Made everything 4x faster

api/main.py

@@ -2,9 +2,11 @@
 
 import fastapi
 import pydantic
+import functools
 
 from rich import print
 from dotenv import load_dotenv
+from json import JSONDecodeError
 from bson.objectid import ObjectId
 from slowapi.errors import RateLimitExceeded
 from slowapi.middleware import SlowAPIMiddleware
@@ -15,6 +17,7 @@ from helpers import network
 
 import core
 import handler
+import moderation
 
 load_dotenv()
 
@@ -65,3 +68,15 @@ async def root():
 async def v1_handler(request: fastapi.Request):
     res = await handler.handle(request)
     return res
+
+@functools.lru_cache()
+@app.post('/moderate')
+async def moderate(request: fastapi.Request):
+    try:
+        prompt = await request.json()
+        prompt = prompt['text']
+    except (KeyError, JSONDecodeError):
+        return fastapi.Response(status_code=400)
+
+    result = await moderation.is_policy_violated__own_model(prompt)
+    return result or ''

api/moderation.py

@@ -2,15 +2,13 @@
 
 import time
 import asyncio
-import aiohttp
+import aiocache
 import profanity_check
 
-import proxies
-import provider_auth
-import load_balancing
-
 from typing import Union
 
+cache = aiocache.Cache(aiocache.SimpleMemoryCache)
+
 def input_to_text(inp: Union[str, list]) -> str:
     """Converts the input to a string."""
 
@@ -28,60 +26,30 @@ def input_to_text(inp: Union[str, list]) -> str:
     return text
 
 async def is_policy_violated(inp: Union[str, list]) -> bool:
+    """Checks if the input violates the moderation policy.
     """
-    ### Check if a message violates the moderation policy.
+    # use aio cache to cache the result
-    You can either pass a list of messages consisting of dicts with "role" and "content", as used in the API parameter,
+    inp = input_to_text(inp)
-    or just a simple string.
 
-    Returns True if the message violates the policy, False otherwise.
+    # utilize the cache
-    """
+    if await cache.exists(inp):
-
+        return await cache.get(inp)
-    text = input_to_text(inp)
+    else:
-    return await is_policy_violated__own_model(text)
+        await cache.set(inp, await is_policy_violated__own_model(inp))
-
+        return await cache.get(inp)
-    for _ in range(1):
-        req = await load_balancing.balance_organic_request(
-            {
-                'path': '/v1/moderations',
-                'payload': {'input': text}
-            }
-        )
-
-        async with aiohttp.ClientSession(connector=proxies.get_proxy().connector) as session:
-            try:
-                async with session.request(
-                    method=req.get('method', 'POST'),
-                    url=req['url'],
-                    data=req.get('data'),
-                    json=req.get('payload'),
-                    headers=req.get('headers'),
-                    cookies=req.get('cookies'),
-                    ssl=False,
-                    timeout=aiohttp.ClientTimeout(total=2),
-                ) as res:
-                    res.raise_for_status()
-                    json_response = await res.json()
-
-                    categories = json_response['results'][0]['category_scores']
-
-                    if json_response['results'][0]['flagged']:
-                        return max(categories, key=categories.get)
-
-                    return False
-
-            except Exception as exc:
-                if '401' in str(exc):
-                    await provider_auth.invalidate_key(req.get('provider_auth'))
-                print('[!] moderation error:', type(exc), exc)
-                continue
 
 async def is_policy_violated__own_model(inp: Union[str, list]) -> bool:
+    """Checks if the input violates the moderation policy using our own model."""
+
     inp = input_to_text(inp)
 
     if profanity_check.predict([inp])[0]:
-        return 'own model detected'
+        return 'NovaAI\'s selfhosted moderation model detected unsuitable content.'
 
     return False
 
 if __name__ == '__main__':
+    for i in range(10):
+        start = time.perf_counter()
         print(asyncio.run(is_policy_violated('kill ms')))
+        print((time.perf_counter() - start) * 1000)

api/streaming.py

@@ -114,7 +114,7 @@ async def stream(
                     cookies=target_request.get('cookies'),
                     ssl=False,
                     timeout=aiohttp.ClientTimeout(
-                        connect=2,
+                        connect=0.5,
                         total=float(os.getenv('TRANSFER_TIMEOUT', '120'))
                     ),
                 ) as response: