upload one and try again."})
|
| 177 |
+
flash("No database available. Please upload one and try again.", "error")
|
| 178 |
return
|
| 179 |
try:
|
| 180 |
# Lazy agent initialization: use the previously uploaded DB.
|
| 181 |
if agent_app is None:
|
| 182 |
+
socketio.emit("log", {"message": "[INFO]: Initializing agent for the first time..."})
|
| 183 |
agent_app = create_agent_app(abs_file_path)
|
| 184 |
socketio.emit("log", {"message": "[INFO]: Agent initialized."})
|
| 185 |
+
flash("Agent initialized.", "info")
|
| 186 |
query = {"messages": [("user", prompt)]}
|
| 187 |
result = agent_app.invoke(query)
|
| 188 |
try:
|
| 189 |
result = result["messages"][-1].tool_calls[0]["args"]["final_answer"]
|
| 190 |
+
except Exception as e:
|
| 191 |
result = "Query failed or no valid answer found."
|
| 192 |
+
flash("Query failed or no valid answer found.", "warning")
|
| 193 |
socketio.emit("final", {"message": result})
|
| 194 |
except Exception as e:
|
| 195 |
+
error_message = f"Generation failed: {str(e)}"
|
| 196 |
+
socketio.emit("log", {"message": f"[ERROR]: {error_message}"})
|
| 197 |
socketio.emit("final", {"message": "Generation failed."})
|
| 198 |
+
flash(error_message, "error")
|
| 199 |
+
traceback.print_exc()
|
| 200 |
+
|
| 201 |
# -------------------------------------------------------------------------
|
| 202 |
# Route: index page.
|
| 203 |
# -------------------------------------------------------------------------
|
|
|
|
| 204 |
@flask_app.route("/")
|
| 205 |
def index():
|
| 206 |
return render_template("index.html")
|
| 207 |
+
|
| 208 |
# -------------------------------------------------------------------------
|
| 209 |
# Route: generate (POST) – receives a prompt and runs the agent.
|
| 210 |
# -------------------------------------------------------------------------
|
|
|
|
| 211 |
@flask_app.route("/generate", methods=["POST"])
|
| 212 |
def generate():
|
| 213 |
try:
|
| 214 |
+
socketio.emit("log", {"message": "[STEP]: Entering query generation..."})
|
| 215 |
data = request.json
|
| 216 |
prompt = data.get("prompt", "")
|
| 217 |
socketio.emit("log", {"message": f"[INFO]: Received prompt: {prompt}"})
|
| 218 |
thread = threading.Thread(target=run_agent, args=(prompt, socketio))
|
| 219 |
socketio.emit("log", {"message": f"[INFO]: Starting thread: {thread}"})
|
| 220 |
thread.start()
|
| 221 |
+
flash("Query submitted successfully.", "info")
|
| 222 |
return "OK", 200
|
| 223 |
except Exception as e:
|
| 224 |
+
error_message = f"[ERROR]: {str(e)}"
|
| 225 |
+
socketio.emit("log", {"message": error_message})
|
| 226 |
+
flash(error_message, "error")
|
| 227 |
return "ERROR", 500
|
| 228 |
+
|
| 229 |
# -------------------------------------------------------------------------
|
| 230 |
# Route: upload (GET/POST) – handles uploading the SQLite DB file.
|
| 231 |
# -------------------------------------------------------------------------
|
|
|
|
| 232 |
@flask_app.route("/upload", methods=["GET", "POST"])
|
| 233 |
def upload():
|
| 234 |
+
global abs_file_path, agent_app
|
| 235 |
try:
|
| 236 |
if request.method == "POST":
|
| 237 |
file = request.files.get("file")
|
| 238 |
if not file:
|
| 239 |
+
flash("No file uploaded.", "error")
|
| 240 |
return "No file uploaded", 400
|
| 241 |
filename = secure_filename(file.filename)
|
| 242 |
if filename.endswith('.db'):
|
| 243 |
db_path = os.path.join(flask_app.config['UPLOAD_FOLDER'], "uploaded.db")
|
| 244 |
+
try:
|
| 245 |
+
file.save(db_path)
|
| 246 |
+
abs_file_path = os.path.abspath(db_path) # Save it here; agent init will occur on first query.
|
| 247 |
+
agent_app = None # Reset agent on upload.
|
| 248 |
+
flash(f"Database file '{filename}' uploaded successfully.", "info")
|
| 249 |
+
socketio.emit("log", {"message": f"[INFO]: Database file '{filename}' uploaded."})
|
| 250 |
+
return redirect(url_for("index"))
|
| 251 |
+
except Exception as save_err:
|
| 252 |
+
flash(f"Error saving file: {save_err}", "error")
|
| 253 |
+
socketio.emit("log", {"message": f"[ERROR]: Error saving file: {save_err}"})
|
| 254 |
+
return render_template("upload.html")
|
| 255 |
+
else:
|
| 256 |
+
flash("Only .db files are allowed.", "error")
|
| 257 |
+
return render_template("upload.html")
|
| 258 |
return render_template("upload.html")
|
| 259 |
except Exception as e:
|
| 260 |
+
error_message = f"[ERROR]: {str(e)}"
|
| 261 |
+
flash(error_message, "error")
|
| 262 |
+
socketio.emit("log", {"message": error_message})
|
| 263 |
return render_template("upload.html")
|
| 264 |
|
| 265 |
@socketio.on("user_input")
|
|
|
|
| 267 |
prompt = data.get("message")
|
| 268 |
if not prompt:
|
| 269 |
socketio.emit("log", {"message": "[ERROR]: Empty prompt."})
|
| 270 |
+
flash("Empty prompt.", "error")
|
| 271 |
return
|
| 272 |
+
run_agent(prompt, socketio)
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 273 |
|
| 274 |
# Expose the Flask app as "app" for Gunicorn
|
| 275 |
app = flask_app
|