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2022-08-19MLIA-550 Enable TOSA checker in the CLIDmitrii Agibov
Change-Id: I9dfa9f17a93ac24be0aa9ad68e4a72b79aecfb9d
2022-08-19MLIA-549 Integrate TOSA checker into MLIADmitrii Agibov
- Add new module for TOSA - Add advisor workflow components - Use TOSA checker for getting operators compatibility information Change-Id: I769e5e2a84e15779658f0895b4a347384def63bf
2022-08-19MLIA-549 Refactor API module to support several target profilesDmitrii Agibov
- Move target specific details out of API module - Move common logic for workflow event handler into a separate class Change-Id: Ic4a22657b722af1c1fead1d478f606ac57325788
2022-08-03MLIA-389 Enable bandit check in pre-commitDiego Russo
Add bandit to pre-commit and fix some bandit errors. We use the default security level (low) with few exceptions: * B101 assert_use: apart of tests, we use assert in our codebase hence we globally ignore error B101. * B404/B603: these are errors related to subprocesse and they are being ignored locally when used. * B604 Test for any function with shell equals true: we have disabled this locally because of its safe use in the tests. Change-Id: If654e5e92285f7c86ac210a6f1373dbab6be17c9
2022-07-26MLIA-551 Rework remains of AIET architectureBenjamin Klimczak
Re-factoring the code base to further merge the old AIET code into MLIA. - Remove last traces of the backend type 'tool' - Controlled systems removed, including SSH protocol, controller, RunningCommand, locks etc. - Build command / build dir and deploy functionality removed from Applications and Systems - Moving working_dir() - Replace module 'output_parser' with new module 'output_consumer' and merge Base64 parsing into it - Change the output consumption to optionally remove (i.e. actually consume) lines - Use Base64 parsing in GenericInferenceOutputParser, replacing the regex-based parsing and remove the now unused regex parsing - Remove AIET reporting - Pre-install applications by moving them to src/mlia/resources/backends - Rename aiet-config.json to backend-config.json - Move tests from tests/mlia/ to tests/ - Adapt unit tests to code changes - Dependencies removed: paramiko, filelock, psutil - Fix bug in corstone.py: The wrong resource directory was used which broke the functionality to download backends. - Use f-string formatting. - Use logging instead of print. Change-Id: I768bc3bb6b2eda57d219ad01be4a8e0a74167d76
2022-07-22MLIA-569 Update TensorFlow to version 2.8Raul Farkas
- Update TensorFlow to version 2.8 (now supported by Vela 3.4) - Adapt existing codebase to preserve intermediary tensors in the interpreter in order to avoid errors when trying to print all of them in the future. - Ignore types for numpy methods that do not have typing annotations in their definitions. This is needed because otherwise mypy would consider the calling function to also be untyped. Change-Id: I943ac196fd4e378f5238949b15c23a2d628c8b5e
2022-07-22MLIA-507 Upgrade Vela versionRaul Farkas
Upgrade Vela version from 3.3.0 to 3.4.0. - Adapt code to use new typing notation by replacing `numpy.array` with `numpy.ndarray` where necessary. Change-Id: I035e9564d448652aa09a52d79c71ef09663ea776
2022-07-08MLIA-546 Merge AIET into MLIABenjamin Klimczak
Merge the deprecated AIET interface for backend execution into MLIA: - Execute backends directly (without subprocess and the aiet CLI) - Fix issues with the unit tests - Remove src/aiet and tests/aiet - Re-factor code to replace 'aiet' with 'backend' - Adapt and improve unit tests after re-factoring - Remove dependencies that are not needed anymore (click and cloup) Change-Id: I450734c6a3f705ba9afde41862b29e797e511f7c
2022-07-04MLIA-316 Specify cache arena size in the Vela memory profilesRuomei Yan
When running the e2e test of Wav2Letter, the tensor allocation failed. To resolve this, we changed the arena cache size to 2096768. This is due to the requirement in Vela. We need to make it aware of the memory limitation on the target we are deploying for. Change-Id: I192790033954058fa5db249452d998764df52663
2022-06-27MLIA-522 No 'perf' in mode 'all' for TFLite filesBenjamin Klimczak
Fix the issue that no performance information is shown for TFLite files when the mode 'all_tests' is used. Change-Id: I8b4df4ab84ba9783b582ad449a34bf6177037e14
2022-06-23MLIA-545 Make quantization non-strictBenjamin Klimczak
Use TFLITE_BUILTINS instead of TFLITE_BUILTINS_INT8 to make the quantization non-strict. Note: De facto this does not change the behavior of MLIA because the TFLITE_BUILTINS_INT8 is not correctly applied with the new quantizer. See: https://github.com/tensorflow/tensorflow/issues/56535 Change-Id: Ia0782ba22c5e9223fa10fec71c16aee60b79bb57
2022-05-30Add MLIA codebase0.3.0-rc.1Diego Russo
Add MLIA codebase including sources and tests. Change-Id: Id41707559bd721edd114793618d12ccd188d8dbd