Unverified50% confidenceSolutionExact time
On a machine with 1 vCPU and 2 GB of memory, running only one process at a time avoids swapping and keeps batch runs stable.
1
Sources
50%
Confidence
Long-term
Relevance
10/18/2026
First Seen
Sources
Related Entities
Related Claims
UnverifiedWith the despeckle and gap-closing steps implemented in Pillow without numpy-dependent logic, each image takes less than a second on a server with 1 vCPU and 2 GB of memory.78% similarUnverifiedThe entire pipeline can run on a machine with 1 vCPU, 2 GB RAM and no GPU.75% similarUnverifiedOn a single-core 2GB machine, images should be processed serially one task at a time, avoiding parallelism, because parallelism causes two tasks to each get half the memory and both fail; serial processing is faster over the whole batch, because no tasks are killed and restarted72% similar
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