diff --git a/ra_aid/models_params.py b/ra_aid/models_params.py
index 536eb05..c185177 100644
--- a/ra_aid/models_params.py
+++ b/ra_aid/models_params.py
@@ -6,198 +6,710 @@ DEFAULT_TOKEN_LIMIT = 100000
 
 models_params = {
     "openai": {
-        "gpt-3.5-turbo-0125": {"token_limit": 16385},
-        "gpt-3.5": {"token_limit": 4096},
-        "gpt-3.5-turbo": {"token_limit": 16385},
-        "gpt-3.5-turbo-1106": {"token_limit": 16385},
-        "gpt-3.5-turbo-instruct": {"token_limit": 4096},
-        "gpt-4-0125-preview": {"token_limit": 128000},
-        "gpt-4-turbo-preview": {"token_limit": 128000},
-        "gpt-4-turbo": {"token_limit": 128000},
-        "gpt-4-turbo-2024-04-09": {"token_limit": 128000},
-        "gpt-4-1106-preview": {"token_limit": 128000},
-        "gpt-4-vision-preview": {"token_limit": 128000},
-        "gpt-4": {"token_limit": 8192},
-        "gpt-4-0613": {"token_limit": 8192},
-        "gpt-4-32k": {"token_limit": 32768},
-        "gpt-4-32k-0613": {"token_limit": 32768},
-        "gpt-4o": {"token_limit": 128000},
-        "gpt-4o-2024-08-06": {"token_limit": 128000},
-        "gpt-4o-2024-05-13": {"token_limit": 128000},
-        "gpt-4o-mini": {"token_limit": 128000},
-        "o1-preview": {"token_limit": 128000},
-        "o1-mini": {"token_limit": 128000}
+        "gpt-3.5-turbo-0125": {
+            "token_limit": 16385,
+            "supports_temperature": False
+        },
+        "gpt-3.5": {
+            "token_limit": 4096,
+            "supports_temperature": False
+        },
+        "gpt-3.5-turbo": {
+            "token_limit": 16385,
+            "supports_temperature": False
+        },
+        "gpt-3.5-turbo-1106": {
+            "token_limit": 16385,
+            "supports_temperature": False
+        },
+        "gpt-3.5-turbo-instruct": {
+            "token_limit": 4096,
+            "supports_temperature": False
+        },
+        "gpt-4-0125-preview": {
+            "token_limit": 128000,
+            "supports_temperature": False
+        },
+        "gpt-4-turbo-preview": {
+            "token_limit": 128000,
+            "supports_temperature": False
+        },
+        "gpt-4-turbo": {
+            "token_limit": 128000,
+            "supports_temperature": False
+        },
+        "gpt-4-turbo-2024-04-09": {
+            "token_limit": 128000,
+            "supports_temperature": False
+        },
+        "gpt-4-1106-preview": {
+            "token_limit": 128000,
+            "supports_temperature": False
+        },
+        "gpt-4-vision-preview": {
+            "token_limit": 128000,
+            "supports_temperature": False
+        },
+        "gpt-4": {
+            "token_limit": 8192,
+            "supports_temperature": False
+        },
+        "gpt-4-0613": {
+            "token_limit": 8192,
+            "supports_temperature": False
+        },
+        "gpt-4-32k": {
+            "token_limit": 32768,
+            "supports_temperature": False
+        },
+        "gpt-4-32k-0613": {
+            "token_limit": 32768,
+            "supports_temperature": False
+        },
+        "gpt-4o": {
+            "token_limit": 128000,
+            "supports_temperature": False
+        },
+        "gpt-4o-2024-08-06": {
+            "token_limit": 128000,
+            "supports_temperature": False
+        },
+        "gpt-4o-2024-05-13": {
+            "token_limit": 128000,
+            "supports_temperature": False
+        },
+        "gpt-4o-mini": {
+            "token_limit": 128000,
+            "supports_temperature": False
+        },
+        "o1-preview": {
+            "token_limit": 128000,
+            "supports_temperature": True
+        },
+        "o1-mini": {
+            "token_limit": 128000,
+            "supports_temperature": True
+        }
     },
     "azure_openai": {
-        "gpt-3.5-turbo-0125": {"token_limit": 16385},
-        "gpt-3.5": {"token_limit": 4096},
-        "gpt-3.5-turbo": {"token_limit": 16385},
-        "gpt-3.5-turbo-1106": {"token_limit": 16385},
-        "gpt-3.5-turbo-instruct": {"token_limit": 4096},
-        "gpt-4-0125-preview": {"token_limit": 128000},
-        "gpt-4-turbo-preview": {"token_limit": 128000},
-        "gpt-4-turbo": {"token_limit": 128000},
-        "gpt-4-turbo-2024-04-09": {"token_limit": 128000},
-        "gpt-4-1106-preview": {"token_limit": 128000},
