"
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "# Display embedding result, no need for implementation\n",
+ "p_display = p_embed.output('img_path', 'img', 'vec')\n",
+ "\n",
+ "DataCollection(p_display(to_insert[0])).show()"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "00c3993f",
+ "metadata": {},
+ "source": [
+ "Now we have an embedding pipeline extracting normalized vectors for images. Let's build a image search engine based on the embedding pipeline and Milvus collection. We evaluate the engine by inserting candidate data and querying test images. The result table below shows mAP increases for all models. This proves that normalization is able to improve image search."
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 7,
+ "id": "9bfeb0a2",
+ "metadata": {},
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "A new collection created: deep_dive_image_search_vgg16\n"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "2023-08-03 12:18:38,892 - 140704683062080 - _builder.py-_builder:182 - INFO: Loading pretrained weights from Hugging Face hub (timm/vgg16.tv_in1k)\n",
+ "2023-08-03 12:18:39,268 - 140704683062080 - connectionpool.py-connectionpool:546 - DEBUG: https://huggingface.co:443 \"HEAD /timm/vgg16.tv_in1k/resolve/main/model.safetensors HTTP/1.1\" 302 0\n",
+ "2023-08-03 12:18:39,273 - 140704683062080 - _hub.py-_hub:180 - INFO: [timm/vgg16.tv_in1k] Safe alternative available for 'pytorch_model.bin' (as 'model.safetensors'). Loading weights using safetensors.\n",
+ "2023-08-03 12:18:39,413 - 123145631690752 - node.py-node:167 - INFO: Begin to run Node-_input\n",
+ "2023-08-03 12:18:39,414 - 123145648480256 - node.py-node:167 - INFO: Begin to run Node-image-decode-0\n",
+ "2023-08-03 12:18:39,415 - 123145665269760 - node.py-node:167 - INFO: Begin to run Node-image-embedding/timm-1\n",
+ "2023-08-03 12:18:39,415 - 123145682059264 - node.py-node:167 - INFO: Begin to run Node-lambda-2\n",
+ "2023-08-03 12:18:39,415 - 123145698848768 - node.py-node:167 - INFO: Begin to run Node-ann-insert/milvus-client-3\n",
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+ "2023-08-03 12:18:39,814 - 123145665269760 - node.py-node:167 - INFO: Begin to run Node-image-embedding/timm-1\n",
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+ "2023-08-03 12:18:49,730 - 123145648480256 - node.py-node:167 - INFO: Begin to run Node-ann-insert/milvus-client-3\n",
+ "2023-08-03 12:18:49,730 - 123145698848768 - node.py-node:167 - INFO: Begin to run Node-_output\n",
+ "2023-08-03 12:18:50,109 - 123145631690752 - node.py-node:167 - INFO: Begin to run Node-_input\n"
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+ {
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+ "2023-08-03 12:18:50,109 - 123145682059264 - node.py-node:167 - INFO: Begin to run Node-lambda-2\n",
+ "2023-08-03 12:18:50,109 - 123145648480256 - node.py-node:167 - INFO: Begin to run Node-ann-insert/milvus-client-3\n",
+ "2023-08-03 12:18:50,109 - 123145698848768 - node.py-node:167 - INFO: Begin to run Node-_output\n",
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+ "2023-08-03 12:18:50,521 - 123145665269760 - node.py-node:167 - INFO: Begin to run Node-image-embedding/timm-1\n",
+ "2023-08-03 12:18:50,521 - 123145682059264 - node.py-node:167 - INFO: Begin to run Node-lambda-2\n",
+ "2023-08-03 12:18:50,521 - 123145648480256 - node.py-node:167 - INFO: Begin to run Node-ann-insert/milvus-client-3\n",
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+ "2023-08-03 12:18:50,897 - 123145631690752 - node.py-node:167 - INFO: Begin to run Node-_input\n",
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+ "2023-08-03 12:18:50,898 - 123145665269760 - node.py-node:167 - INFO: Begin to run Node-image-embedding/timm-1\n",
+ "2023-08-03 12:18:50,898 - 123145682059264 - node.py-node:167 - INFO: Begin to run Node-lambda-2\n",
+ "2023-08-03 12:18:50,898 - 123145648480256 - node.py-node:167 - INFO: Begin to run Node-ann-insert/milvus-client-3\n",
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+ "2023-08-03 12:18:51,277 - 123145631690752 - node.py-node:167 - INFO: Begin to run Node-_output\n",
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+ "2023-08-03 12:18:52,419 - 123145631690752 - node.py-node:167 - INFO: Begin to run Node-_output\n",
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+ "2023-08-03 12:18:52,794 - 123145682059264 - node.py-node:167 - INFO: Begin to run Node-lambda-2\n",
+ "2023-08-03 12:18:52,794 - 123145648480256 - node.py-node:167 - INFO: Begin to run Node-ann-insert/milvus-client-3\n",
+ "2023-08-03 12:18:52,794 - 123145631690752 - node.py-node:167 - INFO: Begin to run Node-_output\n",
+ "2023-08-03 12:18:53,172 - 123145698848768 - node.py-node:167 - INFO: Begin to run Node-_input\n",
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+ "2023-08-03 12:18:53,173 - 123145682059264 - node.py-node:167 - INFO: Begin to run Node-lambda-2\n",
+ "2023-08-03 12:18:53,173 - 123145648480256 - node.py-node:167 - INFO: Begin to run Node-ann-insert/milvus-client-3\n",
+ "2023-08-03 12:18:53,173 - 123145631690752 - node.py-node:167 - INFO: Begin to run Node-_output\n",
+ "2023-08-03 12:18:53,554 - 123145698848768 - node.py-node:167 - INFO: Begin to run Node-_input\n",
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+ "2023-08-03 12:18:53,555 - 123145665269760 - node.py-node:167 - INFO: Begin to run Node-image-embedding/timm-1\n",
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+ "2023-08-03 12:18:53,555 - 123145648480256 - node.py-node:167 - INFO: Begin to run Node-ann-insert/milvus-client-3\n",
+ "2023-08-03 12:18:53,555 - 123145698848768 - node.py-node:167 - INFO: Begin to run Node-_output\n",
+ "2023-08-03 12:18:53,940 - 123145631690752 - node.py-node:167 - INFO: Begin to run Node-_input\n",
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+ "2023-08-03 12:18:53,941 - 123145665269760 - node.py-node:167 - INFO: Begin to run Node-image-embedding/timm-1\n",
+ "2023-08-03 12:18:53,941 - 123145682059264 - node.py-node:167 - INFO: Begin to run Node-lambda-2\n",
+ "2023-08-03 12:18:53,941 - 123145648480256 - node.py-node:167 - INFO: Begin to run Node-ann-insert/milvus-client-3\n",
+ "2023-08-03 12:18:53,941 - 123145698848768 - node.py-node:167 - INFO: Begin to run Node-_output\n",
+ "2023-08-03 12:18:54,315 - 123145631690752 - node.py-node:167 - INFO: Begin to run Node-_input\n",
+ "2023-08-03 12:18:54,315 - 123145614901248 - node.py-node:167 - INFO: Begin to run Node-image-decode-0\n",
+ "2023-08-03 12:18:54,315 - 123145665269760 - node.py-node:167 - INFO: Begin to run Node-image-embedding/timm-1\n",
+ "2023-08-03 12:18:54,315 - 123145682059264 - node.py-node:167 - INFO: Begin to run Node-lambda-2\n",
+ "2023-08-03 12:18:54,315 - 123145648480256 - node.py-node:167 - INFO: Begin to run Node-ann-insert/milvus-client-3\n",
+ "2023-08-03 12:18:54,315 - 123145698848768 - node.py-node:167 - INFO: Begin to run Node-_output\n",
+ "2023-08-03 12:18:54,694 - 123145631690752 - node.py-node:167 - INFO: Begin to run Node-_input\n",
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+ "2023-08-03 12:18:54,694 - 123145665269760 - node.py-node:167 - INFO: Begin to run Node-image-embedding/timm-1\n",
+ "2023-08-03 12:18:54,695 - 123145682059264 - node.py-node:167 - INFO: Begin to run Node-lambda-2\n",
+ "2023-08-03 12:18:54,695 - 123145648480256 - node.py-node:167 - INFO: Begin to run Node-ann-insert/milvus-client-3\n",
+ "2023-08-03 12:18:54,695 - 123145698848768 - node.py-node:167 - INFO: Begin to run Node-_output\n",
+ "2023-08-03 12:18:55,076 - 123145631690752 - node.py-node:167 - INFO: Begin to run Node-_input\n",
+ "2023-08-03 12:18:55,076 - 123145614901248 - node.py-node:167 - INFO: Begin to run Node-image-decode-0\n",
+ "2023-08-03 12:18:55,076 - 123145665269760 - node.py-node:167 - INFO: Begin to run Node-image-embedding/timm-1\n",
+ "2023-08-03 12:18:55,076 - 123145682059264 - node.py-node:167 - INFO: Begin to run Node-lambda-2\n"
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+ "2023-08-03 12:18:55,463 - 123145665269760 - node.py-node:167 - INFO: Begin to run Node-image-embedding/timm-1\n",
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+ "2023-08-03 12:18:55,464 - 123145698848768 - node.py-node:167 - INFO: Begin to run Node-_output\n",
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+ "2023-08-03 12:18:55,840 - 123145648480256 - node.py-node:167 - INFO: Begin to run Node-ann-insert/milvus-client-3\n",
+ "2023-08-03 12:18:55,840 - 123145698848768 - node.py-node:167 - INFO: Begin to run Node-_output\n",
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+ "2023-08-03 12:18:56,220 - 123145648480256 - node.py-node:167 - INFO: Begin to run Node-ann-insert/milvus-client-3\n",
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+ "2023-08-03 12:18:56,591 - 123145682059264 - node.py-node:167 - INFO: Begin to run Node-lambda-2\n",
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+ "2023-08-03 12:18:56,592 - 123145698848768 - node.py-node:167 - INFO: Begin to run Node-_output\n",
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+ "2023-08-03 12:18:56,968 - 123145665269760 - node.py-node:167 - INFO: Begin to run Node-image-embedding/timm-1\n",
+ "2023-08-03 12:18:56,968 - 123145682059264 - node.py-node:167 - INFO: Begin to run Node-lambda-2\n",
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+ "2023-08-03 12:18:56,968 - 123145698848768 - node.py-node:167 - INFO: Begin to run Node-_output\n",
+ "2023-08-03 12:18:57,355 - 123145631690752 - node.py-node:167 - INFO: Begin to run Node-_input\n",
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+ "2023-08-03 12:18:57,355 - 123145665269760 - node.py-node:167 - INFO: Begin to run Node-image-embedding/timm-1\n",
+ "2023-08-03 12:18:57,356 - 123145682059264 - node.py-node:167 - INFO: Begin to run Node-lambda-2\n",
+ "2023-08-03 12:18:57,356 - 123145648480256 - node.py-node:167 - INFO: Begin to run Node-ann-insert/milvus-client-3\n",
+ "2023-08-03 12:18:57,356 - 123145698848768 - node.py-node:167 - INFO: Begin to run Node-_output\n",
+ "2023-08-03 12:18:57,745 - 123145631690752 - node.py-node:167 - INFO: Begin to run Node-_input\n",
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+ "2023-08-03 12:18:57,745 - 123145665269760 - node.py-node:167 - INFO: Begin to run Node-image-embedding/timm-1\n",
+ "2023-08-03 12:18:57,745 - 123145682059264 - node.py-node:167 - INFO: Begin to run Node-lambda-2\n",
+ "2023-08-03 12:18:57,746 - 123145648480256 - node.py-node:167 - INFO: Begin to run Node-ann-insert/milvus-client-3\n",
+ "2023-08-03 12:18:57,746 - 123145698848768 - node.py-node:167 - INFO: Begin to run Node-_output\n",
+ "2023-08-03 12:18:58,166 - 123145631690752 - node.py-node:167 - INFO: Begin to run Node-_input\n",
+ "2023-08-03 12:18:58,166 - 123145614901248 - node.py-node:167 - INFO: Begin to run Node-image-decode-0\n",
+ "2023-08-03 12:18:58,166 - 123145665269760 - node.py-node:167 - INFO: Begin to run Node-image-embedding/timm-1\n",
+ "2023-08-03 12:18:58,166 - 123145682059264 - node.py-node:167 - INFO: Begin to run Node-lambda-2\n",
+ "2023-08-03 12:18:58,166 - 123145648480256 - node.py-node:167 - INFO: Begin to run Node-ann-insert/milvus-client-3\n",
+ "2023-08-03 12:18:58,166 - 123145698848768 - node.py-node:167 - INFO: Begin to run Node-_output\n",
+ "2023-08-03 12:18:58,585 - 123145631690752 - node.py-node:167 - INFO: Begin to run Node-_input\n",
