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Add ray grouped runtime (securefederatedai#910)
* Fix flake8 error in local runtime (#764)
* Removes unnecessary dict comprehension
Signed-off-by: Patrick Foley <psfoley@gmail.com>
* Removes unnecessary dict comprehension
Signed-off-by: Patrick Foley <psfoley@gmail.com>
---------
Signed-off-by: Patrick Foley <psfoley@gmail.com>
Signed-off-by: ParthM-GitHub <parthx.mandaliya@intel.com>
Signed-off-by: Parth Mandaliya <parth.mandaliya.007@gmail.com>
* Update ROADMAP.md (#765)
Signed-off-by: ParthM-GitHub <parthx.mandaliya@intel.com>
Signed-off-by: Parth Mandaliya <parth.mandaliya.007@gmail.com>
* Update README.md
Signed-off-by: ParthM-GitHub <parthx.mandaliya@intel.com>
Signed-off-by: Parth Mandaliya <parth.mandaliya.007@gmail.com>
* Update GOVERNANCE.md
Signed-off-by: ParthM-GitHub <parthx.mandaliya@intel.com>
Signed-off-by: Parth Mandaliya <parth.mandaliya.007@gmail.com>
* Update ROADMAP.md (#785)
Typos
Signed-off-by: ParthM-GitHub <parthx.mandaliya@intel.com>
Signed-off-by: Parth Mandaliya <parth.mandaliya.007@gmail.com>
* Updated integrations to GaNDLF (#781)
* renaming loader and runner
Signed-off-by: sarthakpati <sarthak.pati@hotmail.com>
* updated plan to pick the new names
Signed-off-by: sarthakpati <sarthak.pati@hotmail.com>
* new key name
Signed-off-by: sarthakpati <sarthak.pati@hotmail.com>
* allow the ability to pass a file to `gandlf_config_dict` in addition to fully-fledged parameters
Signed-off-by: sarthakpati <sarthak.pati@hotmail.com>
* checking this differently
Signed-off-by: sarthakpati <sarthak.pati@hotmail.com>
* rename variable for clarity
Signed-off-by: sarthakpati <sarthak.pati@hotmail.com>
---------
Signed-off-by: sarthakpati <sarthak.pati@hotmail.com>
Signed-off-by: ParthM-GitHub <parthx.mandaliya@intel.com>
Signed-off-by: Parth Mandaliya <parth.mandaliya.007@gmail.com>
* Update README.md
Removed references to Intel's ownship, given it's now owned by the LF AI and Data.
Signed-off-by: ParthM-GitHub <parthx.mandaliya@intel.com>
Signed-off-by: Parth Mandaliya <parth.mandaliya.007@gmail.com>
* Fix Flake8 C419 for Ubuntu CI (#800)
C419 Unnecessary list comprehension passed to any()/all() prevents short-circuiting - rewrite as a generator
Signed-off-by: Aleksander Kantak <aleksander.kantak@intel.com>
Signed-off-by: ParthM-GitHub <parthx.mandaliya@intel.com>
Signed-off-by: Parth Mandaliya <parth.mandaliya.007@gmail.com>
* Introduced shard descriptor based collaborator private attributes
Signed-off-by: Parth Mandaliya <parthx.mandaliya@intel.com>
Signed-off-by: ParthM-GitHub <parthx.mandaliya@intel.com>
Signed-off-by: Parth Mandaliya <parth.mandaliya.007@gmail.com>
* Adding batch size for train, and test in config.yaml file
Files modified:
1. config.yaml
2. mnist_shard_descriptor.py
3. Workflow_Interface_101_MNIST.ipynb
4. participants.py
Signed-off-by: ParthM-GitHub <parthx.mandaliya@intel.com>
Signed-off-by: Parth Mandaliya <parthx.mandaliya@intel.com>
Signed-off-by: ParthM-GitHub <parthx.mandaliya@intel.com>
Signed-off-by: Parth Mandaliya <parth.mandaliya.007@gmail.com>
* Introducing multiple config yaml files
Signed-off-by: ParthM-GitHub <parthx.mandaliya@intel.com>
Signed-off-by: Parth Mandaliya <parthx.mandaliya@intel.com>
Signed-off-by: ParthM-GitHub <parthx.mandaliya@intel.com>
Signed-off-by: Parth Mandaliya <parth.mandaliya.007@gmail.com>
* Removing unnecessary config.yaml file.
Signed-off-by: ParthM-GitHub <parthx.mandaliya@intel.com>
Signed-off-by: Parth Mandaliya <parthx.mandaliya@intel.com>
Signed-off-by: ParthM-GitHub <parthx.mandaliya@intel.com>
Signed-off-by: Parth Mandaliya <parth.mandaliya.007@gmail.com>
* Added collaborator private atribute delayed initialization
for local_runtime
Signed-off-by: ParthM-GitHub <parthx.mandaliya@intel.com>
Signed-off-by: Parth Mandaliya <parthx.mandaliya@intel.com>
Signed-off-by: ParthM-GitHub <parthx.mandaliya@intel.com>
Signed-off-by: Parth Mandaliya <parth.mandaliya.007@gmail.com>
* Incorporated review comments
Signed-off-by: ParthM-GitHub <parthx.mandaliya@intel.com>
Signed-off-by: Parth Mandaliya <parthx.mandaliya@intel.com>
Signed-off-by: ParthM-GitHub <parthx.mandaliya@intel.com>
Signed-off-by: Parth Mandaliya <parth.mandaliya.007@gmail.com>
* Added multi-pricessing ray backend support and, aggregator yaml file
Signed-off-by: ParthM-GitHub <parthx.mandaliya@intel.com>
Signed-off-by: Parth Mandaliya <parthx.mandaliya@intel.com>
Signed-off-by: ParthM-GitHub <parthx.mandaliya@intel.com>
Signed-off-by: Parth Mandaliya <parth.mandaliya.007@gmail.com>
* Updated multi-processing code
Signed-off-by: ParthM-GitHub <parthx.mandaliya@intel.com>
Signed-off-by: Parth Mandaliya <parthx.mandaliya@intel.com>
Signed-off-by: ParthM-GitHub <parthx.mandaliya@intel.com>
Signed-off-by: Parth Mandaliya <parth.mandaliya.007@gmail.com>
* RayExecutor class moved from participants.py to localruntime.py
Signed-off-by: ParthM-GitHub <parthx.mandaliya@intel.com>
Signed-off-by: Parth Mandaliya <parthx.mandaliya@intel.com>
Signed-off-by: ParthM-GitHub <parthx.mandaliya@intel.com>
Signed-off-by: Parth Mandaliya <parth.mandaliya.007@gmail.com>
* RayExecytor moved from interface/pariticipants.py to
runtime/local_runtime.py
Signed-off-by: ParthM-GitHub <parthx.mandaliya@intel.com>
Signed-off-by: Parth Mandaliya <parthx.mandaliya@intel.com>
