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Python function

rejection_sampler_with_residuals

rejection_sampler_with_residuals()

max.pipelines.sampling.rejection_sampler_with_residuals(device, *, debug=False)

source

Builds a rejection sampler with residual sampling for speculative decoding.

Computes acceptance ratios for draft tokens, finds first rejection, samples from residual distribution (target - draft), and generates bonus tokens.

The sampling RNG seed is bound as a graph input — callers refresh it per execution so RNG varies across calls.

Parameters:

Return type:

Graph