properties:
  distributed:
    type: object
    properties:

      version:
        type: integer

      scheduler:
        type: object
        properties:

          allowed-failures:
            type: integer
            minimum: 0
            description: |
              The number of retries before a task is considered bad

              When a worker dies when a task is running that task is rerun elsewhere.
              If many workers die while running this same task then we call the task bad, and raise a KilledWorker exception.
              This is the number of workers that are allowed to die before this task is marked as bad.

          bandwidth:
            type:
            - integer
            - string
            description: |
              The expected bandwidth between any pair of workers

              This is used when making scheduling decisions.
              The scheduler will use this value as a baseline, but also learn it over time.

          blocked-handlers:
            type: array
            description: |
              A list of handlers to exclude

              The scheduler operates by receiving messages from various workers and clients
              and then performing operations based on those messages.
              Each message has an operation like "close-worker" or "task-finished".
              In some high security situations administrators may choose to block certain handlers
              from running.  Those handlers can be listed here.

              For a list of handlers see the `dask.distributed.Scheduler.handlers` attribute.

          contact-address:
            type:
            - string
            - "null"
            description: |
              The address that the scheduler advertises to workers for communication with it.

              To be specified when the address to which the scheduler binds cannot be the same
              as the address that workers use to contact the scheduler (e.g. because the former
              is private and the scheduler is in a different network than the workers).

          default-data-size:
            type:
            - string
            - integer
            description: |
              The default size of a piece of data if we don't know anything about it.

              This is used by the scheduler in some scheduling decisions

          events-cleanup-delay:
            type: string
            description: |
              The amount of time to wait until workers or clients are removed from the event log
              after they have been removed from the scheduler

          idle-timeout:
            type:
            - string
            - "null"
            description: |
              Shut down the scheduler after this duration if no activity has occurred

          no-workers-timeout:
            type:
            - string
            - "null"
            description: |
              Timeout for tasks in an unrunnable state.

              If task remains unrunnable for longer than this, it fails. A task is considered unrunnable IFF
              it has no pending dependencies, and the task has restrictions that are not satisfied by 
              any available worker or no workers are running at all.

              In adaptive clusters, this timeout must be set to be safely higher than
              the time it takes for workers to spin up.

          work-stealing:
            type: boolean
            description: |
              Whether or not to balance work between workers dynamically

              Some times one worker has more work than we expected.
              The scheduler will move these tasks around as necessary by default.
              Set this to false to disable this behavior

          work-stealing-interval:
            type: string
            description: |
              How frequently to balance worker loads

          worker-saturation:
            oneOf:
              - type: number
                exclusiveMinimum: 0
              # String "inf", not to be confused with .inf which in YAML means float
              # infinity. This is necessary because there's no way to parse a float
              # infinity from a DASK_* environment variable.
              - enum: [inf]
            description: |
              Controls how many root tasks are sent to workers (like a `readahead`).

              Up to worker-saturation * nthreads root tasks are sent to a
              worker at a time. If `.inf`, all runnable tasks are immediately sent to workers.
              The target number is rounded up, so any `worker-saturation` value > 1.0 guarantees
              at least one extra task will be sent to workers.

              Allowing oversaturation (> 1.0) means a worker may start running a new root task as
              soon as it completes the previous, even if there is a higher-priority downstream task
              to run. This reduces worker idleness, by letting workers do something while waiting for
              further instructions from the scheduler, even if it's not the most efficient
              thing to do.

              This generally comes  at the expense of increased memory usage. It leads to "wider"
              (more breadth-first) execution of the graph.

              Compute-bound workloads may benefit from oversaturation. Memory-bound workloads should
              generally leave `worker-saturation` at 1.0, though 1.25-1.5 could slightly improve
              performance if ample memory is available.

          rootish-taskgroup:
            type:
            - integer

            description: |
              Controls when a specific task group is identified as rootish when
              worker saturation is set.
            
