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doc: edit AI Kit names and visibility in top-level README #74
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@jitendra42 Here's the PR to tweak AI Kit name and visibility... |
ashahba
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Thanks @dbkinder for this PR.
Looks pretty good with a couple minor comments.
README.md
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| |[Download AI Kit](https://software.intel.com/content/www/us/en/develop/tools/oneapi/ai-analytics-toolkit/) |[AI Kit Get Started Guide](https://software.intel.com/content/www/us/en/develop/documentation/get-started-with-ai-linux/top.html) | | ||
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| - To get started you can refer to [ResNet50 FP32 Inference code sample.](https://github.com/intel/AiKit-code-samples/tree/master/Intel_Model_Zoo_with_Tensorflow) |
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This link is broken. Looks like the new repo is here: https://github.com/oneapi-src/oneAPI-samples but the desired sample is not there 🤔
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So... I didn't change anything there. Since the desired sample is gone, I just delete that bullet...
Signed-off-by: David B. Kinder <david.b.kinder@intel.com>
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@ashahba Suggested edits made... thanks. |
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@ashahba Can this PR get merged (it removes the broken link you caught, to the sample that's not there anymore...) |
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@ashahba Still waiting for this to get merged... can you approve... |
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LGTM
* Updated the model to more optimization in the model * updated the README.md file for minor changes * Updated fp32 model with optimization of nopadding in the encoder and K V cache, beam_search * Updated the transformer_mlperf inference int8 model with same optimization as we did for the fp32 and bf16 models * Removed commented code in the transformer_mlperf bf16 inference model
* Merge branch 'jitendra/training-bertlarge-bf16' into 'develop' Add Bert Large bfloat16 training See merge request intelai/models!412 * Regenerate Dockerfiles * SSD-ResNet34 FP32 Training - update num inter/intra threads calculation and README notes * Merge branch 'dina/ssdresnet34-fp32-training' into 'develop' SSD-ResNet34 FP32 Training - update num inter/intra threads calculation and README notes See merge request intelai/models!418 * Add the spec and quickstart files for SSD-ResNet34 FP32 Training * Merge branch 'dina/ssdresnet34-fp32-training-container' into 'develop' Add the spec and quickstart files for SSD-ResNet34 FP32 Training See merge request intelai/models!422 * Fix for notebook dockerfile * Regenerate Dockerfiles * Fix URL for 'scikit-learn' container * Add 'third_party' to docker and Model packages * Merge branch 'ashahba/thrird-party' into 'develop' Add 'third_party' to docker and Model packages See merge request intelai/models!423 * Cherry-pick from develop and resolve conflicts * Cherry-pick from develop and resolve conflicts * Cherry-pick from develop and resolve conflicts * Merge branch 'ashahba/imz-2.1.0' into 'develop' Update GCS links for IMZ v2.1.0 See merge request intelai/models!426 * Add Transformer lt mlperf FP32 training container * Merge branch 'wafaa/add_transformer_lt_mlperf_fp32_training_pkg_container' into 'develop' Add Transformer lt mlperf FP32 training container See merge request intelai/models!424 * More updates for IMZ v2.1.0 * Merge branch 'ashahba/imz-2.1.0' into 'develop' More updates for IMZ v2.1.0 See merge request intelai/models!427 * Regenerate Dockerfiles * Minor cleanup * Fix path to advanced options * Fix ssd-resnet34 Docker image name * Merge branch 'ashahba/ssd-resnet34-img' into 'develop' Fix ssd-resnet34 Docker image name See merge request intelai/models!430 * Use only HTTPS cloning * Merge branch 'ashahba/https-clone' into 'develop' Use only HTTPS cloning See merge request intelai/models!432 * Add k8s package for 'resnet50v1-5-fp32-training' * snapshot Signed-off-by: Kam D Kasravi <kam.d.kasravi@intel.com> * Merge branch 'kdkasrav/model-builder-completion-performance' into 'develop' model builder refactoring See merge request intelai/models!431 * Add 'MINICONDA_VERSION' and update XGBoost * Merge branch 'ashahba/miniconda-version' into 'develop' Add 'MINICONDA_VERSION' and update XGBoost See merge request intelai/models!442 * Add new and misc TPPs for ML and PyTorch * Merge branch 'ashahba/tpps' into 'develop' Add new and misc TPPs for ML and PyTorch See merge request intelai/models!445 * parameterize IMAGE_VERSION so registry images can be changed easily, remove debug output to /tmp/out in model-builder Signed-off-by: Kam D Kasravi <kam.d.kasravi@intel.com> * Merge branch 'kdkasrav/misc-fixes' into 'develop' parameterize IMAGE_VERSION so registry images can be changed easily, remove... See merge request intelai/models!446 * Fixed incorrect underscore to dash * Merge branch 'melanie/transformer_training_readme_fix' into 'develop' Fixed incorrect underscore to dash See merge request intelai/models!449 * Adds unzip to jupyter performance dockerfile * Merge branch 'melanie/add_unzip_jupyter_dockerfile' into 'develop' Adds unzip to jupyter performance dockerfile See merge request intelai/models!451 * Add another scikit-learn container * Merge branch 'ashahba/databricks' into 'develop' Add another scikit-learn container See merge request intelai/models!443 * Upgrade to versions required by SNYK * Merge branch 'ashahba/snyk' into 'develop' Upgrade to versions required by SNYK See merge request intelai/models!453 * Update URLs to public ones * Fix potential security vulnerabilities identified by 'Dependabot alerts' * Merge branch 'ashahba/prepare-for-release' into 