Commit ·
c6e5d3f
1
Parent(s): bd8d470
Use Gemini list_models dynamically for chat/report model selection
Browse files- backend/app.py +73 -23
backend/app.py
CHANGED
|
@@ -46,6 +46,40 @@ if GEMINI_AVAILABLE and GEMINI_API_KEY:
|
|
| 46 |
elif GEMINI_AVAILABLE:
|
| 47 |
print("⚠️ GEMINI_API_KEY not found in environment variables")
|
| 48 |
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 49 |
# Pydantic models for LLM endpoints
|
| 50 |
class ChatMessage(BaseModel):
|
| 51 |
role: str
|
|
@@ -74,15 +108,7 @@ class SPAStaticFiles(StaticFiles):
|
|
| 74 |
@app.get("/health")
|
| 75 |
async def health_check():
|
| 76 |
"""Health check endpoint"""
|
| 77 |
-
available_models =
|
| 78 |
-
if GEMINI_AVAILABLE and GEMINI_API_KEY:
|
| 79 |
-
try:
|
| 80 |
-
# List available Gemini models
|
| 81 |
-
for model in genai.list_models():
|
| 82 |
-
if 'generateContent' in model.supported_generation_methods:
|
| 83 |
-
available_models.append(model.name)
|
| 84 |
-
except Exception as e:
|
| 85 |
-
print(f"⚠️ Could not list models: {e}")
|
| 86 |
|
| 87 |
return {
|
| 88 |
"status": "healthy",
|
|
@@ -128,17 +154,29 @@ async def chat_endpoint(request: ChatRequest):
|
|
| 128 |
Provide expert guidance on examination techniques, findings interpretation, and management guidelines. \
|
| 129 |
Be professional, evidence-based, and concise."""
|
| 130 |
|
| 131 |
-
#
|
| 132 |
-
|
| 133 |
-
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 134 |
"models/gemini-1.5-pro",
|
| 135 |
-
"models/gemini-1.0-pro-latest",
|
| 136 |
-
"models/gemini-1.0-pro",
|
| 137 |
-
"models/gemini-pro",
|
| 138 |
-
"gemini-1.5-pro-latest",
|
| 139 |
"gemini-1.5-pro",
|
|
|
|
| 140 |
"gemini-pro",
|
| 141 |
]
|
|
|
|
|
|
|
|
|
|
| 142 |
|
| 143 |
response_text = None
|
| 144 |
used_model = None
|
|
@@ -246,17 +284,29 @@ Analyse ALL the clinical data and the attached colposcopy images to generate a p
|
|
| 246 |
|
| 247 |
full_prompt = "\n".join(prompt_parts)
|
| 248 |
|
| 249 |
-
#
|
| 250 |
-
|
| 251 |
-
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 252 |
"models/gemini-1.5-pro",
|
| 253 |
-
"models/gemini-1.0-pro-latest",
|
| 254 |
-
"models/gemini-1.0-pro",
|
| 255 |
-
"models/gemini-pro",
|
| 256 |
-
"gemini-1.5-pro-latest",
|
| 257 |
"gemini-1.5-pro",
|
|
|
|
| 258 |
"gemini-pro",
|
| 259 |
]
|
|
|
|
|
|
|
|
|
|
| 260 |
|
| 261 |
response_text = None
|
| 262 |
used_model = None
|
|
|
|
| 46 |
elif GEMINI_AVAILABLE:
|
| 47 |
print("⚠️ GEMINI_API_KEY not found in environment variables")
|
| 48 |
|
| 49 |
+
|
| 50 |
+
def get_supported_gemini_models() -> List[str]:
|
| 51 |
+
"""Return model names that support generateContent for this API key."""
|
| 52 |
+
if not GEMINI_AVAILABLE or not GEMINI_API_KEY:
|
| 53 |
+
return []
|
| 54 |
+
|
| 55 |
+
discovered: List[str] = []
|
| 56 |
+
try:
|
| 57 |
+
for model in genai.list_models():
|
| 58 |
+
methods = getattr(model, "supported_generation_methods", []) or []
|
| 59 |
+
if "generateContent" not in methods:
|
| 60 |
+
continue
|
| 61 |
+
|
| 62 |
+
raw_name = getattr(model, "name", "")
|
| 63 |
+
if not raw_name:
|
| 64 |
+
continue
|
| 65 |
+
|
| 66 |
+
discovered.append(raw_name)
