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AI & LLM integration patterns

Call LLM APIs, structure prompts, parse responses, and ship AI features safely.

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AI & LLM integration patterns easy

How to Batch Embed a List of Strings in Python

Batch embed a list of strings into deterministic pseudo-random vectors using a mock encoder class.

embedding batch-processing mock-encoder
Python 
class MockEncoder:
    def __init__(self, dim=8, seed=42):
        self.dim = dim
        self.seed = seed

    def embed(self, text):
        # Deterministic pseudo-random embedding based on text content
        hash_val = hash(text)
        import random
        rng = random.Random(hash_val + self.seed)
        retu…
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