              A task group is identifier as rootish if it has only up to a certain number
              of dependencies (5 by default). This can be faulty for very large datasets
              where the number of data tasks from xarray can be higher than 5.
              
              Increasing this limit will capture these root tasks successfully but increase
              the risk of misidentifying task groups as rootish, which can have
              performance implications.

          rootish-taskgroup-dependencies:
            type:
              - integer

            description: |
              Controls the number of transitive dependencies a task group can have to be considered rootish.
              It checks the number of dependencies each dependency of a rootish task groups has.
              
              The same caveats as for `rootish-taskgroup` apply.

          worker-ttl:
            type:
            - string
            - "null"
            description: |
              Time to live for workers.

              If we don't receive a heartbeat faster than this then we assume that the worker has died.

          preload:
            type: array
            description: |
              Run custom modules during the lifetime of the scheduler

              You can run custom modules when the scheduler starts up and closes down.
              See https://docs.dask.org/en/latest/how-to/customize-initialization.html for more information

          preload-argv:
            type: array
            description: |
              Arguments to pass into the preload scripts described above

              See https://docs.dask.org/en/latest/how-to/customize-initialization.html for more information

          unknown-task-duration:
            type: string
            description: |
              Default duration for all tasks with unknown durations

              Over time the scheduler learns a duration for tasks.
              However when it sees a new type of task for the first time it has to make a guess
              as to how long it will take.  This value is that guess.

          default-task-durations:
            type: object
            description: |
              How long we expect function names to run

              Over time the scheduler will learn these values, but these give it a good starting point.

          validate:
            type: boolean
            description: |
              Whether or not to run consistency checks during execution.
              This is typically only used for debugging.

          dashboard:
            type: object
            description: |
              Configuration options for Dask's real-time dashboard

            properties:
              status:
                type: object
                description: The main status page of the dashboard
                properties:
                  task-stream-length:
                    type: integer
                    minimum: 0
                    description: |
                      The maximum number of tasks to include in the task stream plot
              tasks:
                type: object
                description: |
                  The page which includes the full task stream history
                properties:
                  task-stream-length:
                    type: integer
                    minimum: 0
                    description: |
                      The maximum number of tasks to include in the task stream plot
              tls:
                type: object
                description: |
                  Settings around securing the dashboard
                properties:
                  ca-file:
                    type:
                    - string
                    - "null"
                  key:
                    type:
                    - string
                    - "null"
                  cert:
                    type:
                    - string
                    - "null"
              bokeh-application:
                type: object
                description: |
                  Keywords to pass to the BokehTornado application
          locks:
            type: object
            description: |
              Settings for Dask's distributed Lock object

              See https://docs.dask.org/en/latest/futures.html#locks for more information
            properties:
              lease-validation-interval:
                type: string
                description: |
                  The interval in which the scheduler validates staleness of all acquired leases. Must always be smaller than the lease-timeout itself.
              lease-timeout:
                type: string
                description: |
                  Maximum interval to wait for a Client refresh before a lease is invalidated and released.

          http:
            type: object
            description: Settings for Dask's embedded HTTP Server
            properties:
              routes:
                type: array
                description: |
                  A list of modules like "prometheus" and "health" that can be included or excluded as desired

                  These modules will have a ``routes`` keyword that gets added to the main HTTP Server.
                  This is also a list that can be extended with user defined modules.

          allowed-imports:
            type: array
            description: |
              A list of trusted root modules the schedular is allowed to import (incl. submodules). For security reasons, the
              scheduler does not import arbitrary Python modules.

          active-memory-manager:
            type: object
            required: [start, interval, measure, policies]
            additionalProperties: false
            properties:
              start:
                type: boolean
                description: set to true to auto-start the AMM on Scheduler init
              interval:
                type: string
                description:
                  Time expression, e.g. "2s". Run the AMM cycle every <interval>.
              measure:
                enum:
                  - process
                  - optimistic
                  - managed
                  - managed_total
                description:
                  One of the attributes of distributed.scheduler.MemoryState
              policies:
                type: array
                items:
                  type: object
                  required: [class]
                  properties:
                    class:
                      type: string
                      description: fully qualified name of an ActiveMemoryManagerPolicy
                        subclass
                  additionalProperties:
                    description: keyword arguments to the policy constructor, if any

      worker:
        type: object
        description: |
          Configuration settings for Dask Workers
        properties:
          blocked-handlers:
            type: array
            description: |
              A list of handlers to exclude

