Equation 2 · Part 3 · Ten Failure Modes That Define Small and On-Device AI Deployments
≤
≤
What this part means
Less than or equal to.
Its job in the formula
Less than or equal to.
Full expression→≤→Article meaning
The passage around this formula
is the condition that actually governs whether an allocation succeeds, and it can fail even when holds comfortably — the requested size fits inside total free memory but not inside any one free block. This is precisely the problem the smartphone inference system PowerInfer-2 was built to manage: it introduces a segmented neuron cache with a least-recently-used eviction policy specifically to keep the working set of “hot” and “cold” neuron clusters from fragmenting a mobile device’s limited DRAM, allowing models “whose sizes exceed the device’s memory capacity” to run without the allocator failures that naive loading produces, while cutting…
Learn the underlying idea
An inequality compares values without claiming they are equal. It describes a range, threshold, or bound that a quantity may satisfy.
Open the illustrated inequalities: bounds and allowed ranges guide →
Sources cited in the surrounding passage
These citations provide research context; check each source for the exact claim it supports.