SyntaxError :

app.py

@@ -22,7 +22,7 @@ def update_exercise_format(selected_model: str):
 
 
 # Async wrappers for each chain.
-async def run_diagnoser(user_query: str, model_choice_validate: str, exercise_format_validate: str, sampling_count_validate: str) -> tuple
+async def run_diagnoser(user_query: str, model_choice_validate: str, exercise_format_validate: str, sampling_count_validate: str) -> tuple:
     """
     Diagnose exercise(s) in parallel using a configured DiagnoserChain.
 

config/llm_config.py

@@ -32,6 +32,7 @@ def create_anthropic_llm(model_name: str, temperature: float):
 def create_deepseek_llm(model_name: str, temperature: float):
     return ChatAnthropic(api_key=ANTHROPIC_API_KEY, model_name=model_name, temperature=temperature)
 
+# all of them in one dictionary
 llms = {
     # OpenAI models with temperature
 
@@ -46,8 +47,40 @@ llms = {
 
     # OpenAI reasoning models (no temperature)
     "o1": create_openai_reasoning_llm("o1-2024-12-17"),
+    "o3-mini (low-reasoning effort version)": create_openai_reasoning_llm("o3-mini", reasoning_effort="low"),
+    "o3-mini (medium-reasoning effort version)": create_openai_reasoning_llm("o3-mini", reasoning_effort="medium"),
+    "o3-mini (high-reasoning effort version)": create_openai_reasoning_llm("o3-mini", reasoning_effort="high"),
+
+    # Anthropic models (Claude)
+    "Claude 3.5 (low temp)": create_anthropic_llm("claude-3-5-sonnet-latest", LOW),
+    "Claude 3.5 (mid temp)": create_anthropic_llm("claude-3-5-sonnet-latest", MID),
+    "Claude 3.5 (high temp)": create_anthropic_llm("claude-3-5-sonnet-latest", HIGH),
+
+    # DeepSeek
+    "Deepseek R1 (low temp)🚧": create_anthropic_llm("deepseek-reasoner", LOW),
+}
+
+# specific for Diagnosis tab
+llms_diagnosis_tab = {
+    # OpenAI models with temperature
+
+    "GPT-4o (low temp)": create_openai_llm("gpt-4o", LOW),
+    "GPT-4o (mid temp)": create_openai_llm("gpt-4o", MID),
+    "GPT-4o (high temp)": create_openai_llm("gpt-4o", HIGH),
+    "GPT-4o-mini-zero": create_openai_llm("gpt-4o-mini", ZERO),
+    "GPT-4o-mini": create_openai_llm("gpt-4o-mini", LOW),
+    "GPT-4o_high_temp": create_openai_llm("gpt-4o", HIGH),
+    "GPT-4o-mini_high_temp": create_openai_llm("gpt-4o-mini", HIGH),
+    "GPT-4 Turbo": create_openai_llm("gpt-4-turbo-2024-04-09", LOW),
+
+    # OpenAI reasoning models (no temperature)
+    "o1": create_openai_reasoning_llm("o1-2024-12-17"),
+    "o3-mini (low-reasoning version)": create_openai_reasoning_llm("o3-mini", reasoning_effort="low"),
+    "o3-mini (medium-reasoning version)": create_openai_reasoning_llm("o3-mini", reasoning_effort="medium"),
     "o3-mini (high-reasoning version)": create_openai_reasoning_llm("o3-mini", reasoning_effort="high"),
 
+
+
     # Anthropic models (Claude)
     "Claude 3.5 (low temp)": create_anthropic_llm("claude-3-5-sonnet-latest", LOW),
     "Claude 3.5 (mid temp)": create_anthropic_llm("claude-3-5-sonnet-latest", MID),