+ "2023-08-03 12:18:58,586 - 123145614901248 - node.py-node:167 - INFO: Begin to run Node-image-decode-0\n",
+ "2023-08-03 12:18:58,586 - 123145665269760 - node.py-node:167 - INFO: Begin to run Node-image-embedding/timm-1\n",
+ "2023-08-03 12:18:58,586 - 123145682059264 - node.py-node:167 - INFO: Begin to run Node-lambda-2\n",
+ "2023-08-03 12:18:58,586 - 123145648480256 - node.py-node:167 - INFO: Begin to run Node-ann-insert/milvus-client-3\n",
+ "2023-08-03 12:18:58,586 - 123145698848768 - node.py-node:167 - INFO: Begin to run Node-_output\n",
+ "2023-08-03 12:18:59,112 - 123145631690752 - node.py-node:167 - INFO: Begin to run Node-_input\n",
+ "2023-08-03 12:18:59,112 - 123145614901248 - node.py-node:167 - INFO: Begin to run Node-image-decode-0\n",
+ "2023-08-03 12:18:59,112 - 123145665269760 - node.py-node:167 - INFO: Begin to run Node-image-embedding/timm-1\n",
+ "2023-08-03 12:18:59,112 - 123145682059264 - node.py-node:167 - INFO: Begin to run Node-lambda-2\n",
+ "2023-08-03 12:18:59,112 - 123145648480256 - node.py-node:167 - INFO: Begin to run Node-ann-insert/milvus-client-3\n",
+ "2023-08-03 12:18:59,112 - 123145698848768 - node.py-node:167 - INFO: Begin to run Node-_output\n",
+ "2023-08-03 12:18:59,574 - 123145631690752 - node.py-node:167 - INFO: Begin to run Node-_input\n",
+ "2023-08-03 12:18:59,574 - 123145614901248 - node.py-node:167 - INFO: Begin to run Node-image-decode-0\n",
+ "2023-08-03 12:18:59,574 - 123145665269760 - node.py-node:167 - INFO: Begin to run Node-image-embedding/timm-1\n",
+ "2023-08-03 12:18:59,574 - 123145682059264 - node.py-node:167 - INFO: Begin to run Node-lambda-2\n",
+ "2023-08-03 12:18:59,574 - 123145648480256 - node.py-node:167 - INFO: Begin to run Node-ann-insert/milvus-client-3\n",
+ "2023-08-03 12:18:59,574 - 123145698848768 - node.py-node:167 - INFO: Begin to run Node-_output\n",
+ "2023-08-03 12:18:59,980 - 123145631690752 - node.py-node:167 - INFO: Begin to run Node-_input\n",
+ "2023-08-03 12:18:59,980 - 123145614901248 - node.py-node:167 - INFO: Begin to run Node-image-decode-0\n",
+ "2023-08-03 12:18:59,980 - 123145665269760 - node.py-node:167 - INFO: Begin to run Node-image-embedding/timm-1\n",
+ "2023-08-03 12:18:59,981 - 123145682059264 - node.py-node:167 - INFO: Begin to run Node-lambda-2\n",
+ "2023-08-03 12:18:59,981 - 123145648480256 - node.py-node:167 - INFO: Begin to run Node-ann-insert/milvus-client-3\n",
+ "2023-08-03 12:18:59,981 - 123145698848768 - node.py-node:167 - INFO: Begin to run Node-_output\n",
+ "2023-08-03 12:19:00,367 - 123145631690752 - node.py-node:167 - INFO: Begin to run Node-_input\n",
+ "2023-08-03 12:19:00,367 - 123145614901248 - node.py-node:167 - INFO: Begin to run Node-image-decode-0\n",
+ "2023-08-03 12:19:00,367 - 123145665269760 - node.py-node:167 - INFO: Begin to run Node-image-embedding/timm-1\n",
+ "2023-08-03 12:19:00,367 - 123145682059264 - node.py-node:167 - INFO: Begin to run Node-lambda-2\n",
+ "2023-08-03 12:19:00,367 - 123145648480256 - node.py-node:167 - INFO: Begin to run Node-ann-insert/milvus-client-3\n",
+ "2023-08-03 12:19:00,367 - 123145631690752 - node.py-node:167 - INFO: Begin to run Node-_output\n",
+ "2023-08-03 12:19:00,784 - 123145698848768 - node.py-node:167 - INFO: Begin to run Node-_input\n"
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+ "2023-08-03 12:19:00,784 - 123145682059264 - node.py-node:167 - INFO: Begin to run Node-lambda-2\n",
+ "2023-08-03 12:19:00,784 - 123145648480256 - node.py-node:167 - INFO: Begin to run Node-ann-insert/milvus-client-3\n",
+ "2023-08-03 12:19:00,784 - 123145631690752 - node.py-node:167 - INFO: Begin to run Node-_output\n",
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+ "2023-08-03 12:19:01,157 - 123145665269760 - node.py-node:167 - INFO: Begin to run Node-image-embedding/timm-1\n",
+ "2023-08-03 12:19:01,157 - 123145682059264 - node.py-node:167 - INFO: Begin to run Node-lambda-2\n",
+ "2023-08-03 12:19:01,158 - 123145648480256 - node.py-node:167 - INFO: Begin to run Node-ann-insert/milvus-client-3\n",
+ "2023-08-03 12:19:01,158 - 123145631690752 - node.py-node:167 - INFO: Begin to run Node-_output\n",
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+ "2023-08-03 12:19:01,520 - 123145665269760 - node.py-node:167 - INFO: Begin to run Node-image-embedding/timm-1\n",
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+ "2023-08-03 12:19:01,520 - 123145648480256 - node.py-node:167 - INFO: Begin to run Node-ann-insert/milvus-client-3\n",
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+ "2023-08-03 12:19:02,626 - 123145631690752 - node.py-node:167 - INFO: Begin to run Node-_output\n",
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+ "2023-08-03 12:19:04,132 - 123145631690752 - node.py-node:167 - INFO: Begin to run Node-_output\n",
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+ "2023-08-03 12:19:04,494 - 123145665269760 - node.py-node:167 - INFO: Begin to run Node-image-embedding/timm-1\n",
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+ "2023-08-03 12:19:04,494 - 123145648480256 - node.py-node:167 - INFO: Begin to run Node-ann-insert/milvus-client-3\n",
+ "2023-08-03 12:19:04,494 - 123145631690752 - node.py-node:167 - INFO: Begin to run Node-_output\n",
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+ "2023-08-03 12:19:04,855 - 123145648480256 - node.py-node:167 - INFO: Begin to run Node-ann-insert/milvus-client-3\n",
+ "2023-08-03 12:19:04,856 - 123145631690752 - node.py-node:167 - INFO: Begin to run Node-_output\n",
+ "2023-08-03 12:19:05,225 - 123145698848768 - node.py-node:167 - INFO: Begin to run Node-_input\n",
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+ "2023-08-03 12:19:05,225 - 123145631690752 - node.py-node:167 - INFO: Begin to run Node-_output\n",
+ "2023-08-03 12:19:05,591 - 123145698848768 - node.py-node:167 - INFO: Begin to run Node-_input\n",
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+ "2023-08-03 12:19:07,832 - 123145648480256 - node.py-node:167 - INFO: Begin to run Node-ann-insert/milvus-client-3\n",
+ "2023-08-03 12:19:07,832 - 123145631690752 - node.py-node:167 - INFO: Begin to run Node-_output\n",
+ "2023-08-03 12:19:08,190 - 123145698848768 - node.py-node:167 - INFO: Begin to run Node-_input\n",
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+ "2023-08-03 12:19:08,191 - 123145631690752 - node.py-node:167 - INFO: Begin to run Node-_output\n",
+ "2023-08-03 12:19:08,551 - 123145698848768 - node.py-node:167 - INFO: Begin to run Node-_input\n",
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+ "2023-08-03 12:19:08,551 - 123145665269760 - node.py-node:167 - INFO: Begin to run Node-image-embedding/timm-1\n",
+ "2023-08-03 12:19:08,551 - 123145682059264 - node.py-node:167 - INFO: Begin to run Node-lambda-2\n",
+ "2023-08-03 12:19:08,551 - 123145648480256 - node.py-node:167 - INFO: Begin to run Node-ann-insert/milvus-client-3\n",
+ "2023-08-03 12:19:08,551 - 123145698848768 - node.py-node:167 - INFO: Begin to run Node-_output\n",
+ "2023-08-03 12:19:08,923 - 123145631690752 - node.py-node:167 - INFO: Begin to run Node-_input\n",
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+ "2023-08-03 12:19:08,924 - 123145665269760 - node.py-node:167 - INFO: Begin to run Node-image-embedding/timm-1\n",
+ "2023-08-03 12:19:08,924 - 123145682059264 - node.py-node:167 - INFO: Begin to run Node-lambda-2\n",
+ "2023-08-03 12:19:08,924 - 123145648480256 - node.py-node:167 - INFO: Begin to run Node-ann-insert/milvus-client-3\n",
+ "2023-08-03 12:19:08,924 - 123145631690752 - node.py-node:167 - INFO: Begin to run Node-_output\n",
+ "2023-08-03 12:19:09,293 - 123145698848768 - node.py-node:167 - INFO: Begin to run Node-_input\n",
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+ "2023-08-03 12:19:09,293 - 123145665269760 - node.py-node:167 - INFO: Begin to run Node-image-embedding/timm-1\n",
+ "2023-08-03 12:19:09,293 - 123145682059264 - node.py-node:167 - INFO: Begin to run Node-lambda-2\n",
+ "2023-08-03 12:19:09,294 - 123145648480256 - node.py-node:167 - INFO: Begin to run Node-ann-insert/milvus-client-3\n",
+ "2023-08-03 12:19:09,294 - 123145631690752 - node.py-node:167 - INFO: Begin to run Node-_output\n",
+ "2023-08-03 12:19:09,745 - 123145698848768 - node.py-node:167 - INFO: Begin to run Node-_input\n",
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+ "2023-08-03 12:19:09,745 - 123145665269760 - node.py-node:167 - INFO: Begin to run Node-image-embedding/timm-1\n",
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+ "2023-08-03 12:19:09,746 - 123145648480256 - node.py-node:167 - INFO: Begin to run Node-ann-insert/milvus-client-3\n",
+ "2023-08-03 12:19:09,746 - 123145631690752 - node.py-node:167 - INFO: Begin to run Node-_output\n",
+ "2023-08-03 12:19:10,183 - 123145698848768 - node.py-node:167 - INFO: Begin to run Node-_input\n",
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+ "2023-08-03 12:19:10,184 - 123145682059264 - node.py-node:167 - INFO: Begin to run Node-lambda-2\n",
+ "2023-08-03 12:19:10,184 - 123145648480256 - node.py-node:167 - INFO: Begin to run Node-ann-insert/milvus-client-3\n",
+ "2023-08-03 12:19:10,184 - 123145698848768 - node.py-node:167 - INFO: Begin to run Node-_output\n",
+ "2023-08-03 12:19:10,553 - 123145631690752 - node.py-node:167 - INFO: Begin to run Node-_input\n",
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+ "2023-08-03 12:19:10,553 - 123145665269760 - node.py-node:167 - INFO: Begin to run Node-image-embedding/timm-1\n",
+ "2023-08-03 12:19:10,553 - 123145682059264 - node.py-node:167 - INFO: Begin to run Node-lambda-2\n",
+ "2023-08-03 12:19:10,553 - 123145648480256 - node.py-node:167 - INFO: Begin to run Node-ann-insert/milvus-client-3\n",
+ "2023-08-03 12:19:10,553 - 123145698848768 - node.py-node:167 - INFO: Begin to run Node-_output\n",
+ "2023-08-03 12:19:10,938 - 123145631690752 - node.py-node:167 - INFO: Begin to run Node-_input\n"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "2023-08-03 12:19:10,938 - 123145614901248 - node.py-node:167 - INFO: Begin to run Node-image-decode-0\n",
+ "2023-08-03 12:19:10,938 - 123145665269760 - node.py-node:167 - INFO: Begin to run Node-image-embedding/timm-1\n",
+ "2023-08-03 12:19:10,938 - 123145682059264 - node.py-node:167 - INFO: Begin to run Node-lambda-2\n",
+ "2023-08-03 12:19:10,938 - 123145648480256 - node.py-node:167 - INFO: Begin to run Node-ann-insert/milvus-client-3\n",
+ "2023-08-03 12:19:10,939 - 123145698848768 - node.py-node:167 - INFO: Begin to run Node-_output\n",
+ "2023-08-03 12:19:11,312 - 123145631690752 - node.py-node:167 - INFO: Begin to run Node-_input\n",
+ "2023-08-03 12:19:11,312 - 123145614901248 - node.py-node:167 - INFO: Begin to run Node-image-decode-0\n",
+ "2023-08-03 12:19:11,312 - 123145665269760 - node.py-node:167 - INFO: Begin to run Node-image-embedding/timm-1\n",
+ "2023-08-03 12:19:11,313 - 123145682059264 - node.py-node:167 - INFO: Begin to run Node-lambda-2\n",
+ "2023-08-03 12:19:11,313 - 123145648480256 - node.py-node:167 - INFO: Begin to run Node-ann-insert/milvus-client-3\n",
+ "2023-08-03 12:19:11,313 - 123145698848768 - node.py-node:167 - INFO: Begin to run Node-_output\n",
+ "2023-08-03 12:19:11,708 - 123145631690752 - node.py-node:167 - INFO: Begin to run Node-_input\n",
+ "2023-08-03 12:19:11,708 - 123145614901248 - node.py-node:167 - INFO: Begin to run Node-image-decode-0\n",
+ "2023-08-03 12:19:11,708 - 123145665269760 - node.py-node:167 - INFO: Begin to run Node-image-embedding/timm-1\n",
