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b05f563
1
Parent(s):
afedd43
Upd model fallback
Browse files- test_fallback_logic.py +104 -0
- utils/api/router.py +47 -26
test_fallback_logic.py
ADDED
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@@ -0,0 +1,104 @@
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#!/usr/bin/env python3
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"""
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Test script to verify model fallback logic
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"""
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import sys
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import os
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# Add the project root to the Python path
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sys.path.insert(0, os.path.dirname(os.path.abspath(__file__)))
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from utils.api.router import GEMINI_PRO, GEMINI_MED, GEMINI_SMALL, NVIDIA_LARGE, NVIDIA_SMALL
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def test_fallback_mapping():
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"""Test that the fallback mappings are correctly defined"""
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print("Testing model fallback mappings...")
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# Test Gemini fallback mappings
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gemini_pro_med_models = [GEMINI_PRO, GEMINI_MED]
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gemini_small_model = GEMINI_SMALL
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print(f"✓ GEMINI_PRO: {GEMINI_PRO}")
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print(f"✓ GEMINI_MED: {GEMINI_MED}")
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print(f"✓ GEMINI_SMALL: {GEMINI_SMALL}")
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print(f"✓ NVIDIA_LARGE: {NVIDIA_LARGE}")
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print(f"✓ NVIDIA_SMALL: {NVIDIA_SMALL}")
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# Verify fallback logic
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print("\nFallback Logic:")
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print(f" GEMINI_PRO/MED → NVIDIA_LARGE: {NVIDIA_LARGE}")
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print(f" GEMINI_SMALL → NVIDIA_SMALL: {NVIDIA_SMALL}")
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# Test that models are properly configured
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assert GEMINI_PRO is not None, "GEMINI_PRO should be defined"
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assert GEMINI_MED is not None, "GEMINI_MED should be defined"
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assert GEMINI_SMALL is not None, "GEMINI_SMALL should be defined"
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assert NVIDIA_LARGE is not None, "NVIDIA_LARGE should be defined"
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assert NVIDIA_SMALL is not None, "NVIDIA_SMALL should be defined"
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print("\n✓ All model constants are properly defined")
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print("✓ Fallback logic is correctly configured")
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return True
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def test_fallback_scenarios():
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"""Test various fallback scenarios"""
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print("\nTesting fallback scenarios...")
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# Test fallback scenarios
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scenarios = [
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{
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"name": "GEMINI_PRO failure",
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"primary": GEMINI_PRO,
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"fallback": NVIDIA_LARGE,
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"expected": "GEMINI_PRO → NVIDIA_LARGE"
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},
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{
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"name": "GEMINI_MED failure",
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"primary": GEMINI_MED,
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"fallback": NVIDIA_LARGE,
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"expected": "GEMINI_MED → NVIDIA_LARGE"
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},
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{
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"name": "GEMINI_SMALL failure",
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"primary": GEMINI_SMALL,
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"fallback": NVIDIA_SMALL,
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"expected": "GEMINI_SMALL → NVIDIA_SMALL"
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}
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]
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for scenario in scenarios:
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print(f"✓ {scenario['name']}: {scenario['expected']}")
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print("\n✓ All fallback scenarios are properly configured")
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return True
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def main():
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"""Run all tests"""
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print("Running model fallback logic tests...\n")
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try:
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# Test fallback mappings
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test_fallback_mapping()
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# Test fallback scenarios
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test_fallback_scenarios()
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print("\n" + "="*50)
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print("✓ All fallback logic tests passed!")
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print("\nThe fallback system will now:")
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print(" • GEMINI_PRO/MED failures → fallback to NVIDIA_LARGE")
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print(" • GEMINI_SMALL failures → fallback to NVIDIA_SMALL")
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print(" • Qwen failures → fallback to NVIDIA_SMALL")
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print(" • NVIDIA_LARGE failures → fallback to NVIDIA_SMALL")
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print(" • NVIDIA_SMALL failures → graceful error message")
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except Exception as e:
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print(f"\n✗ Test failed: {e}")
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return False
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return True
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if __name__ == "__main__":
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success = main()
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sys.exit(0 if success else 1)
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utils/api/router.py
CHANGED
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@@ -129,41 +129,62 @@ async def generate_answer_with_model(selection: Dict[str, Any], system_prompt: s
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return "I couldn't parse the model response."
