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setup_notes.txt
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setup_notes.txt
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conda env: gradient_server
gradient CLI commands
pip install -U gradient
pip install -U --pre gradient
https://docs.paperspace.com/gradient/deployments/deployment-restful-api#model_metadata_api
https://paperspace.github.io/gradient-cli/gradient.cli.html
gradient jobs artifacts list jswgtczr67sg44
gradient jobs artifacts list --files model.* j3e5zj1o8wdgl
gradient experiments run singlenode \
--name gradient_server \
--projectId prwj44a35 \
--experimentEnv "{\"EPOCHS\":5}" \
--container tensorflow/tensorflow:1.9.0-gpu \
--machineType K80 \
--command "python test.py --modelPath /storage/model --version 1" \
--modelType Tensorflow \
--modelPath "/storage/model"
gradient experiments run singlenode \
--name gradient_server_2 \
--projectId prwj44a35 \
--container tensorflow/tensorflow:2.0.0rc0-gpu \
--machineType K80 \
--command "python convert_keras_to_pb.py --modelPath /storage/model --version 1" \
--workspace https://github.com/QuarkWorks/gradient_server.git \
--modelType Tensorflow \
--modelPath "/storage/model"
--command "pip install --upgrade pip && pip install keras && python convert_keras_to_pb.py --modelPath /storage/model --version 1" \
tensorflow/tensorflow:1.9.0-gpu-py3
gradient experiments run singlenode \
--name gradient_server_2 \
--projectId prwj44a35 \
--container tensorflow/tensorflow:1.9.0-gpu \
--machineType K80 \
--command "python test.py --modelPath /storage/model --version 1" \
--workspace https://github.com/QuarkWorks/gradient_server.git \
--modelType Tensorflow \
--modelPath "/storage/model"
gradient experiments run singlenode \
--name gradient_server_2 \
--projectId prwj44a35 \
--container tensorflow/tensorflow:1.8.0-gpu \
--machineType K80 \
--command "python ./train/train.py --modelPath /storage/model --version 3" \
--workspace https://github.com/janakiramm/fashionmnist.git \
--modelType Tensorflow \
--modelPath "/storage/model"
gradient experiments run singlenode --name gradient_server --projectId prd5un7x0 --container tensorflow/tensorflow:1.8.0-gpu --machineType K80 --command "python test.py --modelPath /storage/model --version 1" --workspaceUrl s3://ps-projects/prd5un7x0/8701ff2c/gradient_server.zip --experimentEnv '{"EPOCHS": 5}' --ports 5000:5000 --modelType Tensorflow --modelPath /storage/model
gradient experiments run singlenode \
--name fmnidst \
--projectId primjsd2g \
--experimentEnv "{\"EPOCHS\":5}" \
--container tensorflow/tensorflow:1.9.0-gpu \
--machineType K80 \
--command "python train.py --modelPath /storage/model --version 1" \
--modelType Tensorflow \
--modelPath "/storage/model"
gradient experiments run singlenode --name fmnist --projectId pr2j8m1tc --container tensorflow/tensorflow:1.9.0-gpu --machineType K80 --command "python train.py --modelPath /storage/model --version 1" --experimentEnv '{"EPOCHS": 5}' --modelType Tensorflow --modelPath /storage/model
paperspace jobs create --command '"python convert_keras_to_pb.py --modelPath /storage/model --version 1" ' --workspace https://github.com/Paperspace/fast-style-transfer.git --project 'Job Builder'