Sequence Parallelism uye Ring Attention Quiz

Mhinduro uye tsananguro zvinoonekwa paunenge uchitora bvunzo.

1. Ndeapi dimension iyo kutevedzana kufanana kunopatsanura iyo data?
   • Iyo yakavanzika / chimiro chimiro
   • Chiratidzo (sequence) dimension
   • Iyo batch dimension chete
   • Nhamba yezvikamu
2. Chii chinonzi Ring Attention inopfuura pakati peGPUs dzakarongwa mumhete?
   • Uremu hwemhando yakazara
   • Optimizer inoti
   • Final logits
   • Makiyi / kukosha mabhuroko
3. How can Ring Attention combine partial attention blocks without approximating the full attention pattern?
   • Online softmax with a running maximum and normalizer
   • Randomly dropping unseen key blocks
   • Truncating every distant key
   • Replacing all attention scores with zeros
4. Nei Ring Attention isingade chero GPU imwe chete kuchengetedza iyo yakazara K/V?
   • Inorasa makiyi mazhinji
   • Inoshandisa modhi diki
   • K/V inofambiswa mumabhuroko uye zvikamu zvishoma chete ndizvo zvinounganidzwa
   • Attention inofungidzirwa, kwete chaiyo
5. When can Ring Attention reduce the exposed time spent transferring K/V blocks?
   • Whenever the model has any number of parameters
   • Only when every device stores the full sequence
   • By eliminating all transfers between devices
   • When useful block computation overlaps those transfers
6. Ndeipi dambudziko rinounzwa necausal masking yeRing Attention load balancing?
   • Inoita kuti modhi isasiyane
   • Gare gare ma tokeni anoenda kune mamwe makiyi, zvichikonzera kusaenzana kwekushanda paGPU
   • Inobvisa kudiwa kwemhete
   • Inowedzera kaviri parameter count
7. A new Ring Attention block has larger attention scores than previous blocks. Why rescale the earlier softmax sums?
   • To discard the earlier keys permanently
   • To replace all token embeddings
   • To keep accumulated terms consistent with the updated running maximum
   • Kuderedza saizi yemazwi
8. Under causal masking with contiguous sequence shards, which tokens can require more attention work?
   • Later tokens that can attend to more preceding positions
   • All tokens require exactly one key
   • Only padding tokens at the start
   • Earlier tokens because they can see the future