Files
DocsGPT/application/core/model_utils.py
Alex f61d112cea feat: process pdfs synthetically im model does not support file natively (#2263)
* feat: process pdfs synthetically im model does not support file natively

* fix: small code optimisations
2026-01-15 02:30:33 +02:00

93 lines
2.9 KiB
Python

from typing import Any, Dict, Optional
from application.core.model_settings import ModelRegistry
def get_api_key_for_provider(provider: str) -> Optional[str]:
"""Get the appropriate API key for a provider"""
from application.core.settings import settings
provider_key_map = {
"openai": settings.OPENAI_API_KEY,
"openrouter": settings.OPEN_ROUTER_API_KEY,
"anthropic": settings.ANTHROPIC_API_KEY,
"google": settings.GOOGLE_API_KEY,
"groq": settings.GROQ_API_KEY,
"huggingface": settings.HUGGINGFACE_API_KEY,
"azure_openai": settings.API_KEY,
"docsgpt": None,
"llama.cpp": None,
}
provider_key = provider_key_map.get(provider)
if provider_key:
return provider_key
return settings.API_KEY
def get_all_available_models() -> Dict[str, Dict[str, Any]]:
"""Get all available models with metadata for API response"""
registry = ModelRegistry.get_instance()
return {model.id: model.to_dict() for model in registry.get_enabled_models()}
def validate_model_id(model_id: str) -> bool:
"""Check if a model ID exists in registry"""
registry = ModelRegistry.get_instance()
return registry.model_exists(model_id)
def get_model_capabilities(model_id: str) -> Optional[Dict[str, Any]]:
"""Get capabilities for a specific model"""
registry = ModelRegistry.get_instance()
model = registry.get_model(model_id)
if model:
return {
"supported_attachment_types": model.capabilities.supported_attachment_types,
"supports_tools": model.capabilities.supports_tools,
"supports_structured_output": model.capabilities.supports_structured_output,
"context_window": model.capabilities.context_window,
}
return None
def get_default_model_id() -> str:
"""Get the system default model ID"""
registry = ModelRegistry.get_instance()
return registry.default_model_id
def get_provider_from_model_id(model_id: str) -> Optional[str]:
"""Get the provider name for a given model_id"""
registry = ModelRegistry.get_instance()
model = registry.get_model(model_id)
if model:
return model.provider.value
return None
def get_token_limit(model_id: str) -> int:
"""
Get context window (token limit) for a model.
Returns model's context_window or default 128000 if model not found.
"""
from application.core.settings import settings
registry = ModelRegistry.get_instance()
model = registry.get_model(model_id)
if model:
return model.capabilities.context_window
return settings.DEFAULT_LLM_TOKEN_LIMIT
def get_base_url_for_model(model_id: str) -> Optional[str]:
"""
Get the custom base_url for a specific model if configured.
Returns None if no custom base_url is set.
"""
registry = ModelRegistry.get_instance()
model = registry.get_model(model_id)
if model:
return model.base_url
return None