Signed-off-by: ParthM-GitHub <parthx.mandaliya@intel.com>
Signed-off-by: Parth Mandaliya <parth.mandaliya.007@gmail.com>
* Added Aggregator private attribute initialation in runtime
Signed-off-by: ParthM-GitHub <parthx.mandaliya@intel.com>
Signed-off-by: Parth Mandaliya <parthx.mandaliya@intel.com>
Signed-off-by: ParthM-GitHub <parthx.mandaliya@intel.com>
Signed-off-by: Parth Mandaliya <parth.mandaliya.007@gmail.com>
* Removed unnecessary import statements
Signed-off-by: ParthM-GitHub <parthx.mandaliya@intel.com>
Signed-off-by: Parth Mandaliya <parthx.mandaliya@intel.com>
Signed-off-by: ParthM-GitHub <parthx.mandaliya@intel.com>
Signed-off-by: Parth Mandaliya <parth.mandaliya.007@gmail.com>
* Code cleaned up, validated checkpoints manually
Signed-off-by: ParthM-GitHub <parthx.mandaliya@intel.com>
Signed-off-by: Parth Mandaliya <parthx.mandaliya@intel.com>
Signed-off-by: ParthM-GitHub <parthx.mandaliya@intel.com>
Signed-off-by: Parth Mandaliya <parth.mandaliya.007@gmail.com>
* Refactored, and added some new doc string
Signed-off-by: ParthM-GitHub <parthx.mandaliya@intel.com>
Signed-off-by: Parth Mandaliya <parthx.mandaliya@intel.com>
Signed-off-by: ParthM-GitHub <parthx.mandaliya@intel.com>
Signed-off-by: Parth Mandaliya <parth.mandaliya.007@gmail.com>
* Resolved Flake8 instructions
Signed-off-by: ParthM-GitHub <parthx.mandaliya@intel.com>
Signed-off-by: Parth Mandaliya <parthx.mandaliya@intel.com>
Signed-off-by: ParthM-GitHub <parthx.mandaliya@intel.com>
Signed-off-by: Parth Mandaliya <parth.mandaliya.007@gmail.com>
* Recusrsion removal + Serialization removal integrated
Signed-off-by: Parth Mandaliya <parthx.mandaliya@intel.com>
Signed-off-by: ParthM-GitHub <parthx.mandaliya@intel.com>
Signed-off-by: Parth Mandaliya <parth.mandaliya.007@gmail.com>
* Incoporated Review Comments
Signed-off-by: Parth Mandaliya <parthx.mandaliya@intel.com>
Signed-off-by: ParthM-GitHub <parthx.mandaliya@intel.com>
Signed-off-by: Parth Mandaliya <parth.mandaliya.007@gmail.com>
* Removed configuration YAML files, and
added functionality to initialize private attributes by calling a
callback function created by end-user
Signed-off-by: Parth Mandaliya <parthx.mandaliya@intel.com>
Signed-off-by: ParthM-GitHub <parthx.mandaliya@intel.com>
Signed-off-by: Parth Mandaliya <parth.mandaliya.007@gmail.com>
* Removed commented code
Signed-off-by: Parth Mandaliya <parthx.mandaliya@intel.com>
Signed-off-by: ParthM-GitHub <parthx.mandaliya@intel.com>
Signed-off-by: Parth Mandaliya <parth.mandaliya.007@gmail.com>
* Implemented new approach, two example files given
1. Workflow_Interface_101_MNIST.py
2. Workflow_Interface_301_MNIST_Watermarking.py
Signed-off-by: ParthM-GitHub <parthx.mandaliya@intel.com>
Signed-off-by: Parth Mandaliya <parthx.mandaliya@intel.com>
Signed-off-by: ParthM-GitHub <parthx.mandaliya@intel.com>
Signed-off-by: Parth Mandaliya <parth.mandaliya.007@gmail.com>
* Internal Review Comments Incorporated
Signed-off-by: Parth Mandaliya <parthx.mandaliya@intel.com>
Signed-off-by: ParthM-GitHub <parthx.mandaliya@intel.com>
Signed-off-by: Parth Mandaliya <parth.mandaliya.007@gmail.com>
* No private attributes are required
If private attributes are not provided, by default take an empty dictionary no need to pass a callable function.
Signed-off-by: Parth Mandaliya <parthx.mandaliya@intel.com>
Signed-off-by: ParthM-GitHub <parthx.mandaliya@intel.com>
Signed-off-by: Parth Mandaliya <parth.mandaliya.007@gmail.com>
* Update participants.py
Signed-off-by: Parth Mandaliya <parthx.mandaliya@intel.com>
Signed-off-by: ParthM-GitHub <parthx.mandaliya@intel.com>
Signed-off-by: Parth Mandaliya <parth.mandaliya.007@gmail.com>
* Added a check for GPU Resource Allocation
Signed-off-by: ParthM-GitHub <parthx.mandaliya@intel.com>
Signed-off-by: Parth Mandaliya <parthx.mandaliya@intel.com>
Signed-off-by: ParthM-GitHub <parthx.mandaliya@intel.com>
Signed-off-by: Parth Mandaliya <parth.mandaliya.007@gmail.com>
* Modified error message for resource allocation
Signed-off-by: ParthM-GitHub <parthx.mandaliya@intel.com>
Signed-off-by: Parth Mandaliya <parthx.mandaliya@intel.com>
Signed-off-by: ParthM-GitHub <parthx.mandaliya@intel.com>
Signed-off-by: Parth Mandaliya <parth.mandaliya.007@gmail.com>
* Resolved bug found during testing phase
Signed-off-by: ParthM-GitHub <parthx.mandaliya@intel.com>
Signed-off-by: Parth Mandaliya <parthx.mandaliya@intel.com>
Signed-off-by: ParthM-GitHub <parthx.mandaliya@intel.com>
Signed-off-by: Parth Mandaliya <parth.mandaliya.007@gmail.com>
* Modifide all the test cases, and following tutorials
1. Privacy Meter
2. FedProx
Signed-off-by: Parth Mandaliya <parthx.mandaliya@intel.com>
Signed-off-by: ParthM-GitHub <parthx.mandaliya@intel.com>
Signed-off-by: Parth Mandaliya <parth.mandaliya.007@gmail.com>
* Added following test cases:
1. Workflow_Interface_101_MNIST.ipynb
2. Workflow_Interface_102_Aggregator_Validation.ipynb
3. Workflow_Interface_301_MNIST_Watermarking.ipynb
4. Workflow_Interface_201_Exclusive_GPUs_with_Ray.ipynb
5. Workflow_Interface_103_Cyclic_Institutional_Incremental_Learning.ipynb
Signed-off-by: Parth Mandaliya <Parthx.Mandaliya@intel.com>
Signed-off-by: Parth Mandaliya <parthx.mandaliya@intel.com>
Signed-off-by: ParthM-GitHub <parthx.mandaliya@intel.com>
Signed-off-by: Parth Mandaliya <parth.mandaliya.007@gmail.com>
* Modified and Added Global_DP tutorials.