'develop' Update URLs to public ones See merge request intelai/models!456 * Merge branch 'ashahba/dependabot-alerts' into 'develop' Fix potential security vulnerabilities identified by 'Dependabot alerts' See merge request intelai/models!457 * Rename TPP file for ML containers * Merge branch 'ashahba/ml-tpps' into 'develop' Rename TPP file for ML containers See merge request intelai/models!458 * fixing issues for perf analysis notebooks * Merge branch 'analyze_two_mkl_jsons' into 'develop' fixing issues for perf analysis notebooks See merge request intelai/models!439 * Merge branch 'analyze_two_mkl_jsons' into 'develop' fixing issues for perf analysis notebooks See merge request intelai/models!439 * Update public PyTorch URL * Merge branch 'ashahba/pytorch-link' into 'develop' Update public PyTorch URL See merge request intelai/models!460 * Update README.md (#69) fix the broken link : https://github.com/IntelAI/models/blob/master/benchmarks/object_detection/tensorflow/faster_rcnn/datasets/coco/README.md * Fix for Jupyter CPU info reporting * Fixed platform util to regex the last column of lscpu to look for empty string on a non-NUMA machine otherwise, platform util will just crashes. * Fix style checks and wide and deep units * Merge branch 'ashahba/fix-style-unit' into 'develop' Fix style checks and wide and deep units See merge request intelai/models!463 * Merge branch 'dtran/fix_numa' into 'develop' Fixed platform util to regex the last column of lscpu to look for empty string... See merge request intelai/models!462 * 'make all' needs to run both 'lint' and 'style' tests * Merge branch 'ashahba/fix-make-all' into 'develop' 'make all' needs to run both 'lint' and 'style' tests See merge request intelai/models!464 * Fixed regex to handle empty string for lscpu on non-NUMA machine. Added test to handle this case also * Merge branch 'dtran/fix_numa' into 'develop' Fixed regex to handle empty string for lscpu on non-NUMA machine. Added test... See merge request intelai/models!466 * Updated location of all_reduce util * Merge branch 'shwetaoj/change_all_reduce_path' into 'develop' Updated location of all_reduce util See merge request intelai/models!468 * Add Transformer language BFloat16 training package and container * Merge branch 'jitendra/tlt-bf16-training-package' into 'develop' Add Transformer language BFloat16 training package and container See merge request intelai/models!467 * Add DenseNet 169 FP32 inference package and container * Merge branch 'wafaa/add_densenet169_fp32_inf_pkg_container' into 'develop' Add DenseNet 169 FP32 inference package and container See merge request intelai/models!470 * Add oneContainer portal links to benchmarks/README.md * Merge branch 'dina/readme_portal_links' into 'develop' Add oneContainer portal links to benchmarks/README.md See merge request intelai/models!473 * fix for _all_models Signed-off-by: Kam D Kasravi <kam.d.kasravi@intel.com> * Merge branch 'dina/model-builder-frameworks' into 'develop' model-builder update to specify --framework See merge request intelai/models!472 * fix for only tags matching error Signed-off-by: Kam D Kasravi <kam.d.kasravi@intel.com> * Merge branch 'ashahba/bert-large-bfloat16' into 'develop' Add missing mpi and horovod packages for Bert Large BFloat16 See merge request intelai/models!476 * add k8s framework Signed-off-by: Kam D Kasravi <kam.d.kasravi@intel.com> * Merge branch 'kdkasrav/model-builder-k8s-framework' into 'develop' add k8s framework See merge request intelai/models!475 * Fix for DLRM package paths in the spec * Merge branch 'sharvils/dlrm_spec_fix' into 'develop' Fix for DLRM package paths in the spec See merge request intelai/models!461 * Minimal 'intel' environment snapshot * Merge branch 'ashahba/scikit-learn-tf' into 'develop' Minimal 'intel' environment snapshot See merge request intelai/models!479 * update OUTPUT_DIR, imagePullPolicy Signed-off-by: Kam D Kasravi <kam.d.kasravi@intel.com> * Merge branch 'kdkasrav/resnet50v1-5-fp32-training-k8s' into 'develop' resnet50v1-5-fp32-training-k8s package See merge request intelai/models!478 * bert-large-fp32-training-k8s package Signed-off-by: Kam D Kasravi <kam.d.kasravi@intel.com> * Merge branch 'kdkasrav/bert-large-fp32-training-k8s' into 'develop' bert-large-fp32-training-k8s package See merge request intelai/models!480 * Fix for 'fatal error: ffi.h: No such file or directory' * Merge branch 'ashahba/imz-tf-tools' into 'develop' Fix for 'fatal error: ffi.h: No such file or directory' See merge request intelai/models!484 * resnet50v1-5-fp32-inference-k8s package Signed-off-by: Kam D Kasravi <kam.d.kasravi@intel.com> * Merge branch 'kdkasrav/resnet50v1-5-fp32-inference-k8s' into 'develop' resnet50v1-5-fp32-inference-k8s package See merge request intelai/models!486 * Improves Jupyter notebook setting and usage of ModelZooRoot * Merge branch 'melanie/jupyter_modelzooroot' into 'develop' Improves Jupyter notebook setting and usage of ModelZooRoot See merge request intelai/models!469 * Add quickstart scripts and dockerfiles for wide and deep large dataset int8 and fp32 inference * Merge branch 'wafaa/add_wide_deep_large_ds_int8_fp32_inf_pkgs_containers' into 'develop' Add quickstart scripts and dockerfiles for wide and deep large dataset int8 and fp32 inference See merge request intelai/models!477 * Quickstart script clean up * Merge branch 'wafaa/add_wide_deep_large_ds_int8_fp32_inf_pkgs_containers' into 'develop' Add quickstart scripts and dockerfiles for wide and deep large dataset int8 and fp32 inference See merge request intelai/models!477 * Quickstart script clean up * Merge branch 'wafaa/add_wide_deep_large_ds_int8_fp32_inf_pkgs_containers' into 'develop' Add quickstart scripts and dockerfiles for wide and deep large dataset int8 and fp32 inference See merge request intelai/models!477 * Quickstart script clean up * Merge branch 'dina/quickstart_fixes' into 