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Source channel @githubtrending · Post #15494 · Feb 14

#cplusplus#ann_search#embedded_database#rag#vector_search#vectordb Zvec is a lightweight, open-source vector database built on Alibaba's Proxima engine that searches billions of vectors in milliseconds. You can install it instantly with a single command and start using it within seconds—no servers or complex configuration needed. It supports both dense and sparse vector embeddings, hybrid search combining semantic similarity with filters, and runs anywhere your code runs, from notebooks to edge devices. The key benefit is that you get production-grade, low-latency similarity search with minimal setup, making it ideal for AI applications like semantic search, recommendation systems, and retrieval-augmented generation without the overhead of traditional database infrastructure. https://github.com/alibaba/zvec

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@English_Speakers · Post #3541 · 08/10/2018, 03:32 AM

Important Five: Common Errors in the use of Prepositions 1) For #Days#, we use 'On', For Dates, we use 'On', For months we use, 'In', For seasons we use 'In', For a particular time, we use 'At'. For morning and evening, we use 'In'. For night, we use# 'At'.# #At:# at 7 o'clock; at midday; at dinner; at Christmas #In:# in the evening; in Easter week; in September; in (the) winter; in 1864; in the 20th century #On:# on Friday; on April 1st; on Christmas Day #Incorrect:# My brother completed the project in a month’s time. #Correct:# My brother completed the project in a month. #Incorrect:# We love to visit the nearest market on Sunday. #Correct:# We love to visit the nearest market on #Sundays.# 2)The verbs lack, approach and enter are directly followed by objects without prepositions. Other verbs that do not normally take prepositions are: discuss, marry and resemble. #Incorrect:# Although my sister is intelligent, she lacks of confidence. #Correct:# Although my sister is intelligent, she# lacks confidence.# #Incorrect:# The train is now approaching to my city. #Correct:# The train is now #approaching my city.# #Incorrect:# The boys were not allowed to enter into the house. #Correct:# The boys were not allowed to #enter the house.# 3) The prepositions #in# and #on# are used to show position. To say where things are going, we use #into# and #onto.# #Incorrect: #The ball rolled slowly in the goal. #Correct:# The ball rolled slowly# into# the goal. #Incorrect:# She ran in the room crying. #Correct:# She ran #into# the room crying. 4) We use #in# to say how soon something will happen. #Within# means ‘inside’ or ‘not beyond’. #Incorrect:# The train will arrive #within# six minutes. #Correct:# The train will arrive# in# six minutes. #Incorrect#: You need to complete this book in a month. #Correct:# You need to complete this book within a month. #Incorrect:# If you don’t live by your income, you will have to pay huge debts. #Correct:# If you don’t live# within# your income, you will have to pay huge debts. 5) #Through# is used for movement in a three-dimensional space. #Incorrect:# The ball went #to# the window and fell on the ground. #Correct#: The ball went #through# the window and fell on the ground.