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Gradient CLI Release Notes

Release Notes for 0.9.1a0

  • Added basic support for autoscaling deployments

Release Notes for 0.9.0

Note: this list includes all changes made in 0.9.0a* alpha releases

Breaking changes

  • Normalized parameter names in notebooks group and NotebooksClient

Fixes

  • Fixed NotImplementedError raised when parsing experiment with dataset volume options set
  • Fix output of metrics stream command
  • Fixed experiment status constants and added constants for deployment statuses
  • Fixed reading logs with --follow. The bug caused all log lines in a loop instead of only the new one
  • Fixed TypeError occurring when a job was being created without --workspace

New features

  • Added whole directory upload to models upload command
  • Added a command group for managing secrets
  • Added notebooks logs command for reading logs of notebooks

Release Notes for 0.9.0a2

Fixes

  • Fixed NotImplementedError raised when parsing experiment with dataset volume options set

Release Notes for 0.8.1

Fixes

  • Fixed NotImplementedError raised when parsing experiment with dataset volume options set

Release Notes for 0.9.0a1

Fixes

  • Fix output of metrics stream command
  • Fixed experiment status constants and added constants for deployment statuses

Release Notes for 0.9.0a0

Fixes

  • Fixed reading logs with --follow. The bug caused all log lines in a loop instead of only the new one
  • Fixed TypeError occurring when a job was being created without --workspace

New features

  • Added whole directory upload to models upload command
  • Added a command group for managing secrets

Release Notes for 0.8.0

Note: this list includes all changes made in 0.8.0a* alpha releases

Breaking changes

  • Removed entity parameter from tag-related methods in clients

Fixes

  • Fix reading logs with --follow true
  • Fix creating job without workspace

New features

  • Added deployments logs command for reading depoyment logs
  • Added --command option to deployments update
  • Added --projectId option to deployments create and deployments update
  • Added gradient-utils to required

Release Notes for 0.8.0a2

Fixes

  • Fix reading logs with --follow true
  • Fix creating job without workspace

Release Notes for 0.7.1

Note: this list includes all changes made in 0.7.1a* alpha releases

New features

  • Added deployments logs command

Fixes

  • Fix reading logs with --follow true
  • Fix creating job without workspace

Release Notes for 0.7.1a0

New features

  • Added deployments logs command

Fixes

  • Fix reading logs with --follow true
  • Fix creating job without workspace

Release Notes for 0.8.0a1

Breaking changes

  • Removed entity parameter from tag-related methods in clients

New features

  • Added --command option to deployments update
  • Added --projectId option to deployments create and deployments update
  • Added gradient-utils to required

Release Notes for 0.8.0a0

New features

  • Added deployments logs command for reading depoyment logs
  • Added notebooks create command for creating and starting a new notebook
  • Added notebooks start command for starting an existing notebook
  • Added notebooks fork command for forking a new notebook
  • Added notebooks stop command for stopping a running notebook
  • Added notebooks artifacts list command for listing the last workspace artifacts uploaded for a notebook.

Release Notes for 0.7.0

Note: this list includes all changes made in 0.7.0a* alpha releases

Breaking changes

  • Removed experimental projects wizard command

New features

  • Added some datetime fields to deployment and experiment models
  • --modelId is not required to create a deployment anymore
  • Added commands for reading and streaming experiment, deployment, notebook and job metrics

Fixes

  • Fix request field name for deployment create command
  • Fix cluster ID field again

Release Notes for 0.7.0a3

Fixes

  • Fixed a bug in model upload introduced in 0.7.0a3

Release Notes for 0.7.0a2

New features

  • Added some datetime fields to deployment and experiment models
  • --modelId is not required to create a deployment anymore
  • Added commands for reading and streaming deployment, notebook and job metrics