'develop' Quickstart script clean up See merge request intelai/models!487 * Add Resnet50 v1.5 BFloat16 Training package and container * Merge branch 'jitendra/rn50-bf16-training' into 'develop' Add Resnet50 v1.5 BFloat16 Training package and container See merge request intelai/models!485 * update readme * rfcn-fp32-inference-k8s package Signed-off-by: Kam D Kasravi <kam.d.kasravi@intel.com> * Merge branch 'kdkasrav/rfcn-fp32-inference-k8s' into 'develop' rfcn-fp32-inference-k8s package See merge request intelai/models!483 * Merge branch 'jitendra/update-readme' into 'develop' Update readme See merge request intelai/models!489 * Remove some junk file * Remove duplicate proxy arg * Update partial and dockerfiles with Horovod release v0.21.0 * Merge branch 'ashahba/horovod-release' into 'develop' Update partial and dockerfiles with Horovod release v0.21.0 See merge request intelai/models!493 * Added functions to expose some of the properties like core, logical core, numa nodes * Merge branch 'dtran/platform_util_add' into 'develop' Added functions to expose some of the properties like core, logical core, numa nodes See merge request intelai/models!495 * fix the usecases table format * wide-deep-large-ds-fp32-training-k8s package Signed-off-by: Kam D Kasravi <kam.d.kasravi@intel.com> * Merge branch 'kdkasrav/wide-deep-large-ds-fp32-training-k8s' into 'develop' wide-deep-large-ds-fp32-training-k8s package See merge request intelai/models!494 * Update for public URLs * Merge branch 'ashahba/public-urls' into 'develop' Update for public URLs See merge request intelai/models!500 * Merge branch 'melanie/readme_additions' into 'develop' Add new containers & packages to benchmarks README See merge request intelai/models!498 * Partials for DLRM pytorch container * Merge branch 'sharvils/dlrm_partials_conda' into 'develop' Partials for DLRM pytorch container See merge request intelai/models!394 * Add GNMT model package and container * Merge branch 'jitendra/gnmt-package' into 'develop' Add GNMT model package and container See merge request intelai/models!444 * Bring some missing commits from develop * Revert 'all_reduce' v1 compatibility * Prepare for Model Zoo v2.2.0 release * Merge branch 'ashahba/imz-v2.2.0' into 'develop' Prepare for Model Zoo v2.2.0 release See merge request intelai/models!503 * TensorFlow Serving Helm Chart * Merge branch 'ashahba/tensorflow-serving-chart' into 'develop' TensorFlow Serving Helm Chart See merge request intelai/models!490 * use 2.1.0 to 2.2.0 for images Signed-off-by: Kam D Kasravi <kam.d.kasravi@intel.com> * Merge branch 'kdkasrav/k8-packages-misc-fixes' into 'develop' various fixes in documentation and yamls across k8 packages See merge request intelai/models!496 * fix for pipeline, see argoproj/argo-workflows#2522 (comment) Signed-off-by: Kam D Kasravi <kam.d.kasravi@intel.com> * Merge branch 'kdkasrav/k8s-workflow-fix' into 'develop' fix for pipeline, see argoproj/argo-workflows#2522 (comment) See merge request intelai/models!504 * Fix unit_tests * fix for PREPROCESS_IMAGE_VERSION Signed-off-by: Kam D Kasravi <kam.d.kasravi@intel.com> * Merge branch 'kdkasrav/k8s-rfcn-fp32-inference-fix' into 'develop' fix for PREPROCESS_IMAGE_VERSION See merge request intelai/models!505 * add pytorch resnet50 fp32/bf16 inference model * Merge branch 'pytorch-xiaobing' into 'develop' add pytorch resnet50 fp32/bf16 inference model See merge request intelai/models!416 * Adds doc partials for k8s packages * Merge branch 'melanie/k8s_documentation' into 'develop' Adds doc partials for k8s packages See merge request intelai/models!407 * Adds k8s packaging * Merge branch 'melanie/k8s_packages' into 'develop' Adds k8s packaging See merge request intelai/models!358 * Separate k8s from quickstart directory * Merge branch 'melanie/separate_k8s' into 'develop' Separate k8s from quickstart directory See merge request intelai/models!338 * Checkout remaining changes from develop * Sync with 61fbc22 * TensorFlow Serving Helm Chart * Merge branch 'ashahba/tensorflow-serving-chart' into 'develop' TensorFlow Serving Helm Chart See merge request intelai/models!490 * use 2.1.0 to 2.2.0 for images Signed-off-by: Kam D Kasravi <kam.d.kasravi@intel.com> * Merge branch 'kdkasrav/k8-packages-misc-fixes' into 'develop' various fixes in documentation and yamls across k8 packages See merge request intelai/models!496 * fix for pipeline, see argoproj/argo-workflows#2522 (comment) Signed-off-by: Kam D Kasravi <kam.d.kasravi@intel.com> * Merge branch 'kdkasrav/k8s-workflow-fix' into 'develop' fix for pipeline, see argoproj/argo-workflows#2522 (comment) See merge request intelai/models!504 * fix for PREPROCESS_IMAGE_VERSION Signed-off-by: Kam D Kasravi <kam.d.kasravi@intel.com> * Merge branch 'kdkasrav/k8s-rfcn-fp32-inference-fix' into 'develop' fix for PREPROCESS_IMAGE_VERSION See merge request intelai/models!505 * Remove file due to bad merge * Fix dlrm training * Merge branch 'ashahba/dlrm-training-fix' into 'develop' Fix dlrm training See merge request intelai/models!506 * Fix dlrm training * Merge branch 'ashahba/dlrm-training-fix' into 'develop' Fix dlrm training See merge request intelai/models!506 * Add '3d-unet' to release branch * Hold off on 'Bert Large INT8' for now * Update 'intel-tensorflow' versions to 'v2.4' * Merge branch 'ashahba/tf-2.4.0' into 'develop' Update 'intel-tensorflow' versions to 'v2.4' See merge request intelai/models!575 * add instructions for docker numa cpuset binding for tf model containers * Merge branch 'wafaa/update_tf_doc_for_numa_cpuset_cpus' into 'develop' Update TF documentation to include docker NUMA --cpuset-cpus binding instructions See merge request intelai/models!583 * Python 3.8 updates * Merge branch 'dina/py3.8_var_develop' into 'develop' IMZ 2.3 update PY_VERSION=3.8 See merge request intelai/models!585 * Revert "Updated location of all_reduce util" This