+ "2023-08-03 12:19:11,708 - 123145682059264 - node.py-node:167 - INFO: Begin to run Node-lambda-2\n",
+ "2023-08-03 12:19:11,708 - 123145648480256 - node.py-node:167 - INFO: Begin to run Node-ann-insert/milvus-client-3\n",
+ "2023-08-03 12:19:11,709 - 123145698848768 - node.py-node:167 - INFO: Begin to run Node-_output\n",
+ "2023-08-03 12:19:12,093 - 123145631690752 - node.py-node:167 - INFO: Begin to run Node-_input\n",
+ "2023-08-03 12:19:12,093 - 123145614901248 - node.py-node:167 - INFO: Begin to run Node-image-decode-0\n",
+ "2023-08-03 12:19:12,093 - 123145665269760 - node.py-node:167 - INFO: Begin to run Node-image-embedding/timm-1\n",
+ "2023-08-03 12:19:12,094 - 123145682059264 - node.py-node:167 - INFO: Begin to run Node-lambda-2\n",
+ "2023-08-03 12:19:12,094 - 123145648480256 - node.py-node:167 - INFO: Begin to run Node-ann-insert/milvus-client-3\n",
+ "2023-08-03 12:19:12,094 - 123145698848768 - node.py-node:167 - INFO: Begin to run Node-_output\n",
+ "2023-08-03 12:19:12,482 - 123145631690752 - node.py-node:167 - INFO: Begin to run Node-_input\n",
+ "2023-08-03 12:19:12,483 - 123145614901248 - node.py-node:167 - INFO: Begin to run Node-image-decode-0\n",
+ "2023-08-03 12:19:12,483 - 123145665269760 - node.py-node:167 - INFO: Begin to run Node-image-embedding/timm-1\n",
+ "2023-08-03 12:19:12,483 - 123145682059264 - node.py-node:167 - INFO: Begin to run Node-lambda-2\n",
+ "2023-08-03 12:19:12,483 - 123145648480256 - node.py-node:167 - INFO: Begin to run Node-ann-insert/milvus-client-3\n",
+ "2023-08-03 12:19:12,483 - 123145698848768 - node.py-node:167 - INFO: Begin to run Node-_output\n",
+ "2023-08-03 12:19:12,949 - 123145631690752 - node.py-node:167 - INFO: Begin to run Node-_input\n",
+ "2023-08-03 12:19:12,949 - 123145614901248 - node.py-node:167 - INFO: Begin to run Node-image-decode-0\n",
+ "2023-08-03 12:19:12,949 - 123145665269760 - node.py-node:167 - INFO: Begin to run Node-image-embedding/timm-1\n",
+ "2023-08-03 12:19:12,950 - 123145682059264 - node.py-node:167 - INFO: Begin to run Node-lambda-2\n",
+ "2023-08-03 12:19:12,950 - 123145648480256 - node.py-node:167 - INFO: Begin to run Node-ann-insert/milvus-client-3\n",
+ "2023-08-03 12:19:12,950 - 123145631690752 - node.py-node:167 - INFO: Begin to run Node-_output\n",
+ "2023-08-03 12:19:13,353 - 123145698848768 - node.py-node:167 - INFO: Begin to run Node-_input\n",
+ "2023-08-03 12:19:13,353 - 123145614901248 - node.py-node:167 - INFO: Begin to run Node-image-decode-0\n",
+ "2023-08-03 12:19:13,353 - 123145665269760 - node.py-node:167 - INFO: Begin to run Node-image-embedding/timm-1\n",
+ "2023-08-03 12:19:13,353 - 123145682059264 - node.py-node:167 - INFO: Begin to run Node-lambda-2\n",
+ "2023-08-03 12:19:13,353 - 123145648480256 - node.py-node:167 - INFO: Begin to run Node-ann-insert/milvus-client-3\n",
+ "2023-08-03 12:19:13,353 - 123145631690752 - node.py-node:167 - INFO: Begin to run Node-_output\n",
+ "2023-08-03 12:19:13,730 - 123145698848768 - node.py-node:167 - INFO: Begin to run Node-_input\n",
+ "2023-08-03 12:19:13,730 - 123145614901248 - node.py-node:167 - INFO: Begin to run Node-image-decode-0\n",
+ "2023-08-03 12:19:13,730 - 123145665269760 - node.py-node:167 - INFO: Begin to run Node-image-embedding/timm-1\n",
+ "2023-08-03 12:19:13,731 - 123145682059264 - node.py-node:167 - INFO: Begin to run Node-lambda-2\n",
+ "2023-08-03 12:19:13,731 - 123145648480256 - node.py-node:167 - INFO: Begin to run Node-ann-insert/milvus-client-3\n",
+ "2023-08-03 12:19:13,731 - 123145631690752 - node.py-node:167 - INFO: Begin to run Node-_output\n",
+ "2023-08-03 12:19:14,133 - 123145698848768 - node.py-node:167 - INFO: Begin to run Node-_input\n",
+ "2023-08-03 12:19:14,133 - 123145614901248 - node.py-node:167 - INFO: Begin to run Node-image-decode-0\n",
+ "2023-08-03 12:19:14,133 - 123145665269760 - node.py-node:167 - INFO: Begin to run Node-image-embedding/timm-1\n",
+ "2023-08-03 12:19:14,134 - 123145682059264 - node.py-node:167 - INFO: Begin to run Node-lambda-2\n",
+ "2023-08-03 12:19:14,134 - 123145648480256 - node.py-node:167 - INFO: Begin to run Node-ann-insert/milvus-client-3\n",
+ "2023-08-03 12:19:14,134 - 123145631690752 - node.py-node:167 - INFO: Begin to run Node-_output\n",
+ "2023-08-03 12:19:14,512 - 123145698848768 - node.py-node:167 - INFO: Begin to run Node-_input\n",
+ "2023-08-03 12:19:14,512 - 123145614901248 - node.py-node:167 - INFO: Begin to run Node-image-decode-0\n",
+ "2023-08-03 12:19:14,512 - 123145665269760 - node.py-node:167 - INFO: Begin to run Node-image-embedding/timm-1\n",
+ "2023-08-03 12:19:14,512 - 123145682059264 - node.py-node:167 - INFO: Begin to run Node-lambda-2\n",
+ "2023-08-03 12:19:14,512 - 123145648480256 - node.py-node:167 - INFO: Begin to run Node-ann-insert/milvus-client-3\n",
+ "2023-08-03 12:19:14,512 - 123145631690752 - node.py-node:167 - INFO: Begin to run Node-_output\n",
+ "2023-08-03 12:19:14,921 - 123145698848768 - node.py-node:167 - INFO: Begin to run Node-_input\n",
+ "2023-08-03 12:19:14,921 - 123145614901248 - node.py-node:167 - INFO: Begin to run Node-image-decode-0\n",
+ "2023-08-03 12:19:14,921 - 123145665269760 - node.py-node:167 - INFO: Begin to run Node-image-embedding/timm-1\n",
+ "2023-08-03 12:19:14,921 - 123145682059264 - node.py-node:167 - INFO: Begin to run Node-lambda-2\n",
+ "2023-08-03 12:19:14,922 - 123145648480256 - node.py-node:167 - INFO: Begin to run Node-ann-insert/milvus-client-3\n",
+ "2023-08-03 12:19:14,922 - 123145631690752 - node.py-node:167 - INFO: Begin to run Node-_output\n",
+ "2023-08-03 12:19:15,303 - 123145698848768 - node.py-node:167 - INFO: Begin to run Node-_input\n",
+ "2023-08-03 12:19:15,303 - 123145614901248 - node.py-node:167 - INFO: Begin to run Node-image-decode-0\n",
+ "2023-08-03 12:19:15,304 - 123145665269760 - node.py-node:167 - INFO: Begin to run Node-image-embedding/timm-1\n",
+ "2023-08-03 12:19:15,304 - 123145682059264 - node.py-node:167 - INFO: Begin to run Node-lambda-2\n",
+ "2023-08-03 12:19:15,304 - 123145648480256 - node.py-node:167 - INFO: Begin to run Node-ann-insert/milvus-client-3\n",
+ "2023-08-03 12:19:15,304 - 123145631690752 - node.py-node:167 - INFO: Begin to run Node-_output\n",
+ "2023-08-03 12:19:15,695 - 123145698848768 - node.py-node:167 - INFO: Begin to run Node-_input\n",
+ "2023-08-03 12:19:15,695 - 123145614901248 - node.py-node:167 - INFO: Begin to run Node-image-decode-0\n",
+ "2023-08-03 12:19:15,695 - 123145665269760 - node.py-node:167 - INFO: Begin to run Node-image-embedding/timm-1\n",
+ "2023-08-03 12:19:15,695 - 123145682059264 - node.py-node:167 - INFO: Begin to run Node-lambda-2\n",
+ "2023-08-03 12:19:15,695 - 123145648480256 - node.py-node:167 - INFO: Begin to run Node-ann-insert/milvus-client-3\n",
+ "2023-08-03 12:19:15,695 - 123145698848768 - node.py-node:167 - INFO: Begin to run Node-_output\n",
+ "2023-08-03 12:19:16,155 - 123145631690752 - node.py-node:167 - INFO: Begin to run Node-_input\n",
+ "2023-08-03 12:19:16,156 - 123145614901248 - node.py-node:167 - INFO: Begin to run Node-image-decode-0\n",
+ "2023-08-03 12:19:16,156 - 123145665269760 - node.py-node:167 - INFO: Begin to run Node-image-embedding/timm-1\n",
+ "2023-08-03 12:19:16,156 - 123145682059264 - node.py-node:167 - INFO: Begin to run Node-lambda-2\n"
+ ]
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+ {
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+ "output_type": "stream",
+ "text": [
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+ "2023-08-03 12:19:16,156 - 123145698848768 - node.py-node:167 - INFO: Begin to run Node-_output\n",
+ "2023-08-03 12:19:16,528 - 123145631690752 - node.py-node:167 - INFO: Begin to run Node-_input\n",
+ "2023-08-03 12:19:16,528 - 123145614901248 - node.py-node:167 - INFO: Begin to run Node-image-decode-0\n",
+ "2023-08-03 12:19:16,529 - 123145665269760 - node.py-node:167 - INFO: Begin to run Node-image-embedding/timm-1\n",
+ "2023-08-03 12:19:16,529 - 123145682059264 - node.py-node:167 - INFO: Begin to run Node-lambda-2\n",
+ "2023-08-03 12:19:16,529 - 123145648480256 - node.py-node:167 - INFO: Begin to run Node-ann-insert/milvus-client-3\n",
+ "2023-08-03 12:19:16,529 - 123145698848768 - node.py-node:167 - INFO: Begin to run Node-_output\n",
+ "2023-08-03 12:19:16,914 - 123145631690752 - node.py-node:167 - INFO: Begin to run Node-_input\n",
+ "2023-08-03 12:19:16,914 - 123145614901248 - node.py-node:167 - INFO: Begin to run Node-image-decode-0\n",
+ "2023-08-03 12:19:16,914 - 123145665269760 - node.py-node:167 - INFO: Begin to run Node-image-embedding/timm-1\n",
+ "2023-08-03 12:19:16,914 - 123145682059264 - node.py-node:167 - INFO: Begin to run Node-lambda-2\n",
+ "2023-08-03 12:19:16,915 - 123145648480256 - node.py-node:167 - INFO: Begin to run Node-ann-insert/milvus-client-3\n",
+ "2023-08-03 12:19:16,915 - 123145698848768 - node.py-node:167 - INFO: Begin to run Node-_output\n",
+ "2023-08-03 12:19:17,304 - 123145631690752 - node.py-node:167 - INFO: Begin to run Node-_input\n",
+ "2023-08-03 12:19:17,304 - 123145614901248 - node.py-node:167 - INFO: Begin to run Node-image-decode-0\n",
+ "2023-08-03 12:19:17,304 - 123145665269760 - node.py-node:167 - INFO: Begin to run Node-image-embedding/timm-1\n",
+ "2023-08-03 12:19:17,304 - 123145682059264 - node.py-node:167 - INFO: Begin to run Node-lambda-2\n",
+ "2023-08-03 12:19:17,304 - 123145648480256 - node.py-node:167 - INFO: Begin to run Node-ann-insert/milvus-client-3\n",
+ "2023-08-03 12:19:17,304 - 123145698848768 - node.py-node:167 - INFO: Begin to run Node-_output\n",
+ "2023-08-03 12:19:17,698 - 123145631690752 - node.py-node:167 - INFO: Begin to run Node-_input\n",
+ "2023-08-03 12:19:17,698 - 123145614901248 - node.py-node:167 - INFO: Begin to run Node-image-decode-0\n",
+ "2023-08-03 12:19:17,699 - 123145665269760 - node.py-node:167 - INFO: Begin to run Node-image-embedding/timm-1\n",
+ "2023-08-03 12:19:17,699 - 123145682059264 - node.py-node:167 - INFO: Begin to run Node-lambda-2\n",
+ "2023-08-03 12:19:17,699 - 123145648480256 - node.py-node:167 - INFO: Begin to run Node-ann-insert/milvus-client-3\n",
+ "2023-08-03 12:19:17,699 - 123145698848768 - node.py-node:167 - INFO: Begin to run Node-_output\n",
+ "2023-08-03 12:19:18,074 - 123145631690752 - node.py-node:167 - INFO: Begin to run Node-_input\n",
+ "2023-08-03 12:19:18,074 - 123145614901248 - node.py-node:167 - INFO: Begin to run Node-image-decode-0\n",
+ "2023-08-03 12:19:18,074 - 123145665269760 - node.py-node:167 - INFO: Begin to run Node-image-embedding/timm-1\n",
+ "2023-08-03 12:19:18,074 - 123145682059264 - node.py-node:167 - INFO: Begin to run Node-lambda-2\n",
+ "2023-08-03 12:19:18,074 - 123145648480256 - node.py-node:167 - INFO: Begin to run Node-ann-insert/milvus-client-3\n",
+ "2023-08-03 12:19:18,074 - 123145698848768 - node.py-node:167 - INFO: Begin to run Node-_output\n",
+ "2023-08-03 12:19:18,483 - 123145631690752 - node.py-node:167 - INFO: Begin to run Node-_input\n",
+ "2023-08-03 12:19:18,484 - 123145614901248 - node.py-node:167 - INFO: Begin to run Node-image-decode-0\n",
+ "2023-08-03 12:19:18,484 - 123145665269760 - node.py-node:167 - INFO: Begin to run Node-image-embedding/timm-1\n",
+ "2023-08-03 12:19:18,484 - 123145682059264 - node.py-node:167 - INFO: Begin to run Node-lambda-2\n",
+ "2023-08-03 12:19:18,484 - 123145648480256 - node.py-node:167 - INFO: Begin to run Node-ann-insert/milvus-client-3\n",
