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Data contracts. Building universal data access proxy api
Data contracts usually requires us to build around them a universal data access proxy API for users to consume. API utilizing proper data contracts, negotiated with different teams, acts as a unified gateway providing the necesities. Allows access to data sources like databases, REST APIs, GraphQL endpoints or other file systems. One api to rule them all Steps to build data contracts for proxy api You could try and adopt a similar flow for creating such access points, even make a template in JIRa so You will know where to get proper data and how to acquire it… or maybe expose the library and just aprove properly looking merge requests……
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When to use Value Objects in database
Question when to use value objects in database is usually discussed during storing a new set of data. Usage of value objects should be considered while modeling abstractions that are constant / immutable and do not require unique identity. Examples can be: geospatial data, estate addresses or any categories that belong to an entity. VO also encapsulates validation logic and business rules. Helps to avoid raw strings or magic numbers. When to use it and its benefits How to map a value object in db Scenario Mapping Benefit Embed Columns in parent table (Street, City in Address) Fast reads, no joins Complex nesting JSONB/PostgreSQL or owned entities Flexible schema, validation…
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Popular LLMs training data, what do they use ?
Popular LLMs training data seems to be universal and generic. This is why such models are so popular, they more or less know an answer to everything. But how do they come about to those answers ? What is the source of that ? Where do they get the data from ? Let`s search the web the old fashioned way and find out. Popular LLMs training data types The training data for these models come from all around the world. We humans are the ones that provide it. It is our work that is pushed into a model. LLMs training data reflects carefully curated huge datasets designed to provide high…
