A crucial discovery from this phase revealed that model performance followed a power law relationship with parameter count, leading to the strategic decision to fully train only the two parameter variants that balanced computational efficiency with predictive capability.
The fundamental difficulty lies in extracting peak performance, which demands simultaneous consideration of computational density, memory access patterns, register allocation, partitioning strategies, thread synchronization, and specialized instruction selection—a sophisticated skill set requiring extensive development. A single optimized matrix multiplication kernel might encompass hundreds of lines of specialized code with numerous interdependent variables. Such expertise is rare, and manual refinement becomes increasingly impractical as model architectures advance.
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Susanna Rustin specializes in societal issues journalism and wrote "Sexed: A History of British Feminism"