Tesla Model Y is the world's best-selling electric vehicle in 2023
Tesla Model Y is the world's best-selling electric vehicle in 2023
The Model Y's impressive sales figures demonstrate its popularity and the growing demand for electric vehicles. Tesla's ability to continuously innovate and expand its production capabilities has contributed to its dominance in the electric vehicle market.
Understanding the Model Y's success provides insights into consumer trends and the potential for future electric vehicle market growth.
most transformer operations are memory-bound, not compute-bound
Most transformer operations are memory-bound due to large model sizes requiring extensive data transfer
KV-cache reduces redundant computation in autoregressive generation
KV-cache stores previously computed outputs to avoid redundant calculations in autoregressive models
MoE models have more parameters but similar compute cost
MoE models distribute parameters across k experts, reducing active experts' compute cost
kernel fusion reduces memory bandwidth bottleneck
Kernel fusion reduces memory bandwidth bottleneck by combining multiple operations into a single kernel, minimizing data transfers
non-convex loss landscapes are hard: many local minima and saddle points
Non-convex loss landscapes are hard due to many local minima and saddle points
Eigenvalues and eigenvectors
Eigenvectors are unchanged in direction by a linear transformation
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