reverts commit fa252ce. * Update docker image for ssd-resnet34-bfloat16-training * Style fixes * Merge branch 'dina/style-fix' into 'develop' Style fixes (whitespace) See merge request intelai/models!589 * Revert "Amin/bert freeze graph" This reverts commit c2f652d. * Revert "Bert large export , read and write and run from freeze graph" This reverts commit 2c67881. * Add deprecation message for --num-instances * Merge branch 'dina/deprecate-num-instances' into 'develop' Add deprecation message for --num-instances See merge request intelai/models!588 * Update Public bucket URLs for v2.3 * Merge branch 'ashahba/public-bucket-urls' into 'develop' Update Public bucket URLs for v2.3 See merge request intelai/models!591 * Cleanup Bert Large Inference and Training README files * Merge branch 'ashahba/bert-inference' into 'develop' Cleanup Bert Large Inference and Training README files See merge request intelai/models!594 * Updated oneContainer Portal links for IMZ 2.3 * Update PyTorch containers and replace bf16 with bfloat16 * Merge branch 'ashahba/dlrm-training' into 'develop' Update PyTorch containers and replace bf16 with bfloat16 See merge request intelai/models!597 * removed internal references * Upgrade to 'TensorFlow Serving 2.4.0' Signed-off-by: Abolfazl Shahbazi <abolfazl.shahbazi@intel.com> * Merge branch 'ashahba/tf-serving-2.4.0' into 'develop' Upgrade to 'TensorFlow Serving 2.4.0' See merge request intelai/models!624 Signed-off-by: Abolfazl Shahbazi <abolfazl.shahbazi@intel.com> * Merge branch 'ashahba/master-pull' into 'develop' merge master also into develop See merge request intelai/models!627 * Fix the URL for 'oneAPI-samples' repo * Merge branch 'ashahba/fix-oneAPI-samples-url' into 'develop' Fix the URL for 'oneAPI-samples' repo See merge request intelai/models!632 * doc: edit AI Kit names and visibility in top level README (#74) Signed-off-by: David B. Kinder <david.b.kinder@intel.com> * Fix style checks Signed-off-by: Abolfazl Shahbazi <abolfazl.shahbazi@intel.com> * Fix link to 'g3doc' installation Signed-off-by: Abolfazl Shahbazi <abolfazl.shahbazi@intel.com> * Merge branch 'ashahba/g3doc-link' into 'develop' Fix 'g3doc' installation link See merge request intelai/models!724 * Fix ResNet50 BFloat16 Inference for Pytorch URL Signed-off-by: Abolfazl Shahbazi <abolfazl.shahbazi@intel.com> * Update SSD ResNet34 backbone model links Signed-off-by: Abolfazl Shahbazi <abolfazl.shahbazi@intel.com> * Merge branch 'ashahba/ssd-resnet34-backbone' into 'develop' Update SSD ResNet34 backbone model links See merge request intelai/models!755 * Move TF_ENABLE_MKL_NATIVE_FORMAT=0 for int8 to the env vars dict * Revert "Merge branch 'kanvi/3d_unet_fixes' into 'develop'" This reverts commit ed51f34, reversing changes made to 05491a0. * Revert "Merge branch 'jmj_dien2' into 'develop'" This reverts commit 05491a0, reversing changes made to ca9e686. * Revert "Merge branch 'kanvi/3d_unet_mlperf' into 'develop'" This reverts commit 08446dc, reversing changes made to 964df8e. * Revert "Merge branch 'ashahba/dien-styles' into 'develop'" This reverts commit bc96260, reversing changes made to acc0c20. * Revert "Merge branch 'jmj_dien_new1' into 'develop'" This reverts commit acc0c20, reversing changes made to b74fe8f. * Revert "Merge branch 'jmj_dien' into 'develop'" This reverts commit c7e0bc5, reversing changes made to 6fde767. * Merge branch 'sriniva2/int8_block_format' into 'tf-r2.5-imz-r2.4' Force int8 to go through blocked format See merge request intelai/models!623 * Merge branch 'dina/tf-r2.5-int8-fix' into 'tf-r2.5-imz-r2.4' Force TF_ENABLE_MKL_NATIVE_FORMAT=0 for int8 models See merge request intelai/models!759 * Revert "Merge branch 'ashahba/rcv1-svm' into 'develop'" This reverts commit 3333d84, reversing changes made to 1c083e2. * Revert "Merge branch 'dina/lpot' into 'develop'" This reverts commit 963c44a, reversing changes made to 8f79863. * Prevent adding wheels or other archives to the repo (#7) Signed-off-by: Abolfazl Shahbazi <abolfazl.shahbazi@intel.com> * Prepare for Model Zoo v2.4.0 release (#20) * Prepare for Model Zoo v2.4.0 release Signed-off-by: Abolfazl Shahbazi <abolfazl.shahbazi@intel.com> * Fix a typo in TFS version Signed-off-by: Abolfazl Shahbazi <abolfazl.shahbazi@intel.com> * Fix TF Serving '2.5.1' docs too Signed-off-by: Abolfazl Shahbazi <abolfazl.shahbazi@intel.com> * Remove unsupported models (#27) * Revert "Support precision=int8 flag for running int8 mode graph model files" This reverts commit 614e569. Signed-off-by: Abolfazl Shahbazi <abolfazl.shahbazi@intel.com> * Revert "Add the model package and container for BERT large int8 inference (SQuAD)" This reverts commit bb5842a. Signed-off-by: Abolfazl Shahbazi <abolfazl.shahbazi@intel.com> * Remove the broken link * Revert "Update BERT large docs for to separate out "advanced" and allow for using quickstart scripts when cloning the repo" This reverts commit de9c626. Signed-off-by: Abolfazl Shahbazi <abolfazl.shahbazi@intel.com> * Prevent adding wheels or other archives to the repo (#7) Signed-off-by: Abolfazl Shahbazi <abolfazl.shahbazi@intel.com> * Prepare for Model Zoo v2.4.0 release (#20) * Prepare for Model Zoo v2.4.0 release Signed-off-by: Abolfazl Shahbazi <abolfazl.shahbazi@intel.com> * Fix a typo in TFS version Signed-off-by: Abolfazl Shahbazi <abolfazl.shahbazi@intel.com> * Fix TF Serving '2.5.1' docs too Signed-off-by: Abolfazl Shahbazi <abolfazl.shahbazi@intel.com> * Add init files in language modeling & tensorflow folders (#23) * add init files in language modeling & tensorflow folders * changed year * Update the year in the header in base specs (#26) * Update the yearin the header in base specs * Make it a range 2020-2021 * Update download links for Model Zoo v2.4.0 Signed-off-by: Abolfazl Shahbazi <abolfazl.shahbazi@intel.com> * Update Package download URLs too Signed-off-by: Abolfazl Shahbazi <abolfazl.shahbazi@intel.com> * Regen all Dockerfiles Signed-off-by: Abolfazl Shahbazi <abolfazl.shahbazi@intel.com> Co-authored-by: Patil, Jitendra <jitendra.patil@intel.com> Co-authored-by: Jones, Dina S <dina.s.jones@intel.com> Co-authored-by: Taie, Wafaa S <wafaa.s.taie@intel.com> Co-authored-by: Kasravi, Kam D <kam.d.kasravi@intel.com> Co-authored-by: Melanie H Buehler <melanie.h.buehler@intel.com> Co-authored-by: Tran, Dzung D <dzung.d.tran@intel.com> Co-authored-by: Tsai, Louie <louie.tsai@intel.com> Co-authored-by: yinghu5 <ying.hu@intel.com> Co-authored-by: shwetaoj <shweta.ojha@intel.com> Co-authored-by: Shah, Sharvil <sharvil.shah@intel.com> Co-authored-by: Zhang, Xiaobing <xiaobing.zhang@intel.com> Co-authored-by: David Kinder <david.b.kinder@intel.com> Co-authored-by: Narayanamoorthy, Srinivasan <srinivasan.narayanamoorthy@intel.com>