-        "gpt-4-vision-preview": {"token_limit": 128000},
-        "gpt-4": {"token_limit": 8192},
-        "gpt-4-0613": {"token_limit": 8192},
-        "gpt-4-32k": {"token_limit": 32768},
-        "gpt-4-32k-0613": {"token_limit": 32768},
-        "gpt-4o": {"token_limit": 128000},
-        "gpt-4o-mini": {"token_limit": 128000},
-        "chatgpt-4o-latest": {"token_limit": 128000},
-        "o1-preview": {"token_limit": 128000},
-        "o1-mini": {"token_limit": 128000}
+        "gpt-3.5-turbo-0125": {
+            "token_limit": 16385,
+            "supports_temperature": False
+        },
+        "gpt-3.5": {
+            "token_limit": 4096,
+            "supports_temperature": False
+        },
+        "gpt-3.5-turbo": {
+            "token_limit": 16385,
+            "supports_temperature": False
+        },
+        "gpt-3.5-turbo-1106": {
+            "token_limit": 16385,
+            "supports_temperature": False
+        },
+        "gpt-3.5-turbo-instruct": {
+            "token_limit": 4096,
+            "supports_temperature": False
+        },
+        "gpt-4-0125-preview": {
+            "token_limit": 128000,
+            "supports_temperature": False
+        },
+        "gpt-4-turbo-preview": {
+            "token_limit": 128000,
+            "supports_temperature": False
+        },
+        "gpt-4-turbo": {
+            "token_limit": 128000,
+            "supports_temperature": False
+        },
+        "gpt-4-turbo-2024-04-09": {
+            "token_limit": 128000,
+            "supports_temperature": False
+        },
+        "gpt-4-1106-preview": {
+            "token_limit": 128000,
+            "supports_temperature": False
+        },
+        "gpt-4-vision-preview": {
+            "token_limit": 128000,
+            "supports_temperature": False
+        },
+        "gpt-4": {
+            "token_limit": 8192,
+            "supports_temperature": False
+        },
+        "gpt-4-0613": {
+            "token_limit": 8192,
+            "supports_temperature": False
+        },
+        "gpt-4-32k": {
+            "token_limit": 32768,
+            "supports_temperature": False
+        },
+        "gpt-4-32k-0613": {
+            "token_limit": 32768,
+            "supports_temperature": False
+        },
+        "gpt-4o": {
+            "token_limit": 128000,
+            "supports_temperature": True
+        },
+        "gpt-4o-mini": {
+            "token_limit": 128000,
+            "supports_temperature": True
+        },
+        "chatgpt-4o-latest": {
+            "token_limit": 128000,
+            "supports_temperature": True
+        },
+        "o1-preview": {
+            "token_limit": 128000,
+            "supports_temperature": True
+        },
+        "o1-mini": {
+            "token_limit": 128000,
+            "supports_temperature": True
+        }
     },
     "google_genai": {
-        "gemini-pro": {"token_limit": 128000},
-        "gemini-1.5-flash-latest": {"token_limit": 128000},
-        "gemini-1.5-pro-latest": {"token_limit": 128000},
-        "models/embedding-001": {"token_limit": 2048}
+        "gemini-pro": {
+            "token_limit": 128000,
+            "supports_temperature": False
+        },
+        "gemini-1.5-flash-latest": {
+            "token_limit": 128000,
+            "supports_temperature": False
+        },
+        "gemini-1.5-pro-latest": {
+            "token_limit": 128000,
+            "supports_temperature": False
+        },
+        "models/embedding-001": {
+            "token_limit": 2048,
+            "supports_temperature": False
+        }
     },
     "google_vertexai": {
-        "gemini-1.5-flash": {"token_limit": 128000},
-        "gemini-1.5-pro": {"token_limit": 128000},
-        "gemini-1.0-pro": {"token_limit": 128000}
+        "gemini-1.5-flash": {
+            "token_limit": 128000,
+            "supports_temperature": False
+        },
+        "gemini-1.5-pro": {
+            "token_limit": 128000,
+            "supports_temperature": False
+        },
+        "gemini-1.0-pro": {
+            "token_limit": 128000,
+            "supports_temperature": False
+        }
     },
     "ollama": {
-        "command-r": {"token_limit": 12800},
-        "codellama": {"token_limit": 16000},
-        "dbrx": {"token_limit": 32768},
-        "deepseek-coder:33b": {"token_limit": 16000},
-        "falcon": {"token_limit": 2048},
