metal : allow ops to run concurrently #15929
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hi @ggerganov , thanks for the nice work this pr can not merge into master branch any more Applied patch to 'ggml/src/ggml-metal/CMakeLists.txt' cleanly.
Performing three-way merge...
error: ggml/src/ggml-metal/ggml-metal-common.cpp: does not exist in index
error: cannot read the current contents of 'ggml/src/ggml-metal/ggml-metal-common.cpp'
error: ggml/src/ggml-metal/ggml-metal-common.cpp: patch does not apply
Performing three-way merge...
error: ggml/src/ggml-metal/ggml-metal-common.h: does not exist in index
error: cannot read the current contents of 'ggml/src/ggml-metal/ggml-metal-common.h'
error: ggml/src/ggml-metal/ggml-metal-common.h: patch does not apply
Applied patch to 'ggml/src/ggml-metal/ggml-metal.m' cleanly. |
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@calvin2021y The branch is now rebased on latest |
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I get 1% tps speedup with this patch. will try more models and update late. |
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While queueing the graph nodes, keep track of the memory intervals/ranges from which we read data and to which we write data. Using this information, for the new node we can determine if it can safely run concurrently with all the concurrent ops prior to it:
This feature can be disabled with
GGML_METAL_CONCURRENCY_DISABLE=1env.Improvements depends on the order of the nodes in the graph. Some models do not currently allow to benefit much from this logic, but utilizing a graph optimization approach similar to #15850 should improve things.Introduced logic for optimizing the graph to improve concurrency in a similar way as in #15850. The benefits are large for TG and decent for PP.TODO:
Example
For example, before this patch, the graph of one layer of
gpt-oss-20bis executed like this :(concurrent)means that the node runs in parallel with the previous oneAfter this patch, the nodes are reordered and executed like this:
Perf