TPC NN Clusterization: CCDB support + cosmetic changes#14069
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ChSonnabend wants to merge 13 commits intoAliceO2Group:devfrom
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TPC NN Clusterization: CCDB support + cosmetic changes#14069ChSonnabend wants to merge 13 commits intoAliceO2Group:devfrom
ChSonnabend wants to merge 13 commits intoAliceO2Group:devfrom
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Please consider the following formatting changes to AliceO2Group#14069
…ce and one initialization
ChSonnabend
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Please consider the following formatting changes to AliceO2Group#14069
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ChSonnabend
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… will merge AliceO2Group#14069 to have the changes in GPUChainTrackingClusterizer.
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* Initial set of bug.fixes and cosmetic changes * Please consider the following formatting changes * Adjusting eval sizes. Makes code neater and avoids some calculations * Adding separate functions. Now the host process only needs one instance and one initialization * First version of CCDB implementation * Working CCDB API calls (tested with test-ccdb) * Improve fetching, but have to pass settings by value, not const ref * Using const ref and moving CCDB calls to host initialization * Simplifications and renaming * Please consider the following formatting changes * First version of GPU stream implementation. Still needs testing. * Fixes * Please consider the following formatting changes * Adding the lane variable. This PR will in any case conflict with #14069 * Compiles on EPNs. Need to add shadow processors next. But for this, I will merge #14069 to have the changes in GPUChainTrackingClusterizer. * Adding shadow instance. Not sure if this correctly allocates GPU memory using AllocateRegisteredMemory * This runs, but will eventually fill up the VRAM. Need to include a mem clean * Found the stream allocation issue. Now starting optimizations * Improve readability and adapt for some comments * Fixing memory assignment issue. Reconstruction runs through with FP32 networks * Major reworkings to add FP16 support * Bug-fixes * Improved data filling speeds by factor 3 * Limiting threads for ONNX evaluation * Bug-fix for correct thread assignment and input data filling * Minor changes * Adding I** inference, potentally needed for CNN + FC inference * CCDB fetching of NNs ported to GPUWorkflowSpec * Adjusting CPU threads and ORT copmile definitions * About 10x speed-up due to explicit io binding * Changes for synchronization and consistency. No performance loss. * Please consider the following formatting changes * Fixing warnings (errors due to size_t) * Fixing linker issues * Adding volatile memory allocation and MockedOrtAllocator. Removing print statements and time measurements * Please consider the following formatting changes * Circumvent "unused result" warning and build failure * Adjust for comments * Please consider the following formatting changes * Fixing build flags --------- Co-authored-by: ALICE Action Bot <alibuild@cern.ch>
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