job

Job operations

Usage

neuro job [OPTIONS] COMMAND [ARGS]...

Job operations.

Commands:

UsageDescription

Attach terminal to a job

Opens a job's URL in a web browser

Increase job life span

Execute command in a running job

Generate command that will rerun given job

Kill job(s)

Print the logs for a job

List all jobs

Forward port(s) of a job

Run a job

Save job's state to an image

Display status of a job

Display GPU/CPU/Memory usage

attach

Attach terminal to a job

Usage

neuro job attach [OPTIONS] JOB

Attach terminal to a job

Attach local standard input, output, and error streams to a running job.

Options

NameDescription

--help

Show this message and exit.

--port-forward LOCAL_PORT:REMOTE_RORT

Forward port(s) of a running job to local port(s) (use multiple times for forwarding several ports)

browse

Opens a job's URL in a web browser

Usage

neuro job browse [OPTIONS] JOB

Opens a job's URL in a web browser.

Options

NameDescription

--help

Show this message and exit.

bump-life-span

Increase job life span

Usage

neuro job bump-life-span [OPTIONS] JOB TIMEDELTA

Increase job life span

Options

NameDescription

--help

Show this message and exit.

exec

Execute command in a running job

Usage

neuro job exec [OPTIONS] JOB -- CMD...

Execute command in a running job.

Examples


# Provides a shell to the container:
$ neuro exec my-job -- /bin/bash

# Executes a single command in the container and returns the control:
$ neuro exec --no-tty my-job -- ls -l

Options

NameDescription

--help

Show this message and exit.

-t, --tty / -T, --no-tty

Allocate a TTY, can be useful for interactive jobs. By default is on if the command is executed from a terminal, non-tty mode is used if executed from a script.

generate-run-command

Generate command that will rerun given job

Usage

neuro job generate-run-command [OPTIONS] JOB

Generate command that will rerun given job.

Examples


# You can use the following to directly re-execute it:
$ eval $(neuro job generate-run-command <job-id>)

Options

NameDescription

--help

Show this message and exit.

kill

Kill job(s)

Usage

neuro job kill [OPTIONS] JOBS...

Kill job(s).

Options

NameDescription

--help

Show this message and exit.

logs

Print the logs for a job

Usage

neuro job logs [OPTIONS] JOB

Print the logs for a job.

Options

NameDescription

--help

Show this message and exit.

--since DATE_OR_TIMEDELTA

Only return logs after a specific date (including). Use value of format '1d2h3m4s' to specify moment in past relatively to current time.

--timestamps

Include timestamps on each line in the log output.

ls

List all jobs

Usage

neuro job ls [OPTIONS]

List all jobs.

Examples


$ neuro ps -a
$ neuro ps -a --owner=user-1 --owner=user-2
$ neuro ps --name my-experiments-v1 -s failed -s succeeded
$ neuro ps --description=my favourite job
$ neuro ps -s failed -s succeeded -q
$ neuro ps -t tag1 -t tag2

Options

NameDescription

--help

Show this message and exit.

-a, --all

Show all jobs regardless the status.

--all-orgs

Show jobs in all orgs.

--all-projects

Show jobs in all projects.

--cluster CLUSTER

Show jobs on a specified cluster (the current cluster by default).

-d, --description DESCRIPTION

Filter out jobs by description (exact match).

--distinct

Show only first job if names are same.

--format COLUMNS

Output table format, see "neuro help ps-format" for more info about the format specification. The default can be changed using the job.ps-format configuration variable documented in "neuro help user-config"

--full-uri

Output full image URI.

-n, --name NAME

Filter out jobs by name.

--org ORG

Filter out jobs by org name (multiple option, the current org by default).

-o, --owner TEXT

Filter out jobs by owner (multiple option). Supports ME option to filter by the current user.

-p, --project PROJECT

Filter out jobs by project name (multiple option, the current project by default).

--recent-first / --recent-last

Show newer jobs first or last

--since DATE_OR_TIMEDELTA

Show jobs created after a specific date (including). Use value of format '1d2h3m4s' to specify moment in past relatively to current time.

-s, --status [pending | suspended | running | succeeded | failed | cancelled]

Filter out jobs by status (multiple option).

-t, --tag TAG

Filter out jobs by tag (multiple option)

--until DATE_OR_TIMEDELTA

Show jobs created before a specific date (including). Use value of format '1d2h3m4s' to specify moment in past relatively to current time.

-w, --wide

Do not cut long lines for terminal width.

port-forward

Forward port(s) of a job

Usage

neuro job port-forward [OPTIONS] JOB LOCAL_PORT:REMOTE_RORT...

Forward port(s) of a job.

Forwards port(s) of a running job to local port(s).

Examples


# Forward local port 2080 to port 80 of job's container.
# You can use http://localhost:2080 in browser to access job's served http
$ neuro job port-forward my-fastai-job 2080:80

# Forward local port 2222 to job's port 22
# Then copy all data from container's folder '/data' to current folder
# (please run second command in other terminal)
$ neuro job port-forward my-job-with-ssh-server 2222:22
$ rsync -avxzhe ssh -p 2222 root@localhost:/data .

# Forward few ports at once
$ neuro job port-forward my-job 2080:80 2222:22 2000:100

Options

NameDescription

--help

Show this message and exit.

run

Run a job

Usage

neuro job run [OPTIONS] IMAGE [-- CMD...]

Run a job

IMAGE docker image name to run in a job.

CMD list will be passed as arguments to the executed job's image.