Release Notes for 0.7.0a1

Fixes

  • Fix cluster ID field again

Release Notes for 0.7.0a0

Breaking changes

  • Removed experimental projects wizard command

New features

  • Added commands for reading experiment metrics

Fixes

  • Fix request field name for deployment create command

Release Notes for 0.6.3

Fixes

  • Fix request field name for deployment create command

Release Notes for 0.6.2

New features

  • Added support for uploading 100MB+ models
  • Added command option/parameter to depoyments create command and SDK method

Release Notes for 0.6.1

Note: this list includes all changes made in 0.6.1a* alpha releases

Breaking changes

  • --workspaceUrl and --workspaceArchive replaced by --workspace

New features

  • Added clusters machineTypes list command
  • Added --projectId option to models upload command
  • Overwriting options provided in YAML file with values passed in terminal

Fixes

  • Fix raising KeyError when listing experiments
  • Added clusters list command
  • Fixed URL to a newly created project

Release Notes for 0.6.1a1

New features

  • Added --projectId option to models upload command
  • Overwriting options provided in YAML file with values passed in terminal

Release Notes for 0.6.1a0

Breaking changes

  • --workspaceUrl and --workspaceArchive replaced by --workspace

Fixes

  • Added clusters list command
  • Fixed URL to a newly created project

Release Notes for 0.6.0

Note: this list includes all changes made in 0.6.0a* alpha releases

Breaking changes

  • Removed the --vpc flag
  • --name is not required to create/run experiment. Parameters in methods for creating/running experiments have changed

New features

  • Added commands to add and remove tags
  • Added filtering notebooks by tags
  • Added showing tags in details commands
  • Added projects details command
  • Datasets for experiments in YAML options file can now be defined as list of objects
  • Allow string instead of list of strings in YAML for options that take multiple values

Fixes

  • Removed empty lines in logs
  • Fixed ExperimentsClient.list parameters (not a breaking change)
  • Fix showing cluster ID in deployments details
  • Add filtering entities by tags in list commands

Release Notes for 0.6.0a2

Breaking changes

  • Removed the --vpc flag

Release Notes for 0.6.0a1

New features

  • Added commands to add and remove tags
  • Added filtering notebooks by tags
  • Added showing tags in details commands
  • Added projects details command

Release Notes for 0.6.0a0

Breaking changes

  • --name is not required to create/run experiment. Parameters in methods for creating/running experiments have changed

New features

  • Datasets for experiments in YAML options file can now be defined as list of objects
  • Allow string instead of list of strings in YAML for options that take multiple values

Fixes

  • Removed empty lines in logs
  • Fixed ExperimentsClient.list parameters (not a breaking change)
  • Fix showing cluster ID in deployments details
  • Add filtering entities by tags in list commands

Release Notes for 0.5.2

Note: this list includes all changes made in 0.5.2a* alpha releases

New features

  • Update notebooks list command accepts --list and --offset arguments and show more notebooks
  • Add deployments details command
  • registry target options to run and jobs create commands
  • --workspace option in experiments commands does not default to current working directory anymore and is required for VPC experiments

Release Notes for 0.5.2a3

New features

  • Add deployments details command

Release Notes for 0.5.2a2

Fixes

  • Update notebooks list command accepts --list and --offset arguments and show more notebooks

Release Notes for 0.5.0

Note: this list includes all changes made in 0.5.0a* alpha releases

New features

  • Added projects delete command
  • Added models upload command for uploading model file from local machine
  • Added --workspaceRef option to experiments create/run for specifying branch, commit hash or tag
  • Added new options to experiments create/run for creating experiments with datasets
  • Added several new options to deployments create
  • Added deployments update command
  • Added models details command
  • Added pagination for experiments list

Fixes

  • Fixed constant used to create deployment
  • Fix listing experiments when filtering by project ID
  • Fixed KeyError when setting dataset options without setting --datasetUri
  • Fixed error occurring when not all dataset values were set

Breaking changes

  • Dropped dependencies: gradient-statsd and gradient-sdk
  • Changed ID attribute in Job and Deployment models from id_ to id