              The scheduler operates by receiving messages from various workers and clients
              and then performing operations based on those messages.
              Each message has an operation like "close-worker" or "task-finished".
              In some high security situations administrators may choose to block certain handlers
              from running.  Those handlers can be listed here.

              For a list of handlers see the `dask.distributed.Scheduler.handlers` attribute.

          multiprocessing-method:
            enum:
              - spawn
              - fork
              - forkserver
            description: |
              How we create new workers, one of "spawn", "forkserver", or "fork"

              This is passed to the ``multiprocessing.get_context`` function.
          use-file-locking:
            type: boolean
            description: |
              Whether or not to use lock files when creating workers

              Workers create a local directory in which to place temporary files.
              When many workers are created on the same process at once
              these workers can conflict with each other by trying to create this directory all at the same time.

              To avoid this, Dask usually used a file-based lock.
              However, on some systems file-based locks don't work.
              This is particularly common on HPC NFS systems, where users may want to set this to false.
          transfer:
            type: object
            description: |
              Configuration setting for data transfer between workers
            properties:
              message-bytes-limit:
                type:
                  - string
                  - integer
                description: |
                  The maximum amount of data for a worker to request from another in a single gather operation

                  Tasks are gathered in batches, and if the first task in a batch is larger than this value,
                  the task will still be gathered to ensure progress. Hence, this limit is not absolute.
                  Note that this limit applies to a single gather operation and a worker may gather data from
                  multiple workers in parallel.
          connections:
            type: object
            description: |
              The number of concurrent connections to allow to other workers
            properties:
              incoming:
                type: integer
                minimum: 0
              outgoing:
                type: integer
                minimum: 0

          preload:
            type: array
            description: |
              Run custom modules during the lifetime of the worker

              You can run custom modules when the worker starts up and closes down.
              See https://docs.dask.org/en/latest/how-to/customize-initialization.html for more information

          preload-argv:
            type: array
            description: |
              Arguments to pass into the preload scripts described above

              See https://docs.dask.org/en/latest/how-to/customize-initialization.html for more information

          daemon:
            type: boolean
            description: |
              Whether or not to run our process as a daemon process

          validate:
            type: boolean
            description: |
              Whether or not to run consistency checks during execution.
              This is typically only used for debugging.

          resources:
            type: object
            description: |
              A dictionary specifying resources for workers.

              See https://distributed.dask.org/en/latest/resources.html for more information.
            properties: {}

          lifetime:
            type: object
            description: |
              The worker may choose to gracefully close itself down after some pre-determined time.

              This is particularly useful if you know that your worker job has a time limit on it.
              This is particularly common in HPC job schedulers.

              For example if your worker has a walltime of one hour,
              then you may want to set the lifetime.duration to "55 minutes"
            properties:
              duration:
                type:
                - string
                - "null"
                description: |
                  The time after creation to close the worker, like "1 hour"
              stagger:
                type: string
                description: |
                  Random amount by which to stagger lifetimes

                  If you create many workers at the same time,
                  you may want to avoid having them kill themselves all at the same time.
                  To avoid this you might want to set a stagger time,
                  so that they close themselves with some random variation, like "5 minutes"

                  That way some workers can die, new ones can be brought up,
                  and data can be transferred over smoothly.
              restart:
                type: boolean
                description: |
                  Do we try to resurrect the worker after the lifetime deadline?