-        "llama2": {"token_limit": 4096},
-        "llama2:7b": {"token_limit": 4096},
-        "llama2:13b": {"token_limit": 4096},
-        "llama2:70b": {"token_limit": 4096},
-        "llama3": {"token_limit": 8192},
-        "llama3:8b": {"token_limit": 8192},
-        "llama3:70b": {"token_limit": 8192},
-        "llama3.1": {"token_limit": 128000},
-        "llama3.1:8b": {"token_limit": 128000},
-        "llama3.1:70b": {"token_limit": 128000},
-        "lama3.1:405b": {"token_limit": 128000},
-        "llama3.2": {"token_limit": 128000},
-        "llama3.2:1b": {"token_limit": 128000},
-        "llama3.2:3b": {"token_limit": 128000},
-        "llama3.3:70b": {"token_limit": 128000},
-        "scrapegraph": {"token_limit": 8192},
-        "mistral-small": {"token_limit": 128000},
-        "mistral-openorca": {"token_limit": 32000},
-        "mistral-large": {"token_limit": 128000},
-        "grok-1": {"token_limit": 8192},
-        "llava": {"token_limit": 4096},
-        "mixtral:8x22b-instruct": {"token_limit": 65536},
-        "nomic-embed-text": {"token_limit": 8192},
-        "nous-hermes2:34b": {"token_limit": 4096},
-        "orca-mini": {"token_limit": 2048},
-        "phi3:3.8b": {"token_limit": 12800},
-        "phi3:14b": {"token_limit": 128000},
-        "qwen:0.5b": {"token_limit": 32000},
-        "qwen:1.8b": {"token_limit": 32000},
-        "qwen:4b": {"token_limit": 32000},
-        "qwen:14b": {"token_limit": 32000},
-        "qwen:32b": {"token_limit": 32000},
-        "qwen:72b": {"token_limit": 32000},
-        "qwen:110b": {"token_limit": 32000},
-        "stablelm-zephyr": {"token_limit": 8192},
-        "wizardlm2:8x22b": {"token_limit": 65536},
-        "mistral": {"token_limit": 128000},
-        "gemma2": {"token_limit": 128000},
-        "gemma2:9b": {"token_limit": 128000},
-        "gemma2:27b": {"token_limit": 128000},
+        "command-r": {
+            "token_limit": 12800,
+            "supports_temperature": False
+        },
+        "codellama": {
+            "token_limit": 16000,
+            "supports_temperature": False
+        },
+        "dbrx": {
+            "token_limit": 32768,
+            "supports_temperature": False
+        },
+        "deepseek-coder:33b": {
+            "token_limit": 16000,
+            "supports_temperature": False
+        },
+        "falcon": {
+            "token_limit": 2048,
+            "supports_temperature": False
+        },
+        "llama2": {
+            "token_limit": 4096,
+            "supports_temperature": False
+        },
+        "llama2:7b": {
+            "token_limit": 4096,
+            "supports_temperature": False
+        },
+        "llama2:13b": {
+            "token_limit": 4096,
+            "supports_temperature": False
+        },
+        "llama2:70b": {
+            "token_limit": 4096,
+            "supports_temperature": False
+        },
+        "llama3": {
+            "token_limit": 8192,
+            "supports_temperature": False
+        },
+        "llama3:8b": {
+            "token_limit": 8192,
+            "supports_temperature": False
+        },
+        "llama3:70b": {
+            "token_limit": 8192,
+            "supports_temperature": False
+        },
+        "llama3.1": {
+            "token_limit": 128000,
+            "supports_temperature": False
+        },
+        "llama3.1:8b": {
+            "token_limit": 128000,
+            "supports_temperature": False
+        },
+        "llama3.1:70b": {
+            "token_limit": 128000,
+            "supports_temperature": False
+        },
+        "lama3.1:405b": {
+            "token_limit": 128000,
+            "supports_temperature": False
+        },
+        "llama3.2": {
+            "token_limit": 128000,
+            "supports_temperature": False
+        },
+        "llama3.2:1b": {
+            "token_limit": 128000,
+            "supports_temperature": False
+        },
+        "llama3.2:3b": {
+            "token_limit": 128000,
+            "supports_temperature": False
+        },
+        "llama3.3:70b": {
+            "token_limit": 128000,
+            "supports_temperature": False
+        },
+        "scrapegraph": {
+            "token_limit": 8192,
+            "supports_temperature": False
+        },
+        "mistral-small": {
+            "token_limit": 128000,