Release Notes for 0.5.1a3

Fixes

  • Reverted changes to --clusterId and --vpc from 0.5.1a2

Release Notes for 0.5.1a2

Fixes

  • Update model upload to accept path to file or directory

Breaking changes

  • Change --clusterId to required parameter for creation and start of deployments and experiments
  • Remove --vpc flag for creation and start of deployments and experiments

Release Notes for 0.5.1a1

New features

  • Added model upload command with directory upload command

Release Notes for 0.5.0a7

Fixes

  • Fixed error occurring when not all dataset values were set

Release Notes for 0.5.0a6

New features

  • Added models details command
  • Added pagination for experiments list

Release Notes for 0.5.0a5

New features

  • Added deployments update command

Release Notes for 0.5.0a4

Fixes

  • Fixed KeyError when setting dataset options without setting --datasetUri

Release Notes for 0.5.0a3

New features

  • Added projects delete command
  • Added models upload command for uploading model file from local machine
  • Added --workspaceRef option to experiments create/run for specifying branch, commit hash or tag
  • Added new options to experiments create/run for creating experiments with datasets
  • Added several new options to deployments create

Fixes

  • Added filtering deleted projects in projects list

Release Notes for 0.5.0a2

Breaking changes

  • Changed ID attribute in Job and Deployment models from id_ to id

Release Notes for 0.5.0a1

Fixes

  • Fixed constant used to create deployment
  • Fix listing experiments when filtering by project ID

Breaking changes

  • Dropped dependencies: gradient-statsd and gradient-sdk

Release Notes for 0.4.1

Fixes

  • Fixed constant used to create deployment

Release Notes for 0.5.0a0

New features

  • New delete commands for deployments and experiments
  • Printing url to instance web client's view to terminal after creating it

Fixes

  • Fix spinner not disappearing when some commands were executed
  • base64-encoded command value so it's not blocked by Cloudflare's filter anymore

Breaking changes

  • Moved hyperparameters group to experiments group
  • Dropped experiment_type_id parameter from create_mpi_multi_node() in ExperimentsClient
  • Moved constants and config modules into api_sdk module

Release Notes for 0.4.0

Note: this list includes all changes made in alpha releases since 0.3.2a

New features

  • Command for deleting a tensorboard
  • Optional adding new experiment to tensorboard with new --tensorboard option. Available for experiments create and experiments run
  • Add MPI-specific options for creating experiments

Fixes

  • Fixed AttributeError raised when --ignoreFiles was used
  • Fixed showing help for some commands
  • Fixed URL for fetching notebook details
  • Fix StopIteration exception in Python 3.7
  • Fix job delete and job stop commands
  • Fix how some error messages are printed
  • Fix formatting of datetime in projects list table
  • Fix sending some bash commands using --*command options caused Cloudflare's filter to stop request

Release Notes for 0.4.0a5

Fixes

  • Fix formatting of datetime in projects list table
  • Fix sending some bash commands using --*command options caused Cloudflare's filter to stop request

Release Notes for 0.4.0a4

Fixes

  • Fix how some error messages are printed

Release Notes for 0.3.7

Fixes

  • Fix formatting of datetime in projects list table
  • Fix sending some bash commands using --*command options caused Cloudflare's filter to stop request

Release Notes for 0.4.0a4

Fixes

  • Fix how some error messages are printed

Release Notes for 0.3.6

Fixes

  • Fix job delete and job stop commands
  • Fix how some error messages are printed

Release Notes for 0.4.0a3

New features

  • Command for deleting a tensorboard
  • Optional adding new experiment to tensorboard with new --tensorboard option. Available for experiments create and experiments run
  • Add MPI-specific options for creating experiments

Fixes

  • Fixed AttributeError raised when --ignoreFiles was used
  • Fixed showing help for some commands
  • Fixed URL for fetching notebook details
  • Fix StopIteration exception in Python 3.7
  • Fix job delete and job stop commands

