相似匹配接口

app/api/api_route.py

@@ -3,9 +3,11 @@ from fastapi import APIRouter
 from app.api import api_test
 from app.api import api_outfit_matcher
 from app.api import api_attribute
+from app.api import api_similar_match
 
 router = APIRouter()
 
 router.include_router(api_test.router, tags=["test"], prefix="/test")
 router.include_router(api_outfit_matcher.router, tags=["outfit_matcher"], prefix="/api/outfit_matcher")
 router.include_router(api_attribute.router, tags=["attribute"], prefix="/api/attribute")
+router.include_router(api_similar_match.router, tags=["similar_match"], prefix="/api/similar_match")

app/api/api_simiar_match.py

@@ -1,16 +0,0 @@
-import logging
-import time
-
-from fastapi import APIRouter
-from app.schemas.outfit_matcher import SimilarMatchMItem
-from app.service.utils.decorator import RunTime
-
-logger = logging.getLogger()
-router = APIRouter()
-
-
-@RunTime
-@router.post("similar_match")
-def similar_match(request_item: SimilarMatchMItem):
-
-    pass

app/api/api_similar_match.py

@@ -0,0 +1,25 @@
+import logging
+import time
+
+from fastapi import APIRouter
+
+from app.schemas.similar_match import SimilarMatchMItem
+from app.service.similar_match.service import SimilarMatch
+from app.service.utils.decorator import RunTime
+
+logger = logging.getLogger()
+router = APIRouter()
+
+
+@RunTime
+@router.post("similar_match")
+def similar_match(request_item: SimilarMatchMItem):
+    try:
+        if request_item.result_number <= 0:
+            raise KeyError("result number can't be less than 0")
+        service = SimilarMatch(request_item)
+        search_response = service.match_features()
+        return {"message": "ok", "data": search_response}
+    except KeyError as e:
+        logger.warning(str(e))
+        return {"message": "result number can't be less than 0", "data": []}

app/logs/errors.log

@@ -1696,3 +1696,18 @@ RuntimeError: shape '[6, 3, -1]' is invalid for input of size 896
 2024-03-27 17:05:02,615 decorator.py [line:11] INFO function：【get_result】,runtime：【252.62576150894165】s
 2024-03-27 17:05:02,616 api_outfit_matcher.py [line:43] INFO run time is : 252.62676739692688
 2024-03-27 17:05:02,616 api_outfit_matcher.py [line:43] INFO run time is : 252.62676739692688
+2024-03-27 18:01:01,985 milvus_client.py [line:641] DEBUG Created new connection using: 704a3f1ccb564a0ea5281250a8583db5
+2024-03-27 18:01:01,985 decorators.py [line:146] ERROR RPC error: [search], <ParamError: (code=1, message=`limit` value 0 is illegal)>, <Time:{'RPC start': '2024-03-27 18:01:01.985695', 'RPC error': '2024-03-27 18:01:01.985695'}>
+2024-03-27 18:01:01,985 decorators.py [line:146] ERROR RPC error: [search], <ParamError: (code=1, message=`limit` value 0 is illegal)>, <Time:{'RPC start': '2024-03-27 18:01:01.985695', 'RPC error': '2024-03-27 18:01:01.985695'}>
+2024-03-27 18:01:01,985 decorators.py [line:146] ERROR RPC error: [search], <ParamError: (code=1, message=`limit` value 0 is illegal)>, <Time:{'RPC start': '2024-03-27 18:01:01.985695', 'RPC error': '2024-03-27 18:01:01.985695'}>
+2024-03-27 18:01:01,987 milvus_client.py [line:318] ERROR Failed to search collection: mixi_outfit
+2024-03-27 18:01:01,987 milvus_client.py [line:318] ERROR Failed to search collection: mixi_outfit
+2024-03-27 18:01:01,987 milvus_client.py [line:318] ERROR Failed to search collection: mixi_outfit
+2024-03-27 18:01:08,508 milvus_client.py [line:641] DEBUG Created new connection using: ca5adf3ff3e34da0ae3f93c1669501ba
+2024-03-27 18:01:08,708 decorator.py [line:11] INFO function：【match_features】,runtime：【0.21055293083190918】s
+2024-03-27 18:01:08,708 decorator.py [line:11] INFO function：【match_features】,runtime：【0.21055293083190918】s
+2024-03-27 18:03:26,541 milvus_client.py [line:641] DEBUG Created new connection using: 624da64059d34937a6ee6bc1ada3cc2d
+2024-03-27 18:03:26,747 decorator.py [line:11] INFO function：【match_features】,runtime：【0.22229576110839844】s
+2024-03-27 18:03:26,747 decorator.py [line:11] INFO function：【match_features】,runtime：【0.22229576110839844】s
+2024-03-27 18:08:31,893 api_similar_match.py [line:24] WARNING "result number can't be less than 0"
+2024-03-27 18:08:31,893 api_similar_match.py [line:24] WARNING "result number can't be less than 0"

app/service/similar_match/service.py

@@ -10,17 +10,21 @@ from pymilvus import MilvusClient
 from app.core.config import *
 from torchvision import transforms
 
+from app.schemas.similar_match import SimilarMatchMItem
 from app.service.utils.decorator import RunTime
 
 
 class SimilarMatch:
-    def __init__(self):
+    def __init__(self, request_data):
         self.minio_client = Minio(
             f"{MINIO_IP}:{MINIO_PORT}",
             access_key=MINIO_ACCESS,
             secret_key=MINIO_SECRET,
             secure=MINIO_SECURE)
         self.triton_client = httpclient.InferenceServerClient(url=f"{OM_TRITON_IP}:{OM_TRITON_PORT}")
+        self.image_path = request_data.image_path
+        self.result_number = request_data.result_number
+        self.features = self.get_features()
 
     @staticmethod
     def resize_image(img):
@@ -57,8 +61,8 @@ class SimilarMatch:
         mask = np.zeros((1, 1), dtype=np.float32)
         return image, category, mask
 
-    def get_features(self, img_path):
+    def get_features(self):
-        image, category, mask = self.preprocess(img_path)
+        image, category, mask = self.preprocess(self.image_path)
         # 输入集
         inputs = [
             httpclient.InferInput("input__0", image.shape, datatype="FP32"),
@@ -80,7 +84,7 @@ class SimilarMatch:
         return features
 
     @RunTime
-    def match_features(self, features):
+    def match_features(self):
         # 连接milvus
         # 连接milvus
         client = MilvusClient(uri="http://10.1.1.240:19530", db_name="mixi")
@@ -88,8 +92,8 @@ class SimilarMatch:
             search_response = client.search(
                 collection_name="mixi_outfit",  # Replace with the actual name of your collection
                 # Replace with your query vector
-                data=[features[0]],
+                data=[self.features[0]],
-                limit=5,  # Max. number of search results to return
+                limit=self.result_number,  # Max. number of search results to return
                 output_fields=["id", "image_path"],  # Search parameters
             )
             return search_response
@@ -98,8 +102,9 @@ class SimilarMatch:
 
 
 if __name__ == '__main__':
-    service = SimilarMatch()
+    request_data = SimilarMatchMItem(image_path="test/top/test_top1.jpg", result_number=1)
-    features = service.get_features(img_path="test/2024 SS/MKTS27000.jpg")
+
-    search_response = service.match_features(features)
+    service = SimilarMatch(request_data)
+    search_response = service.match_features()
 
     print(json.dumps(search_response, indent=4))