+            "supports_temperature": False
+        },
+        "mistral-openorca": {
+            "token_limit": 32000,
+            "supports_temperature": False
+        },
+        "mistral-large": {
+            "token_limit": 128000,
+            "supports_temperature": False
+        },
+        "grok-1": {
+            "token_limit": 8192,
+            "supports_temperature": False
+        },
+        "llava": {
+            "token_limit": 4096,
+            "supports_temperature": False
+        },
+        "mixtral:8x22b-instruct": {
+            "token_limit": 65536,
+            "supports_temperature": False
+        },
+        "nomic-embed-text": {
+            "token_limit": 8192,
+            "supports_temperature": False
+        },
+        "nous-hermes2:34b": {
+            "token_limit": 4096,
+            "supports_temperature": False
+        },
+        "orca-mini": {
+            "token_limit": 2048,
+            "supports_temperature": False
+        },
+        "phi3:3.8b": {
+            "token_limit": 12800,
+            "supports_temperature": False
+        },
+        "phi3:14b": {
+            "token_limit": 128000,
+            "supports_temperature": False
+        },
+        "qwen:0.5b": {
+            "token_limit": 32000,
+            "supports_temperature": False
+        },
+        "qwen:1.8b": {
+            "token_limit": 32000,
+            "supports_temperature": False
+        },
+        "qwen:4b": {
+            "token_limit": 32000,
+            "supports_temperature": False
+        },
+        "qwen:14b": {
+            "token_limit": 32000,
+            "supports_temperature": False
+        },
+        "qwen:32b": {
+            "token_limit": 32000,
+            "supports_temperature": False
+        },
+        "qwen:72b": {
+            "token_limit": 32000,
+            "supports_temperature": False
+        },
+        "qwen:110b": {
+            "token_limit": 32000,
+            "supports_temperature": False
+        },
+        "stablelm-zephyr": {
+            "token_limit": 8192,
+            "supports_temperature": False
+        },
+        "wizardlm2:8x22b": {
+            "token_limit": 65536,
+            "supports_temperature": False
+        },
+        "mistral": {
+            "token_limit": 128000,
+            "supports_temperature": False
+        },
+        "gemma2": {
+            "token_limit": 128000,
+            "supports_temperature": False
+        },
+        "gemma2:9b": {
+            "token_limit": 128000,
+            "supports_temperature": False
+        },
+        "gemma2:27b": {
+            "token_limit": 128000,
+            "supports_temperature": False
+        },
         # embedding models
-        "shaw/dmeta-embedding-zh-small-q4": {"token_limit": 8192},
-        "shaw/dmeta-embedding-zh-q4": {"token_limit": 8192},
-        "chevalblanc/acge_text_embedding": {"token_limit": 8192},
-        "martcreation/dmeta-embedding-zh": {"token_limit": 8192},
-        "snowflake-arctic-embed": {"token_limit": 8192},
-        "mxbai-embed-large": {"token_limit": 512}
+        "shaw/dmeta-embedding-zh-small-q4": {
+            "token_limit": 8192,
+            "supports_temperature": False
+        },
+        "shaw/dmeta-embedding-zh-q4": {
+            "token_limit": 8192,
+            "supports_temperature": False
+        },
+        "chevalblanc/acge_text_embedding": {
+            "token_limit": 8192,
+            "supports_temperature": False
+        },
+        "martcreation/dmeta-embedding-zh": {
+            "token_limit": 8192,
+            "supports_temperature": False
+        },
+        "snowflake-arctic-embed": {
+            "token_limit": 8192,
+            "supports_temperature": False
+        },
+        "mxbai-embed-large": {
+            "token_limit": 512,
+            "supports_temperature": False
+        }
     },
     "oneapi": {
-        "qwen-turbo": {"token_limit": 6000}
+        "qwen-turbo": {
+            "token_limit": 6000,
+            "supports_temperature": False
+        }
     },
     "nvidia": {
-        "meta/llama3-70b-instruct": {"token_limit": 419},
-        "meta/llama3-8b-instruct": {"token_limit": 419},
-        "nemotron-4-340b-instruct": {"token_limit": 1024},
-        "databricks/dbrx-instruct": {"token_limit": 4096},
-        "google/codegemma-7b": {"token_limit": 8192},
-        "google/gemma-2b": {"token_limit": 2048},
-        "google/gemma-7b": {"token_limit": 8192},
-        "google/recurrentgemma-2b": {"token_limit": 2048},
-        "meta/codellama-70b": {"token_limit": 16384},
-        "meta/llama2-70b": {"token_limit": 4096},
-        "microsoft/phi-3-mini-128k-instruct": {"token_limit": 122880},
-        "mistralai/mistral-7b-instruct-v0.2": {"token_limit": 4096},
-        "mistralai/mistral-large": {"token_limit": 8192},
-        "mistralai/mixtral-8x22b-instruct-v0.1": {"token_limit": 32768},
-        "mistralai/mixtral-8x7b-instruct-v0.1": {"token_limit": 8192},
-        "snowflake/arctic": {"token_limit": 16384}
+        "meta/llama3-70b-instruct": {
+            "token_limit": 419,
+            "supports_temperature": False
+        },
+        "meta/llama3-8b-instruct": {
+            "token_limit": 419,
+            "supports_temperature": False
+        },
+        "nemotron-4-340b-instruct": {
+            "token_limit": 1024,
+            "supports_temperature": False
+        },
+        "databricks/dbrx-instruct": {
+            "token_limit": 4096,
+            "supports_temperature": False
+        },
+        "google/codegemma-7b": {
+            "token_limit": 8192,
+            "supports_temperature": False
+        },
+        "google/gemma-2b": {
+            "token_limit": 2048,
+            "supports_temperature": False
+        },
+        "google/gemma-7b": {
+            "token_limit": 8192,
+            "supports_temperature": False
+        },
+        "google/recurrentgemma-2b": {
+            "token_limit": 2048,
+            "supports_temperature": False
+        },
+        "meta/codellama-70b": {
+            "token_limit": 16384,
+            "supports_temperature": False
+        },
+        "meta/llama2-70b": {
+            "token_limit": 4096,
+            "supports_temperature": False
+        },
+        "microsoft/phi-3-mini-128k-instruct": {
+            "token_limit": 122880,
+            "supports_temperature": False
+        },
+        "mistralai/mistral-7b-instruct-v0.2": {
+            "token_limit": 4096,
+            "supports_temperature": False
+        },
+        "mistralai/mistral-large": {
+            "token_limit": 8192,
+            "supports_temperature": False
+        },
+        "mistralai/mixtral-8x22b-instruct-v0.1": {
+            "token_limit": 32768,
+            "supports_temperature": False
+        },
+        "mistralai/mixtral-8x7b-instruct-v0.1": {
+            "token_limit": 8192,
+            "supports_temperature": False
+        },
+        "snowflake/arctic": {
+            "token_limit": 16384,
+            "supports_temperature": False
+        }
     },
     "groq": {
-        "llama3-8b-8192": {"token_limit": 8192},
-        "llama3-70b-8192": {"token_limit": 8192},
-        "mixtral-8x7b-32768": {"token_limit": 32768},
-        "gemma-7b-it": {"token_limit": 8192},
-        "claude-3-haiku-20240307'": {"token_limit": 8192}
+        "llama3-8b-8192": {
+            "token_limit": 8192,
+            "supports_temperature": False
+        },
+        "llama3-70b-8192": {
+            "token_limit": 8192,
+            "supports_temperature": False
+        },
+        "mixtral-8x7b-32768": {
+            "token_limit": 32768,
+            "supports_temperature": False
+        },
+        "gemma-7b-it": {
+            "token_limit": 8192,
+            "supports_temperature": False
+        },
+        "claude-3-haiku-20240307'": {
+            "token_limit": 8192,
+            "supports_temperature": False
+        }
     },
     "toghetherai": {
-        "meta-llama/Meta-Llama-3.1-8B-Instruct-Turbo": {"token_limit": 128000},
-        "meta-llama/Meta-Llama-3.1-70B-Instruct-Turbo": {"token_limit": 128000},
-        "mistralai/Mixtral-8x22B-Instruct-v0.1": {"token_limit": 128000},
-        "stabilityai/stable-diffusion-xl-base-1.0": {"token_limit": 2048},
-        "meta-llama/Meta-Llama-3.1-405B-Instruct-Turbo": {"token_limit": 128000},
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+        "codestral-latest": {
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+            "supports_temperature": False
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+        "Meta-Llama-3.1-70B-Instruct-Turbo": {
+            "token_limit": 128000,
+            "supports_temperature": False
+        }
+    }
 }