          profile:
            type: object
            description: |
              The workers periodically poll every worker thread to see what they are working on.
              This data gets collected into statistical profiling information,
              which is then periodically bundled together and sent along to the scheduler.
            properties:
              enabled:
                type: boolean
                description: |
                  Whether or not to enable profiling
              interval:
                type: string
                description: |
                  The time between polling the worker threads, typically short like 10ms
              cycle:
                type: string
                description: |
                  The time between bundling together this data and sending it to the scheduler

                  This controls the granularity at which people can query the profile information
                  on the time axis.
              low-level:
                type: boolean
                description: |
                  Whether or not to use the libunwind and stacktrace libraries
                  to gather profiling information at the lower level (beneath Python)

                  To get this to work you will need to install the experimental stacktrace library at

                  conda install -c numba stacktrace

                  See https://github.com/numba/stacktrace

          memory:
            type: object
            description: >-
              Settings for memory management
            properties:
              recent-to-old-time:
                type: string
                description: >-
                  When there is an increase in process memory (as observed by the
                  operating system) that is not accounted for by the dask keys stored on
                  the worker, ignore it for this long before considering it in
                  non-time-sensitive heuristics. This should be set to be longer than
                  the duration of most dask tasks.
              rebalance:
                type: object
                description: >-
                  Settings for memory rebalance operations
                properties:
                  measure:
                    enum:
                      - process
                      - optimistic
                      - managed
                      - managed_total
                    description: >-
                      Which of the properties of distributed.scheduler.MemoryState
                      should be used for measuring worker memory usage
                  sender-min:
                    type: number
                    minimum: 0
                    maximum: 1
                    description: >-
                      Fraction of worker process memory at which we start potentially
                      transferring data to other workers.
                  recipient-max:
                    type: number
                    minimum: 0
                    maximum: 1
                    description: >-
                      Fraction of worker process memory at which we stop potentially
                      receiving data from other workers. Ignored when max_memory is not
                      set.
                  sender-recipient-gap:
                    type: number
                    minimum: 0
                    maximum: 1
                    description: >-
                      Fraction of worker process memory, around the cluster mean, where
                      a worker is neither a sender nor a recipient of data during a
                      rebalance operation. E.g. if the mean cluster occupation is 50%,
                      sender-recipient-gap=0.1 means that only nodes above 55% will
                      donate data and only nodes below 45% will receive them. This helps
                      avoid data from bouncing around the cluster repeatedly.

              transfer:
                oneOf:
                  - {type: number, exclusiveMinimum: 0, maximum: 1}
                  - {enum: [false]}
                description: >-
                  When the total size of incoming data transfers gets above this amount,
                  we start throttling incoming data transfers

              target:
                oneOf:
                  - {type: number, exclusiveMinimum: 0, maximum: 1}
                  - {enum: [false]}
                description: >-
                  When the process memory (as observed by the operating system) gets
                  above this amount, we start spilling the dask keys holding the oldest
                  chunks of data to disk

              spill:
                oneOf:
                  - {type: number, exclusiveMinimum: 0, maximum: 1}
                  - {enum: [false]}
                description: >-
                  When the process memory (as observed by the operating system) gets
                  above this amount, we spill data to disk, starting from the dask keys
                  holding the oldest chunks of data, until the process memory falls below
                  the target threshold.

              pause:
                oneOf:
                  - {type: number, exclusiveMinimum: 0, maximum: 1}
                  - {enum: [false]}
                description: >-
                  When the process memory (as observed by the operating system) gets
                  above this amount, we no longer start new tasks or fetch new
                  data on the worker.

              terminate:
                oneOf:
                  - {type: number, exclusiveMinimum: 0, maximum: 1}
                  - {enum: [false]}
                description: >-
                  When the process memory reaches this level the nanny process will kill
                  the worker (if a nanny is present)

              max-spill:
                oneOf:
                  - type: string
                  - {type: number, minimum: 0}
                  - enum: [false]
                description: >-
                  Limit of number of bytes to be spilled on disk.