|
| 67 |
+
# Some SDK calls accept short names while discovery returns models/<name>.
|
| 68 |
+
if raw_name.startswith("models/"):
|
| 69 |
+
discovered.append(raw_name[len("models/"):])
|
| 70 |
+
except Exception as e:
|
| 71 |
+
print(f"⚠️ Could not list Gemini models: {e}")
|
| 72 |
+
return []
|
| 73 |
+
|
| 74 |
+
# De-duplicate while preserving order.
|
| 75 |
+
unique_models: List[str] = []
|
| 76 |
+
seen = set()
|
| 77 |
+
for name in discovered:
|
| 78 |
+
if name not in seen:
|
| 79 |
+
unique_models.append(name)
|
| 80 |
+
seen.add(name)
|
| 81 |
+
return unique_models
|
| 82 |
+
|
| 83 |
# Pydantic models for LLM endpoints
|
| 84 |
class ChatMessage(BaseModel):
|
| 85 |
role: str
|
|
|
|
| 108 |
@app.get("/health")
|
| 109 |
async def health_check():
|
| 110 |
"""Health check endpoint"""
|
| 111 |
+
available_models = get_supported_gemini_models()
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 112 |
|
| 113 |
return {
|
| 114 |
"status": "healthy",
|
|
|
|
| 154 |
Provide expert guidance on examination techniques, findings interpretation, and management guidelines. \
|
| 155 |
Be professional, evidence-based, and concise."""
|
| 156 |
|
| 157 |
+
# Prefer modern fast models, then fall back to any model exposed by this key.
|
| 158 |
+
available_models = get_supported_gemini_models()
|
| 159 |
+
if not available_models:
|
| 160 |
+
raise Exception(
|
| 161 |
+
"No Gemini models with generateContent are available for this API key. "
|
| 162 |
+
"Check API key permissions and Gemini API enablement."
|
| 163 |
+
)
|
| 164 |
+
|
| 165 |
+
preferred_models = [
|
| 166 |
+
"models/gemini-2.0-flash",
|
| 167 |
+
"gemini-2.0-flash",
|
| 168 |
+
"models/gemini-2.0-flash-lite",
|
| 169 |
+
"gemini-2.0-flash-lite",
|
| 170 |
+
"models/gemini-1.5-flash",
|
| 171 |
+
"gemini-1.5-flash",
|
| 172 |
"models/gemini-1.5-pro",
|
|
|
|
|
|
|
|
|
|
|
|
|
| 173 |
"gemini-1.5-pro",
|
| 174 |
+
"models/gemini-pro",
|
| 175 |
"gemini-pro",
|
| 176 |
]
|
| 177 |
+
model_names = [m for m in preferred_models if m in available_models]
|
| 178 |
+
model_names.extend(m for m in available_models if m not in model_names)
|
| 179 |
+
print(f"✅ Chat available models: {available_models}")
|
| 180 |
|
| 181 |
response_text = None
|
| 182 |
used_model = None
|
|
|
|
| 284 |
|
| 285 |
full_prompt = "\n".join(prompt_parts)
|
| 286 |
|
| 287 |
+
# Prefer modern fast models, then fall back to any model exposed by this key.
|
| 288 |
+
available_models = get_supported_gemini_models()
|
| 289 |
+
if not available_models:
|
| 290 |
+
raise Exception(
|
| 291 |
+
"No Gemini models with generateContent are available for this API key. "
|
| 292 |
+
"Check API key permissions and Gemini API enablement."
|
| 293 |
+
)
|
| 294 |
+
|
| 295 |
+
preferred_models = [
|
| 296 |
+
"models/gemini-2.0-flash",
|
| 297 |
+
"gemini-2.0-flash",
|
| 298 |
+
"models/gemini-2.0-flash-lite",
|
| 299 |
+
"gemini-2.0-flash-lite",
|
| 300 |
+
"models/gemini-1.5-flash",
|
| 301 |
+
"gemini-1.5-flash",
|
| 302 |
"models/gemini-1.5-pro",
|
|
|
|
|
|
|
|
|
|
|
|
|
| 303 |
"gemini-1.5-pro",
|
| 304 |
+
"models/gemini-pro",
|
| 305 |
"gemini-pro",
|
| 306 |
]
|
| 307 |
+
model_names = [m for m in preferred_models if m in available_models]
|
| 308 |
+
model_names.extend(m for m in available_models if m not in model_names)
|
| 309 |
+
print(f"✅ Report available models: {available_models}")
|
| 310 |
|
| 311 |
response_text = None
|
| 312 |
used_model = None
|