Examples


# Starts a container pytorch/pytorch:latest on a machine with smaller GPU resources
# (see exact values in `neuro config show`) and with two volumes mounted:
#   storage:/<home-directory>   --> /var/storage/home (in read-write mode),
#   storage:/neuromation/public --> /var/storage/neuromation (in read-only mode).
$ neuro run --preset=gpu-small --volume=storage::/var/storage/home:rw \
$ --volume=storage:/neuromation/public:/var/storage/home:ro pytorch/pytorch:latest

# Starts a container using the custom image my-ubuntu:latest stored in neuro
# registry, run /script.sh and pass arg1 and arg2 as its arguments:
$ neuro run -s cpu-small --entrypoint=/script.sh image:my-ubuntu:latest -- arg1 arg2

Options

NameDescription

--help

Show this message and exit.

--browse

Open a job's URL in a web browser

--cluster CLUSTER

Run job in a specified cluster

-d, --description DESC

Optional job description in free format

--detach

Don't attach to job logs and don't wait for exit code

--energy-schedule NAME

Run job only within a selected energy schedule. Selected preset should have scheduler enabled.

--entrypoint TEXT

Executable entrypoint in the container (note that it overwrites ENTRYPOINT and CMD instructions of the docker image)

-e, --env VAR=VAL

Set environment variable in container. Use multiple options to define more than one variable. See neuro help secrets for information about passing secrets as environment variables.

--env-file PATH

File with environment variables to pass

-x, --extshm / -X, --no-extshm

Request extended '/dev/shm' space [default: x]

--http-auth / --no-http-auth

Enable HTTP authentication for forwarded HTTP port [default: True]

--http-port PORT

Enable HTTP port forwarding to container [default: 80]

--life-span TIMEDELTA

Optional job run-time limit in the format '1d2h3m4s' (some parts may be missing). Set '0' to disable. Default value '1d' can be changed in the user config.

-n, --name NAME

Optional job name

--org ORG

Run job in a specified org

--pass-config / --no-pass-config

Upload neuro config to the job [default: no-pass-config]

--port-forward LOCAL_PORT:REMOTE_RORT

Forward port(s) of a running job to local port(s) (use multiple times for forwarding several ports)

-s, --preset PRESET

Predefined resource configuration (to see available values, run neuro config show)

--priority [low | normal | high]

Priority used to specify job's start order. Jobs with higher priority will start before ones with lower priority. Priority should be supported by cluster.

--privileged

Run job in privileged mode, if it is supported by cluster.

-p, --project PROJECT

Run job in a specified project.

--restart [never | on-failure | always]

Restart policy to apply when a job exits [default: never]

--schedule-timeout TIMEDELTA

Optional job schedule timeout in the format '3m4s' (some parts may be missing).

--share USER

Share job write permissions to user or role.

--tag TAG

Optional job tag, multiple values allowed

-t, --tty / -T, --no-tty

Allocate a TTY, can be useful for interactive jobs. By default is on if the command is executed from a terminal, non-tty mode is used if executed from a script.

-v, --volume MOUNT

Mounts directory from vault into container. Use multiple options to mount more than one volume. See neuro help secrets for information about passing secrets as mounted files.

--wait-for-seat / --no-wait-for-seat

Wait for total running jobs quota [default: no-wait-for-seat]

--wait-start / --no-wait-start

Wait for a job start or failure [default: wait-start]

-w, --workdir TEXT

Working directory inside the container

save

Save job's state to an image

Usage

neuro job save [OPTIONS] JOB IMAGE

Save job's state to an image.

Examples

$ neuro job save job-id image:ubuntu-patched
$ neuro job save my-favourite-job image:ubuntu-patched:v1
$ neuro job save my-favourite-job image://bob/ubuntu-patched

Options

NameDescription

--help

Show this message and exit.

status

Display status of a job

Usage

neuro job status [OPTIONS] JOB

Display status of a job.

Options

NameDescription

--help

Show this message and exit.

--full-uri

Output full URI.

top

Display GPU/CPU/Memory usage

Usage

neuro job top [OPTIONS] [JOBS]...

Display GPU/CPU/Memory usage.

Examples


$ neuro top
$ neuro top job-1 job-2
$ neuro top --owner=user-1 --owner=user-2
$ neuro top --name my-experiments-v1
$ neuro top -t tag1 -t tag2

Options

NameDescription

--help

Show this message and exit.

--cluster CLUSTER

Show jobs on a specified cluster (the current cluster by default).

-d, --description DESCRIPTION

Filter out jobs by description (exact match).

--format COLUMNS

Output table format, see "neuro help top-format" for more info about the format specification. The default can be changed using the job.top-format configuration variable documented in "neuro help user-config"

--full-uri

Output full image URI.

-n, --name NAME

Filter out jobs by name.

-o, --owner TEXT

Filter out jobs by owner (multiple option). Supports ME option to filter by the current user. Specify ALL to show jobs of all users.

-p, --project PROJECT

Filter out jobs by project name (multiple option).

--since DATE_OR_TIMEDELTA

Show jobs created after a specific date (including). Use value of format '1d2h3m4s' to specify moment in past relatively to current time.

--sort COLUMNS

Sort rows by specified column. Add "-" prefix to revert the sorting order. Multiple columns can be specified (comma separated). [default: cpu]

-t, --tag TAG

Filter out jobs by tag (multiple option)

--timeout FLOAT

Maximum allowed time for executing the command, 0 for no timeout [default: 0]

--until DATE_OR_TIMEDELTA

Show jobs created before a specific date (including). Use value of format '1d2h3m4s' to specify moment in past relatively to current time.

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