+ "2023-08-03 12:19:18,484 - 123145698848768 - node.py-node:167 - INFO: Begin to run Node-_output\n",
+ "2023-08-03 12:19:18,920 - 123145631690752 - node.py-node:167 - INFO: Begin to run Node-_input\n",
+ "2023-08-03 12:19:18,920 - 123145614901248 - node.py-node:167 - INFO: Begin to run Node-image-decode-0\n",
+ "2023-08-03 12:19:18,920 - 123145665269760 - node.py-node:167 - INFO: Begin to run Node-image-embedding/timm-1\n",
+ "2023-08-03 12:19:18,921 - 123145682059264 - node.py-node:167 - INFO: Begin to run Node-lambda-2\n",
+ "2023-08-03 12:19:18,921 - 123145648480256 - node.py-node:167 - INFO: Begin to run Node-ann-insert/milvus-client-3\n",
+ "2023-08-03 12:19:18,921 - 123145698848768 - node.py-node:167 - INFO: Begin to run Node-_output\n",
+ "2023-08-03 12:19:19,381 - 123145631690752 - node.py-node:167 - INFO: Begin to run Node-_input\n",
+ "2023-08-03 12:19:19,381 - 123145614901248 - node.py-node:167 - INFO: Begin to run Node-image-decode-0\n",
+ "2023-08-03 12:19:19,381 - 123145665269760 - node.py-node:167 - INFO: Begin to run Node-image-embedding/timm-1\n",
+ "2023-08-03 12:19:19,381 - 123145682059264 - node.py-node:167 - INFO: Begin to run Node-lambda-2\n",
+ "2023-08-03 12:19:19,381 - 123145648480256 - node.py-node:167 - INFO: Begin to run Node-ann-insert/milvus-client-3\n",
+ "2023-08-03 12:19:19,381 - 123145698848768 - node.py-node:167 - INFO: Begin to run Node-_output\n",
+ "2023-08-03 12:19:19,772 - 123145631690752 - node.py-node:167 - INFO: Begin to run Node-_input\n",
+ "2023-08-03 12:19:19,773 - 123145614901248 - node.py-node:167 - INFO: Begin to run Node-image-decode-0\n",
+ "2023-08-03 12:19:19,773 - 123145665269760 - node.py-node:167 - INFO: Begin to run Node-image-embedding/timm-1\n",
+ "2023-08-03 12:19:19,773 - 123145682059264 - node.py-node:167 - INFO: Begin to run Node-lambda-2\n",
+ "2023-08-03 12:19:19,773 - 123145648480256 - node.py-node:167 - INFO: Begin to run Node-ann-insert/milvus-client-3\n",
+ "2023-08-03 12:19:19,773 - 123145698848768 - node.py-node:167 - INFO: Begin to run Node-_output\n",
+ "2023-08-03 12:19:20,170 - 123145631690752 - node.py-node:167 - INFO: Begin to run Node-_input\n",
+ "2023-08-03 12:19:20,170 - 123145614901248 - node.py-node:167 - INFO: Begin to run Node-image-decode-0\n",
+ "2023-08-03 12:19:20,170 - 123145665269760 - node.py-node:167 - INFO: Begin to run Node-image-embedding/timm-1\n",
+ "2023-08-03 12:19:20,170 - 123145682059264 - node.py-node:167 - INFO: Begin to run Node-lambda-2\n",
+ "2023-08-03 12:19:20,170 - 123145648480256 - node.py-node:167 - INFO: Begin to run Node-ann-insert/milvus-client-3\n",
+ "2023-08-03 12:19:20,171 - 123145698848768 - node.py-node:167 - INFO: Begin to run Node-_output\n",
+ "2023-08-03 12:19:20,582 - 123145631690752 - node.py-node:167 - INFO: Begin to run Node-_input\n",
+ "2023-08-03 12:19:20,582 - 123145614901248 - node.py-node:167 - INFO: Begin to run Node-image-decode-0\n",
+ "2023-08-03 12:19:20,582 - 123145665269760 - node.py-node:167 - INFO: Begin to run Node-image-embedding/timm-1\n",
+ "2023-08-03 12:19:20,583 - 123145682059264 - node.py-node:167 - INFO: Begin to run Node-lambda-2\n",
+ "2023-08-03 12:19:20,583 - 123145648480256 - node.py-node:167 - INFO: Begin to run Node-ann-insert/milvus-client-3\n",
+ "2023-08-03 12:19:20,583 - 123145698848768 - node.py-node:167 - INFO: Begin to run Node-_output\n",
+ "2023-08-03 12:19:21,000 - 123145631690752 - node.py-node:167 - INFO: Begin to run Node-_input\n",
+ "2023-08-03 12:19:21,000 - 123145614901248 - node.py-node:167 - INFO: Begin to run Node-image-decode-0\n",
+ "2023-08-03 12:19:21,000 - 123145665269760 - node.py-node:167 - INFO: Begin to run Node-image-embedding/timm-1\n",
+ "2023-08-03 12:19:21,000 - 123145682059264 - node.py-node:167 - INFO: Begin to run Node-lambda-2\n",
+ "2023-08-03 12:19:21,000 - 123145648480256 - node.py-node:167 - INFO: Begin to run Node-ann-insert/milvus-client-3\n",
+ "2023-08-03 12:19:21,000 - 123145631690752 - node.py-node:167 - INFO: Begin to run Node-_output\n",
+ "2023-08-03 12:19:21,489 - 123145698848768 - node.py-node:167 - INFO: Begin to run Node-_input\n",
+ "2023-08-03 12:19:21,489 - 123145614901248 - node.py-node:167 - INFO: Begin to run Node-image-decode-0\n",
+ "2023-08-03 12:19:21,489 - 123145665269760 - node.py-node:167 - INFO: Begin to run Node-image-embedding/timm-1\n",
+ "2023-08-03 12:19:21,489 - 123145682059264 - node.py-node:167 - INFO: Begin to run Node-lambda-2\n",
+ "2023-08-03 12:19:21,489 - 123145648480256 - node.py-node:167 - INFO: Begin to run Node-ann-insert/milvus-client-3\n",
+ "2023-08-03 12:19:21,489 - 123145698848768 - node.py-node:167 - INFO: Begin to run Node-_output\n",
+ "2023-08-03 12:19:21,954 - 123145631690752 - node.py-node:167 - INFO: Begin to run Node-_input\n"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "2023-08-03 12:19:21,954 - 123145614901248 - node.py-node:167 - INFO: Begin to run Node-image-decode-0\n",
+ "2023-08-03 12:19:21,954 - 123145665269760 - node.py-node:167 - INFO: Begin to run Node-image-embedding/timm-1\n",
+ "2023-08-03 12:19:21,954 - 123145682059264 - node.py-node:167 - INFO: Begin to run Node-lambda-2\n",
+ "2023-08-03 12:19:21,954 - 123145648480256 - node.py-node:167 - INFO: Begin to run Node-ann-insert/milvus-client-3\n",
+ "2023-08-03 12:19:21,955 - 123145698848768 - node.py-node:167 - INFO: Begin to run Node-_output\n",
+ "2023-08-03 12:19:22,335 - 123145631690752 - node.py-node:167 - INFO: Begin to run Node-_input\n",
+ "2023-08-03 12:19:22,335 - 123145614901248 - node.py-node:167 - INFO: Begin to run Node-image-decode-0\n",
+ "2023-08-03 12:19:22,335 - 123145665269760 - node.py-node:167 - INFO: Begin to run Node-image-embedding/timm-1\n",
+ "2023-08-03 12:19:22,336 - 123145682059264 - node.py-node:167 - INFO: Begin to run Node-lambda-2\n",
+ "2023-08-03 12:19:22,336 - 123145648480256 - node.py-node:167 - INFO: Begin to run Node-ann-insert/milvus-client-3\n",
+ "2023-08-03 12:19:22,336 - 123145698848768 - node.py-node:167 - INFO: Begin to run Node-_output\n",
+ "2023-08-03 12:19:22,702 - 123145631690752 - node.py-node:167 - INFO: Begin to run Node-_input\n",
+ "2023-08-03 12:19:22,702 - 123145614901248 - node.py-node:167 - INFO: Begin to run Node-image-decode-0\n",
+ "2023-08-03 12:19:22,702 - 123145665269760 - node.py-node:167 - INFO: Begin to run Node-image-embedding/timm-1\n",
+ "2023-08-03 12:19:22,703 - 123145682059264 - node.py-node:167 - INFO: Begin to run Node-lambda-2\n",
+ "2023-08-03 12:19:22,703 - 123145648480256 - node.py-node:167 - INFO: Begin to run Node-ann-insert/milvus-client-3\n",
+ "2023-08-03 12:19:22,703 - 123145698848768 - node.py-node:167 - INFO: Begin to run Node-_output\n",
+ "2023-08-03 12:19:23,072 - 123145631690752 - node.py-node:167 - INFO: Begin to run Node-_input\n",
+ "2023-08-03 12:19:23,072 - 123145614901248 - node.py-node:167 - INFO: Begin to run Node-image-decode-0\n",
+ "2023-08-03 12:19:23,072 - 123145665269760 - node.py-node:167 - INFO: Begin to run Node-image-embedding/timm-1\n",
+ "2023-08-03 12:19:23,073 - 123145682059264 - node.py-node:167 - INFO: Begin to run Node-lambda-2\n",
+ "2023-08-03 12:19:23,073 - 123145648480256 - node.py-node:167 - INFO: Begin to run Node-ann-insert/milvus-client-3\n",
+ "2023-08-03 12:19:23,073 - 123145698848768 - node.py-node:167 - INFO: Begin to run Node-_output\n",
+ "2023-08-03 12:19:23,470 - 123145631690752 - node.py-node:167 - INFO: Begin to run Node-_input\n",
+ "2023-08-03 12:19:23,470 - 123145614901248 - node.py-node:167 - INFO: Begin to run Node-image-decode-0\n",
+ "2023-08-03 12:19:23,470 - 123145665269760 - node.py-node:167 - INFO: Begin to run Node-image-embedding/timm-1\n",
+ "2023-08-03 12:19:23,470 - 123145682059264 - node.py-node:167 - INFO: Begin to run Node-lambda-2\n",
+ "2023-08-03 12:19:23,470 - 123145648480256 - node.py-node:167 - INFO: Begin to run Node-ann-insert/milvus-client-3\n",
+ "2023-08-03 12:19:23,471 - 123145698848768 - node.py-node:167 - INFO: Begin to run Node-_output\n",
+ "2023-08-03 12:19:23,886 - 123145631690752 - node.py-node:167 - INFO: Begin to run Node-_input\n",
+ "2023-08-03 12:19:23,886 - 123145614901248 - node.py-node:167 - INFO: Begin to run Node-image-decode-0\n",
+ "2023-08-03 12:19:23,886 - 123145665269760 - node.py-node:167 - INFO: Begin to run Node-image-embedding/timm-1\n",
+ "2023-08-03 12:19:23,886 - 123145682059264 - node.py-node:167 - INFO: Begin to run Node-lambda-2\n",
+ "2023-08-03 12:19:23,886 - 123145648480256 - node.py-node:167 - INFO: Begin to run Node-ann-insert/milvus-client-3\n",
+ "2023-08-03 12:19:23,886 - 123145698848768 - node.py-node:167 - INFO: Begin to run Node-_output\n",
+ "2023-08-03 12:19:24,274 - 123145631690752 - node.py-node:167 - INFO: Begin to run Node-_input\n",
+ "2023-08-03 12:19:24,274 - 123145614901248 - node.py-node:167 - INFO: Begin to run Node-image-decode-0\n",
+ "2023-08-03 12:19:24,274 - 123145665269760 - node.py-node:167 - INFO: Begin to run Node-image-embedding/timm-1\n",
+ "2023-08-03 12:19:24,274 - 123145682059264 - node.py-node:167 - INFO: Begin to run Node-lambda-2\n",
+ "2023-08-03 12:19:24,274 - 123145648480256 - node.py-node:167 - INFO: Begin to run Node-ann-insert/milvus-client-3\n",
+ "2023-08-03 12:19:24,275 - 123145698848768 - node.py-node:167 - INFO: Begin to run Node-_output\n",
+ "2023-08-03 12:19:24,693 - 123145631690752 - node.py-node:167 - INFO: Begin to run Node-_input\n",
+ "2023-08-03 12:19:24,693 - 123145614901248 - node.py-node:167 - INFO: Begin to run Node-image-decode-0\n",
+ "2023-08-03 12:19:24,693 - 123145665269760 - node.py-node:167 - INFO: Begin to run Node-image-embedding/timm-1\n",
+ "2023-08-03 12:19:24,693 - 123145682059264 - node.py-node:167 - INFO: Begin to run Node-lambda-2\n",
+ "2023-08-03 12:19:24,693 - 123145648480256 - node.py-node:167 - INFO: Begin to run Node-ann-insert/milvus-client-3\n",
+ "2023-08-03 12:19:24,693 - 123145698848768 - node.py-node:167 - INFO: Begin to run Node-_output\n",
+ "2023-08-03 12:19:25,063 - 123145631690752 - node.py-node:167 - INFO: Begin to run Node-_input\n",
+ "2023-08-03 12:19:25,063 - 123145614901248 - node.py-node:167 - INFO: Begin to run Node-image-decode-0\n",
+ "2023-08-03 12:19:25,063 - 123145665269760 - node.py-node:167 - INFO: Begin to run Node-image-embedding/timm-1\n",
+ "2023-08-03 12:19:25,063 - 123145682059264 - node.py-node:167 - INFO: Begin to run Node-lambda-2\n",
+ "2023-08-03 12:19:25,063 - 123145648480256 - node.py-node:167 - INFO: Begin to run Node-ann-insert/milvus-client-3\n",
+ "2023-08-03 12:19:25,064 - 123145631690752 - node.py-node:167 - INFO: Begin to run Node-_output\n",
+ "2023-08-03 12:19:25,449 - 123145698848768 - node.py-node:167 - INFO: Begin to run Node-_input\n",
+ "2023-08-03 12:19:25,449 - 123145614901248 - node.py-node:167 - INFO: Begin to run Node-image-decode-0\n",
+ "2023-08-03 12:19:25,449 - 123145665269760 - node.py-node:167 - INFO: Begin to run Node-image-embedding/timm-1\n",
+ "2023-08-03 12:19:25,450 - 123145682059264 - node.py-node:167 - INFO: Begin to run Node-lambda-2\n",
+ "2023-08-03 12:19:25,450 - 123145648480256 - node.py-node:167 - INFO: Begin to run Node-ann-insert/milvus-client-3\n",
+ "2023-08-03 12:19:25,450 - 123145631690752 - node.py-node:167 - INFO: Begin to run Node-_output\n",
+ "2023-08-03 12:19:25,867 - 123145698848768 - node.py-node:167 - INFO: Begin to run Node-_input\n",
+ "2023-08-03 12:19:25,867 - 123145614901248 - node.py-node:167 - INFO: Begin to run Node-image-decode-0\n",
