Can a race condition occur in asynchronous Python code?
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How many documents were retrieved during the search? Was there a reranking?
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186
How did the semantic cache work in Redis?
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164
How was the quality of the RAG system evaluated?
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How did you monitor the service's operation? What did you look at in Grafana?
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What else can be optimized in the predict method? (creating a DataFrame each time)
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142
Why is it better to use POST instead of GET for this endpoint?
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Write a web service in FastAPI that accepts a POST request with data (income, age, loan amount) and returns an ML model prediction (loan approval).
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How to optimize a service so that a synchronous CPU task (model prediction) does not block the FastAPI event loop?
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Tell about the entire pipeline of the RAG system: what documents were used, how they were loaded and processed?
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What is Singleton and how to use it for model loading? What are the disadvantages of Singleton?
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How long does the entire RAG pipeline from request to response usually take?
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How were documents uploaded to the vector database? How was chunking performed?
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If a local ML model (for example, a reranker) is used in an asynchronous service and is called synchronously, what problem arises and how can it be solved?
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How were embeddings obtained? Through which model and how was it run?
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How does multithreading work in Python considering GIL? What are the differences between threads and processes?
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