restore files.(mqtt+cli...)

devops/scripts/build-fedml-docker.sh

@@ -4,7 +4,7 @@ build_arm_arch_images=$1
 
 export FEDML_VERSION=`cat python/setup.py |grep version= |awk -F'=' '{print $2}' |awk -F',' '{print $1}'|awk -F'"' '{print $2}'`
 
-if [[ $build_arm_arch_images == "" ]]; then
+if [[ $build_arm_arch_images = "" ]]; then
   # Build X86_64 docker
   ARCH="x86_64"
   OS="ubuntu18.04"

doc/en/cross-silo/examples/mqtt_s3_fedavg_attack_mnist_lr_example.md

@@ -127,7 +127,7 @@ comm_args:
   grpc_ipconfig_path: ./config/grpc_ipconfig.csv
 
 tracking_args:
-  # the default log path is at ~/fedml-client/fedml/logs/ and ~/fedml-server/fedml/logs/
+   # When running on MLOps platform(open.fedml.ai), the default log path is at ~/fedml-client/fedml/logs/ and ~/fedml-server/fedml/logs/
   enable_wandb: false
   wandb_key: ee0b5f53d949c84cee7decbe7a629e63fb2f8408
   wandb_project: fedml

doc/en/cross-silo/examples/mqtt_s3_fedavg_defense_mnist_lr_example.md

@@ -126,7 +126,7 @@ comm_args:
   grpc_ipconfig_path: ./config/grpc_ipconfig.csv
 
 tracking_args:
-  # the default log path is at ~/fedml-client/fedml/logs/ and ~/fedml-server/fedml/logs/
+   # When running on MLOps platform(open.fedml.ai), the default log path is at ~/fedml-client/fedml/logs/ and ~/fedml-server/fedml/logs/
   enable_wandb: false
   wandb_key: ee0b5f53d949c84cee7decbe7a629e63fb2f8408
   wandb_project: fedml

doc/en/mlops/user_guide.md

@@ -228,8 +228,7 @@ Now you are ready to start the training. Enjoy! We provide the following experim
 - distributed logging
 ![image](../_static/image/MLOps_experimental_tracking_logging.png)
 
-
-
+  Also, you may review your edge client logs via the command 'fedml logs' in your edge client device, and you may review your edge server logs via the command 'fedml logs -s' in your edge server device.
 
 More advanced features will be supported soon. We appreciate your valuable feedback.
 

doc/en/starter/getting_started.md

@@ -176,7 +176,7 @@ comm_args:
   #customized_training_s3_config: {'CN_S3_SAK': 'your s3 aws_secret_access_key', 'CN_REGION_NAME': 'your s3 region name', 'CN_S3_AKI': 'your s3 aws_access_key_id', 'BUCKET_NAME': 'your s3 bucket name'}
 
 tracking_args:
-  # the default log path is at ~/fedml-client/fedml/logs/ and ~/fedml-server/fedml/logs/
+   # When running on MLOps platform(open.fedml.ai), the default log path is at ~/fedml-client/fedml/logs/ and ~/fedml-server/fedml/logs/
   enable_wandb: false
 ```
 

docker/arm64v8/Dockerfile

@@ -132,7 +132,7 @@ apt install -y --allow-change-held-packages libnccl2=${LIB_NCCL} libnccl-dev=${L
 # ***************************************************************************
 # PyTorch (install from source)
 # ***************************************************************************
-RUN pip3 install numpy ninja pyyaml setuptools cmake cffi typing_extensions future six requests dataclasses h5py
+RUN pip3 install --ignore-installed pyyaml>=5.3.1 && pip3 install numpy ninja setuptools cmake cffi typing_extensions future six requests dataclasses h5py
 
 #RUN cd ${INSTALL_DIR} && \
 #git clone https://github.com/pytorch/pytorch.git && \

docker/nvidia_jetson/Dockerfile

@@ -22,4 +22,4 @@ ADD ./nvidia_jetson/docker-location.yml /root/fedml-server/fedml/data/docker-loc
 
 RUN ln -nsf /usr/bin/python3 /usr/bin/python
 RUN ln -nsf /usr/bin/pip3 /usr/bin/pip
-RUN pip install --upgrade pip && pip uninstall fedml;pip install -U fedml
+RUN pip install --upgrade pip && pip install -U fedml

docker/rpi/Dockerfile_32bit_armv7

@@ -34,7 +34,7 @@ RUN cat /etc/os-release
 RUN sudo ln -s /usr/include/locale.h /usr/include/xlocale.h
 #RUN pip3 install h5py==3.1.0
 #RUN apt-get install python-h5py
-RUN pip install --upgrade pip && pip uninstall fedml;pip install -U fedml
+RUN pip install --upgrade pip && pip install -U fedml
 
 ##############################################################################
 # Add docker location file

docker/rpi/Dockerfile_64bit_armv8

@@ -22,10 +22,10 @@ RUN pip install -U Pillow
 # https://discuss.pytorch.org/t/failed-to-load-image-python-extension-could-not-find-module/140278/13
 RUN pip install --upgrade torchvision==0.10.0
 
-RUN pip install --upgrade pip && pip uninstall fedml;pip install -U fedml
+RUN pip install --upgrade pip && pip install -U fedml
 
 ##############################################################################
 # Add docker location file
 ##############################################################################
 ADD ./rpi/docker-location.yml /root/fedml-client/fedml/data/docker-location.yml
-ADD ./rpi/docker-location.yml /root/fedml-server/fedml/data/docker-location.yml
+ADD ./rpi/docker-location.yml /root/fedml-server/fedml/data/docker-location.yml

docker/x86-64/Dockerfile

@@ -131,7 +131,7 @@ apt install -y --allow-change-held-packages libnccl2=${LIB_NCCL} libnccl-dev=${L
 # ***************************************************************************
 # PyTorch (install from source)
 # ***************************************************************************
-RUN sudo pip3 install --upgrade pip && pip install numpy ninja pyyaml mkl mkl-include setuptools cmake cffi typing_extensions future six requests dataclasses h5py
+RUN sudo pip3 install --upgrade pip && pip3 install --ignore-installed pyyaml>=5.3.1 && pip3 install numpy ninja mkl mkl-include setuptools cmake cffi typing_extensions future six requests dataclasses h5py
 
 #RUN cd ${INSTALL_DIR} && \