+ "2023-08-03 12:19:25,867 - 123145665269760 - node.py-node:167 - INFO: Begin to run Node-image-embedding/timm-1\n",
+ "2023-08-03 12:19:25,867 - 123145682059264 - node.py-node:167 - INFO: Begin to run Node-lambda-2\n",
+ "2023-08-03 12:19:25,867 - 123145648480256 - node.py-node:167 - INFO: Begin to run Node-ann-insert/milvus-client-3\n",
+ "2023-08-03 12:19:25,867 - 123145631690752 - node.py-node:167 - INFO: Begin to run Node-_output\n",
+ "2023-08-03 12:19:26,241 - 123145698848768 - node.py-node:167 - INFO: Begin to run Node-_input\n",
+ "2023-08-03 12:19:26,242 - 123145614901248 - node.py-node:167 - INFO: Begin to run Node-image-decode-0\n",
+ "2023-08-03 12:19:26,242 - 123145665269760 - node.py-node:167 - INFO: Begin to run Node-image-embedding/timm-1\n",
+ "2023-08-03 12:19:26,242 - 123145682059264 - node.py-node:167 - INFO: Begin to run Node-lambda-2\n",
+ "2023-08-03 12:19:26,242 - 123145648480256 - node.py-node:167 - INFO: Begin to run Node-ann-insert/milvus-client-3\n",
+ "2023-08-03 12:19:26,242 - 123145631690752 - node.py-node:167 - INFO: Begin to run Node-_output\n"
+ ]
+ },
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "Number of data inserted: 0\n"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "2023-08-03 12:19:29,526 - 140704683062080 - _builder.py-_builder:182 - INFO: Loading pretrained weights from Hugging Face hub (timm/vgg16.tv_in1k)\n",
+ "2023-08-03 12:19:29,782 - 140704683062080 - connectionpool.py-connectionpool:546 - DEBUG: https://huggingface.co:443 \"HEAD /timm/vgg16.tv_in1k/resolve/main/model.safetensors HTTP/1.1\" 302 0\n",
+ "2023-08-03 12:19:29,787 - 140704683062080 - _hub.py-_hub:180 - INFO: [timm/vgg16.tv_in1k] Safe alternative available for 'pytorch_model.bin' (as 'model.safetensors'). Loading weights using safetensors.\n",
+ "2023-08-03 12:19:30,954 - 123145738866688 - node.py-node:167 - INFO: Begin to run Node-_input\n",
+ "2023-08-03 12:19:30,955 - 123145755656192 - node.py-node:167 - INFO: Begin to run Node-image-decode-0\n",
+ "2023-08-03 12:19:30,955 - 123145772445696 - node.py-node:167 - INFO: Begin to run Node-image-embedding/timm-1\n",
+ "2023-08-03 12:19:30,955 - 123145738866688 - node.py-node:167 - INFO: Begin to run Node-lambda-2\n",
+ "2023-08-03 12:19:30,956 - 123145789235200 - node.py-node:167 - INFO: Begin to run Node-ann-search/milvus-client-3\n",
+ "2023-08-03 12:19:30,956 - 123145806024704 - node.py-node:167 - INFO: Begin to run Node-lambda-4\n",
+ "2023-08-03 12:19:30,956 - 123145822814208 - node.py-node:167 - INFO: Begin to run Node-ground_truth-5\n",
+ "2023-08-03 12:19:30,957 - 123145839603712 - node.py-node:167 - INFO: Begin to run Node-get_ap-6\n",
+ "2023-08-03 12:19:30,958 - 123145856393216 - node.py-node:167 - INFO: Begin to run Node-_output\n",
+ "2023-08-03 12:19:31,355 - 123145755656192 - node.py-node:167 - INFO: Begin to run Node-_input\n",
+ "2023-08-03 12:19:31,355 - 123145722077184 - node.py-node:167 - INFO: Begin to run Node-image-decode-0\n",
+ "2023-08-03 12:19:31,355 - 123145772445696 - node.py-node:167 - INFO: Begin to run Node-image-embedding/timm-1\n",
+ "2023-08-03 12:19:31,355 - 123145738866688 - node.py-node:167 - INFO: Begin to run Node-lambda-2\n",
+ "2023-08-03 12:19:31,355 - 123145789235200 - node.py-node:167 - INFO: Begin to run Node-ann-search/milvus-client-3\n",
+ "2023-08-03 12:19:31,355 - 123145806024704 - node.py-node:167 - INFO: Begin to run Node-lambda-4\n",
+ "2023-08-03 12:19:31,355 - 123145822814208 - node.py-node:167 - INFO: Begin to run Node-ground_truth-5\n",
+ "2023-08-03 12:19:31,355 - 123145755656192 - node.py-node:167 - INFO: Begin to run Node-get_ap-6\n",
+ "2023-08-03 12:19:31,355 - 123145839603712 - node.py-node:167 - INFO: Begin to run Node-_output\n",
+ "2023-08-03 12:19:31,739 - 123145856393216 - node.py-node:167 - INFO: Begin to run Node-_input\n",
+ "2023-08-03 12:19:31,739 - 123145722077184 - node.py-node:167 - INFO: Begin to run Node-image-decode-0\n",
+ "2023-08-03 12:19:31,739 - 123145772445696 - node.py-node:167 - INFO: Begin to run Node-image-embedding/timm-1\n",
+ "2023-08-03 12:19:31,739 - 123145738866688 - node.py-node:167 - INFO: Begin to run Node-lambda-2\n",
+ "2023-08-03 12:19:31,739 - 123145789235200 - node.py-node:167 - INFO: Begin to run Node-ann-search/milvus-client-3\n",
+ "2023-08-03 12:19:31,739 - 123145806024704 - node.py-node:167 - INFO: Begin to run Node-lambda-4\n",
+ "2023-08-03 12:19:31,739 - 123145856393216 - node.py-node:167 - INFO: Begin to run Node-ground_truth-5\n",
+ "2023-08-03 12:19:31,739 - 123145822814208 - node.py-node:167 - INFO: Begin to run Node-get_ap-6\n",
+ "2023-08-03 12:19:31,740 - 123145755656192 - node.py-node:167 - INFO: Begin to run Node-_output\n",
+ "2023-08-03 12:19:32,133 - 123145839603712 - node.py-node:167 - INFO: Begin to run Node-_input\n",
+ "2023-08-03 12:19:32,133 - 123145722077184 - node.py-node:167 - INFO: Begin to run Node-image-decode-0\n",
+ "2023-08-03 12:19:32,133 - 123145772445696 - node.py-node:167 - INFO: Begin to run Node-image-embedding/timm-1\n",
+ "2023-08-03 12:19:32,133 - 123145738866688 - node.py-node:167 - INFO: Begin to run Node-lambda-2\n",
+ "2023-08-03 12:19:32,133 - 123145789235200 - node.py-node:167 - INFO: Begin to run Node-ann-search/milvus-client-3\n",
+ "2023-08-03 12:19:32,133 - 123145806024704 - node.py-node:167 - INFO: Begin to run Node-lambda-4\n",
+ "2023-08-03 12:19:32,134 - 123145856393216 - node.py-node:167 - INFO: Begin to run Node-ground_truth-5\n",
+ "2023-08-03 12:19:32,134 - 123145822814208 - node.py-node:167 - INFO: Begin to run Node-get_ap-6\n",
+ "2023-08-03 12:19:32,134 - 123145839603712 - node.py-node:167 - INFO: Begin to run Node-_output\n",
+ "2023-08-03 12:19:32,514 - 123145755656192 - node.py-node:167 - INFO: Begin to run Node-_input\n",
+ "2023-08-03 12:19:32,514 - 123145722077184 - node.py-node:167 - INFO: Begin to run Node-image-decode-0\n",
+ "2023-08-03 12:19:32,514 - 123145772445696 - node.py-node:167 - INFO: Begin to run Node-image-embedding/timm-1\n",
+ "2023-08-03 12:19:32,514 - 123145738866688 - node.py-node:167 - INFO: Begin to run Node-lambda-2\n",
+ "2023-08-03 12:19:32,514 - 123145789235200 - node.py-node:167 - INFO: Begin to run Node-ann-search/milvus-client-3\n",
+ "2023-08-03 12:19:32,514 - 123145806024704 - node.py-node:167 - INFO: Begin to run Node-lambda-4\n",
+ "2023-08-03 12:19:32,514 - 123145856393216 - node.py-node:167 - INFO: Begin to run Node-ground_truth-5\n",
+ "2023-08-03 12:19:32,514 - 123145822814208 - node.py-node:167 - INFO: Begin to run Node-get_ap-6\n",
+ "2023-08-03 12:19:32,514 - 123145839603712 - node.py-node:167 - INFO: Begin to run Node-_output\n",
+ "2023-08-03 12:19:32,884 - 123145755656192 - node.py-node:167 - INFO: Begin to run Node-_input\n",
+ "2023-08-03 12:19:32,884 - 123145722077184 - node.py-node:167 - INFO: Begin to run Node-image-decode-0\n",
+ "2023-08-03 12:19:32,885 - 123145772445696 - node.py-node:167 - INFO: Begin to run Node-image-embedding/timm-1\n",
+ "2023-08-03 12:19:32,885 - 123145738866688 - node.py-node:167 - INFO: Begin to run Node-lambda-2\n",
+ "2023-08-03 12:19:32,885 - 123145789235200 - node.py-node:167 - INFO: Begin to run Node-ann-search/milvus-client-3\n",
+ "2023-08-03 12:19:32,885 - 123145806024704 - node.py-node:167 - INFO: Begin to run Node-lambda-4\n",
+ "2023-08-03 12:19:32,885 - 123145755656192 - node.py-node:167 - INFO: Begin to run Node-ground_truth-5\n",
+ "2023-08-03 12:19:32,885 - 123145856393216 - node.py-node:167 - INFO: Begin to run Node-get_ap-6\n",
+ "2023-08-03 12:19:32,885 - 123145822814208 - node.py-node:167 - INFO: Begin to run Node-_output\n",
+ "2023-08-03 12:19:33,266 - 123145839603712 - node.py-node:167 - INFO: Begin to run Node-_input\n",
+ "2023-08-03 12:19:33,266 - 123145722077184 - node.py-node:167 - INFO: Begin to run Node-image-decode-0\n",
+ "2023-08-03 12:19:33,266 - 123145772445696 - node.py-node:167 - INFO: Begin to run Node-image-embedding/timm-1\n",
+ "2023-08-03 12:19:33,266 - 123145738866688 - node.py-node:167 - INFO: Begin to run Node-lambda-2\n",
+ "2023-08-03 12:19:33,267 - 123145789235200 - node.py-node:167 - INFO: Begin to run Node-ann-search/milvus-client-3\n",
+ "2023-08-03 12:19:33,267 - 123145806024704 - node.py-node:167 - INFO: Begin to run Node-lambda-4\n",
+ "2023-08-03 12:19:33,267 - 123145839603712 - node.py-node:167 - INFO: Begin to run Node-ground_truth-5\n",
+ "2023-08-03 12:19:33,267 - 123145755656192 - node.py-node:167 - INFO: Begin to run Node-get_ap-6\n",
+ "2023-08-03 12:19:33,267 - 123145856393216 - node.py-node:167 - INFO: Begin to run Node-_output\n",
+ "2023-08-03 12:19:33,726 - 123145822814208 - node.py-node:167 - INFO: Begin to run Node-_input\n",
+ "2023-08-03 12:19:33,726 - 123145722077184 - node.py-node:167 - INFO: Begin to run Node-image-decode-0\n",
+ "2023-08-03 12:19:33,726 - 123145772445696 - node.py-node:167 - INFO: Begin to run Node-image-embedding/timm-1\n",
+ "2023-08-03 12:19:33,726 - 123145738866688 - node.py-node:167 - INFO: Begin to run Node-lambda-2\n",
+ "2023-08-03 12:19:33,726 - 123145789235200 - node.py-node:167 - INFO: Begin to run Node-ann-search/milvus-client-3\n",
+ "2023-08-03 12:19:33,727 - 123145822814208 - node.py-node:167 - INFO: Begin to run Node-lambda-4\n",
+ "2023-08-03 12:19:33,727 - 123145806024704 - node.py-node:167 - INFO: Begin to run Node-ground_truth-5\n",
+ "2023-08-03 12:19:33,727 - 123145839603712 - node.py-node:167 - INFO: Begin to run Node-get_ap-6\n",
+ "2023-08-03 12:19:33,727 - 123145755656192 - node.py-node:167 - INFO: Begin to run Node-_output\n",
+ "2023-08-03 12:19:34,117 - 123145856393216 - node.py-node:167 - INFO: Begin to run Node-_input\n",
+ "2023-08-03 12:19:34,117 - 123145722077184 - node.py-node:167 - INFO: Begin to run Node-image-decode-0\n",
+ "2023-08-03 12:19:34,118 - 123145772445696 - node.py-node:167 - INFO: Begin to run Node-image-embedding/timm-1\n",
+ "2023-08-03 12:19:34,118 - 123145738866688 - node.py-node:167 - INFO: Begin to run Node-lambda-2\n",
+ "2023-08-03 12:19:34,118 - 123145789235200 - node.py-node:167 - INFO: Begin to run Node-ann-search/milvus-client-3\n"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "2023-08-03 12:19:34,118 - 123145856393216 - node.py-node:167 - INFO: Begin to run Node-lambda-4\n",
+ "2023-08-03 12:19:34,118 - 123145822814208 - node.py-node:167 - INFO: Begin to run Node-ground_truth-5\n",
+ "2023-08-03 12:19:34,118 - 123145806024704 - node.py-node:167 - INFO: Begin to run Node-get_ap-6\n",
+ "2023-08-03 12:19:34,118 - 123145839603712 - node.py-node:167 - INFO: Begin to run Node-_output\n",
+ "2023-08-03 12:19:34,510 - 123145755656192 - node.py-node:167 - INFO: Begin to run Node-_input\n",
+ "2023-08-03 12:19:34,510 - 123145722077184 - node.py-node:167 - INFO: Begin to run Node-image-decode-0\n",
+ "2023-08-03 12:19:34,510 - 123145772445696 - node.py-node:167 - INFO: Begin to run Node-image-embedding/timm-1\n",
+ "2023-08-03 12:19:34,511 - 123145738866688 - node.py-node:167 - INFO: Begin to run Node-lambda-2\n",
+ "2023-08-03 12:19:34,511 - 123145789235200 - node.py-node:167 - INFO: Begin to run Node-ann-search/milvus-client-3\n",
+ "2023-08-03 12:19:34,511 - 123145856393216 - node.py-node:167 - INFO: Begin to run Node-lambda-4\n",
+ "2023-08-03 12:19:34,511 - 123145755656192 - node.py-node:167 - INFO: Begin to run Node-ground_truth-5\n",
+ "2023-08-03 12:19:34,511 - 123145822814208 - node.py-node:167 - INFO: Begin to run Node-get_ap-6\n",