              monitor-interval:
                type: string
                description: >-
                  Interval between checks for the spill, pause, and terminate thresholds

              spill-compression:
                enum: [null, false, auto, zlib, lz4, snappy, zstd]
                description:
                  The compression algorithm to use. 'auto' defaults to lz4 if installed,
                  otherwise to snappy if installed, otherwise to false. zlib and zstd
                  are only used if explicitly requested here. Uncompressible data is
                  always uncompressed, regardless of this setting.
                  See also distributed.comm.compression.

          http:
            type: object
            description: Settings for Dask's embedded HTTP Server
            properties:
              routes:
                type: array
                description: |
                  A list of modules like "prometheus" and "health" that can be included or excluded as desired

                  These modules will have a ``routes`` keyword that gets added to the main HTTP Server.
                  This is also a list that can be extended with user defined modules.

      nanny:
        type: object
        description: |
          Configuration settings for Dask Nannies
        properties:

          preload:
            type: array
            description: |
              Run custom modules during the lifetime of the nanny

              You can run custom modules when the nanny starts up and closes down.
              See https://docs.dask.org/en/latest/how-to/customize-initialization.html for more information

          preload-argv:
            type: array
            description: |
              Arguments to pass into the preload scripts described above

              See https://docs.dask.org/en/latest/how-to/customize-initialization.html for more information

          environ:
            type: object
            description: |
              Environment variables to set on all worker processes started by nannies.
              These variables are set in the worker process after it has started.

              To unset a variable in a config override, set its value to null (if using
              a YAML config file) or None (if using dask.config.set) or "None" (if using
              a DASK_* environment variable).

          pre-spawn-environ:
            type: object
            description: |
              Environment variables to set on all worker processes started by nannies.
              These variables are set within the Nanny process, before spawning the
              worker process. Should be used for variables that must be set before
              process startup, interpreter startup, or imports.

              To unset a variable in a config override, set its value to null (if using
              a YAML config file) or None (if using dask.config.set) or "None" (if using
              a DASK_* environment variable).

      client:
        type: object
        description: |
          Configuration settings for Dask Clients

        properties:
          heartbeat:
            type: string
            description:
              This value is the time between heartbeats

              The client sends a periodic heartbeat message to the scheduler.
              If it misses enough of these then the scheduler assumes that it has gone.

          scheduler-info-interval:
            type: string
            description: Interval between scheduler-info updates

          security-loader:
            type: [string, 'null']
            description: |
              A fully qualified name (e.g. ``module.submodule.function``) of
              a callback to use for loading security credentials for the
              client. If no security object is explicitly passed when creating
              a ``Client``, this callback is called with a dict containing
              client information (currently just ``address``), and should
              return a ``Security`` object to use for this client, or ``None``
              to fallback to the default security configuration.
          preload:
            type: array
            description: |
              Run custom modules during the lifetime of the client

              You can run custom modules when the client starts up and closes down.
              See https://docs.dask.org/en/latest/how-to/customize-initialization.html for more information

          preload-argv:
            type: array
            description: |
              Arguments to pass into the preload scripts described above

              See https://docs.dask.org/en/latest/how-to/customize-initialization.html for more information


      deploy:
        type: object
        description: Configuration settings for general Dask deployment
        properties:
          lost-worker-timeout:
            type: string
            description: |
              Interval after which to hard-close a lost worker job

              Otherwise we wait for a while to see if a worker will reappear

          cluster-repr-interval:
            type: string
            description: Interval between calls to update cluster-repr for the widget

      adaptive:
        type: object
        description: Configuration settings for Dask's adaptive scheduling
        properties:
          interval:
            type: string
            description: |
              The duration between checking in with adaptive scheduling load

              The adaptive system periodically checks scheduler load and determines
              if it should scale the cluster up or down.
              This is the timing between those checks.

          target-duration:
            type: string
            description: |
              The desired time for the entire computation to run

              The adaptive system will try to start up enough workers to run
              the computation in about this time.

          minimum:
            type: integer
            minimum: 0
            description: |
              The minimum number of workers to keep around

          maximum:
            type: number
            minimum: 0
            description: |
              The maximum number of workers to keep around

          wait-count:
            type: integer
            minimum: 1
            description: |
              The number of times a worker should be suggested for removal before removing it