Signed-off-by: Parth Mandaliya <parth.mandaliya.007@gmail.com>
Signed-off-by: Parth Mandaliya <parthx.mandaliya@intel.com>
Signed-off-by: ParthM-GitHub <parthx.mandaliya@intel.com>
Signed-off-by: Parth Mandaliya <parth.mandaliya.007@gmail.com>
* Modified and Added tutorial Workflow-Interface_201_Exclusive_GPUs_with_Ray.ipynb
Signed-off-by: Parth Mandaliya <parthx.mandaliya@intel.com>
Signed-off-by: ParthM-GitHub <parthx.mandaliya@intel.com>
Signed-off-by: Parth Mandaliya <parth.mandaliya.007@gmail.com>
* Modified documentation for Workflow_Interface_201 tutorial.
Signed-off-by: Parth Mandaliya <parthx.mandaliya@intel.com>
Signed-off-by: ParthM-GitHub <parthx.mandaliya@intel.com>
Signed-off-by: Parth Mandaliya <parth.mandaliya.007@gmail.com>
* fixed flake-8 errors
Signed-off-by: ParthM-GitHub <parthx.mandaliya@intel.com>
Signed-off-by: Parth Mandaliya <parth.mandaliya.007@gmail.com>
* reverted import module code
Signed-off-by: ParthM-GitHub <parthx.mandaliya@intel.com>
Signed-off-by: Parth Mandaliya <parth.mandaliya.007@gmail.com>
* Resolved merge conflicts in local_runtime.py
---------
Fix flake8 error in local runtime (#764)
* Removes unnecessary dict comprehension
Signed-off-by: Patrick Foley <psfoley@gmail.com>
* Removes unnecessary dict comprehension
Signed-off-by: Patrick Foley <psfoley@gmail.com>
---------
Signed-off-by: Patrick Foley <psfoley@gmail.com>
---------
Signed-off-by: Parth Mandaliya <parth.mandaliya.007@gmail.com>
* Update README.md
Signed-off-by: Parth Mandaliya <parth.mandaliya.007@gmail.com>
* Fix warnings and issues in docs (#825)
* Fix warnings and issues in docs
Signed-off-by: Aleksander Kantak <aleksander.kantak@intel.com>
* fixup! Fix warnings and issues in docs
Signed-off-by: Aleksander Kantak <aleksander.kantak@intel.com>
---------
Signed-off-by: Aleksander Kantak <aleksander.kantak@intel.com>
Signed-off-by: Parth Mandaliya <parth.mandaliya.007@gmail.com>
* Add Logo (#827)
* Add Logo
* Update README.md
Signed-off-by: Parth Mandaliya <parth.mandaliya.007@gmail.com>
* Change OpenFL documentation font to improve accessibility (#809)
This replaces the font of OpenFL documents with Intel One Mono font for low vision developers.
Known issues:
1. The text font within the images has not been changed.
2. Some icons that do not exist in the new font cannot be displayed properly.
Fixes securefederatedai#799
Co-authored-by: Wang, Le <le3.wang@intel.com>
Signed-off-by: He, Dan H <dan.h.he@intel.com>
Signed-off-by: Jiang, Jiaqiu <jiaqiu.jiang@intel.com>
Signed-off-by: Li, Qingqing <qingqing.li@intel.com>
Signed-off-by: Wang, Le <le3.wang@intel.com>
Signed-off-by: Wu, Caili <caili.wu@intel.com>
Signed-off-by: He, Dan H <dan.h.he@intel.com>
Co-authored-by: He, Dan H <dan.h.he@intel.com>
Signed-off-by: Parth Mandaliya <parth.mandaliya.007@gmail.com>
* Update unit tests to improve code coverage (#821)
* Update ci config
Signed-off-by: Fang, Xiaoran <xiaoran.fang@intel.com>
* Add unit test for following files
- openfl/federated/plan/plan.py
- openfl/interface/aggregation_functions/core/adaptive_aggregation.py
Signed-off-by: Fang, Xiaoran <xiaoran.fang@intel.com>
* Add some test cases for databases module
Signed-off-by: Fang, Xiaoran <xiaoran.fang@intel.com>
* Fix bugs for databases module unittest
Signed-off-by: Fang, Xiaoran <xiaoran.fang@intel.com>
* Update unit tests for component module
Signed-off-by: Fang, Xiaoran <xiaoran.fang@intel.com>
* Restore workflow config and update some comments
Signed-off-by: Fang, Xiaoran <xiaoran.fang@intel.com>
* Enable save_ test case.
Add yaml under test dir for unit test usage.
Signed-off-by: Fang, Xiaoran <xiaoran.fang@intel.com>
* Remove plan to new dir.
Signed-off-by: Fang, Xiaoran <xiaoran.fang@intel.com>
* Remove plan to new dir.
Signed-off-by: Fang, Xiaoran <xiaoran.fang@intel.com>
* Add aggregator start test cases.
Signed-off-by: Fang, Xiaoran <xiaoran.fang@intel.com>
* Add 2 aggregator test cases.
Signed-off-by: Fang, Xiaoran <xiaoran.fang@intel.com>
* Add 1 aggregator test case.
Signed-off-by: Fang, Xiaoran <xiaoran.fang@intel.com>
* Format code.