+ "2023-08-03 12:19:34,511 - 123145806024704 - node.py-node:167 - INFO: Begin to run Node-_output\n",
+ "2023-08-03 12:19:34,884 - 123145839603712 - node.py-node:167 - INFO: Begin to run Node-_input\n",
+ "2023-08-03 12:19:34,884 - 123145722077184 - node.py-node:167 - INFO: Begin to run Node-image-decode-0\n",
+ "2023-08-03 12:19:34,884 - 123145772445696 - node.py-node:167 - INFO: Begin to run Node-image-embedding/timm-1\n",
+ "2023-08-03 12:19:34,884 - 123145738866688 - node.py-node:167 - INFO: Begin to run Node-lambda-2\n",
+ "2023-08-03 12:19:34,884 - 123145789235200 - node.py-node:167 - INFO: Begin to run Node-ann-search/milvus-client-3\n",
+ "2023-08-03 12:19:34,884 - 123145856393216 - node.py-node:167 - INFO: Begin to run Node-lambda-4\n",
+ "2023-08-03 12:19:34,884 - 123145755656192 - node.py-node:167 - INFO: Begin to run Node-ground_truth-5\n",
+ "2023-08-03 12:19:34,884 - 123145822814208 - node.py-node:167 - INFO: Begin to run Node-get_ap-6\n",
+ "2023-08-03 12:19:34,885 - 123145806024704 - node.py-node:167 - INFO: Begin to run Node-_output\n",
+ "2023-08-03 12:19:35,260 - 123145839603712 - node.py-node:167 - INFO: Begin to run Node-_input\n",
+ "2023-08-03 12:19:35,260 - 123145722077184 - node.py-node:167 - INFO: Begin to run Node-image-decode-0\n",
+ "2023-08-03 12:19:35,260 - 123145772445696 - node.py-node:167 - INFO: Begin to run Node-image-embedding/timm-1\n",
+ "2023-08-03 12:19:35,260 - 123145738866688 - node.py-node:167 - INFO: Begin to run Node-lambda-2\n",
+ "2023-08-03 12:19:35,260 - 123145789235200 - node.py-node:167 - INFO: Begin to run Node-ann-search/milvus-client-3\n",
+ "2023-08-03 12:19:35,260 - 123145856393216 - node.py-node:167 - INFO: Begin to run Node-lambda-4\n",
+ "2023-08-03 12:19:35,261 - 123145839603712 - node.py-node:167 - INFO: Begin to run Node-ground_truth-5\n",
+ "2023-08-03 12:19:35,261 - 123145755656192 - node.py-node:167 - INFO: Begin to run Node-get_ap-6\n",
+ "2023-08-03 12:19:35,261 - 123145822814208 - node.py-node:167 - INFO: Begin to run Node-_output\n"
+ ]
+ },
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "mAP@10: 0.6514077853363568\n"
+ ]
+ }
+ ],
+ "source": [
+ "# Connect to Milvus service\n",
+ "connections.connect(host=HOST, port=PORT)\n",
+ "\n",
+ "# Create collection\n",
+ "collection = create_milvus_collection(COLLECTION_NAME, DIM)\n",
+ "print(f'A new collection created: {COLLECTION_NAME}')\n",
+ "\n",
+ "# Insert data\n",
+ "p_insert = (\n",
+ " p_embed.map(('img_path', 'vec'), 'mr', ops.ann_insert.milvus_client(\n",
+ " host=HOST,\n",
+ " port=PORT,\n",
+ " collection_name=COLLECTION_NAME\n",
+ " ))\n",
+ " .output('mr')\n",
+ ")\n",
+ "\n",
+ "for img_path in to_insert:\n",
+ " p_insert(img_path)\n",
+ "print('Number of data inserted:', collection.num_entities)\n",
+ "\n",
+ "# Performance\n",
+ "collection.load()\n",
+ "p_search_pre = (\n",
+ " p_embed.map('vec', ('search_res'), ops.ann_search.milvus_client(\n",
+ " host=HOST, port=PORT, limit=TOPK,\n",
+ " collection_name=COLLECTION_NAME))\n",
+ " .map('search_res', 'pred', lambda x: [str(Path(y[0]).resolve()) for y in x])\n",
+ "# .output('img_path', 'pred')\n",
+ ")\n",
+ "p_eval = (\n",
+ " p_search_pre.map('img_path', 'gt', ground_truth)\n",
+ " .map(('pred', 'gt'), 'ap', get_ap)\n",
+ " .output('ap')\n",
+ ")\n",
+ "\n",
+ "res = []\n",
+ "for img_path in to_test:\n",
+ " ap = p_eval(img_path).get()[0]\n",
+ " res.append(ap)\n",
+ "\n",
+ "mAP = mean(res)\n",
+ "\n",
+ "print(f'mAP@{TOPK}: {mAP}')"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "79294a06",
+ "metadata": {},
+ "source": [
+ "| model | mAP@10 (no norm) | mAP@10 (norm) |\n",
+ "| -- | -- | -- |\n",
+ "| vgg16 | 0.658 | 0.738 |\n",
+ "| resnet50 | 0.886 | 0.917 |\n",
+ "| tf_efficientnet_b7 | 0.983 | 0.988 |"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "8f1d1562",
+ "metadata": {},
+ "source": [
+ "### Object Detection \n",
+ "\n",
+ "Another common option in reverse image search is object detection. Sometimes the search engine is distracted by small objects or background in the image. Cropping the original image and querying only the main object help to resolve this issue.\n",
+ "\n",
+ "Let's take a look at a bad search. With normalized embeddings extracted by `vgg16`, the test image *'./test/rocking_chair/n04099969_23803.JPEG'* gets a list of similar images containing some incorrect results, which has an Average Precision of 0.347."
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 8,
+ "id": "e9ddee4c",
+ "metadata": {},
+ "outputs": [
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "2023-08-03 12:19:37,260 - 140704683062080 - _builder.py-_builder:182 - INFO: Loading pretrained weights from Hugging Face hub (timm/vgg16.tv_in1k)\n",
+ "2023-08-03 12:19:37,565 - 140704683062080 - connectionpool.py-connectionpool:546 - DEBUG: https://huggingface.co:443 \"HEAD /timm/vgg16.tv_in1k/resolve/main/model.safetensors HTTP/1.1\" 302 0\n",
+ "2023-08-03 12:19:37,605 - 140704683062080 - _hub.py-_hub:180 - INFO: [timm/vgg16.tv_in1k] Safe alternative available for 'pytorch_model.bin' (as 'model.safetensors'). Loading weights using safetensors.\n",
+ "2023-08-03 12:19:37,748 - 123145889972224 - node.py-node:167 - INFO: Begin to run Node-_input\n",
+ "2023-08-03 12:19:37,749 - 123145906761728 - node.py-node:167 - INFO: Begin to run Node-image-decode-0\n",
+ "2023-08-03 12:19:37,749 - 123145923551232 - node.py-node:167 - INFO: Begin to run Node-image-embedding/timm-1\n",
+ "2023-08-03 12:19:37,750 - 123145889972224 - node.py-node:167 - INFO: Begin to run Node-lambda-2\n",
+ "2023-08-03 12:19:37,750 - 123145957130240 - node.py-node:167 - INFO: Begin to run Node-ann-search/milvus-client-3\n",
+ "2023-08-03 12:19:37,750 - 123145940340736 - node.py-node:167 - INFO: Begin to run Node-lambda-4\n",
+ "2023-08-03 12:19:37,750 - 123145973919744 - node.py-node:167 - INFO: Begin to run Node-ground_truth-5\n",
+ "2023-08-03 12:19:37,751 - 123145990709248 - node.py-node:167 - INFO: Begin to run Node-get_ap-6\n",
+ "2023-08-03 12:19:37,752 - 123146007498752 - node.py-node:167 - INFO: Begin to run Node-read_images-7\n",
+ "2023-08-03 12:19:37,752 - 123146024288256 - node.py-node:167 - INFO: Begin to run Node-_output\n"
+ ]
+ },
+ {
+ "data": {
+ "text/html": [
+ "
img_path
img
res
ap
\n",
+ "
./test/Joe_Biden/Biden11.JPEG
0.375
"
+ ],
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "p_search_img = (\n",
+ " p_search_pre.map('img_path', 'gt', ground_truth)\n",
+ " .map(('pred', 'gt'), 'ap', get_ap)\n",
+ " .map('pred', 'res', read_images)\n",
+ " .output('img_path', 'img', 'res', 'ap')\n",
+ ")\n",
+ "DataCollection(p_search_img('./test/Joe_Biden/Biden11.JPEG')).show()"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "9ce01146",
+ "metadata": {},
+ "source": [
+ "Now let's preprocess the test image by focusing on the main object in it. Here we use YOLOv5 to get objects in the image. We select the object with the largest area in the original image, and then search across database with the object image.\n",
+ "\n",
+ "- `get_object`: a function to get the image of the largest object detecte, or the original imageif there is no object\n",
+ "- `p_yolo`: a pipeline to crop the largest object in the given image"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 9,
+ "id": "b2590a56",
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "def get_max_object(img, boxes):\n",
+ " if len(boxes) == 0:\n",
+ " return img\n",
+ " max_area = 0\n",
+ " for box in boxes:\n",
+ " x1, y1, x2, y2 = box\n",
+ " area = (x2-x1)*(y2-y1)\n",
+ " if area > max_area:\n",
+ " max_area = area\n",
+ " max_img = img[y1:y2,x1:x2,:]\n",
+ " return max_img\n",
+ "\n",
+ "p_yolo = (\n",
+ " pipe.input('img_path')\n",
+ " .map('img_path', 'img', ops.image_decode('rgb'))\n",
+ " .map('img', ('boxes', 'class', 'score'), ops.object_detection.yolov5())\n",
+ " .map(('img', 'boxes'), 'object', get_max_object)\n",
+ ")"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 10,
+ "id": "845d8504",
+ "metadata": {},
+ "outputs": [
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "Using cache found in /Users/www.abcom.in/.cache/torch/hub/ultralytics_yolov5_master\n",
+ "WARNING ⚠️ 'ultralytics.yolo.v8' is deprecated since '8.0.136' and will be removed in '8.1.0'. Please use 'ultralytics.models.yolo' instead.\n",
+ "WARNING ⚠️ 'ultralytics.yolo.utils' is deprecated since '8.0.136' and will be removed in '8.1.0'. Please use 'ultralytics.utils' instead.\n",
+ "Note this warning may be related to loading older models. You can update your model to current structure with:\n",
+ " import torch\n",
+ " ckpt = torch.load(\"model.pt\") # applies to both official and custom models\n",
+ " torch.save(ckpt, \"updated-model.pt\")\n",
+ "\n",
+ "YOLOv5 🚀 2023-7-20 Python-3.11.4 torch-2.0.1 CPU\n",
+ "\n",
+ "Fusing layers... \n",
+ "YOLOv5s summary: 213 layers, 7225885 parameters, 0 gradients\n",
+ "Adding AutoShape... \n"
+ ]
+ },
+ {
+ "data": {
+ "text/html": [
+ "
img
object
\n",
+ "
"
+ ],
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "# Display embedding result, no need for implementation\n",
+ "p_display = (\n",
+ " p_yolo.output('img', 'object')\n",
+ ")\n",
+ "DataCollection(p_display('./test/Joe_Biden/Biden11.JPEG')).show()"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "4afcf448",
+ "metadata": {},
+ "source": [
+ "With object detection, we search for *'./test/rocking_chair/n04099969_23803.JPEG'* again across the same Milvus collection. The average precision has increased by about 45%. It is a great improvement for this query."
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 11,
+ "id": "2bff57cb",
+ "metadata": {
+ "scrolled": true
+ },
+ "outputs": [
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "Using cache found in /Users/www.abcom.in/.cache/torch/hub/ultralytics_yolov5_master\n",
+ "YOLOv5 🚀 2023-7-20 Python-3.11.4 torch-2.0.1 CPU\n",
+ "\n",
+ "Fusing layers... \n",
+ "YOLOv5s summary: 213 layers, 7225885 parameters, 0 gradients\n",
+ "Adding AutoShape... \n"
+ ]
+ },
+ {
+ "data": {
+ "text/html": [
+ "
img
object
res
ap
\n",
+ "
0.1736111111111111
"
+ ],
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "# Search\n",
+ "p_search_pre_yolo = (\n",
+ " p_yolo.map('object', 'vec', ops.image_embedding.timm(model_name=MODEL, device=DEVICE))\n",
+ " .map('vec', 'vec', lambda x: x / numpy.linalg.norm(x, axis=0))\n",
+ " .map('vec', ('search_res'), ops.ann_search.milvus_client(\n",
+ " host=HOST, port=PORT, limit=TOPK,\n",
+ " collection_name=COLLECTION_NAME))\n",
+ " .map('search_res', 'pred', lambda x: [str(Path(y[0]).resolve()) for y in x])\n",
+ "# .output('img_path', 'pred')\n",
+ ")\n",
+ "\n",
+ "# Evaluate with AP\n",
+ "p_search_img_yolo = (\n",
+ " p_search_pre_yolo.map('img_path', 'gt', ground_truth)\n",
+ " .map(('pred', 'gt'), 'ap', get_ap)\n",
+ " .map('pred', 'res', read_images)\n",
+ " .output('img', 'object', 'res', 'ap')\n",
+ ")\n",
+ "DataCollection(p_search_img_yolo('./test/Joe_Biden/Biden11.JPEG')).show()"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "bb38ae46",
+ "metadata": {},
+ "source": [
+ "## Online Demo \n",
+ "\n",
+ "This section shows how to use Gradio to build a simple showcase with user interface. With Gradio, we simply need to wrap the data processing pipeline via a f_search function. Please note here we search across a prepared Milvus collection *'deep_dive_image_search_vgg16'*, which stores normalized image embeddings extracted by vgg16."
