2626from src .data_models .dev_routine import Routine , RoutineFetchOperation
2727from src .utils .exceptions import TransactionIdentificationFailedError
2828
29- logging .basicConfig (level = logging .DEBUG )
29+ logging .basicConfig (level = logging .INFO )
3030logger = logging .getLogger (__name__ )
3131
3232
@@ -81,28 +81,37 @@ def run(self) -> None:
8181 self ._add_to_message_history ("user" , f"These are the possible network transaction ids you can choose from: { self .context_manager .get_all_transaction_ids ()} " )
8282
8383 logger .info ("Identifying the network transaction that directly corresponds to the user's requested task..." )
84- logger .debug (f"\n \n Message history:\n { self .message_history } \n \n " )
84+ logger .info (f"\n \n Message history:\n { self .message_history } \n \n " )##DEBUG
8585
8686 identified_transaction = None
8787 while identified_transaction is None :
8888 # identify the transaction
8989 identified_transaction = self .identify_transaction ()
90+ logger .info (f"\n Identified transaction:\n { identified_transaction .model_dump_json ()} " )##DEBUG
9091
9192 if identified_transaction .transaction_id is None :
9293 logger .error ("Failed to identify the network transactions that directly correspond to the user's requested task." )
9394 raise Exception ("Failed to identify the network transactions that directly correspond to the user's requested task." )
9495
9596 # confirm the identified transaction
9697 confirmation_response = self .confirm_identified_transaction (identified_transaction )
97-
98+ logger .info (f"\n Confirmation response:\n { confirmation_response .model_dump_json ()} " )##DEBUG
99+
98100 # if the identified transaction is not correct, try again
99101 if not confirmation_response .is_correct :
100102 identified_transaction = None
101103 self .current_transaction_identification_attempt += 1
102-
104+ logger .info (
105+ "Trying again to identify the network transaction that directly corresponds to the user's requested task... "
106+ f"(attempt { self .current_transaction_identification_attempt } )"
107+ )##DEBUG
108+
103109 if identified_transaction is None :
104110 logger .error ("Failed to identify the network transactions that directly correspond to the user's requested task." )
105- raise TransactionIdentificationFailedError ("Failed to identify the network transactions that directly correspond to the user's requested task." )
111+ raise TransactionIdentificationFailedError (
112+ "Failed to identify the network transactions that directly correspond to the user's requested task."
113+ )
114+ logger .info (f"Identified transaction: { identified_transaction .transaction_id } " )##DEBUG
106115
107116 # save the indentified transactions
108117 save_path = os .path .join (self .output_dir , "root_transaction.json" )
@@ -195,6 +204,8 @@ def run(self) -> None:
195204 def identify_transaction (self ) -> TransactionIdentificationResponse :
196205 """
197206 Identify the network transactions that directly correspond to the user's requested task.
207+ Returns:
208+ TransactionIdentificationResponse: The response from the LLM API.
198209 """
199210 if self .current_transaction_identification_attempt == 0 :
200211 self .message_history = [
@@ -221,6 +232,8 @@ def identify_transaction(self) -> TransactionIdentificationResponse:
221232 f"Respond in the following format: { TransactionIdentificationResponse .model_json_schema ()} "
222233 )
223234 self ._add_to_message_history ("user" , message )
235+
236+ logger .info (f"\n \n Message history:\n { self .message_history } \n " )##DEBUG
224237
225238 # call to the LLM API
226239 response = self .client .responses .create (
@@ -233,10 +246,12 @@ def identify_transaction(self) -> TransactionIdentificationResponse:
233246
234247 # save the response id
235248 self .last_response_id = response .id
236-
249+
237250 # collect the text from the response
238251 response_text = collect_text_from_response (response )
239252 self ._add_to_message_history ("assistant" , response_text )
253+
254+ logger .info (f"\n Response text:\n { response_text } \n \n " )##DEBUG
240255
241256 # TODO FIXME BUG
242257 # parse the response to the pydantic model
@@ -248,6 +263,9 @@ def identify_transaction(self) -> TransactionIdentificationResponse:
248263 llm_model = 'gpt-5-nano'
249264 )
250265 self ._add_to_message_history ("assistant" , parsed_response .model_dump_json ())
266+
267+ logger .info (f"\n Parsed response:\n { parsed_response .model_dump_json ()} " )##DEBUG
268+ logger .info (f"New chat history:\n { self .message_history } \n " )##DEBUG
251269
252270 # return the parsed response
253271 return parsed_response
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