Signed-off-by: Fang, Xiaoran <xiaoran.fang@intel.com>
* Refactor code.
Signed-off-by: Fang, Xiaoran <xiaoran.fang@intel.com>
* Add collaborator start test cases.
Signed-off-by: Fang, Xiaoran <xiaoran.fang@intel.com>
* Add 1 collaborator test case.
Signed-off-by: Fang, Xiaoran <xiaoran.fang@intel.com>
* Format with flake8
Signed-off-by: Fang, Xiaoran <xiaoran.fang@intel.com>
* Remove TODO comments
Signed-off-by: Fang, Xiaoran <xiaoran.fang@intel.com>
---------
Signed-off-by: Fang, Xiaoran <xiaoran.fang@intel.com>
Co-authored-by: Wang, Wenjie <wenjie2.wang@intel.com>
Co-authored-by: Lei5 Chen <lei5.chen@intel.com>
Signed-off-by: Parth Mandaliya <parth.mandaliya.007@gmail.com>
* Add PyTorch linear regression example (#808)
This adds a new tutorial example on distributing a linear regression task over OpenFL cluster.
The model is defined by Pytorch which is able to run over both cpu (by default) and gpu. The dataset is generated by make_regression from sklearn.datasets with pre-defined parameters.
Fixes #797
Co-authored-by: Jiang, Jiaqiu <jiaqiu.jiang@intel.com>
Signed-off-by: He, Dan H <dan.h.he@intel.com>
Signed-off-by: Jiang, Jiaqiu <jiaqiu.jiang@intel.com>
Signed-off-by: Li, Qingqing <qingqing.li@intel.com>
Signed-off-by: Wang, Le <le3.wang@intel.com>
Signed-off-by: Wu, Caili <caili.wu@intel.com>
Signed-off-by: He, Dan H <dan.h.he@intel.com>
Signed-off-by: Parth Mandaliya <parth.mandaliya.007@gmail.com>
* This prints out the hash of the CSR to disk for both the aggregator and (#813)
* This prints out the hash of the CSR to disk for both the aggregator and
collaborator. The user then compares and approves this hash with the
hash printed out of the file to validate the CSR. In addition, a warning
message is pritned if certify is run in silent mode.
Fixes securefederatedai#692
Signed-off-by: Grant Baker <grant.baker@intel.com>
* Refactor read_csr function to use get_csr_hash
Signed-off-by: Grant Baker <grant.baker@intel.com>
* Ask to check hashes before prompt
---------
Signed-off-by: Grant Baker <grant.baker@intel.com>
Co-authored-by: Grant Baker <grant.baker@intel.com>
Signed-off-by: Parth Mandaliya <parth.mandaliya.007@gmail.com>
* Improve workspace requirements import (#810)
Remove the dump_requirement_file operation in export_ method.
Fixes securefederatedai#767
Co-authored-by: Li, Qingqing <qingqing.li@intel.com>
Co-authored-by: Wu, Caili <caili.wu@intel.com>
Signed-off-by: He, Dan H <dan.h.he@intel.com>
Signed-off-by: Jiang, Jiaqiu <jiaqiu.jiang@intel.com>
Signed-off-by: Li, Qingqing <qingqing.li@intel.com>
Signed-off-by: Wang, Le <le3.wang@intel.com>
Signed-off-by: Wu, Caili <caili.wu@intel.com>
Signed-off-by: He, Dan H <dan.h.he@intel.com>
Signed-off-by: Parth Mandaliya <parth.mandaliya.007@gmail.com>
* Issue 506 Added Example using FedProx (#818)
* created new ineractive_api dir to hold pytorch fedprox mnist example
corrected files
changed to FedProxOptimizer and ran set_old_weights for new FedProx Pytorch example
renamed FedProx notebook
used mode.parrameters() to get pytorch model weights
got weights using state_dict
changed old wieghts to list (for serialization) and fixed README
input wieghts before zero_grad
[Enhancement: 506] Add an example that uses the FedProx optimizer in the interative_api
This duplicates the MedNIST_2D example in the interative api but changes it to use the FedProx optimizer.
Fixes: #506
Signed-off-by: Klemme, Beverly <beverly.klemme@intel.com>
Signed-off-by: Baker, Grant <grant.baker@intel.com>
Signed-off-by: ELizabeth Simon, Neethu <neethu.elizabeth.simon@intel.com>
Signed-off-by: Jillela, Emmanuel <emmanuel.jillela@intel.com>
Signed-off-by: Beverly Klemme <beverly.klemme@intel.com>
* [Enhancement: 506] Add an example that uses the FedProx optimizer in the interative_api
This duplicates the MedNIST_2D example in the interative api but changes it to use the FedProx optimizer.
Fixes: securefederatedai#506
Signed-off-by: Klemme, Beverly <beverly.klemme@intel.com>
Signed-off-by: Baker, Grant <grant.baker@intel.com>
Signed-off-by: Elizabeth Simon, Neethu <neethu.elizabeth.simon@intel.com>
Signed-off-by: Jillela, Emmanuel <emmanuel.jillela@intel.com>
Signed-off-by: Beverly Klemme <beverly.klemme@intel.com>
* Update README.md
Signed-off-by: Beverly Klemme <beverly.klemme@intel.com>
* addressed comments by psfoley: corrected words in the jupyter notebook metadata and added a link to the FedProx paper in the README.
Signed-off-by: Beverly Klemme <beverly.klemme@intel.com>
---------
Signed-off-by: Klemme, Beverly <beverly.klemme@intel.com>
Signed-off-by: Baker, Grant <grant.baker@intel.com>
Signed-off-by: ELizabeth Simon, Neethu <neethu.elizabeth.simon@intel.com>
Signed-off-by: Jillela, Emmanuel <emmanuel.jillela@intel.com>
Signed-off-by: Beverly Klemme <beverly.klemme@intel.com>
Signed-off-by: Elizabeth Simon, Neethu <neethu.elizabeth.simon@intel.com>
Signed-off-by: Parth Mandaliya <parth.mandaliya.007@gmail.com>
* [Bug: 768] FX CLI: Separate create, cert gen commands (#807)
This change separates existing command
"fx collaborator.py generate-cert-request" command into two
commands.
"fx collaborator create -n {NAME} -d {DATA_PATH: optional}".
"fx collaborator generate-cert-request -n {NAME}".