              This helps to smooth out the number of deployed workers

      comm:
        type: object
        description: Configuration settings for Dask communications
        properties:

          retry:
            type: object
            description: |
              Some operations (such as gathering data) are subject to re-tries with the below parameters
            properties:

              count:
                type: integer
                minimum: 0
                description: |
                  The number of times to retry a connection

              delay:
                type: object
                properties:
                  min:
                    type: string
                    description: The first non-zero delay between retry attempts
                  max:
                    type: string
                    description: The maximum delay between retries

          compression:
            enum: [null, false, auto, zlib, lz4, snappy, zstd]
            description:
              The compression algorithm to use. 'auto' defaults to lz4 if installed,
              otherwise to snappy if installed, otherwise to false. zlib and zstd are
              only used if explicitly requested here. Uncompressible data and transfers
              on localhost are always uncompressed, regardless of this setting.
              See also distributed.worker.memory.spill-compression.

          offload:
            type:
            - boolean
            - string
            description: |
              The size of message after which we choose to offload serialization to another thread

              In some cases, you may also choose to disable this altogether with the value false
              This is useful if you want to include serialization in profiling data,
              or if you have data types that are particularly sensitive to deserialization

          shard:
            type: string
            description: |
              The maximum size of a frame to send through a comm

              Some network infrastructure doesn't like sending through very large messages.
              Dask comms will cut up these large messages into many small ones.
              This attribute determines the maximum size of such a shard.

          socket-backlog:
            type: integer
            description: |
              When shuffling data between workers, there can
              really be O(cluster size) connection requests
              on a single worker socket, make sure the backlog
              is large enough not to lose any.

          zstd:
            type: object
            description: Options for the Z Standard compression scheme
            properties:
              level:
                type: integer
                minimum: 1
                maximum: 22
                description: Compression level, between 1 and 22.
              threads:
                type: integer
                minimum: -1
                description: |
                  Number of threads to use.

                  0 for single-threaded, -1 to infer from cpu count.

          timeouts:
            type: object
            properties:
              connect:
                type: string
              tcp:
                type: string

          require-encryption:
            type:
            - boolean
            - "null"
            description: |
              Whether to require encryption on non-local comms

          default-scheme:
            type: string
            description: The default protocol to use, like tcp or tls

          tls:
            type: object
            properties:
              ciphers:
                type:
                - string
                - "null"
                description: Allowed ciphers, specified as an OpenSSL cipher string.

              min-version:
                enum: [null, 1.2, 1.3]
                description: The minimum TLS version to support. Defaults to TLS 1.2.

              max-version:
                enum: [null, 1.2, 1.3]
                description: |
                  The maximum TLS version to support. Defaults to the maximum
                  version supported by the platform.

              ca-file:
                type:
                - string
                - "null"
                description: Path to a CA file, in pem format

              scheduler:
                type: object
                description: TLS information for the scheduler
                properties:
                  cert:
                    type:
                    - string
                    - "null"
                    description: Path to certificate file
                  key:
                    type:
                    - string
                    - "null"
                    description: |
                      Path to key file.

                      Alternatively, the key can be appended to the cert file
                      above, and this field left blank

              worker:
                type: object
                description: TLS information for the worker
                properties:
                  cert:
                    type:
                    - string
                    - "null"
                    description: Path to certificate file
                  key:
                    type:
                    - string
                    - "null"
                    description: |
                      Path to key file.

                      Alternatively, the key can be appended to the cert file
                      above, and this field left blank

              client:
                type: object
                description: TLS information for the client
                properties:
                  cert:
                    type:
                    - string
                    - "null"
                    description: Path to certificate file
                  key:
                    type:
                    - string
                    - "null"
                    description: |
                      Path to key file.

