Update app.py
Browse files
app.py
CHANGED
|
@@ -2,10 +2,10 @@ import streamlit as st
|
|
| 2 |
import os
|
| 3 |
import json
|
| 4 |
import requests
|
|
|
|
| 5 |
|
| 6 |
# --- Page config
|
| 7 |
st.set_page_config(page_title="JSON-Backed AI Chat Agent", layout="wide")
|
| 8 |
-
|
| 9 |
st.title("JSON-Backed AI Chat Agent")
|
| 10 |
|
| 11 |
# --- Load API key
|
|
@@ -66,7 +66,6 @@ if uploaded_files:
|
|
| 66 |
"If the user does not specify a file, make your best guess based on keys/fields mentioned."
|
| 67 |
),
|
| 68 |
}
|
| 69 |
-
# Reset chat if new files loaded
|
| 70 |
st.session_state.messages = [system_message]
|
| 71 |
else:
|
| 72 |
st.session_state.json_data.clear()
|
|
@@ -77,10 +76,10 @@ def search_json(file_name, key, value):
|
|
| 77 |
try:
|
| 78 |
data = st.session_state.json_data[file_name]
|
| 79 |
if isinstance(data, list):
|
| 80 |
-
results = [item for item in data if isinstance(item, dict) and item.get(key) == value]
|
| 81 |
return results[:10]
|
| 82 |
elif isinstance(data, dict):
|
| 83 |
-
if key in data and data[key] == value:
|
| 84 |
return [{key: value}]
|
| 85 |
else:
|
| 86 |
return []
|
|
@@ -180,69 +179,81 @@ def send_message():
|
|
| 180 |
chat_messages = [chat_messages[0]] + chat_messages[-9:]
|
| 181 |
else:
|
| 182 |
chat_messages = chat_messages.copy()
|
| 183 |
-
|
| 184 |
-
|
| 185 |
-
|
| 186 |
-
headers=HEADERS,
|
| 187 |
-
json={
|
| 188 |
-
"model": "gpt-4.1", # Use latest available model for this purpose
|
| 189 |
-
"messages": chat_messages,
|
| 190 |
-
"functions": function_schema,
|
| 191 |
-
"function_call": "auto",
|
| 192 |
-
"temperature": 0,
|
| 193 |
-
"max_tokens": 1000,
|
| 194 |
-
},
|
| 195 |
-
timeout=60,
|
| 196 |
-
)
|
| 197 |
-
chat_resp.raise_for_status()
|
| 198 |
-
response_json = chat_resp.json()
|
| 199 |
-
msg = response_json["choices"][0]["message"]
|
| 200 |
-
|
| 201 |
-
# If OpenAI requests a function call
|
| 202 |
-
if msg.get("function_call"):
|
| 203 |
-
func_name = msg["function_call"]["name"]
|
| 204 |
-
args_json = msg["function_call"]["arguments"]
|
| 205 |
-
args = json.loads(args_json)
|
| 206 |
-
if func_name == "search_json":
|
| 207 |
-
function_result = search_json(args.get("file_name"), args.get("key"), args.get("value"))
|
| 208 |
-
elif func_name == "list_keys":
|
| 209 |
-
function_result = list_keys(args.get("file_name"))
|
| 210 |
-
elif func_name == "count_key_occurrences":
|
| 211 |
-
function_result = count_key_occurrences(args.get("file_name"), args.get("key"))
|
| 212 |
-
else:
|
| 213 |
-
function_result = {"error": f"Unknown function: {func_name}"}
|
| 214 |
-
st.session_state.messages.append({
|
| 215 |
-
"role": "function",
|
| 216 |
-
"name": func_name,
|
| 217 |
-
"content": json.dumps(function_result),
|
| 218 |
-
})
|
| 219 |
-
# Second call to OpenAI for the final answer
|
| 220 |
-
followup_messages = st.session_state.messages
|
| 221 |
-
if len(followup_messages) > 12:
|
| 222 |
-
followup_messages = [followup_messages[0]] + followup_messages[-11:]
|
| 223 |
-
else:
|
| 224 |
-
followup_messages = followup_messages.copy()
|
| 225 |
-
final_resp = requests.post(
|
| 226 |
"https://api.openai.com/v1/chat/completions",
|
| 227 |
headers=HEADERS,
|
| 228 |
json={
|
| 229 |
"model": "gpt-4.1",
|
| 230 |
-
"messages":
|
|
|
|
|
|
|
| 231 |
"temperature": 0,
|
| 232 |
-
"max_tokens":
|
| 233 |
},
|
| 234 |
timeout=60,
|
| 235 |
)
|
| 236 |
-
|
| 237 |
-
|
| 238 |
-
st.
|
| 239 |
-
else:
|
| 240 |
-
st.session_state.messages.append({"role": "assistant", "content": msg["content"]})
|
| 241 |
|
| 242 |
-
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 243 |
|
| 244 |
if st.session_state.json_data:
|
| 245 |
st.text_input("Your message:", key="temp_input", on_change=send_message)
|
| 246 |
else:
|
| 247 |
st.info("Please upload at least one JSON file to start chatting.")
|
| 248 |
-
|
|
|
|
| 2 |
import os
|
| 3 |
import json
|
| 4 |
import requests
|
| 5 |
+
import traceback
|
| 6 |
|
| 7 |
# --- Page config
|
| 8 |
st.set_page_config(page_title="JSON-Backed AI Chat Agent", layout="wide")
|
|
|
|
| 9 |
st.title("JSON-Backed AI Chat Agent")
|
| 10 |
|
| 11 |
# --- Load API key
|
|
|
|
| 66 |
"If the user does not specify a file, make your best guess based on keys/fields mentioned."