 #git clone https://github.com/pytorch/pytorch.git && \
@@ -193,7 +193,8 @@ RUN pip3 install --upgrade requests
 #sudo python3 setup.py install
 #RUN rm -rf ${INSTALL_DIR}/FedML
 
-RUN pip uninstall fedml;pip install -U fedml
+RUN pip install -U fedml
+RUN pip install mpi4py
 
 RUN python3 -c "import fedml; fedml.__version__"
 

examples/README.md

@@ -6,6 +6,6 @@
 
 - Examples of FedML Android: [FedML/android](../android)
 
-- Adavanced Applications developed on FedML: [https://github.com/FedML-AI/FedML/tree/master/python/app](https://github.com/FedML-AI/FedML/tree/master/python/app) 
+- Advanced Applications developed on FedML: [https://github.com/FedML-AI/FedML/tree/master/python/app](https://github.com/FedML-AI/FedML/tree/master/python/app) 
 
 - User Guide for MLOps: [https://doc.fedml.ai/mlops/user_guide.html](https://doc.fedml.ai/mlops/user_guide.html)

python/app/fedcv/image_classification/config/fedml_config.yaml

@@ -49,7 +49,7 @@ comm_args:
   s3_config_path: config/s3_config.yaml
 
 tracking_args:
-  # the default log path is at ~/fedml-client/fedml/logs/ and ~/fedml-server/fedml/logs/
+   # When running on MLOps platform(open.fedml.ai), the default log path is at ~/fedml-client/fedml/logs/ and ~/fedml-server/fedml/logs/
   enable_wandb: false
   wandb_key: ee0b5f53d949c84cee7decbe7a629e63fb2f8408
   wandb_project: fedml

python/app/fedcv/image_segmentation/config/fedml_config.yaml

@@ -52,7 +52,7 @@ comm_args:
   s3_config_path: config/s3_config.yaml
 
 tracking_args:
-  # the default log path is at ~/fedml-client/fedml/logs/ and ~/fedml-server/fedml/logs/
+   # When running on MLOps platform(open.fedml.ai), the default log path is at ~/fedml-client/fedml/logs/ and ~/fedml-server/fedml/logs/
   enable_wandb: false
   wandb_key: ee0b5f53d949c84cee7decbe7a629e63fb2f8408
   wandb_project: fedml

python/app/fedcv/object_detection/config/simulation/fedml_config.yaml

@@ -58,7 +58,7 @@ comm_args:
   is_mobile: 0
 
 tracking_args:
-  # the default log path is at ~/fedml-client/fedml/logs/ and ~/fedml-server/fedml/logs/
+   # When running on MLOps platform(open.fedml.ai), the default log path is at ~/fedml-client/fedml/logs/ and ~/fedml-server/fedml/logs/
   enable_wandb: false
   wandb_key: ee0b5f53d949c84cee7decbe7a629e63fb2f8408
   wandb_project: fedml

python/app/fedgraphnn/ego_networks_node_clf/config/fedml_config.yaml

@@ -65,7 +65,7 @@ comm_args:
 
 
 tracking_args:
-  # the default log path is at ~/fedml-client/fedml/logs/ and ~/fedml-server/fedml/logs/
+   # When running on MLOps platform(open.fedml.ai), the default log path is at ~/fedml-client/fedml/logs/ and ~/fedml-server/fedml/logs/
   enable_wandb: false
   wandb_key: ee0b5f53d949c84cee7decbe7a629e63fb2f8408
   wandb_project: fedml

python/app/fedgraphnn/moleculenet_graph_clf/config/fedml_config.yaml

@@ -62,7 +62,7 @@ comm_args:
 
 
 tracking_args:
-  # the default log path is at ~/fedml-client/fedml/logs/ and ~/fedml-server/fedml/logs/
+   # When running on MLOps platform(open.fedml.ai), the default log path is at ~/fedml-client/fedml/logs/ and ~/fedml-server/fedml/logs/
   enable_wandb: false
   wandb_key: ee0b5f53d949c84cee7decbe7a629e63fb2f8408
   wandb_project: fedml

python/app/fedgraphnn/moleculenet_graph_reg/config/fedml_config.yaml