                      Alternatively, the key can be appended to the cert file
                      above, and this field left blank

          ucx:
            type: object
            description: |
              UCX provides access to other transport methods including NVLink and InfiniBand.
            properties:
              cuda-copy:
                type: [boolean, 'null']
                description: |
                  Set environment variables to enable CUDA support over UCX. This may be used even if
                  InfiniBand and NVLink are not supported or disabled, then transferring data over TCP.
              tcp:
                type: [boolean, 'null']
                description: |
                  Set environment variables to enable TCP over UCX, even if InfiniBand and NVLink
                  are not supported or disabled.
              nvlink:
                type: [boolean, 'null']
                description: |
                  Set environment variables to enable UCX over NVLink, implies ``distributed.comm.ucx.tcp=True``.
              infiniband:
                type: [boolean, 'null']
                description: |
                  Set environment variables to enable UCX over InfiniBand, implies ``distributed.comm.ucx.tcp=True``.
              rdmacm:
                type: [boolean, 'null']
                description: |
                  Set environment variables to enable UCX RDMA connection manager support,
                  requires ``distributed.comm.ucx.infiniband=True``.
              create-cuda-context:
                type: [boolean, 'null']
                description: |
                  Creates a CUDA context before UCX is initialized. This is necessary to enable UCX to
                  properly identify connectivity of GPUs with specialized networking hardware, such as
                  InfiniBand. This permits UCX to choose transports automatically, without specifying
                  additional variables for each transport, while ensuring optimal connectivity. When
                  ``True``, a CUDA context will be created on the first device listed in
                  ``CUDA_VISIBLE_DEVICES``.
              environment:
                type: object
                description: |
                  Mapping for setting arbitrary UCX environment variables.
                  Names here are translated via the following rules to
                  map to the relevant UCX environment variable:
                    - hyphens are replaced with underscores
                    - words are uppercased
                    - UCX_ is prepended
                  So, for example, setting ``some-option=value`` is
                  equivalent to setting ``UCX_SOME_OPTION=value`` in
                  the calling environment.

                  For a full list of supported UCX environment
                  variables, run ``ucx_info -f``.

          websockets:
            type: object
            properties:
              shard:
                type:
                - string
                description: |
                  The maximum size of a websocket frame to send through a comm.

                  This is somewhat duplicative of distributed.comm.shard, but websockets
                  often have much smaller maximum message sizes than other protocols, so
                  this attribute is used to set a smaller default shard size and to
                  allow separate control of websocket message sharding.

      diagnostics:
        type: object
        properties:
          nvml:
            type: boolean
            description: |
              If ``True``, enables GPU diagnostics with NVML. Generally leaving it enabled is
              not a problem and will be automatically disabled if no GPUs are found in the
              system, but in certain cases it may be desirable to completely disable NVML
              diagnostics.
          cudf:
            type: boolean
            description: |
              If ``True``, enables tracking of GPU spilling and unspilling managed by cuDF (if it is enabled).
              Note that this forces a cuDF import at worker startup, which may be undesirable for performance
              and memory footprint.
          computations:
            type: object
            properties:
              max-history:
                type: integer
                minimum: 0
                description: |
                  The maximum number of computations to remember.
              nframes:
                type: integer
                minimum: 0
                description: |
                  The number of frames of code to capture, starting from the innermost frame.
              ignore-modules:
                type: array
                description: |
                  A list of modules which are ignored when trying to collect the
                  code context when submitting a computation. Accepts regular
                  expressions.
              ignore-files:
                type: array
                description: |
                  A list of files and directories which are ignored when trying to
                  collect the code context when submitting a computation. Accepts
                  regular expressions.
          erred-tasks:
            type: object
            properties:
              max-history:
                type: integer
                minimum: 0
                description: |
                  The maximum number of erred tasks to remember.