Release Notes for 0.3.5

Fixes

  • Fix StopIteration exception in Python 3.7

Release Notes for 0.3.4

Fixes

  • Fixed bug causing exception be raised when --help option was used with some commands (like gradient run)

Release Notes for 0.3.3

Fixes

  • Fixed bug causing exception be raised when --help option was used with some commands (like gradient run)

Release Notes for 0.3.2

Fixes

  • Fixed bug raising exception when experiment create's --ignoreFiles option was used

Release Notes for 0.3.2a

New features

  • Support for tensorboard
    • Create tensorboard
    • List user tensorboards
    • Details of user tensorboard
    • Add experiments to existing tensorboard
    • Remove experiments from existing tensorboard
  • Add support for experiments workspace credentials

Release Notes for 0.3.1

Fixes

  • Fixed bug preventing showing logs when 'experiments run' was executed

Release Notes for 0.3.0

Note: this list includes all changes made in alpha releases since 0.2.3

New features

  • Introduced Python SDK package
  • Added ClusterID function to support new VPCs
  • Hyperparameter private registry and custom container functions added
    --hyperparameterServerContainer
    --hyperparameterServerRegistryPassword
    --hyperparameterServerRegistryUsername
  • Automated documentation generation based on sphinx
  • Updated documentation and docstrings for SDK based functions
  • Improved --help functions
  • Added support for reading options from file to all commands
  • Renamed --optionsFileTemplate to --createOptionsFile
  • Added machines support to the SDK
  • Added notebooks command group with create, delete and list commands
  • Added --clusterId option deployments create
  • Added coloured options tags ([required], etc.)
  • Showing deployment state in deployments list

Fixes

  • Added support for missing isPreemptible option to the SDK
  • Fixed URL to logs of jobs
  • Removed hardcoded choices for --machineType option
  • Fixed message shown while creating deployment
  • Fixed exception when listing job artifacts

Release Notes for 0.3.0a5

Fixes

  • Fixed exception when listing job artifacts

Release Notes for 0.3.0a4

New features

  • Added --clusterId option deployments create

Fixes

  • Fixed message shown while creating deployment

Release Notes for 0.3.0a3

New features

  • Added machines support to the SDK
  • Added notebooks command group with create, delete and list commands

Fixes

  • Removed hardcoded choices for --machineType option

Release Notes for 0.3.0a2

New features

  • Added support for reading options from file to all commands
  • Renamed --optionsFileTemplate to --createOptionsFile

Fixes

  • Fixed URL to logs of jobs

Release Notes for 0.3.0a1

New features

  • Added --optionFile to read options from YAML file
  • Added --optionFileTemplate to create YAML template ###Fixes
  • Added support for missing isPreemptible option to the SDK

Release Notes for 0.3.0a0

New features

  • Introduced Python SDK package
  • Added ClusterID function to support new VPCs
  • Hyperparameter private registry and custom container functions added
    --hyperparameterServerContainer
    --hyperparameterServerRegistryPassword
    --hyperparameterServerRegistryUsername
  • Automated documentation generation based on sphinx
  • Updated documentation and docstrings for SDK based functions
  • Improved --help functions

Release Notes for 0.2.3

Fixes

  • hardcoded colorama version to avoid errors during installation

Release Notes for 0.2.2

Note: this list includes all changes made in alpha releases since 0.2.1

New features

  • deprecated --workspaceArchive and --workspaceUrl for experiments create/run, run and jobs create commands
  • single --workspace option for defining git, S3 and local workspaces
  • experimental wizard for creating projects
  • add looking for new client version
  • added projects create command
  • added spinner for some long running commands

Fixes

  • fix autocomplete executing prompt for password when double-tab on gradient apiKey

Release Notes for 0.2.2a3

New features

  • deprecated --workspaceArchive and --workspaceUrl for experiments create/run, run and jobs create commands
  • single --workspace option for defining git, S3 and local workspaces

