fix format

README.md

@@ -126,11 +126,12 @@ To import your own user and post data, please refer to the JSON file format loca
 ```bash
 # For Reddit
 python scripts/reddit_gpt_example/reddit_simulation_gpt.py --config_path scripts/reddit_gpt_example/gpt_example.yaml
+
 # For Twitter
 python scripts/twitter_gpt_example/twitter_simulation_large.py --config_path scripts/twitter_gpt_example/gpt_example.yaml
 ```
 
-Note: without modifying the Configuration File, running this script requires approximately 14 API requests to call gpt-4, and the cost incurred is minimal. (October 29, 2024)
+Note: without modifying the Configuration File, running the reddit script requires approximately 14 API requests to call gpt-4, and the cost incurred is minimal. (October 29, 2024)
 
 ## 📘 Comprehensive Guide (For Open Source Models)
 

oasis/social_agent/agents_generator.py

@@ -135,7 +135,7 @@ class instances.
             model_type=model_type,
             agent_graph=agent_graph,
             action_space_prompt=action_space_prompt,
-            is_openai_model = is_openai_model,
+            is_openai_model=is_openai_model,
         )
 
         agent_graph.add_agent(agent)

oasis/social_platform/recsys.py

@@ -486,8 +486,9 @@ def rec_sys_personalized_twh(
                                              ActionType.LIKE_POST.value,
                                              trace_table)
             like_post_ids_all.append(like_post_ids)
-    # enable fans_score when the broadcasting effect of superuser should be taken in count
-    # ßscores = date_score_np * fans_score_np  
+    # enable fans_score when the broadcasting effect of superuser should be
+    # taken in count
+    # ßscores = date_score_np * fans_score_np
     scores = date_score_np
     new_rec_matrix = []
     if len(post_table) <= max_rec_post_len:

scripts/twitter_gpt_example/gpt_example.yaml

@@ -18,4 +18,4 @@ model:
       temperature: null
 inference:
   model_type: gpt-4o-mini  # Name of the OpenAI model
-  is_openai_model: true  # Whether it is an OpenAI model
+  is_openai_model: true  # Whether it is an OpenAI model

scripts/twitter_gpt_example/twitter_simulation_large.py

@@ -27,7 +27,6 @@
 from yaml import safe_load
 
 from oasis.clock.clock import Clock
-from oasis.inference.inference_manager import InferencerManager
 from oasis.social_agent.agents_generator import generate_agents
 from oasis.social_platform.channel import Channel
 from oasis.social_platform.platform import Platform
@@ -179,9 +178,8 @@ async def running(
                     **simulation_params,
                     model_configs=model_configs,
                     inference_configs=inference_configs,
-                    action_space_file_path=(
-                        "scripts/twitter_gpt_example/"
-                        "action_space_prompt.txt")))
+                    action_space_file_path=("scripts/twitter_gpt_example/"
+                                            "action_space_prompt.txt")))
     else:
         asyncio.run(running())
     social_log.info("Simulation finished.")