submit

app.py

@@ -0,0 +1,32 @@
+import gradio
+from towhee.types.image_utils import from_pil
+import towhee
+import pandas as pd
+from pymilvus import connections
+import os
+
+connections.connect(
+    alias="default",
+    host=os.getenv("milvus.host"),
+    port=os.getenv("milvus.port"),
+    user=os.getenv("milvus.user"),
+    password=os.getenv("milvus.password")
+)
+df = pd.read_csv('reverse_image_search.csv')
+id_img = df.set_index('id')['path'].to_dict()
+
+with towhee.api() as api:
+    image_search_function = (
+        api.runas_op(func=lambda img: from_pil(img))
+        .image_embedding.timm(model_name='resnet50')
+        .tensor_normalize()
+        .milvus_search(collection='reverse_image_search', limit=3)
+        .runas_op(func=lambda res: [id_img[x.id] for x in res])
+        .as_function()
+    )
+
+interface = gradio.Interface(image_search_function,
+                             gradio.inputs.Image(type="pil", source='upload'),
+                             [gradio.outputs.Image(type="filepath", label=None) for _ in range(3)]
+                             )
+interface.launch(inline=True,server_port=6006)

insert.py

@@ -0,0 +1,54 @@
+from pymilvus import connections, FieldSchema, CollectionSchema, DataType, Collection, utility
+import towhee
+import os
+
+
+def create_milvus_collection(collection_name, dim):
+    connections.connect(
+        alias="default",
+        host=os.getenv("milvus.host"),
+        port=os.getenv("milvus.port"),
+        user=os.getenv("milvus.user"),
+        password=os.getenv("milvus.password")
+    )
+
+    if utility.has_collection(collection_name):
+        utility.drop_collection(collection_name)
+
+    fields = [
+        FieldSchema(name='id', dtype=DataType.INT64, descrition='ids', is_primary=True, auto_id=False),
+        FieldSchema(name='embedding', dtype=DataType.FLOAT_VECTOR, descrition='embedding vectors', dim=dim)
+    ]
+    schema = CollectionSchema(fields=fields, description='reverse image search')
+    collection = Collection(name=collection_name, schema=schema)
+
+    # create IVF_FLAT index for collection.
+    index_params = {
+        'metric_type': 'L2',
+        'index_type': "IVF_FLAT",
+        'params': {"nlist": 2048}
+    }
+    collection.create_index(field_name="embedding", index_params=index_params)
+    return collection
+
+
+collection = create_milvus_collection('reverse_image_search', 2048)
+
+
+import pandas as pd
+
+df = pd.read_csv('reverse_image_search.csv')
+import cv2
+from towhee._types.image import Image
+
+id_img = df.set_index('id')['path'].to_dict()
+
+dc = (
+    towhee.read_csv('reverse_image_search.csv') #读取 CSV 格式的表格，包含了 id，path 和 label 列
+ .set_parallel(3)  #3并发处理数据
+ .runas_op['id', 'id'](func=lambda x: int(x)) #将每一行的 id 从 str 类型转为 int 类型
+ .image_decode['path', 'img']() #读取每一行 path 对应的图像，并将其解码为 Towhee 的图像格式
+ .image_embedding.timm['img', 'vec'](model_name='resnet50') #提取特征向量
+ .tensor_normalize['vec', 'vec']() #将向量进行归一化
+ .to_milvus['id', 'vec'](collection=collection, batch=100) #将 id 和 vec 批量 100 条插入到 Milvus 集合
+)

requirements.txt

@@ -0,0 +1,8 @@
+towhee==0.9.0
+pymilvus==2.1.0
+opencv-python
+pillow
+chardet
+protobuf==3.20.1
+gradio
+charset-normalizer==3.1.0

reverse_image_search.csv

@@ -0,0 +1,1001 @@
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