Release Notes for 0.2.2a2

###New features

  • experimental wizard for creating projects

Fixes

  • fix autocomplete executing prompt for password when double-tab on gradient apiKey

Release Notes for 0.2.2a1

New features

  • add looking for new client version

Release Notes for 0.2.2a0

New features

  • added projects create command
  • added spinner for some long running commands

Release Notes for 0.2.1

Fixes

  • renamed createAndStart commands to run for experiments and hyperparameters

Release Notes for 0.2.0a5

Fixes

  • removed command group aliases
  • streaming logs for experiments createAndStart by default

Release Notes for 0.2.0a4

New features

  • new params for job create and hyperparameters create

Fixes

  • fixed missing --experimentType when creating new single node experiment
  • deployments can be of TFSERVING type only
  • fixed autocomplete instructions

Release Notes for 0.2.0a3

New features

  • autocomplete for bash (GNU/Linux and iOS)
  • aliases in singular form for command groups
  • showing logs for experiments and jobs
  • restored and deprecated run command
  • workspace uploading for experiments
  • workspace upload progress bar

Release Notes for 0.2.0a2

New features

  • partial support for hyperparameter tuning
  • prompt for apiKey if not provided
  • deprecate login command
  • --ignoreFiles option for experiments create
  • --ignoreFiles and --workspace none options for jobs create

Fixes

  • restore apiKey command

Release Notes for 0.2.0a1

New features

  • colorful error and help messages
  • removed paperspace-python run command

Release Notes for 0.2.0a0

New features

  • partial support for managing jobs, models and projects
  • filtering deployments list by project ID and model ID
  • reading logs of experiments and jobs

Fixes

  • handling error response when listing experiments

Release Notes for 0.1.0

New features

  • experiments and deployments management
  • --apiKey for all commands for one-time api key overwrite
  • help messages for all commands and parameters

Release Notes for v0.0.19

New features

  • filtering experiments list with --projectHandle
  • paginating experiments list when does not fit the terminal width
  • added --modelType and --modelPath to experiments create

Fixes

  • some minor bug fixes

Release Notes for v0.0.19a

New features

  • support for experiments API - creating, starting, listing, etc.

Release Notes for v0.0.18

Fixes

  • Fix missing import

Release Notes for v0.0.16

New features

  • Add statsd agent support with StatsdClient

Fixes

  • Fix crashing on converting to bytes in python < 3

Release Notes for v0.0.15

New features

Fixes

  • Add custom headers to requests

Release Notes for v0.0.14

New features

  • Allow user to select preemptible machine types

Fixes

  • Fix package.egg-info issue affecting Windows users downloading paperspace from PyPI

Release Notes for v0.0.13

New features

  • Allow user to select custom port mappings between container and host

Fixes

  • Fix circular import bug causing problems for python2 users on v0.0.12

Release Notes for v0.0.12

New features

  • New cluster and machineType functionality supported: send jobs to a gradient-node based on the cluster name or clusterId
  • Send jobs to a specific node by specifying node attributes
  • Changed default handling of machineType: cluster preferences come first
  • Jobs create automatically records the git commit hash for local workspaces using git

Release Notes for v0.0.11

New features

  • New jobs machineTypes method for discovering available job machine types.

Fixes

  • Minor doc fixes

Release Notes for v0.0.10

New features

  • paperspace-python run command for running python scripts unmodified on paperspace
  • run a python script, module, or command string remotely
  • run a executable or shell command remotely
  • use pip, pipenv, or a shell script to manage python dependencies
  • Improved docs

Fixes

  • Minor doc fixes

Changes

  • The default machineType for paperspace-python is now P5000, since GPU+ machines are not yet available for jobs.
  • The default container image for paperspace-python is 'docker.io/paperspace/tensorflow-python' which adds python3 support to Google's 'gcr.io/tensorflow/tensorflow:1.5.0-gpu' container.

Release Notes for v0.0.9

New features