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Multi-GPU #2114
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Multi-GPU #2114
Commits on Jun 30, 2015
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Changed the way threads are started and stopped
- Interrupt the thread before waiting on join - Provide a method for looping threads to exit on demand - CHECK if start and stop succeed instead of returning an error
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Added DataReader for parallel training with one DB session
- Makes sure each solver accesses a different subset of the data - Sequential reading of DB for performance - Prefetches a configurable amount of data to host memory - Distributes data to solvers in round-robin way for determinism
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- Split batches between GPUs, and tree-reduce the gradients - Detects machine topology (twin-GPU boards, P2P connectivity) - Inserts a callbak in the solver for minimal code change - Added gpus flags to caffe.cpp, e.g. '-gpus 0,1' or '-gpus all' - Deterministic architecture for reproducible runs
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Remove batch size division by number of devices
Follow expectation of `iter_size` in compounding the effective batch size by the number of devices.
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Commits on Jul 27, 2015
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