@@ -60,7 +60,7 @@ comm_args:
 
 
 tracking_args:
-  # the default log path is at ~/fedml-client/fedml/logs/ and ~/fedml-server/fedml/logs/
+   # When running on MLOps platform(open.fedml.ai), the default log path is at ~/fedml-client/fedml/logs/ and ~/fedml-server/fedml/logs/
   enable_wandb: false
   wandb_key: ee0b5f53d949c84cee7decbe7a629e63fb2f8408
   wandb_project: fedml

python/app/fedgraphnn/recsys_subgraph_link_pred/config/fedml_config.yaml

@@ -60,7 +60,7 @@ comm_args:
 
 
 tracking_args:
-  # the default log path is at ~/fedml-client/fedml/logs/ and ~/fedml-server/fedml/logs/
+   # When running on MLOps platform(open.fedml.ai), the default log path is at ~/fedml-client/fedml/logs/ and ~/fedml-server/fedml/logs/
   enable_wandb: false
   wandb_key: ee0b5f53d949c84cee7decbe7a629e63fb2f8408
   wandb_project: fedml

python/app/fednlp/seq2seq/config/fedml_config.yaml

@@ -72,7 +72,7 @@ comm_args:
 
 
 tracking_args:
-  # the default log path is at ~/fedml-client/fedml/logs/ and ~/fedml-server/fedml/logs/
+   # When running on MLOps platform(open.fedml.ai), the default log path is at ~/fedml-client/fedml/logs/ and ~/fedml-server/fedml/logs/
   enable_wandb: false
   wandb_key: ee0b5f53d949c84cee7decbe7a629e63fb2f8408
   wandb_project: fedml

python/app/fednlp/seq_tagging/config/fedml_config.yaml

@@ -72,7 +72,7 @@ comm_args:
 
 
 tracking_args:
-  # the default log path is at ~/fedml-client/fedml/logs/ and ~/fedml-server/fedml/logs/
+   # When running on MLOps platform(open.fedml.ai), the default log path is at ~/fedml-client/fedml/logs/ and ~/fedml-server/fedml/logs/
   enable_wandb: false
   wandb_key: ee0b5f53d949c84cee7decbe7a629e63fb2f8408
   wandb_project: fedml

python/app/fednlp/span_extraction/config/fedml_config.yaml

@@ -72,7 +72,7 @@ comm_args:
 
 
 tracking_args:
-  # the default log path is at ~/fedml-client/fedml/logs/ and ~/fedml-server/fedml/logs/
+   # When running on MLOps platform(open.fedml.ai), the default log path is at ~/fedml-client/fedml/logs/ and ~/fedml-server/fedml/logs/
   enable_wandb: false
   wandb_key: ee0b5f53d949c84cee7decbe7a629e63fb2f8408
   wandb_project: fedml

python/examples/cross_device/mqtt_s3_fedavg_cifar10_resnet20_example/config/fedml_config.yaml

@@ -48,7 +48,7 @@ comm_args:
   s3_config_path: config/s3_config.yaml
 
 tracking_args:
-  # the default log path is at ~/fedml-client/fedml/logs/ and ~/fedml-server/fedml/logs/
+   # When running on MLOps platform(open.fedml.ai), the default log path is at ~/fedml-client/fedml/logs/ and ~/fedml-server/fedml/logs/
   enable_wandb: false
   wandb_project: fedml
   run_name: fedml_torch_fedavg_cifar_lr

python/examples/cross_device/mqtt_s3_fedavg_mnist_lenet_example/config/fedml_config.yaml

@@ -48,7 +48,7 @@ comm_args:
   s3_config_path: config/s3_config.yaml
 
 tracking_args:
-  # the default log path is at ~/fedml-client/fedml/logs/ and ~/fedml-server/fedml/logs/
+   # When running on MLOps platform(open.fedml.ai), the default log path is at ~/fedml-client/fedml/logs/ and ~/fedml-server/fedml/logs/
   enable_wandb: false
   wandb_project: fedml
   run_name: fedml_torch_fedavg_mnist_lr

python/examples/cross_silo/cuda_rpc_fedavg_mnist_lr_example/one_line/config/fedml_config.yaml