Fixes #768
Signed-off-by: Emmanuel Jillela <emmanuel.jillela@intel.com>
Co-authored-by: Emmanuel Jillela <emmanuel.jillela@intel.com>
Signed-off-by: Parth Mandaliya <parth.mandaliya.007@gmail.com>
* Add new tutorial example to OpenFL interactive API (#812)
* Add new tutorial example to OpenFL interactive API
This adds a new tutorial example on distributing a linear regression task over OpenFL cluster
The model is defined by scikit-learn which is able to run over both cpu (by default) and gpu. The dataset is 1-dimensional noisy data of sinusoid with pre-defined parameters.
Fixes #798
Co-authored-by: Beverly Klemme <beverly.klemme@intel.com>
Co-authored-by: Grant Baker <grant.baker@intel.com>
Signed-off-by: Yi CAO <yi2.cao@intel.com>
* reduced requirements.txt in workspace
Signed-off-by: Beverly Klemme <beverly.klemme@intel.com>
---------
Signed-off-by: Yi CAO <yi2.cao@intel.com>
Signed-off-by: Beverly Klemme <beverly.klemme@intel.com>
Co-authored-by: Yi CAO <yi2.cao@intel.com>
Signed-off-by: Parth Mandaliya <parth.mandaliya.007@gmail.com>
* build(deps): bump tensorflow in /openfl-workspace/tf_cnn_histology (#776)
Bumps [tensorflow](https://github.com/tensorflow/tensorflow) from 2.9.3 to 2.11.1.
- [Release notes](https://github.com/tensorflow/tensorflow/releases)
- [Changelog](https://github.com/tensorflow/tensorflow/blob/master/RELEASE.md)
- [Commits](https://github.com/tensorflow/tensorflow/compare/v2.9.3...v2.11.1)
---
updated-dependencies:
- dependency-name: tensorflow
dependency-type: direct:production
...
Signed-off-by: dependabot[bot] <support@github.com>
Co-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>
Signed-off-by: Parth Mandaliya <parth.mandaliya.007@gmail.com>
* build(deps): bump tensorflow (#777)
Bumps [tensorflow](https://github.com/tensorflow/tensorflow) from 2.9.3 to 2.11.1.
- [Release notes](https://github.com/tensorflow/tensorflow/releases)
- [Changelog](https://github.com/tensorflow/tensorflow/blob/master/RELEASE.md)
- [Commits](https://github.com/tensorflow/tensorflow/compare/v2.9.3...v2.11.1)
---
updated-dependencies:
- dependency-name: tensorflow
dependency-type: direct:production
...
Signed-off-by: dependabot[bot] <support@github.com>
Co-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>
Signed-off-by: Parth Mandaliya <parth.mandaliya.007@gmail.com>
* Running a federation with GaNDLF Documentation (#794)
* Initial commit of Running the federation with GaNDLF Documentation
Signed-off-by: Patrick Foley <psfoley@gmail.com>
* Update docs/running_the_federation_with_gandlf.rst
Co-authored-by: Sarthak Pati <sarthak.pati@pennmedicine.upenn.edu>
Signed-off-by: Patrick Foley <psfoley@gmail.com>
* Update docs/running_the_federation_with_gandlf.rst
Co-authored-by: Sarthak Pati <sarthak.pati@pennmedicine.upenn.edu>
Signed-off-by: Patrick Foley <psfoley@gmail.com>
* Update docs/running_the_federation_with_gandlf.rst
Co-authored-by: Sarthak Pati <sarthak.pati@pennmedicine.upenn.edu>
Signed-off-by: Patrick Foley <psfoley@gmail.com>
* Update docs/running_the_federation_with_gandlf.rst
Co-authored-by: Sarthak Pati <sarthak.pati@pennmedicine.upenn.edu>
Signed-off-by: Patrick Foley <psfoley@gmail.com>
* Update docs/running_the_federation_with_gandlf.rst
Co-authored-by: Sarthak Pati <sarthak.pati@pennmedicine.upenn.edu>
Signed-off-by: Patrick Foley <psfoley@gmail.com>
* Update docs/running_the_federation_with_gandlf.rst
Co-authored-by: Sarthak Pati <sarthak.pati@pennmedicine.upenn.edu>
Signed-off-by: Patrick Foley <psfoley@gmail.com>
* Update docs/running_the_federation_with_gandlf.rst
Co-authored-by: Sarthak Pati <sarthak.pati@pennmedicine.upenn.edu>
Signed-off-by: Patrick Foley <psfoley@gmail.com>
* Update docs/running_the_federation_with_gandlf.rst
Co-authored-by: Sarthak Pati <sarthak.pati@pennmedicine.upenn.edu>
Signed-off-by: Patrick Foley <psfoley@gmail.com>
* Update docs/running_the_federation_with_gandlf.rst
Co-authored-by: Sarthak Pati <sarthak.pati@pennmedicine.upenn.edu>
Signed-off-by: Patrick Foley <psfoley@gmail.com>
* Update docs/running_the_federation_with_gandlf.rst
Co-authored-by: Sarthak Pati <sarthak.pati@pennmedicine.upenn.edu>
Signed-off-by: Patrick Foley <psfoley@gmail.com>
* Update README.md
Removed references to Intel's ownship, given it's now owned by the LF AI and Data.
Signed-off-by: Patrick Foley <psfoley@gmail.com>
* Fix Flake8 C419 for Ubuntu CI (#800)
C419 Unnecessary list comprehension passed to any()/all() prevents short-circuiting - rewrite as a generator
Signed-off-by: Aleksander Kantak <aleksander.kantak@intel.com>
Signed-off-by: Patrick Foley <psfoley@gmail.com>
* Update README.md
Signed-off-by: Patrick Foley <psfoley@gmail.com>
* Fix warnings and issues in docs (#825)
* Fix warnings and issues in docs
Signed-off-by: Aleksander Kantak <aleksander.kantak@intel.com>
* fixup! Fix warnings and issues in docs
Signed-off-by: Aleksander Kantak <aleksander.kantak@intel.com>
---------
Signed-off-by: Aleksander Kantak <aleksander.kantak@intel.com>
Signed-off-by: Patrick Foley <psfoley@gmail.com>
* Add Logo (#827)
* Add Logo
* Update README.md
Signed-off-by: Patrick Foley <psfoley@gmail.com>
* Change OpenFL documentation font to improve accessibility (#809)
This replaces the font of OpenFL documents with Intel One Mono font for low vision developers.