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 12,
+ "id": "b03bdefb",
+ "metadata": {},
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "Running on local URL: http://127.0.0.1:7860\n",
+ "Running on public URL: https://c45c67783334055768.gradio.live\n",
+ "\n",
+ "This share link expires in 72 hours. For free permanent hosting and GPU upgrades, run `gradio deploy` from Terminal to deploy to Spaces (https://huggingface.co/spaces)\n"
+ ]
+ },
+ {
+ "data": {
+ "text/html": [
+ ""
+ ],
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ },
+ {
+ "data": {
+ "text/plain": []
+ },
+ "execution_count": 12,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "import gradio\n",
+ "\n",
+ "DEMO_MODEL = 'vgg16'\n",
+ "DEMO_COLLECTION = 'deep_dive_image_search_' + DEMO_MODEL\n",
+ "\n",
+ "def f_search(img):\n",
+ " p_search = (\n",
+ " pipe.input('img')\n",
+ " .map('img', 'vec', ops.image_embedding.timm(model_name=DEMO_MODEL, device=DEVICE))\n",
+ " .map('vec', 'vec', lambda x: x / numpy.linalg.norm(x, axis=0))\n",
+ " .map('vec', 'search_res', ops.ann_search.milvus_client(\n",
+ " host=HOST, port=PORT, limit=TOPK,\n",
+ " collection_name=DEMO_COLLECTION))\n",
+ " .map('search_res', 'pred', lambda x: [str(Path(y[0]).resolve()) for y in x])\n",
+ " .output('pred')\n",
+ " )\n",
+ " return p_search(img).get()[0]\n",
+ "\n",
+ "interface = gradio.Interface(f_search, \n",
+ " gradio.inputs.Image(type=\"pil\", source='upload'),\n",
+ " [gradio.outputs.Image(type=\"filepath\", label=None) for _ in range(TOPK)]\n",
+ " )\n",
+ "\n",
+ "interface.launch(inline=True, share=True)"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "ad827836",
+ "metadata": {},
+ "source": [
+ "## Explore Towhee\n",
+ "\n",
+ "- Built-in pipelines for various tasks\n",
+ "- Microservice & onnx acceleration powered by TritonServe\n",
+ "- Docker image with everything ready"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "id": "28a5b088",
+ "metadata": {},
+ "outputs": [],
+ "source": []
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "id": "8a209034",
+ "metadata": {},
+ "outputs": [],
+ "source": []
+ }
+ ],
+ "metadata": {
+ "kernelspec": {
+ "display_name": ".milvusenv",
+ "language": "python",
+ "name": ".milvusenv"
+ },
+ "language_info": {
+ "codemirror_mode": {
+ "name": "ipython",
+ "version": 3
+ },
+ "file_extension": ".py",
+ "mimetype": "text/x-python",
+ "name": "python",
+ "nbconvert_exporter": "python",
+ "pygments_lexer": "ipython3",
+ "version": "3.11.4"
+ }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 5
+}
diff --git a/2_deepdiveimagesearch.py b/2_deepdiveimagesearch.py
new file mode 100644
index 0000000000000000000000000000000000000000..ba9ac83fe2d0a3dcac910bb0392d24f1c2282809
--- /dev/null
+++ b/2_deepdiveimagesearch.py
@@ -0,0 +1,226 @@
+
+from milvus import default_server
+from pymilvus import connections, utility
+default_server.start()
+
+import cv2
+import numpy
+import time
+import csv
+from glob import glob
+from pathlib import Path
+from statistics import mean
+
+from towhee import pipe, ops, DataCollection
+from towhee.types.image import Image
+from pymilvus import connections, FieldSchema, CollectionSchema, DataType, Collection, utility
+
+# Towhee parameters
+MODEL = 'vgg16'
+DEVICE = None # if None, use default device (cuda is enabled if available)
+
+# Milvus parameters
+HOST = '127.0.0.1'
+PORT = '19530'
+TOPK = 10
+DIM = 512 # dimension of embedding extracted, change with MODEL
+COLLECTION_NAME = 'deep_dive_image_search_' + MODEL
+INDEX_TYPE = 'IVF_FLAT'
+METRIC_TYPE = 'L2'
+
+# patterns of image paths
+INSERT_SRC = './train/*/*.JPEG'
+QUERY_SRC = './test/*/*.JPEG'
+
+to_insert = glob(INSERT_SRC)
+to_test = glob(QUERY_SRC)
+
+# Create milvus collection (delete first if exists)
+def create_milvus_collection(collection_name, dim):
+ if utility.has_collection(collection_name):
+ utility.drop_collection(collection_name)
+
+ fields = [
+ FieldSchema(name='path', dtype=DataType.VARCHAR, description='path to image', max_length=500,
+ is_primary=True, auto_id=False),
+ FieldSchema(name='embedding', dtype=DataType.FLOAT_VECTOR, description='image embedding vectors', dim=dim)
+ ]
+ schema = CollectionSchema(fields=fields, description='reverse image search')
+ collection = Collection(name=collection_name, schema=schema)
+
+ index_params = {
+ 'metric_type': METRIC_TYPE,
+ 'index_type': INDEX_TYPE,
+ 'params': {"nlist": 2048}
+ }
+ collection.create_index(field_name='embedding', index_params=index_params)
+ return collection
+
+# Read images
+decoder = ops.image_decode('rgb').get_op()
+def read_images(img_paths):
+ imgs = []
+ for p in img_paths:
+ img = decoder(p)
+ imgs.append(img)
+# imgs.append(Image(cv2.imread(p), 'RGB'))
+ return imgs
+
+# Get ground truth
+def ground_truth(path):
+ train_path = str(Path(path).parent).replace('test', 'train')
+ return [str(Path(x).resolve()) for x in glob(train_path + '/*.JPEG')]
+
+# Calculate Average Precision
+def get_ap(pred: list, gt: list):
+ ct = 0
+ score = 0.
+ for i, n in enumerate(pred):
+ if n in gt:
+ ct += 1
+ score += (ct / (i + 1))
+ if ct == 0:
+ ap = 0
+ else:
+ ap = score / ct
+ return ap
+
+
+# Embedding pipeline
+p_embed = (
+ pipe.input('img_path')
+ .map('img_path', 'img', ops.image_decode('rgb'))
+ .map('img', 'vec', ops.image_embedding.timm(model_name=MODEL, device=DEVICE))
+ .map('vec', 'vec', lambda x: x / numpy.linalg.norm(x, axis=0))
+)
+
+# Display embedding result, no need for implementation
+p_display = p_embed.output('img_path', 'img', 'vec')
+
+DataCollection(p_display(to_insert[0])).show()
+
+# Connect to Milvus service
+connections.connect(host=HOST, port=PORT)
+
+# Create collection
+collection = create_milvus_collection(COLLECTION_NAME, DIM)
+print(f'A new collection created: {COLLECTION_NAME}')
+
+# Insert data
+p_insert = (
+ p_embed.map(('img_path', 'vec'), 'mr', ops.ann_insert.milvus_client(
+ host=HOST,
+ port=PORT,
+ collection_name=COLLECTION_NAME
+ ))
+ .output('mr')
+)
+
+for img_path in to_insert:
+ p_insert(img_path)
+print('Number of data inserted:', collection.num_entities)
+
+# Performance
+collection.load()
+p_search_pre = (
+ p_embed.map('vec', ('search_res'), ops.ann_search.milvus_client(
+ host=HOST, port=PORT, limit=TOPK,
+ collection_name=COLLECTION_NAME))
+ .map('search_res', 'pred', lambda x: [str(Path(y[0]).resolve()) for y in x])
+# .output('img_path', 'pred')
+)
+p_eval = (
+ p_search_pre.map('img_path', 'gt', ground_truth)
+ .map(('pred', 'gt'), 'ap', get_ap)
+ .output('ap')
+)
+
+res = []
+for img_path in to_test:
+ ap = p_eval(img_path).get()[0]
+ res.append(ap)
+
+mAP = mean(res)
+
+print(f'mAP@{TOPK}: {mAP}')
+
+p_search_img = (
+ p_search_pre.map('img_path', 'gt', ground_truth)
+ .map(('pred', 'gt'), 'ap', get_ap)
+ .map('pred', 'res', read_images)
+ .output('img_path', 'img', 'res', 'ap')
+)
+DataCollection(p_search_img('./test/Joe_Biden/Biden11.JPEG')).show()
+
+
+def get_max_object(img, boxes):
+ if len(boxes) == 0:
+ return img
+ max_area = 0
+ for box in boxes:
+ x1, y1, x2, y2 = box
+ area = (x2-x1)*(y2-y1)
+ if area > max_area:
+ max_area = area
+ max_img = img[y1:y2,x1:x2,:]
+ return max_img
+
+p_yolo = (
+ pipe.input('img_path')
+ .map('img_path', 'img', ops.image_decode('rgb'))
+ .map('img', ('boxes', 'class', 'score'), ops.object_detection.yolov5())
+ .map(('img', 'boxes'), 'object', get_max_object)
+)
+
+# Display embedding result, no need for implementation
+p_display = (
+ p_yolo.output('img', 'object')
+)
+DataCollection(p_display('./test/Joe_Biden/Biden11.JPEG')).show()
+
+
+# Search
+p_search_pre_yolo = (
+ p_yolo.map('object', 'vec', ops.image_embedding.timm(model_name=MODEL, device=DEVICE))
+ .map('vec', 'vec', lambda x: x / numpy.linalg.norm(x, axis=0))
+ .map('vec', ('search_res'), ops.ann_search.milvus_client(
+ host=HOST, port=PORT, limit=TOPK,
+ collection_name=COLLECTION_NAME))
+ .map('search_res', 'pred', lambda x: [str(Path(y[0]).resolve()) for y in x])
+# .output('img_path', 'pred')
+)
+
+# Evaluate with AP
+p_search_img_yolo = (
+ p_search_pre_yolo.map('img_path', 'gt', ground_truth)
+ .map(('pred', 'gt'), 'ap', get_ap)
+ .map('pred', 'res', read_images)
+ .output('img', 'object', 'res', 'ap')
+)
+DataCollection(p_search_img_yolo('./test/Joe_Biden/Biden11.JPEG')).show()
+
+
+import gradio
+
+DEMO_MODEL = 'vgg16'
+DEMO_COLLECTION = 'deep_dive_image_search_' + DEMO_MODEL
+
+def f_search(img):
+ p_search = (
+ pipe.input('img')
+ .map('img', 'vec', ops.image_embedding.timm(model_name=DEMO_MODEL, device=DEVICE))
+ .map('vec', 'vec', lambda x: x / numpy.linalg.norm(x, axis=0))
+ .map('vec', 'search_res', ops.ann_search.milvus_client(
+ host=HOST, port=PORT, limit=TOPK,
+ collection_name=DEMO_COLLECTION))
+ .map('search_res', 'pred', lambda x: [str(Path(y[0]).resolve()) for y in x])
+ .output('pred')
+ )
+ return p_search(img).get()[0]
+
+interface = gradio.Interface(f_search,
+ gradio.inputs.Image(type="pil", source='upload'),
+ [gradio.outputs.Image(type="filepath", label=None) for _ in range(TOPK)]
+ )
+
+interface.launch(inline=True, share=True)
diff --git a/README.md b/README.md
index 9c3fd9508e8838fc00f9f8ae782000d167e8c18f..96b45825a16eec5588984b5d29b74bca7424e8d5 100644
--- a/README.md
+++ b/README.md
@@ -1,12 +1,6 @@
---
-title: Reverseimagepolitical
-emoji: 🌍
-colorFrom: red
-colorTo: yellow
+title: reverseimagepolitical
+app_file: 2_deepdiveimagesearch.py
sdk: gradio
-sdk_version: 3.39.0
-app_file: app.py
-pinned: false
+sdk_version: 3.37.0
---
-
-Check out the configuration reference at https://huggingface.co/docs/hub/spaces-config-reference
diff --git a/requirements.txt b/requirements.txt
new file mode 100644
index 0000000000000000000000000000000000000000..2db802d8937ae2304c70d844709567e770a06552
--- /dev/null
+++ b/requirements.txt
@@ -0,0 +1,145 @@
+aiofiles==23.1.0
+aiohttp==3.8.4
+aiosignal==1.3.1
+altair==5.0.1
+anyio==3.7.1
+appnope==0.1.3
+asttokens==2.2.1
+async-timeout==4.0.2
+attrs==23.1.0
+av==10.0.0
+backcall==0.2.0
+beautifulsoup4==4.12.2
+bleach==6.0.0
+certifi==2023.5.7
+charset-normalizer==3.2.0
+click==8.1.6
+comm==0.1.3
+contourpy==1.1.0
+cycler==0.11.0
+debugpy==1.6.7
+decorator==5.1.1
+docutils==0.20.1
+environs==9.5.0
+executing==1.2.0
+fastapi==0.100.0
+ffmpy==0.3.1
+filelock==3.12.2
+fonttools==4.41.0
+frozenlist==1.4.0
+fsspec==2023.6.0
+fvcore==0.1.5.post20221221
+gitdb==4.0.10
+GitPython==3.1.32
+gradio==3.37.0
+gradio_client==0.2.10
+grpcio==1.53.0
+h11==0.14.0
+httpcore==0.17.3
+httpx==0.24.1
+huggingface-hub==0.16.4
+idna==3.4
+importlib-metadata==6.8.0
+iopath==0.1.10
+ipykernel==6.24.0
+ipython==8.14.0
+ipywidgets==8.0.7
+jaraco.classes==3.3.0
+jedi==0.18.2
+Jinja2==3.1.2
+jsonschema==4.18.4
+jsonschema-specifications==2023.7.1
+jupyter_client==8.3.0
+jupyter_core==5.3.1
+jupyterlab-widgets==3.0.8
+keyring==24.2.0
+kiwisolver==1.4.4
+linkify-it-py==2.0.2
+markdown-it-py==2.2.0
+MarkupSafe==2.1.3
+marshmallow==3.19.0
+matplotlib==3.7.2
+matplotlib-inline==0.1.6