@@ -50,7 +50,7 @@ comm_args:
     2: 0
 
 tracking_args:
-  # the default log path is at ~/fedml-client/fedml/logs/ and ~/fedml-server/fedml/logs/
+   # When running on MLOps platform(open.fedml.ai), the default log path is at ~/fedml-client/fedml/logs/ and ~/fedml-server/fedml/logs/
   local_log_output_path: ./log
   enable_wandb: false
   wandb_key: ee0b5f53d949c84cee7decbe7a619e63fb1f8408

python/examples/cross_silo/grpc_fedavg_mnist_lr_example/custom_data_and_model/config/fedml_config.yaml

@@ -44,6 +44,7 @@ comm_args:
   grpc_ipconfig_path: config/grpc_ipconfig.csv
 
 tracking_args:
+  # When running on MLOps platform(open.fedml.ai), the default log path is at ~/fedml-client/fedml/logs/ and ~/fedml-server/fedml/logs/
   log_file_dir: ./log
   local_log_output_path: ./log
   enable_wandb: false

python/examples/cross_silo/grpc_fedavg_mnist_lr_example/one_line/config/fedml_config.yaml

@@ -43,7 +43,7 @@ comm_args:
   grpc_ipconfig_path: config/grpc_ipconfig.csv
 
 tracking_args:
-  # the default log path is at ~/fedml-client/fedml/logs/ and ~/fedml-server/fedml/logs/
+  # When running on MLOps platform(open.fedml.ai), the default log path is at ~/fedml-client/fedml/logs/ and ~/fedml-server/fedml/logs/
   local_log_output_path: ./log
   enable_wandb: false
   wandb_key: ee0b5f53d949c84cee7decbe7a629e63fb2f8408

python/examples/cross_silo/grpc_fedavg_mnist_lr_example/step_by_step/config/fedml_config.yaml

@@ -44,7 +44,7 @@ comm_args:
   grpc_ipconfig_path: config/grpc_ipconfig.csv
 
 tracking_args:
-  # the default log path is at ~/fedml-client/fedml/logs/ and ~/fedml-server/fedml/logs/
+   # When running on MLOps platform(open.fedml.ai), the default log path is at ~/fedml-client/fedml/logs/ and ~/fedml-server/fedml/logs/
   local_log_output_path: ./log
   enable_wandb: false
   wandb_key: ee0b5f53d949c84cee7decbe7a619e63fb1f8408

python/examples/cross_silo/light_sec_agg_example/config/fedml_config.yaml

@@ -56,7 +56,7 @@ comm_args:
   s3_config_path: config/s3_config.yaml
 
 tracking_args:
-  # the default log path is at ~/fedml-client/fedml/logs/ and ~/fedml-server/fedml/logs/
+   # When running on MLOps platform(open.fedml.ai), the default log path is at ~/fedml-client/fedml/logs/ and ~/fedml-server/fedml/logs/
   enable_wandb: false
   wandb_key: ee0b5f53d949c84cee7decbe7a629e63fb2f8408
   wandb_project: fedml

python/examples/cross_silo/mpi_fedavg_mnist_lr_example/config/fedml_config.yaml

@@ -38,7 +38,7 @@ comm_args:
 
 
 tracking_args:
-  # the default log path is at ~/fedml-client/fedml/logs/ and ~/fedml-server/fedml/logs/
+   # When running on MLOps platform(open.fedml.ai), the default log path is at ~/fedml-client/fedml/logs/ and ~/fedml-server/fedml/logs/
   enable_wandb: false
   wandb_key: ee0b5f53d949c84cee7decbe7a629e63fb2f8408
   wandb_project: fedml

python/examples/cross_silo/mqtt_s3_fedavg_attack_defense_cifar10_resnet56_example/config/foolsgold/fedml_config.yaml

@@ -46,7 +46,7 @@ comm_args:
   backend: "MPI"
 
 tracking_args:
-  # the default log path is at ~/fedml-client/fedml/logs/ and ~/fedml-server/fedml/logs/
+   # When running on MLOps platform(open.fedml.ai), the default log path is at ~/fedml-client/fedml/logs/ and ~/fedml-server/fedml/logs/
   enable_wandb: false