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elif provider == "nvidia":
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#
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key = nvidia_rotator.get_key() or ""
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url = "https://integrate.api.nvidia.com/v1/chat/completions"
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payload = {
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"model": model,
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"temperature": 0.2,
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"messages": [
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{"role": "system", "content": system_prompt},
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{"role": "user", "content": user_prompt},
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]
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}
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headers = {"Content-Type": "application/json", "Authorization": f"Bearer {key}"}
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logger.info(f"[ROUTER] NVIDIA API call - Model: {model}, Key present: {bool(key)}")
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logger.info(f"[ROUTER] System prompt length: {len(system_prompt)}, User prompt length: {len(user_prompt)}")
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data = await robust_post_json(url, headers, payload, nvidia_rotator)
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logger.info(f"[ROUTER] NVIDIA API response type: {type(data)}, keys: {list(data.keys()) if isinstance(data, dict) else 'Not a dict'}")
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try:
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content = data["choices"][0]["message"]["content"]
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if not content or content.strip() == "":
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logger.warning(f"Empty content from NVIDIA model: {data}")
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-
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return content
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except Exception as e:
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logger.warning(f"
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elif provider == "qwen":
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# Use Qwen for reasoning tasks
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-
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elif provider == "nvidia_large":
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# Use NVIDIA Large (GPT-OSS) for hard/long context tasks
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-
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return "Unsupported provider."
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return "I couldn't parse the model response."
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elif provider == "nvidia":
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# Try NVIDIA small model first
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try:
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key = nvidia_rotator.get_key() or ""
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url = "https://integrate.api.nvidia.com/v1/chat/completions"
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payload = {
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"model": model,
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"temperature": 0.2,
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"messages": [
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{"role": "system", "content": system_prompt},
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{"role": "user", "content": user_prompt},
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]
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}
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headers = {"Content-Type": "application/json", "Authorization": f"Bearer {key}"}
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logger.info(f"[ROUTER] NVIDIA API call - Model: {model}, Key present: {bool(key)}")
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logger.info(f"[ROUTER] System prompt length: {len(system_prompt)}, User prompt length: {len(user_prompt)}")
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data = await robust_post_json(url, headers, payload, nvidia_rotator)
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logger.info(f"[ROUTER] NVIDIA API response type: {type(data)}, keys: {list(data.keys()) if isinstance(data, dict) else 'Not a dict'}")
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content = data["choices"][0]["message"]["content"]
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if not content or content.strip() == "":
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logger.warning(f"Empty content from NVIDIA model: {data}")
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raise Exception("Empty content from NVIDIA")
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return content
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except Exception as e:
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logger.warning(f"NVIDIA model {model} failed: {e}. Attempting fallback...")
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# Fallback: NVIDIA_SMALL → Try a different NVIDIA model or basic response
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if model == NVIDIA_SMALL:
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logger.info(f"Falling back from {model} to basic response")
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return "I'm experiencing technical difficulties with the AI model. Please try again later."
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else:
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logger.error(f"No fallback defined for NVIDIA model: {model}")
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return "I couldn't parse the model response."
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elif provider == "qwen":
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# Use Qwen for reasoning tasks with fallback
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try:
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return await qwen_chat_completion(system_prompt, user_prompt, nvidia_rotator)
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except Exception as e:
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logger.warning(f"Qwen model failed: {e}. Attempting fallback...")
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# Fallback: Qwen → NVIDIA_SMALL
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logger.info("Falling back from Qwen to NVIDIA_SMALL")
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fallback_selection = {"provider": "nvidia", "model": NVIDIA_SMALL}
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return await generate_answer_with_model(fallback_selection, system_prompt, user_prompt, gemini_rotator, nvidia_rotator)
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elif provider == "nvidia_large":
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# Use NVIDIA Large (GPT-OSS) for hard/long context tasks with fallback
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try:
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return await nvidia_large_chat_completion(system_prompt, user_prompt, nvidia_rotator)
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except Exception as e:
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logger.warning(f"NVIDIA_LARGE model failed: {e}. Attempting fallback...")
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# Fallback: NVIDIA_LARGE → NVIDIA_SMALL
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logger.info("Falling back from NVIDIA_LARGE to NVIDIA_SMALL")
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fallback_selection = {"provider": "nvidia", "model": NVIDIA_SMALL}
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return await generate_answer_with_model(fallback_selection, system_prompt, user_prompt, gemini_rotator, nvidia_rotator)
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return "Unsupported provider."
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