+mdit-py-plugins==0.3.3
+mdurl==0.1.2
+milvus==2.2.11
+more-itertools==9.1.0
+mpmath==1.3.0
+multidict==6.0.4
+nest-asyncio==1.5.6
+networkx==3.1
+numpy==1.25.1
+opencv-python==4.8.0.74
+orjson==3.9.2
+packaging==23.1
+pandas==2.0.3
+parameterized==0.9.0
+parso==0.8.3
+pexpect==4.8.0
+pickleshare==0.7.5
+Pillow==10.0.0
+pkginfo==1.9.6
+platformdirs==3.9.1
+portalocker==2.7.0
+prompt-toolkit==3.0.39
+protobuf==4.23.4
+psutil==5.9.5
+ptyprocess==0.7.0
+pure-eval==0.2.2
+pydantic==1.10.11
+pydub==0.25.1
+Pygments==2.15.1
+pymilvus==2.2.11
+pyparsing==3.0.9
+python-dateutil==2.8.2
+python-dotenv==1.0.0
+python-multipart==0.0.6
+pytorchvideo==0.1.3
+pytz==2023.3
+PyYAML==6.0.1
+pyzmq==25.1.0
+readme-renderer==40.0
+referencing==0.30.0
+requests==2.31.0
+requests-toolbelt==1.0.0
+rfc3986==2.0.0
+rich==13.4.2
+rpds-py==0.9.2
+safetensors==0.3.1
+scipy==1.11.1
+seaborn==0.12.2
+semantic-version==2.10.0
+six==1.16.0
+smmap==5.0.0
+sniffio==1.3.0
+soupsieve==2.4.1
+stack-data==0.6.2
+starlette==0.27.0
+sympy==1.12
+tabulate==0.9.0
+tenacity==8.2.2
+termcolor==2.3.0
+timm==0.9.2
+toolz==0.12.0
+torch==2.0.1
+torchvision==0.15.2
+tornado==6.3.2
+towhee==1.1.1
+towhee.models==1.1.1
+tqdm==4.65.0
+traitlets==5.9.0
+twine==4.0.2
+typing_extensions==4.7.1
+tzdata==2023.3
+uc-micro-py==1.0.2
+ujson==5.8.0
+ultralytics==8.0.138
+urllib3==2.0.3
+uvicorn==0.23.1
+wcwidth==0.2.6
+webencodings==0.5.1
+websockets==11.0.3
+widgetsnbextension==4.0.8
+yacs==0.1.8
+yarl==1.9.2
+zipp==3.16.2
diff --git a/reverse_image_search.csv b/reverse_image_search.csv
new file mode 100644
index 0000000000000000000000000000000000000000..ee60aba1ad9ba7db4f60d38e2f4ef5e6e08dab3a
--- /dev/null
+++ b/reverse_image_search.csv
@@ -0,0 +1,120 @@
+id,path,label
+1,./train/Kim_Jong_Un/Kim_Jong_Un1.JPEG,Kim_Jong_Un
+2,./train/Kim_Jong_Un/Kim_Jong_Un10.JPEG,Kim_Jong_Un
+3,./train/Kim_Jong_Un/Kim_Jong_Un6.JPEG,Kim_Jong_Un
+4,./train/Kim_Jong_Un/Kim_Jong_Un7.JPEG,Kim_Jong_Un
+5,./train/Kim_Jong_Un/Kim_Jong_Un8.JPEG,Kim_Jong_Un
+6,./train/Kim_Jong_Un/Kim_Jong_Un4.JPEG,Kim_Jong_Un
+7,./train/Kim_Jong_Un/Kim_Jong_Un5.JPEG,Kim_Jong_Un
+8,./train/Kim_Jong_Un/Kim_Jong_Un9.JPEG,Kim_Jong_Un
+9,./train/Kim_Jong_Un/Kim_Jong_Un2.JPEG,Kim_Jong_Un
+10,./train/Kim_Jong_Un/Kim_Jong_Un3.JPEG,Kim_Jong_Un
+11,./train/Barack_Obama/barack_obama1.JPEG,Barack_Obama
+12,./train/Barack_Obama/barack_obama6.JPEG,Barack_Obama
+13,./train/Barack_Obama/barack_obama4.JPEG,Barack_Obama
+14,./train/Barack_Obama/barack obama7.JPEG,Barack_Obama
+15,./train/Barack_Obama/barack_obama8.JPEG,Barack_Obama
+16,./train/Barack_Obama/barack_obama10.JPEG,Barack_Obama
+17,./train/Barack_Obama/barack_obama9.JPEG,Barack_Obama
+18,./train/Barack_Obama/barack_obama5.JPEG,Barack_Obama
+19,./train/Barack_Obama/barack_obama2.JPEG,Barack_Obama
+20,./train/Barack_Obama/barack_obama3.JPEG,Barack_Obama
+21,./train/Emmanuel_Macron/Emmanuel_Macron7.JPEG,Emmanuel_Macron
+22,./train/Emmanuel_Macron/Emmanuel_Macron6.JPEG,Emmanuel_Macron
+23,./train/Emmanuel_Macron/Emmanuel_Macron1.JPEG,Emmanuel_Macron
+24,./train/Emmanuel_Macron/Emmanuel_Macron3.JPEG,Emmanuel_Macron
+25,./train/Emmanuel_Macron/Emmanuel_Macron2.JPEG,Emmanuel_Macron
+26,./train/Emmanuel_Macron/Emmanuel_Macron10.JPEG,Emmanuel_Macron
+27,./train/Emmanuel_Macron/Emmanuel_Macron5.JPEG,Emmanuel_Macron
+28,./train/Emmanuel_Macron/Emmanuel_Macron9.JPEG,Emmanuel_Macron
+29,./train/Emmanuel_Macron/Emmanuel_Macron8.JPEG,Emmanuel_Macron
+30,./train/Emmanuel_Macron/Emmanuel_Macron4.JPEG,Emmanuel_Macron
+31,./train/Michelle_Obama/michelle_obama1.JPEG,Michelle_Obama
+32,./train/Michelle_Obama/michelle_obama10.JPEG,Michelle_Obama
+33,./train/Michelle_Obama/michelle_obama7.JPEG,Michelle_Obama
+34,./train/Michelle_Obama/michelle_obama6.JPEG,Michelle_Obama
+35,./train/Michelle_Obama/michelle_obama5.JPEG,Michelle_Obama
+36,./train/Michelle_Obama/michelle_obama9.JPEG,Michelle_Obama
+37,./train/Michelle_Obama/michelle_obama8.JPEG,Michelle_Obama
+38,./train/Michelle_Obama/michelle_obama4.JPEG,Michelle_Obama
+39,./train/Michelle_Obama/michelle_obama3.JPEG,Michelle_Obama
+40,./train/Michelle_Obama/michelle_obama2.JPEG,Michelle_Obama
+41,./train/Kamala_Harris/Kamala_Harris4.JPEG,Kamala_Harris
+42,./train/Kamala_Harris/Kamala_Harris8.JPEG,Kamala_Harris
+43,./train/Kamala_Harris/Kamala_Harris9.JPEG,Kamala_Harris
+44,./train/Kamala_Harris/Kamala_Harris10.JPEG,Kamala_Harris
+45,./train/Kamala_Harris/Kamala_Harris5.JPEG,Kamala_Harris
+46,./train/Kamala_Harris/Kamala_Harris2.JPEG,Kamala_Harris
+47,./train/Kamala_Harris/Kamala_Harris3.JPEG,Kamala_Harris
+48,./train/Kamala_Harris/Kamala_Harris1.JPEG,Kamala_Harris
+49,./train/Kamala_Harris/Kamala_Harris6.JPEG,Kamala_Harris
+50,./train/Kamala_Harris/Kamala_Harris7.JPEG,Kamala_Harris
+51,./train/Arvind_kejriwal/Arvind_kejriwal1.JPEG,Arvind_kejriwal
+52,./train/Arvind_kejriwal/Arvind_kejriwal10.JPEG,Arvind_kejriwal
+53,./train/Arvind_kejriwal/Arvind_kejriwal7.JPEG,Arvind_kejriwal
+54,./train/Arvind_kejriwal/Arvind_kejriwal6.JPEG,Arvind_kejriwal
+55,./train/Arvind_kejriwal/Arvind_kejriwal9.JPEG,Arvind_kejriwal
+56,./train/Arvind_kejriwal/Arvind_kejriwal5.JPEG,Arvind_kejriwal
+57,./train/Arvind_kejriwal/Arvind_kejriwal4.JPEG,Arvind_kejriwal
+58,./train/Arvind_kejriwal/Arvind_kejriwal8.JPEG,Arvind_kejriwal
+59,./train/Arvind_kejriwal/Arvind_kejriwal3.JPEG,Arvind_kejriwal
+60,./train/Arvind_kejriwal/Arvind_kejriwal2.JPEG,Arvind_kejriwal
+61,./train/Joe_Biden/Biden5.JPEG,Joe_Biden
+62,./train/Joe_Biden/Biden9.JPEG,Joe_Biden
+63,./train/Joe_Biden/Biden8.JPEG,Joe_Biden
+64,./train/Joe_Biden/Biden4.JPEG,Joe_Biden
+65,./train/Joe_Biden/Biden3.JPEG,Joe_Biden
+66,./train/Joe_Biden/Biden2.JPEG,Joe_Biden
+67,./train/Joe_Biden/Biden10.JPEG,Joe_Biden
+68,./train/Joe_Biden/Biden1.JPEG,Joe_Biden
+69,./train/Joe_Biden/Biden7.JPEG,Joe_Biden
+70,./train/Joe_Biden/Biden6.JPEG,Joe_Biden
+71,./train/Ben_Carson/Ben_Carson3.JPEG,Ben_Carson
+72,./train/Ben_Carson/Ben_Carson2.JPEG,Ben_Carson
+73,./train/Ben_Carson/Ben_Carson5.JPEG,Ben_Carson
+74,./train/Ben_Carson/Ben_Carson9.JPEG,Ben_Carson
+75,./train/Ben_Carson/Ben_Carson8.JPEG,Ben_Carson
+76,./train/Ben_Carson/Ben_Carson4.JPEG,Ben_Carson
+77,./train/Ben_Carson/Ben_Carson7.JPEG,Ben_Carson
+78,./train/Ben_Carson/Ben_Carson6.JPEG,Ben_Carson
+79,./train/Ben_Carson/Ben_Carson1.JPEG,Ben_Carson
+80,./train/Ben_Carson/Ben_Carson10.JPEG,Ben_Carson
+81,./train/Narendra_Modi/narendra_modi8.JPEG,Narendra_Modi
+82,./train/Narendra_Modi/narendra_modi4.JPEG,Narendra_Modi
+83,./train/Narendra_Modi/narendra_modi5.JPEG,Narendra_Modi
+84,./train/Narendra_Modi/narendra_modi9.JPEG,Narendra_Modi
+85,./train/Narendra_Modi/narendra_modi2.JPEG,Narendra_Modi
+86,./train/Narendra_Modi/narendra_modi3.JPEG,Narendra_Modi
+87,./train/Narendra_Modi/narendra_modi1.JPEG,Narendra_Modi
+88,./train/Narendra_Modi/narendra_modi6.JPEG,Narendra_Modi
+89,./train/Narendra_Modi/narendra_modi7.JPEG,Narendra_Modi
+90,./train/Narendra_Modi/narendra_modi10.JPEG,Narendra_Modi
+91,./train/Rahul_Gandhi/Rahul_Gandhi10.JPEG,Rahul_Gandhi
+92,./train/Rahul_Gandhi/Rahul_Gandhi1.JPEG,Rahul_Gandhi
+93,./train/Rahul_Gandhi/Rahul_Gandhi6.JPEG,Rahul_Gandhi
+94,./train/Rahul_Gandhi/Rahul_Gandhi7.JPEG,Rahul_Gandhi
+95,./train/Rahul_Gandhi/Rahul_Gandhi8.JPEG,Rahul_Gandhi
+96,./train/Rahul_Gandhi/Rahul_Gandhi4.JPEG,Rahul_Gandhi
+97,./train/Rahul_Gandhi/Rahul_Gandhi5.JPEG,Rahul_Gandhi
+98,./train/Rahul_Gandhi/Rahul_Gandhi9.JPEG,Rahul_Gandhi
+99,./train/Rahul_Gandhi/Rahul_Gandhi2.JPEG,Rahul_Gandhi
+100,./train/Rahul_Gandhi/Rahul_Gandhi3.JPEG,Rahul_Gandhi
+101,./train/Hillary_Clinton/hillary_clinton2.JPEG,Hillary_Clinton
+102,./train/Hillary_Clinton/hillary_clinton3.JPEG,Hillary_Clinton
+103,./train/Hillary_Clinton/hillary_clinton8.JPEG,Hillary_Clinton
+104,./train/Hillary_Clinton/hillary_clinton10.JPEG,Hillary_Clinton
+105,./train/Hillary_Clinton/hillary_clinton5.JPEG,Hillary_Clinton
+106,./train/Hillary_Clinton/hillary_clinton9.JPEG,Hillary_Clinton
+107,./train/Hillary_Clinton/hillary_clinton6.JPEG,Hillary_Clinton
+108,./train/Hillary_Clinton/hillary_clinton7.JPEG,Hillary_Clinton
+109,./train/Hillary_Clinton/hillary_clinton1.JPEG,Hillary_Clinton
+110,./train/Bernie_Sanders/Bernie_Sanders1.JPEG,Bernie_Sanders
+111,./train/Bernie_Sanders/Bernie_Sanders7.JPEG,Bernie_Sanders
+112,./train/Bernie_Sanders/Bernie_Sanders6.JPEG,Bernie_Sanders
+113,./train/Bernie_Sanders/Bernie_Sanders9.JPEG,Bernie_Sanders
+114,./train/Bernie_Sanders/Bernie_Sanders5.JPEG,Bernie_Sanders
+115,./train/Bernie_Sanders/Bernie_Sanders4.JPEG,Bernie_Sanders
+116,./train/Bernie_Sanders/Bernie_Sanders8.JPEG,Bernie_Sanders
+117,./train/Bernie_Sanders/Bernie_Sanders3.JPEG,Bernie_Sanders
+118,./train/Bernie_Sanders/Bernie_Sanders10.JPEG,Bernie_Sanders
+119,./train/Bernie_Sanders/Bernie_Sanders2.JPEG,Bernie_Sanders
diff --git a/test/.DS_Store b/test/.DS_Store
new file mode 100644
index 0000000000000000000000000000000000000000..e9734bbbc83032676cbe45dbb2c2248a0051536e
Binary files /dev/null and b/test/.DS_Store differ
diff --git a/test/Arvind_kejriwal/.DS_Store b/test/Arvind_kejriwal/.DS_Store
new file mode 100644
index 0000000000000000000000000000000000000000..5008ddfcf53c02e82d7eee2e57c38e5672ef89f6
Binary files /dev/null and b/test/Arvind_kejriwal/.DS_Store differ
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new file mode 100644
index 0000000000000000000000000000000000000000..b1b70515760e177c2c9a6422cf483dc3e385afa5
Binary files /dev/null and b/test/Arvind_kejriwal/Arvind_kejriwal11.JPEG differ
diff --git a/test/Barack_Obama/.DS_Store b/test/Barack_Obama/.DS_Store
new file mode 100644
index 0000000000000000000000000000000000000000..5008ddfcf53c02e82d7eee2e57c38e5672ef89f6
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new file mode 100644
index 0000000000000000000000000000000000000000..1406554984b30ef765a21195738dd5fd0091c2f2
Binary files /dev/null and b/test/Barack_Obama/barack_obama11.JPEG differ
diff --git a/test/Ben_Carson/.DS_Store b/test/Ben_Carson/.DS_Store
new file mode 100644
index 0000000000000000000000000000000000000000..5008ddfcf53c02e82d7eee2e57c38e5672ef89f6
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new file mode 100644
index 0000000000000000000000000000000000000000..5d3c72a3348fa60fb9d46c0dcc6f64a047a902cd
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diff --git a/test/Bernie_Sanders/.DS_Store b/test/Bernie_Sanders/.DS_Store
new file mode 100644
index 0000000000000000000000000000000000000000..5008ddfcf53c02e82d7eee2e57c38e5672ef89f6
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new file mode 100644
index 0000000000000000000000000000000000000000..d5a60ced9af403599b86c760f343ecfaab28571a
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diff --git a/test/Emmanuel_Macron/.DS_Store b/test/Emmanuel_Macron/.DS_Store
new file mode 100644
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diff --git a/test/Hillary_Clinton/.DS_Store b/test/Hillary_Clinton/.DS_Store
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