* Updated the model to more optimization in the model * updated the README.md file for minor changes * Updated fp32 model with optimization of nopadding in the encoder and K V cache, beam_search * Updated the transformer_mlperf inference int8 model with same optimization as we did for the fp32 and bf16 models * Removed commented code in the transformer_mlperf bf16 inference model
* Merge branch 'jitendra/training-bertlarge-bf16' into 'develop' Add Bert Large bfloat16 training See merge request intelai/models!412 * Regenerate Dockerfiles * SSD-ResNet34 FP32 Training - update num inter/intra threads calculation and README notes * Merge branch 'dina/ssdresnet34-fp32-training' into 'develop' SSD-ResNet34 FP32 Training - update num inter/intra threads calculation and README notes See merge request intelai/models!418 * Add the spec and quickstart files for SSD-ResNet34 FP32 Training * Merge branch 'dina/ssdresnet34-fp32-training-container' into 'develop' Add the spec and quickstart files for SSD-ResNet34 FP32 Training See merge request intelai/models!422 * Fix for notebook dockerfile * Regenerate Dockerfiles * Fix URL for 'scikit-learn' container * Add 'third_party' to docker and Model packages * Merge branch 'ashahba/thrird-party' into 'develop' Add 'third_party' to docker and Model packages See merge request intelai/models!423 * Cherry-pick from develop and resolve conflicts * Cherry-pick from develop and resolve conflicts * Cherry-pick from develop and resolve conflicts * Merge branch 'ashahba/imz-2.1.0' into 'develop' Update GCS links for IMZ v2.1.0 See merge request intelai/models!426 * Add Transformer lt mlperf FP32 training container * Merge branch 'wafaa/add_transformer_lt_mlperf_fp32_training_pkg_container' into 'develop' Add Transformer lt mlperf FP32 training container See merge request intelai/models!424 * More updates for IMZ v2.1.0 * Merge branch 'ashahba/imz-2.1.0' into 'develop' More updates for IMZ v2.1.0 See merge request intelai/models!427 * Regenerate Dockerfiles * Minor cleanup * Fix path to advanced options * Fix ssd-resnet34 Docker image name * Merge branch 'ashahba/ssd-resnet34-img' into 'develop' Fix ssd-resnet34 Docker image name See merge request intelai/models!430 * Use only HTTPS cloning * Merge branch 'ashahba/https-clone' into 'develop' Use only HTTPS cloning See merge request intelai/models!432 * Add k8s package for 'resnet50v1-5-fp32-training' * snapshot Signed-off-by: Kam D Kasravi <kam.d.kasravi@intel.com> * Merge branch 'kdkasrav/model-builder-completion-performance' into 'develop' model builder refactoring See merge request intelai/models!431 * Add 'MINICONDA_VERSION' and update XGBoost * Merge branch 'ashahba/miniconda-version' into 'develop' Add 'MINICONDA_VERSION' and update XGBoost See merge request intelai/models!442 * Add new and misc TPPs for ML and PyTorch * Merge branch 'ashahba/tpps' into 'develop' Add new and misc TPPs for ML and PyTorch See merge request intelai/models!445 * parameterize IMAGE_VERSION so registry images can be changed easily, remove debug output to /tmp/out in model-builder Signed-off-by: Kam D Kasravi <kam.d.kasravi@intel.com> * Merge branch 'kdkasrav/misc-fixes' into 'develop' parameterize IMAGE_VERSION so registry images can be changed easily, remove... See merge request intelai/models!446 * Fixed incorrect underscore to dash * Merge branch 'melanie/transformer_training_readme_fix' into 'develop' Fixed incorrect underscore to dash See merge request intelai/models!449 * Adds unzip to jupyter performance dockerfile * Merge branch 'melanie/add_unzip_jupyter_dockerfile' into 'develop' Adds unzip to jupyter performance dockerfile See merge request intelai/models!451 * Add another scikit-learn container * Merge branch 'ashahba/databricks' into 'develop' Add another scikit-learn container See merge request intelai/models!443 * Upgrade to versions required by SNYK * Merge branch 'ashahba/snyk' into 'develop' Upgrade to versions required by SNYK See merge request intelai/models!453 * Update URLs to public ones * Fix potential security vulnerabilities identified by 'Dependabot alerts' * Merge branch 'ashahba/prepare-for-release' into 'develop' Update URLs to public ones See merge request intelai/models!456 * Merge branch 'ashahba/dependabot-alerts' into 'develop' Fix potential security vulnerabilities identified by 'Dependabot alerts' See merge request intelai/models!457 * Rename TPP file for ML containers * Merge branch 'ashahba/ml-tpps' into 'develop' Rename TPP file for ML containers See merge request intelai/models!458 * fixing issues for perf analysis notebooks * Merge branch 'analyze_two_mkl_jsons' into 'develop' fixing issues for perf analysis notebooks See merge request intelai/models!439 * Merge branch 'analyze_two_mkl_jsons' into 'develop' fixing issues for perf analysis notebooks See merge request intelai/models!439 * Update public PyTorch URL * Merge branch 'ashahba/pytorch-link' into 'develop' Update public PyTorch URL See merge request intelai/models!460 * Update README.md (#69) fix the broken