   wandb_key: ee0b5f53d949c84cee7decbe7a629e63fb2f8408
   wandb_project: fedml

python/examples/cross_silo/mqtt_s3_fedavg_attack_mnist_lr_example/config/byzantine/fedml_config.yaml

@@ -49,7 +49,7 @@ comm_args:
   grpc_ipconfig_path: ./config/grpc_ipconfig.csv
 
 tracking_args:
-  # the default log path is at ~/fedml-client/fedml/logs/ and ~/fedml-server/fedml/logs/
+   # When running on MLOps platform(open.fedml.ai), the default log path is at ~/fedml-client/fedml/logs/ and ~/fedml-server/fedml/logs/
   enable_wandb: false
   wandb_key: ee0b5f53d949c84cee7decbe7a629e63fb2f8408
   wandb_project: fedml

python/examples/cross_silo/mqtt_s3_fedavg_cdp_mnist_lr_example/config/fedml_config.yaml

@@ -45,7 +45,7 @@ comm_args:
   s3_config_path: config/s3_config.yaml
 
 tracking_args:
-  # the default log path is at ~/fedml-client/fedml/logs/ and ~/fedml-server/fedml/logs/
+   # When running on MLOps platform(open.fedml.ai), the default log path is at ~/fedml-client/fedml/logs/ and ~/fedml-server/fedml/logs/
   enable_wandb: false
   wandb_key: ee0b5f53d949c84cee7decbe7a629e63fb2f8408
   wandb_project: fedml

python/examples/cross_silo/mqtt_s3_fedavg_defense_mnist_lr_example/config/crfl/fedml_config.yaml

@@ -49,7 +49,7 @@ comm_args:
   grpc_ipconfig_path: ./config/grpc_ipconfig.csv
 
 tracking_args:
-  # the default log path is at ~/fedml-client/fedml/logs/ and ~/fedml-server/fedml/logs/
+   # When running on MLOps platform(open.fedml.ai), the default log path is at ~/fedml-client/fedml/logs/ and ~/fedml-server/fedml/logs/
   enable_wandb: false
   wandb_key: ee0b5f53d949c84cee7decbe7a629e63fb2f8408
   wandb_project: fedml

python/examples/cross_silo/mqtt_s3_fedavg_defense_mnist_lr_example/config/foolsgold/fedml_config.yaml

@@ -46,7 +46,7 @@ comm_args:
   backend: "MQTT_S3"
 
 tracking_args:
-  # the default log path is at ~/fedml-client/fedml/logs/ and ~/fedml-server/fedml/logs/
+   # When running on MLOps platform(open.fedml.ai), the default log path is at ~/fedml-client/fedml/logs/ and ~/fedml-server/fedml/logs/
   enable_wandb: false
   wandb_key: ee0b5f53d949c84cee7decbe7a629e63fb2f8408
   wandb_project: fedml

python/examples/cross_silo/mqtt_s3_fedavg_defense_mnist_lr_example/config/krum/fedml_config.yaml

@@ -49,7 +49,7 @@ comm_args:
   grpc_ipconfig_path: ./config/grpc_ipconfig.csv
 
 tracking_args:
-  # the default log path is at ~/fedml-client/fedml/logs/ and ~/fedml-server/fedml/logs/
+   # When running on MLOps platform(open.fedml.ai), the default log path is at ~/fedml-client/fedml/logs/ and ~/fedml-server/fedml/logs/
   enable_wandb: false
   wandb_key: ee0b5f53d949c84cee7decbe7a629e63fb2f8408
   wandb_project: fedml

python/examples/cross_silo/mqtt_s3_fedavg_defense_mnist_lr_example/config/multikrum/fedml_config.yaml

@@ -49,7 +49,7 @@ comm_args:
   grpc_ipconfig_path: ./config/grpc_ipconfig.csv
 
 tracking_args:
-  # the default log path is at ~/fedml-client/fedml/logs/ and ~/fedml-server/fedml/logs/
+   # When running on MLOps platform(open.fedml.ai), the default log path is at ~/fedml-client/fedml/logs/ and ~/fedml-server/fedml/logs/
   enable_wandb: false
   wandb_key: ee0b5f53d949c84cee7decbe7a629e63fb2f8408
   wandb_project: fedml

