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				@ -21,7 +21,7 @@ from towhee import pipe, ops, DataCollection | 
			
		
		
	
		
			
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				p = pipe.input('collection_name', 'text')  \ | 
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				p = pipe.input('collection_name', 'text')  \ | 
			
		
		
	
		
			
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				    .map('text', 'vec', ops.sentence_embedding.transformers(model_name='all-MiniLM-L12-v2'))  \ | 
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				    .map('text', 'vec', ops.sentence_embedding.transformers(model_name='all-MiniLM-L12-v2'))  \ | 
			
		
		
	
		
			
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				    .flat_map(('collection_name', 'vec'), 'rows', ops.ann_search.milvus_client(host='127.0.0.1', port='19530', **{'output_fields': ['text']}))  \ | 
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				    .map(('collection_name', 'vec'), 'rows', ops.ann_search.osschat_milvus(host='127.0.0.1', port='19530', **{'output_fields': ['text']}))  \ | 
			
		
		
	
		
			
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				    .map('rows', ('id', 'score', 'text'), lambda x: (x[0], x[1], x[2]))  \ | 
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				    .map('rows', ('id', 'score', 'text'), lambda x: (x[0], x[1], x[2]))  \ | 
			
		
		
	
		
			
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				    .output('id', 'score', 'text') | 
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				    .output('id', 'score', 'text') | 
			
		
		
	
		
			
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				@ -39,7 +39,7 @@ from towhee import pipe, ops, DataCollection | 
			
		
		
	
		
			
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				p = pipe.input('collection_name', 'text')  \ | 
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				p = pipe.input('collection_name', 'text')  \ | 
			
		
		
	
		
			
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				    .map('text', 'vec', ops.sentence_embedding.transformers(model_name='all-MiniLM-L12-v2'))  \ | 
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				    .map('text', 'vec', ops.sentence_embedding.transformers(model_name='all-MiniLM-L12-v2'))  \ | 
			
		
		
	
		
			
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				    .map(('collection_name', 'vec'), 'rows', ops.ann_search.milvus_client(host='127.0.0.1', port='19530', **{'output_fields': ['text']}))  \ | 
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				    .map(('collection_name', 'vec'), 'rows', ops.ann_search.osschat_milvus(host='127.0.0.1', port='19530', **{'output_fields': ['text']}))  \ | 
			
		
		
	
		
			
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				    .output('rows') | 
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				    .output('rows') | 
			
		
		
	
		
			
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				DataCollection(p('test_collection', 'cat')).show() | 
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				DataCollection(p('test_collection', 'cat')).show() | 
			
		
		
	
	
		
			
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