link : https://github.com/IntelAI/models/blob/master/benchmarks/object_detection/tensorflow/faster_rcnn/datasets/coco/README.md * Fix for Jupyter CPU info reporting * Fixed platform util to regex the last column of lscpu to look for empty string on a non-NUMA machine otherwise, platform util will just crashes. * Fix style checks and wide and deep units * Merge branch 'ashahba/fix-style-unit' into 'develop' Fix style checks and wide and deep units See merge request intelai/models!463 * Merge branch 'dtran/fix_numa' into 'develop' Fixed platform util to regex the last column of lscpu to look for empty string... See merge request intelai/models!462 * 'make all' needs to run both 'lint' and 'style' tests * Merge branch 'ashahba/fix-make-all' into 'develop' 'make all' needs to run both 'lint' and 'style' tests See merge request intelai/models!464 * Fixed regex to handle empty string for lscpu on non-NUMA machine. Added test to handle this case also * Merge branch 'dtran/fix_numa' into 'develop' Fixed regex to handle empty string for lscpu on non-NUMA machine. Added test... See merge request intelai/models!466 * Updated location of all_reduce util * Merge branch 'shwetaoj/change_all_reduce_path' into 'develop' Updated location of all_reduce util See merge request intelai/models!468 * Add Transformer language BFloat16 training package and container * Merge branch 'jitendra/tlt-bf16-training-package' into 'develop' Add Transformer language BFloat16 training package and container See merge request intelai/models!467 * Add DenseNet 169 FP32 inference package and container * Merge branch 'wafaa/add_densenet169_fp32_inf_pkg_container' into 'develop' Add DenseNet 169 FP32 inference package and container See merge request intelai/models!470 * Add oneContainer portal links to benchmarks/README.md * Merge branch 'dina/readme_portal_links' into 'develop' Add oneContainer portal links to benchmarks/README.md See merge request intelai/models!473 * fix for _all_models Signed-off-by: Kam D Kasravi <kam.d.kasravi@intel.com> * Merge branch 'dina/model-builder-frameworks' into 'develop' model-builder update to specify --framework See merge request intelai/models!472 * fix for only tags matching error Signed-off-by: Kam D Kasravi <kam.d.kasravi@intel.com> * Merge branch 'ashahba/bert-large-bfloat16' into 'develop' Add missing mpi and horovod packages for Bert Large BFloat16 See merge request intelai/models!476 * add k8s framework Signed-off-by: Kam D Kasravi <kam.d.kasravi@intel.com> * Merge branch 'kdkasrav/model-builder-k8s-framework' into 'develop' add k8s framework See merge request intelai/models!475 * Fix for DLRM package paths in the spec * Merge branch 'sharvils/dlrm_spec_fix' into 'develop' Fix for DLRM package paths in the spec See merge request intelai/models!461 * Minimal 'intel' environment snapshot * Merge branch 'ashahba/scikit-learn-tf' into 'develop' Minimal 'intel' environment snapshot See merge request intelai/models!479 * update OUTPUT_DIR, imagePullPolicy Signed-off-by: Kam D Kasravi <kam.d.kasravi@intel.com> * Merge branch 'kdkasrav/resnet50v1-5-fp32-training-k8s' into 'develop' resnet50v1-5-fp32-training-k8s package See merge request intelai/models!478 * bert-large-fp32-training-k8s package Signed-off-by: Kam D Kasravi <kam.d.kasravi@intel.com> * Merge branch 'kdkasrav/bert-large-fp32-training-k8s' into 'develop' bert-large-fp32-training-k8s package See merge request intelai/models!480 * Fix for 'fatal error: ffi.h: No such file or directory' * Merge branch 'ashahba/imz-tf-tools' into 'develop' Fix for 'fatal error: ffi.h: No such file or directory' See merge request intelai/models!484 * resnet50v1-5-fp32-inference-k8s package Signed-off-by: Kam D Kasravi <kam.d.kasravi@intel.com> * Merge branch 'kdkasrav/resnet50v1-5-fp32-inference-k8s' into 'develop' resnet50v1-5-fp32-inference-k8s package See merge request intelai/models!486 * Improves Jupyter notebook setting and usage of ModelZooRoot * Merge branch 'melanie/jupyter_modelzooroot' into 'develop' Improves Jupyter notebook setting and usage of ModelZooRoot See merge request intelai/models!469 * Add quickstart scripts and dockerfiles for wide and deep large dataset int8 and fp32 inference * Merge branch 'wafaa/add_wide_deep_large_ds_int8_fp32_inf_pkgs_containers' into 'develop' Add quickstart scripts and dockerfiles for wide and deep large dataset int8 and fp32 inference See merge request intelai/models!477 * Quickstart script clean up * Merge branch 'wafaa/add_wide_deep_large_ds_int8_fp32_inf_pkgs_containers' into 'develop' Add quickstart scripts and dockerfiles for wide and deep large dataset int8 and fp32 inference See merge request intelai/models!477 * Quickstart script clean up * Merge branch 'wafaa/add_wide_deep_large_ds_int8_fp32_inf_pkgs_containers' into 'develop' Add quickstart scripts and dockerfiles for wide and deep large dataset int8 and fp32 inference See merge request intelai/models!477 * Quickstart script clean up * Merge branch 'dina/quickstart_fixes' into 'develop' Quickstart script clean up See merge request intelai/models!487 * Add Resnet50 v1.5 BFloat16 Training package and container * Merge branch 'jitendra/rn50-bf16-training' into 'develop' Add Resnet50 v1.5 BFloat16 Training package and container See merge request intelai/models!485 * update readme * rfcn-fp32-inference-k8s package Signed-off-by: Kam D Kasravi <kam.d.kasravi@intel.com> * Merge branch 'kdkasrav/rfcn-fp32-inference-k8s' into 'develop' rfcn-fp32-inference-k8s package See merge request intelai/models!483 * Merge branch 'jitendra/update-readme' into 'develop' Update readme See merge request intelai/models!489 * Remove some junk file * Remove duplicate proxy arg * Update partial and dockerfiles with Horovod release v0.21.0 * Merge branch 'ashahba/horovod-release' into 'develop' Update partial and dockerfiles with Horovod release v0.21.0 See merge request