Known issues:
1. The text font within the images has not been changed.
2. Some icons that do not exist in the new font cannot be displayed properly.
Fixes securefederatedai#799
Co-authored-by: Wang, Le <le3.wang@intel.com>
Signed-off-by: He, Dan H <dan.h.he@intel.com>
Signed-off-by: Jiang, Jiaqiu <jiaqiu.jiang@intel.com>
Signed-off-by: Li, Qingqing <qingqing.li@intel.com>
Signed-off-by: Wang, Le <le3.wang@intel.com>
Signed-off-by: Wu, Caili <caili.wu@intel.com>
Signed-off-by: He, Dan H <dan.h.he@intel.com>
Co-authored-by: He, Dan H <dan.h.he@intel.com>
Signed-off-by: Patrick Foley <psfoley@gmail.com>
* Update unit tests to improve code coverage (#821)
* Update ci config
Signed-off-by: Fang, Xiaoran <xiaoran.fang@intel.com>
* Add unit test for following files
- openfl/federated/plan/plan.py
- openfl/interface/aggregation_functions/core/adaptive_aggregation.py
Signed-off-by: Fang, Xiaoran <xiaoran.fang@intel.com>
* Add some test cases for databases module
Signed-off-by: Fang, Xiaoran <xiaoran.fang@intel.com>
* Fix bugs for databases module unittest
Signed-off-by: Fang, Xiaoran <xiaoran.fang@intel.com>
* Update unit tests for component module
Signed-off-by: Fang, Xiaoran <xiaoran.fang@intel.com>
* Restore workflow config and update some comments
Signed-off-by: Fang, Xiaoran <xiaoran.fang@intel.com>
* Enable save_ test case.
Add yaml under test dir for unit test usage.
Signed-off-by: Fang, Xiaoran <xiaoran.fang@intel.com>
* Remove plan to new dir.
Signed-off-by: Fang, Xiaoran <xiaoran.fang@intel.com>
* Remove plan to new dir.
Signed-off-by: Fang, Xiaoran <xiaoran.fang@intel.com>
* Add aggregator start test cases.
Signed-off-by: Fang, Xiaoran <xiaoran.fang@intel.com>
* Add 2 aggregator test cases.
Signed-off-by: Fang, Xiaoran <xiaoran.fang@intel.com>
* Add 1 aggregator test case.
Signed-off-by: Fang, Xiaoran <xiaoran.fang@intel.com>
* Format code.
Signed-off-by: Fang, Xiaoran <xiaoran.fang@intel.com>
* Refactor code.
Signed-off-by: Fang, Xiaoran <xiaoran.fang@intel.com>
* Add collaborator start test cases.
Signed-off-by: Fang, Xiaoran <xiaoran.fang@intel.com>
* Add 1 collaborator test case.
Signed-off-by: Fang, Xiaoran <xiaoran.fang@intel.com>
* Format with flake8
Signed-off-by: Fang, Xiaoran <xiaoran.fang@intel.com>
* Remove TODO comments
Signed-off-by: Fang, Xiaoran <xiaoran.fang@intel.com>
---------
Signed-off-by: Fang, Xiaoran <xiaoran.fang@intel.com>
Co-authored-by: Wang, Wenjie <wenjie2.wang@intel.com>
Co-authored-by: Lei5 Chen <lei5.chen@intel.com>
Signed-off-by: Patrick Foley <psfoley@gmail.com>
* Add PyTorch linear regression example (#808)
This adds a new tutorial example on distributing a linear regression task over OpenFL cluster.
The model is defined by Pytorch which is able to run over both cpu (by default) and gpu. The dataset is generated by make_regression from sklearn.datasets with pre-defined parameters.
Fixes #797
Co-authored-by: Jiang, Jiaqiu <jiaqiu.jiang@intel.com>
Signed-off-by: He, Dan H <dan.h.he@intel.com>
Signed-off-by: Jiang, Jiaqiu <jiaqiu.jiang@intel.com>
Signed-off-by: Li, Qingqing <qingqing.li@intel.com>
Signed-off-by: Wang, Le <le3.wang@intel.com>
Signed-off-by: Wu, Caili <caili.wu@intel.com>
Signed-off-by: He, Dan H <dan.h.he@intel.com>
Signed-off-by: Patrick Foley <psfoley@gmail.com>
* This prints out the hash of the CSR to disk for both the aggregator and (#813)
* This prints out the hash of the CSR to disk for both the aggregator and
collaborator. The user then compares and approves this hash with the
hash printed out of the file to validate the CSR. In addition, a warning
message is pritned if certify is run in silent mode.
Fixes securefederatedai#692
Signed-off-by: Grant Baker <grant.baker@intel.com>
* Refactor read_csr function to use get_csr_hash
Signed-off-by: Grant Baker <grant.baker@intel.com>
* Ask to check hashes before prompt
---------
Signed-off-by: Grant Baker <grant.baker@intel.com>
Co-authored-by: Grant Baker <grant.baker@intel.com>
Signed-off-by: Patrick Foley <psfoley@gmail.com>
* Improve workspace requirements import (#810)
Remove the dump_requirement_file operation in export_ method.
Fixes securefederatedai#767
Co-authored-by: Li, Qingqing <qingqing.li@intel.com>
Co-authored-by: Wu, Caili <caili.wu@intel.com>
Signed-off-by: He, Dan H <dan.h.he@intel.com>
Signed-off-by: Jiang, Jiaqiu <jiaqiu.jiang@intel.com>
Signed-off-by: Li, Qingqing <qingqing.li@intel.com>
Signed-off-by: Wang, Le <le3.wang@intel.com>
Signed-off-by: Wu, Caili <caili.wu@intel.com>
Signed-off-by: He, Dan H <dan.h.he@intel.com>
Signed-off-by: Patrick Foley <psfoley@gmail.com>
* Issue 506 Added Example using FedProx (#818)
* created new ineractive_api dir to hold pytorch fedprox mnist example
corrected files
changed to FedProxOptimizer and ran set_old_weights for new FedProx Pytorch example
renamed FedProx notebook
used mode.parrameters() to get pytorch model weights
got weights using state_dict
changed old wieghts to list (for serialization) and fixed README
input wieghts before zero_grad
[Enhancement: 506] Add an example that uses the FedProx optimizer in the interative_api
This duplicates the MedNIST_2D example in the interative api but changes it to use the FedProx optimizer.