|
| 67 |
),
|
| 68 |
}
|
|
|
|
| 69 |
st.session_state.messages = [system_message]
|
| 70 |
else:
|
| 71 |
st.session_state.json_data.clear()
|
|
|
|
| 76 |
try:
|
| 77 |
data = st.session_state.json_data[file_name]
|
| 78 |
if isinstance(data, list):
|
| 79 |
+
results = [item for item in data if isinstance(item, dict) and str(item.get(key)) == str(value)]
|
| 80 |
return results[:10]
|
| 81 |
elif isinstance(data, dict):
|
| 82 |
+
if key in data and str(data[key]) == str(value):
|
| 83 |
return [{key: value}]
|
| 84 |
else:
|
| 85 |
return []
|
|
|
|
| 179 |
chat_messages = [chat_messages[0]] + chat_messages[-9:]
|
| 180 |
else:
|
| 181 |
chat_messages = chat_messages.copy()
|
| 182 |
+
try:
|
| 183 |
+
# OpenAI call
|
| 184 |
+
chat_resp = requests.post(
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 185 |
"https://api.openai.com/v1/chat/completions",
|
| 186 |
headers=HEADERS,
|
| 187 |
json={
|
| 188 |
"model": "gpt-4.1",
|
| 189 |
+
"messages": chat_messages,
|
| 190 |
+
"functions": function_schema,
|
| 191 |
+
"function_call": "auto",
|
| 192 |
"temperature": 0,
|
| 193 |
+
"max_tokens": 1000,
|
| 194 |
},
|
| 195 |
timeout=60,
|
| 196 |
)
|
| 197 |
+
chat_resp.raise_for_status()
|
| 198 |
+
response_json = chat_resp.json()
|
| 199 |
+
st.write("RAW LLM RESPONSE:", response_json) # DEBUG
|
|
|
|
|
|
|
| 200 |
|
| 201 |
+
msg = response_json["choices"][0]["message"]
|
| 202 |
+
|
| 203 |
+
# If OpenAI requests a function call
|
| 204 |
+
if msg.get("function_call"):
|
| 205 |
+
func_name = msg["function_call"]["name"]
|
| 206 |
+
args_json = msg["function_call"]["arguments"]
|
| 207 |
+
args = json.loads(args_json)
|
| 208 |
+
st.write("Function Call:", func_name, "Args:", args) # DEBUG
|
| 209 |
+
|
| 210 |
+
if func_name == "search_json":
|
| 211 |
+
result = search_json(
|
| 212 |
+
args.get("file_name"), args.get("key"), args.get("value")
|
| 213 |
+
)
|
| 214 |
+
elif func_name == "list_keys":
|
| 215 |
+
result = list_keys(args.get("file_name"))
|
| 216 |
+
elif func_name == "count_key_occurrences":
|
| 217 |
+
result = count_key_occurrences(args.get("file_name"), args.get("key"))
|
| 218 |
+
else:
|
| 219 |
+
result = {"error": f"Unknown function: {func_name}"}
|
| 220 |
+
|
| 221 |
+
st.session_state.messages.append({
|
| 222 |
+
"role": "function",
|
| 223 |
+
"name": func_name,
|
| 224 |
+
"content": json.dumps(result),
|
| 225 |
+
})
|
| 226 |
+
# Second call to OpenAI for the final answer
|
| 227 |
+
followup_messages = st.session_state.messages
|
| 228 |
+
if len(followup_messages) > 12:
|
| 229 |
+
followup_messages = [followup_messages[0]] + followup_messages[-11:]
|
| 230 |
+
else:
|
| 231 |
+
followup_messages = followup_messages.copy()
|
| 232 |
+
final_resp = requests.post(
|
| 233 |
+
"https://api.openai.com/v1/chat/completions",
|
| 234 |
+
headers=HEADERS,
|
| 235 |
+
json={
|
| 236 |
+
"model": "gpt-4.1",
|
| 237 |
+
"messages": followup_messages,
|
| 238 |
+
"temperature": 0,
|
| 239 |
+
"max_tokens": 1500,
|
| 240 |
+
},
|
| 241 |
+
timeout=60,
|
| 242 |
+
)
|
| 243 |
+
final_resp.raise_for_status()
|
| 244 |
+
final_json = final_resp.json()
|
| 245 |
+
st.write("RAW FINAL RESPONSE:", final_json) # DEBUG
|
| 246 |
+
answer = final_json["choices"][0]["message"]["content"]
|
| 247 |
+
st.session_state.messages.append({"role": "assistant", "content": answer})
|
| 248 |
+
else:
|
| 249 |
+
st.session_state.messages.append({"role": "assistant", "content": msg["content"]})
|
| 250 |
+
except Exception as e:
|
| 251 |
+
st.error("Exception: " + str(e))
|
| 252 |
+
st.code(traceback.format_exc())
|
| 253 |
+
finally:
|
| 254 |
+
st.session_state.temp_input = ""
|
| 255 |
|
| 256 |
if st.session_state.json_data:
|
| 257 |
st.text_input("Your message:", key="temp_input", on_change=send_message)
|
| 258 |
else:
|
| 259 |
st.info("Please upload at least one JSON file to start chatting.")
|
|
|