python/examples/cross_silo/mqtt_s3_fedavg_defense_mnist_lr_example/config/rfa/fedml_config.yaml

@@ -49,7 +49,7 @@ comm_args:
   grpc_ipconfig_path: ./config/grpc_ipconfig.csv
 
 tracking_args:
-  # the default log path is at ~/fedml-client/fedml/logs/ and ~/fedml-server/fedml/logs/
+   # When running on MLOps platform(open.fedml.ai), the default log path is at ~/fedml-client/fedml/logs/ and ~/fedml-server/fedml/logs/
   enable_wandb: false
   wandb_key: ee0b5f53d949c84cee7decbe7a629e63fb2f8408
   wandb_project: fedml

python/examples/cross_silo/mqtt_s3_fedavg_defense_mnist_lr_example/config/slsgd/fedml_config.yaml

@@ -48,7 +48,7 @@ comm_args:
   grpc_ipconfig_path: ./config/grpc_ipconfig.csv
 
 tracking_args:
-  # the default log path is at ~/fedml-client/fedml/logs/ and ~/fedml-server/fedml/logs/
+   # When running on MLOps platform(open.fedml.ai), the default log path is at ~/fedml-client/fedml/logs/ and ~/fedml-server/fedml/logs/
   enable_wandb: false
   wandb_key: ee0b5f53d949c84cee7decbe7a629e63fb2f8408
   wandb_project: fedml

python/examples/cross_silo/mqtt_s3_fedavg_defense_mnist_lr_example/config/trimmed_mean/fedml_config.yaml

@@ -49,7 +49,7 @@ comm_args:
   grpc_ipconfig_path: ./config/grpc_ipconfig.csv
 
 tracking_args:
-  # the default log path is at ~/fedml-client/fedml/logs/ and ~/fedml-server/fedml/logs/
+   # When running on MLOps platform(open.fedml.ai), the default log path is at ~/fedml-client/fedml/logs/ and ~/fedml-server/fedml/logs/
   enable_wandb: false
   wandb_key: ee0b5f53d949c84cee7decbe7a629e63fb2f8408
   wandb_project: fedml

python/examples/cross_silo/mqtt_s3_fedavg_ldp_mnist_lr_example/config/fedml_config.yaml

@@ -45,7 +45,7 @@ comm_args:
   s3_config_path: config/s3_config.yaml
 
 tracking_args:
-  # the default log path is at ~/fedml-client/fedml/logs/ and ~/fedml-server/fedml/logs/
+   # When running on MLOps platform(open.fedml.ai), the default log path is at ~/fedml-client/fedml/logs/ and ~/fedml-server/fedml/logs/
   enable_wandb: false
   wandb_key: ee0b5f53d949c84cee7decbe7a629e63fb2f8408
   wandb_project: fedml

python/examples/cross_silo/mqtt_s3_fedavg_mnist_lr_example/custom_data_and_model/config/fedml_config.yaml

@@ -48,7 +48,7 @@ comm_args:
   #customized_training_s3_config: {'CN_S3_SAK': 'your s3 aws_secret_access_key', 'CN_REGION_NAME': 'your s3 region name', 'CN_S3_AKI': 'your s3 aws_access_key_id', 'BUCKET_NAME': 'your s3 bucket name'}
 
 tracking_args:
-  # the default log path is at ~/fedml-client/fedml/logs/ and ~/fedml-server/fedml/logs/
+   # When running on MLOps platform(open.fedml.ai), the default log path is at ~/fedml-client/fedml/logs/ and ~/fedml-server/fedml/logs/
   enable_wandb: false
   wandb_key: ee0b5f53d949c84cee7decbe7a629e63fb2f8408
   wandb_project: fedml

python/examples/cross_silo/mqtt_s3_fedavg_mnist_lr_example/one_line/config/fedml_config.yaml

@@ -47,7 +47,7 @@ comm_args:
   grpc_ipconfig_path: ./config/grpc_ipconfig.csv
 
 tracking_args:
-  # the default log path is at ~/fedml-client/fedml/logs/ and ~/fedml-server/fedml/logs/
+   # When running on MLOps platform(open.fedml.ai), the default log path is at ~/fedml-client/fedml/logs/ and ~/fedml-server/fedml/logs/
   enable_wandb: false
   wandb_key: ee0b5f53d949c84cee7decbe7a629e63fb2f8408
   wandb_project: fedml