Fixes: #506
Signed-off-by: Klemme, Beverly <beverly.klemme@intel.com>
Signed-off-by: Baker, Grant <grant.baker@intel.com>
Signed-off-by: ELizabeth Simon, Neethu <neethu.elizabeth.simon@intel.com>
Signed-off-by: Jillela, Emmanuel <emmanuel.jillela@intel.com>
Signed-off-by: Beverly Klemme <beverly.klemme@intel.com>
* [Enhancement: 506] Add an example that uses the FedProx optimizer in the interative_api
This duplicates the MedNIST_2D example in the interative api but changes it to use the FedProx optimizer.
Fixes: securefederatedai#506
Signed-off-by: Klemme, Beverly <beverly.klemme@intel.com>
Signed-off-by: Baker, Grant <grant.baker@intel.com>
Signed-off-by: Elizabeth Simon, Neethu <neethu.elizabeth.simon@intel.com>
Signed-off-by: Jillela, Emmanuel <emmanuel.jillela@intel.com>
Signed-off-by: Beverly Klemme <beverly.klemme@intel.com>
* Update README.md
Signed-off-by: Beverly Klemme <beverly.klemme@intel.com>
* addressed comments by psfoley: corrected words in the jupyter notebook metadata and added a link to the FedProx paper in the README.
Signed-off-by: Beverly Klemme <beverly.klemme@intel.com>
---------
Signed-off-by: Klemme, Beverly <beverly.klemme@intel.com>
Signed-off-by: Baker, Grant <grant.baker@intel.com>
Signed-off-by: ELizabeth Simon, Neethu <neethu.elizabeth.simon@intel.com>
Signed-off-by: Jillela, Emmanuel <emmanuel.jillela@intel.com>
Signed-off-by: Beverly Klemme <beverly.klemme@intel.com>
Signed-off-by: Elizabeth Simon, Neethu <neethu.elizabeth.simon@intel.com>
Signed-off-by: Patrick Foley <psfoley@gmail.com>
* [Bug: 768] FX CLI: Separate create, cert gen commands (#807)
This change separates existing command
"fx collaborator.py generate-cert-request" command into two
commands.
"fx collaborator create -n {NAME} -d {DATA_PATH: optional}".
"fx collaborator generate-cert-request -n {NAME}".
Fixes #768
Signed-off-by: Emmanuel Jillela <emmanuel.jillela@intel.com>
Co-authored-by: Emmanuel Jillela <emmanuel.jillela@intel.com>
Signed-off-by: Patrick Foley <psfoley@gmail.com>
* Add new tutorial example to OpenFL interactive API (#812)
* Add new tutorial example to OpenFL interactive API
This adds a new tutorial example on distributing a linear regression task over OpenFL cluster
The model is defined by scikit-learn which is able to run over both cpu (by default) and gpu. The dataset is 1-dimensional noisy data of sinusoid with pre-defined parameters.
Fixes #798
Co-authored-by: Beverly Klemme <beverly.klemme@intel.com>
Co-authored-by: Grant Baker <grant.baker@intel.com>
Signed-off-by: Yi CAO <yi2.cao@intel.com>
* reduced requirements.txt in workspace
Signed-off-by: Beverly Klemme <beverly.klemme@intel.com>
---------
Signed-off-by: Yi CAO <yi2.cao@intel.com>
Signed-off-by: Beverly Klemme <beverly.klemme@intel.com>
Co-authored-by: Yi CAO <yi2.cao@intel.com>
Signed-off-by: Patrick Foley <psfoley@gmail.com>
* build(deps): bump tensorflow in /openfl-workspace/tf_cnn_histology (#776)
Bumps [tensorflow](https://github.com/tensorflow/tensorflow) from 2.9.3 to 2.11.1.
- [Release notes](https://github.com/tensorflow/tensorflow/releases)
- [Changelog](https://github.com/tensorflow/tensorflow/blob/master/RELEASE.md)
- [Commits](https://github.com/tensorflow/tensorflow/compare/v2.9.3...v2.11.1)
---
updated-dependencies:
- dependency-name: tensorflow
dependency-type: direct:production
...
Signed-off-by: dependabot[bot] <support@github.com>
Co-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>
Signed-off-by: Patrick Foley <psfoley@gmail.com>
* build(deps): bump tensorflow (#777)
Bumps [tensorflow](https://github.com/tensorflow/tensorflow) from 2.9.3 to 2.11.1.
- [Release notes](https://github.com/tensorflow/tensorflow/releases)
- [Changelog](https://github.com/tensorflow/tensorflow/blob/master/RELEASE.md)
- [Commits](https://github.com/tensorflow/tensorflow/compare/v2.9.3...v2.11.1)
---
updated-dependencies:
- dependency-name: tensorflow
dependency-type: direct:production
...