intelai/models!493 * Added functions to expose some of the properties like core, logical core, numa nodes * Merge branch 'dtran/platform_util_add' into 'develop' Added functions to expose some of the properties like core, logical core, numa nodes See merge request intelai/models!495 * fix the usecases table format * wide-deep-large-ds-fp32-training-k8s package Signed-off-by: Kam D Kasravi <kam.d.kasravi@intel.com> * Merge branch 'kdkasrav/wide-deep-large-ds-fp32-training-k8s' into 'develop' wide-deep-large-ds-fp32-training-k8s package See merge request intelai/models!494 * Update for public URLs * Merge branch 'ashahba/public-urls' into 'develop' Update for public URLs See merge request intelai/models!500 * Merge branch 'melanie/readme_additions' into 'develop' Add new containers & packages to benchmarks README See merge request intelai/models!498 * Partials for DLRM pytorch container * Merge branch 'sharvils/dlrm_partials_conda' into 'develop' Partials for DLRM pytorch container See merge request intelai/models!394 * Add GNMT model package and container * Merge branch 'jitendra/gnmt-package' into 'develop' Add GNMT model package and container See merge request intelai/models!444 * Bring some missing commits from develop * Revert 'all_reduce' v1 compatibility * Prepare for Model Zoo v2.2.0 release * Merge branch 'ashahba/imz-v2.2.0' into 'develop' Prepare for Model Zoo v2.2.0 release See merge request intelai/models!503 * TensorFlow Serving Helm Chart * Merge branch 'ashahba/tensorflow-serving-chart' into 'develop' TensorFlow Serving Helm Chart See merge request intelai/models!490 * use 2.1.0 to 2.2.0 for images Signed-off-by: Kam D Kasravi <kam.d.kasravi@intel.com> * Merge branch 'kdkasrav/k8-packages-misc-fixes' into 'develop' various fixes in documentation and yamls across k8 packages See merge request intelai/models!496 * fix for pipeline, see argoproj/argo-workflows#2522 (comment) Signed-off-by: Kam D Kasravi <kam.d.kasravi@intel.com> * Merge branch 'kdkasrav/k8s-workflow-fix' into 'develop' fix for pipeline, see argoproj/argo-workflows#2522 (comment) See merge request intelai/models!504 * Fix unit_tests * fix for PREPROCESS_IMAGE_VERSION Signed-off-by: Kam D Kasravi <kam.d.kasravi@intel.com> * Merge branch 'kdkasrav/k8s-rfcn-fp32-inference-fix' into 'develop' fix for PREPROCESS_IMAGE_VERSION See merge request intelai/models!505 * add pytorch resnet50 fp32/bf16 inference model * Merge branch 'pytorch-xiaobing' into 'develop' add pytorch resnet50 fp32/bf16 inference model See merge request intelai/models!416 * Adds doc partials for k8s packages * Merge branch 'melanie/k8s_documentation' into 'develop' Adds doc partials for k8s packages See merge request intelai/models!407 * Adds k8s packaging * Merge branch 'melanie/k8s_packages' into 'develop' Adds k8s packaging See merge request intelai/models!358 * Separate k8s from quickstart directory * Merge branch 'melanie/separate_k8s' into 'develop' Separate k8s from quickstart directory See merge request intelai/models!338 * Checkout remaining changes from develop * Sync with 61fbc22 * TensorFlow Serving Helm Chart * Merge branch 'ashahba/tensorflow-serving-chart' into 'develop' TensorFlow Serving Helm Chart See merge request intelai/models!490 * use 2.1.0 to 2.2.0 for images Signed-off-by: Kam D Kasravi <kam.d.kasravi@intel.com> * Merge branch 'kdkasrav/k8-packages-misc-fixes' into 'develop' various fixes in documentation and yamls across k8 packages See merge request intelai/models!496 * fix for pipeline, see argoproj/argo-workflows#2522 (comment) Signed-off-by: Kam D Kasravi <kam.d.kasravi@intel.com> * Merge branch 'kdkasrav/k8s-workflow-fix' into 'develop' fix for pipeline, see argoproj/argo-workflows#2522 (comment) See merge request intelai/models!504 * fix for PREPROCESS_IMAGE_VERSION Signed-off-by: Kam D Kasravi <kam.d.kasravi@intel.com> * Merge branch 'kdkasrav/k8s-rfcn-fp32-inference-fix' into 'develop' fix for PREPROCESS_IMAGE_VERSION See merge request intelai/models!505 * Remove file due to bad merge * Fix dlrm training * Merge branch 'ashahba/dlrm-training-fix' into 'develop' Fix dlrm training See merge request intelai/models!506 * Fix dlrm training * Merge branch 'ashahba/dlrm-training-fix' into 'develop' Fix dlrm training See merge request intelai/models!506 * Add '3d-unet' to release branch * Hold off on 'Bert Large INT8' for now * Update 'intel-tensorflow' versions to 'v2.4' * Merge branch 'ashahba/tf-2.4.0' into 'develop' Update 'intel-tensorflow' versions to 'v2.4' See merge request intelai/models!575 * add instructions for docker numa cpuset binding for tf model containers * Merge branch 'wafaa/update_tf_doc_for_numa_cpuset_cpus' into 'develop' Update TF documentation to include docker NUMA --cpuset-cpus binding instructions See merge request intelai/models!583 * Python 3.8 updates * Merge branch 'dina/py3.8_var_develop' into 'develop' IMZ 2.3 update PY_VERSION=3.8 See merge request intelai/models!585 * Revert "Updated location of all_reduce util" This reverts commit fa252ce. * Update docker image for ssd-resnet34-bfloat16-training * Style fixes * Merge branch 'dina/style-fix' into 'develop' Style fixes (whitespace) See merge request intelai/models!589 * Revert "Amin/bert freeze graph" This reverts commit c2f652d. * Revert "Bert large export , read and write and run from freeze graph" This reverts commit 2c67881. * Add deprecation message for --num-instances * Merge branch 'dina/deprecate-num-instances' into 'develop' Add deprecation message for --num-instances See merge request intelai/models!588 * Update Public bucket URLs for v2.3 * Merge branch 'ashahba/public-bucket-urls' into 'develop' Update Public bucket URLs for v2.3 See merge request intelai/models!591 * Cleanup Bert Large Inference and Training README files * Merge branch 'ashahba/bert-inference' into 'develop' Cleanup Bert Large Inference and Training README files See merge