Signed-off-by: dependabot[bot] <support@github.com>
Co-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>
Signed-off-by: Patrick Foley <psfoley@gmail.com>
* Update GaNDLF repo location and test CI with master branch
Signed-off-by: Patrick Foley <psfoley@gmail.com>
* Update GaNDLF repo location and test CI with master branch
Signed-off-by: Patrick Foley <psfoley@gmail.com>
* Update GaNDLF repo location and test CI with master branch
Signed-off-by: Patrick Foley <psfoley@gmail.com>
* Fix documentation links. Change path names and templates for CI
Signed-off-by: Patrick Foley <psfoley@gmail.com>
* Fix paths
Signed-off-by: Patrick Foley <psfoley@gmail.com>
* Fix paths
Signed-off-by: Patrick Foley <psfoley@gmail.com>
* Fix breaking tests
Signed-off-by: Patrick Foley <psfoley@gmail.com>
* Add compatible onnx version to requirements.txt file
Signed-off-by: Patrick Foley <psfoley@gmail.com>
* Fix wrong csv file name
Signed-off-by: Patrick Foley <psfoley@gmail.com>
* Fix wrong csv file name
Signed-off-by: Patrick Foley <psfoley@gmail.com>
* Fix wrong names in workflow file
Signed-off-by: Patrick Foley <psfoley@gmail.com>
* Fix wrong data path
Signed-off-by: Patrick Foley <psfoley@gmail.com>
* Fix lint in test_gandlf.py
Signed-off-by: Patrick Foley <psfoley@gmail.com>
* Fix lint errors
Signed-off-by: Patrick Foley <psfoley@gmail.com>
---------
Signed-off-by: Patrick Foley <psfoley@gmail.com>
Signed-off-by: Aleksander Kantak <aleksander.kantak@intel.com>
Signed-off-by: He, Dan H <dan.h.he@intel.com>
Signed-off-by: Fang, Xiaoran <xiaoran.fang@intel.com>
Signed-off-by: Klemme, Beverly <beverly.klemme@intel.com>
Signed-off-by: Baker, Grant <grant.baker@intel.com>
Signed-off-by: ELizabeth Simon, Neethu <neethu.elizabeth.simon@intel.com>
Signed-off-by: Jillela, Emmanuel <emmanuel.jillela@intel.com>
Signed-off-by: Beverly Klemme <beverly.klemme@intel.com>
Signed-off-by: Elizabeth Simon, Neethu <neethu.elizabeth.simon@intel.com>
Signed-off-by: Emmanuel Jillela <emmanuel.jillela@intel.com>
Signed-off-by: Yi CAO <yi2.cao@intel.com>
Co-authored-by: Sarthak Pati <sarthak.pati@pennmedicine.upenn.edu>
Co-authored-by: Prashant Shah <40899779+SprashAI@users.noreply.github.com>
Co-authored-by: akantak <aleksander.kantak@intel.com>
Co-authored-by: wangleflex <106506636+wangleflex@users.noreply.github.com>
Co-authored-by: He, Dan H <dan.h.he@intel.com>
Co-authored-by: xiaoranf <desolatefang@gmail.com>
Co-authored-by: Wang, Wenjie <wenjie2.wang@intel.com>
Co-authored-by: Lei5 Chen <lei5.chen@intel.com>
Co-authored-by: Beverly Klemme <35578090+bjklemme-intel@users.noreply.github.com>
Co-authored-by: Emmanuel Jillela <emmanuel.jillela@intel.com>
Co-authored-by: Yi CAO <yi2.cao@intel.com>
Co-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>
Signed-off-by: Parth Mandaliya <parth.mandaliya.007@gmail.com>
* Fixed GaNDLF rst issues. Add sphinxcontrib-mermaid (#841)
Signed-off-by: Patrick Foley <psfoley@gmail.com>
Signed-off-by: Parth Mandaliya <parth.mandaliya.007@gmail.com>
* Fix GaNDLF documentation links (#842)
* Fixed GaNDLF rst issues. Add sphinxcontrib-mermaid
Signed-off-by: Patrick Foley <psfoley@gmail.com>
* Fix links in GaNDLF Documentation
* Fixed GaNDLF rst issues. Add sphinxcontrib-mermaid
Signed-off-by: Patrick Foley <psfoley@gmail.com>
* Fix links in GaNDLF Documentation
Signed-off-by: Patrick Foley <psfoley@gmail.com>
---------
Signed-off-by: Patrick Foley <psfoley@gmail.com>
Signed-off-by: Parth Mandaliya <parth.mandaliya.007@gmail.com>
* Fix incorrectly formatted link in docs (#839)
Signed-off-by: Francis Storr <francis.storr@intel.com>
Signed-off-by: Parth Mandaliya <parth.mandaliya.007@gmail.com>
* Resolving merge conflicts in local-runtime.py
Integrated aggregator as stateful actor branch, tested.
Signed-off-by: Parth Mandaliya <parthx.mandaliya@intel.com>
--------
Signed-off-by: Parth Mandaliya <parth.mandaliya.007@gmail.com>
* build(deps): bump onnx in /openfl-workspace/gandlf_seg_test (#840)
Bumps [onnx](https://github.com/onnx/onnx) from 1.12 to 1.13.0.
- [Release notes](https://github.com/onnx/onnx/releases)
- [Changelog](https://github.com/onnx/onnx/blob/main/docs/Changelog.md)
- [Commits](https://github.com/onnx/onnx/compare/v1.12.0...v1.13.0)
---
updated-dependencies:
- dependency-name: onnx
dependency-type: direct:production
...
Signed-off-by: dependabot[bot] <support@github.com>
Co-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>
Signed-off-by: Parth Mandaliya <parth.mandaliya.007@gmail.com>
* Merged changes of remove-torch-dependency branch
Signed-off-by: Parth Mandaliya <parthx.mandaliya@intel.com>
Signed-off-by: Parth Mandaliya <parth.mandaliya.007@gmail.com>
* Update setup.py
Upgrading protobuf to 3.20.3 as per tensorboard requirement
Signed-off-by: Parth Mandaliya <parth.mandaliya.007@gmail.com>
* Resolving merge conflicts
Signed-off-by: Parth Mandaliya <parthx.mandaliya@intel.com>
Signed-off-by: Parth Mandaliya <parth.mandaliya.007@gmail.com>
* Accessibility updates (#861)
* Fix incorrectly formatted link in docs
Signed-off-by: Francis Storr <francis.storr@intel.com>
* Font styling, color contrast, other accessibility updates
This update:
1. Restores Roboto and Lato fonts for most body copy, leaving Intel One Mono for code samples.
2. Adds colors (in `colors.css`)
3. Adds a new `accessibility_overrides.css` file containing CSS that improves the accessibility of the documentation and, where possible, Read The Docs. These updates remediate numerous non-conforming WCAG 2.x Level AA bugs. The use of a separate file for this hopefully makes these changes easier to manage and less likely to be accessibility overwritten in the future.
Closes #848
Signed-off-by: Francis Storr <francis.storr@intel.com>
---------
Signed-off-by: Francis Storr <francis.storr@intel.com>
Signed-off-by: Parth Mandaliya <parthx.mandaliya@intel.com>
Signed-off-by: Parth Mandaliya <parth.mandaliya.007@gmail.com>
* build(deps): bump tensorflow from 2.8.4 to 2.11.1 in /openfl-workspace/keras_nlp (#773)
* build(deps): bump tensorflow in /openfl-workspace/keras_nlp
Bumps [tensorflow](https://github.com/tensorflow/tensorflow) from 2.8.4 to 2.11.1.
- [Release notes](https://github.com/tensorflow/tensorflow/releases)
- [Changelog](https://github.com/tensorflow/tensorflow/blob/master/RELEASE.md)
- [Commits](https://github.com/tensorflow/tensorflow/compare/v2.8.4...v2.11.1)
---
updated-dependencies:
- dependency-name: tensorflow
dependency-type: direct:production
...
Signed-off-by: dependabot[bot] <support@github.com>
Signed-off-by: Patrick Foley <psfoley@gmail.com>
* Update RMSProp optimizer import
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* flake8
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