request intelai/models!594 * Updated oneContainer Portal links for IMZ 2.3 * Update PyTorch containers and replace bf16 with bfloat16 * Merge branch 'ashahba/dlrm-training' into 'develop' Update PyTorch containers and replace bf16 with bfloat16 See merge request intelai/models!597 * removed internal references * Upgrade to 'TensorFlow Serving 2.4.0' Signed-off-by: Abolfazl Shahbazi <abolfazl.shahbazi@intel.com> * Merge branch 'ashahba/tf-serving-2.4.0' into 'develop' Upgrade to 'TensorFlow Serving 2.4.0' See merge request intelai/models!624 Signed-off-by: Abolfazl Shahbazi <abolfazl.shahbazi@intel.com> * Merge branch 'ashahba/master-pull' into 'develop' merge master also into develop See merge request intelai/models!627 * Fix the URL for 'oneAPI-samples' repo * Merge branch 'ashahba/fix-oneAPI-samples-url' into 'develop' Fix the URL for 'oneAPI-samples' repo See merge request intelai/models!632 * doc: edit AI Kit names and visibility in top level README (#74) Signed-off-by: David B. Kinder <david.b.kinder@intel.com> * Fix style checks Signed-off-by: Abolfazl Shahbazi <abolfazl.shahbazi@intel.com> * Fix link to 'g3doc' installation Signed-off-by: Abolfazl Shahbazi <abolfazl.shahbazi@intel.com> * Merge branch 'ashahba/g3doc-link' into 'develop' Fix 'g3doc' installation link See merge request intelai/models!724 * Fix ResNet50 BFloat16 Inference for Pytorch URL Signed-off-by: Abolfazl Shahbazi <abolfazl.shahbazi@intel.com> * Update SSD ResNet34 backbone model links Signed-off-by: Abolfazl Shahbazi <abolfazl.shahbazi@intel.com> * Merge branch 'ashahba/ssd-resnet34-backbone' into 'develop' Update SSD ResNet34 backbone model links See merge request intelai/models!755 * Move TF_ENABLE_MKL_NATIVE_FORMAT=0 for int8 to the env vars dict * Revert "Merge branch 'kanvi/3d_unet_fixes' into 'develop'" This reverts commit ed51f34, reversing changes made to 05491a0. * Revert "Merge branch 'jmj_dien2' into 'develop'" This reverts commit 05491a0, reversing changes made to ca9e686. * Revert "Merge branch 'kanvi/3d_unet_mlperf' into 'develop'" This reverts commit 08446dc, reversing changes made to 964df8e. * Revert "Merge branch 'ashahba/dien-styles' into 'develop'" This reverts commit bc96260, reversing changes made to acc0c20. * Revert "Merge branch 'jmj_dien_new1' into 'develop'" This reverts commit acc0c20, reversing changes made to b74fe8f. * Revert "Merge branch 'jmj_dien' into 'develop'" This reverts commit c7e0bc5, reversing changes made to 6fde767. * Merge branch 'sriniva2/int8_block_format' into 'tf-r2.5-imz-r2.4' Force int8 to go through blocked format See merge request intelai/models!623 * Merge branch 'dina/tf-r2.5-int8-fix' into 'tf-r2.5-imz-r2.4' Force TF_ENABLE_MKL_NATIVE_FORMAT=0 for int8 models See merge request intelai/models!759 * Revert "Merge branch 'ashahba/rcv1-svm' into 'develop'" This reverts commit 3333d84, reversing changes made to 1c083e2. * Revert "Merge branch 'dina/lpot' into 'develop'" This reverts commit 963c44a, reversing changes made to 8f79863. * Prevent adding wheels or other archives to the repo (#7) Signed-off-by: Abolfazl Shahbazi <abolfazl.shahbazi@intel.com> * Prepare for Model Zoo v2.4.0 release (#20) * Prepare for Model Zoo v2.4.0 release Signed-off-by: Abolfazl Shahbazi <abolfazl.shahbazi@intel.com> * Fix a typo in TFS version Signed-off-by: Abolfazl Shahbazi <abolfazl.shahbazi@intel.com> * Fix TF Serving '2.5.1' docs too Signed-off-by: Abolfazl Shahbazi <abolfazl.shahbazi@intel.com> * Remove unsupported models (#27) * Revert "Support precision=int8 flag for running int8 mode graph model files" This reverts commit 614e569. Signed-off-by: Abolfazl Shahbazi <abolfazl.shahbazi@intel.com> * Revert "Add the model package and container for BERT large int8 inference (SQuAD)" This reverts commit bb5842a. Signed-off-by: Abolfazl Shahbazi <abolfazl.shahbazi@intel.com> * Remove the broken link * Revert "Update BERT large docs for to separate out "advanced" and allow for using quickstart scripts when cloning the repo" This reverts commit de9c626. Signed-off-by: Abolfazl Shahbazi <abolfazl.shahbazi@intel.com> * Prevent adding wheels or other archives to the repo (#7) Signed-off-by: Abolfazl Shahbazi <abolfazl.shahbazi@intel.com> * Prepare for Model Zoo v2.4.0 release (#20) * Prepare for Model Zoo v2.4.0 release Signed-off-by: Abolfazl Shahbazi <abolfazl.shahbazi@intel.com> * Fix a typo in TFS version Signed-off-by: Abolfazl Shahbazi <abolfazl.shahbazi@intel.com> * Fix TF Serving '2.5.1' docs too Signed-off-by: Abolfazl Shahbazi <abolfazl.shahbazi@intel.com> * Add init files in language modeling & tensorflow folders (#23) * add init files in language modeling & tensorflow folders * changed year * Update the year in the header in base specs (#26) * Update the yearin the header in base specs * Make it a range 2020-2021 * Update download links for Model Zoo v2.4.0 Signed-off-by: Abolfazl Shahbazi <abolfazl.shahbazi@intel.com> * Update Package download URLs too Signed-off-by: Abolfazl Shahbazi <abolfazl.shahbazi@intel.com> * Regen all Dockerfiles Signed-off-by: Abolfazl Shahbazi <abolfazl.shahbazi@intel.com> Co-authored-by: Patil, Jitendra <jitendra.patil@intel.com> Co-authored-by: Jones, Dina S <dina.s.jones@intel.com> Co-authored-by: Taie, Wafaa S <wafaa.s.taie@intel.com> Co-authored-by: Kasravi, Kam D <kam.d.kasravi@intel.com> Co-authored-by: Melanie H Buehler <melanie.h.buehler@intel.com> Co-authored-by: Tran, Dzung D <dzung.d.tran@intel.com> Co-authored-by: Tsai, Louie <louie.tsai@intel.com> Co-authored-by: yinghu5 <ying.hu@intel.com> Co-authored-by: shwetaoj <shweta.ojha@intel.com> Co-authored-by: Shah, Sharvil <sharvil.shah@intel.com> Co-authored-by: Zhang, Xiaobing <xiaobing.zhang@intel.com> Co-authored-by: David Kinder <david.b.kinder@intel.com> Co-authored-by: Narayanamoorthy, Srinivasan <srinivasan.narayanamoorthy@intel.com>
Signed-off-by: David B. Kinder david.b.kinder@intel.com