      p2p:
        type: object
        description: Configuration for P2P shuffles
        properties:

          comm:
            type: object
            description: Configuration settings for Dask communications specific to P2P
            properties:

              buffer:
                type:
                  - string
                  - integer
                description: |
                  The maximum amount of data for P2P's comm buffers to buffer in-memory per worker. 
                  This limit is not absolute but used to apply back pressure.
              concurrency:
                type: integer
                description: Number of concurrent background tasks used for IO-intensive operations in per P2P comm buffer.
              message-bytes-limit:
                type:
                  - string
                  - integer
                description: |
                  The maximum amount of data for P2P to send to another worker in a single operation

                  Data is sent in batches, and if the first shard is larger than this value,
                  the task shard still be sent to ensure progress. Hence, this limit is not absolute.
                  Note that this limit applies to a single send operation and a worker may send data to
                  multiple workers in parallel.

              retry:
                type: object
                description: |
                  Sending data during P2P is subject to re-tries with the below parameters
                properties:

                  count:
                    type: integer
                    minimum: 0
                    description: |
                      The number of times to retry a connection

                  delay:
                    type: object
                    properties:
                      min:
                        type: string
                        description: The first non-zero delay between retry attempts
                      max:
                        type: string
                        description: The maximum delay between retries
          
          storage:
            type: object
            description: Configuration settings for P2P storage
            properties:

              buffer:
                type:
                  - string
                  - integer
                description: |
                  The maximum amount of data for P2P's disk buffers to buffer in-memory per worker 
                  This limit is not absolute but used to apply back pressure.
              disk:
                type: boolean
                description: | 
                  Whether or not P2P stores intermediate data on disk instead of memory
          threads:
            type: 
              - integer
              - "null"
            description: Number of threads used for CPU-intensive operations per worker. Defaults to number of worker threads.

      dashboard:
        type: object
        properties:
          link:
            type: string
            description: |
              The form for the dashboard links

              This is used wherever we print out the link for the dashboard
              It is filled in with relevant information like the schema, host, and port number
          graph-max-items:
            type: integer
            minimum: 0
            description: maximum number of tasks to try to plot in "graph" view

          export-tool:
            type: boolean

          prometheus:
            type: object
            properties:
              namespace:
                type: string
                description: Namespace prefix to use for all prometheus metrics.

      admin:
        type: object
        description: |
          Options for logs, event loops, and so on
        properties:
          large-graph-warning-threshold:
            type: string
            description: |
              Threshold in bytes for when a warning is raised about a large
              submitted task graph.
              Default is 10MB.
          tick:
            type: object
            description: |
              Time between event loop health checks

              We set up a periodic callback to run on the event loop and check in fairly frequently.
              (by default, this is every 20 milliseconds)

              If this periodic callback sees that the last time it checked in was several seconds ago
              (by default, this is 3 seconds)
              then it logs a warning saying that something has been stopping the event loop from smooth operation.
              This is typically caused by GIL holding operations,
              but could also be several other things.

            properties:
              interval:
                type: string
                description: The time between ticks, default 20ms
              limit :
                type: string
                description: The time allowed before triggering a warning
              cycle :
                type: string
                description: The time in between verifying event loop speed

          max-error-length:
            type: integer
            minimum: 0
            description: |
              Maximum length of traceback as text

              Some Python tracebacks can be very very long
              (particularly in stack overflow errors)

              If the traceback is larger than this size (in bytes) then we truncate it.

          log-length:
            type: [integer, 'null']
            minimum: 0
            description: |
              Maximum length of worker/scheduler logs to keep in memory.
              They can be retrieved with get_scheduler_logs() / get_worker_logs().
              Set to null for unlimited.

          log-format:
            type: string
            description: |
              The log format to emit.

              See https://docs.python.org/3/library/logging.html#logrecord-attributes

          low-level-log-length:
            type: [integer, 'null']
            minimum: 0
            description: |
              Maximum length of various event logs for developers.
              Set to null for unlimited.

          event-loop:
            type: string
            description: |
              The event loop to use,

              Must be one of tornado, asyncio, or uvloop

          pdb-on-err:
            type: boolean
            description: Enter Python Debugger on scheduling error

          system-monitor:
            type: object
            description: |
              Options for the periodic system monitor
            properties:
              interval:
                type: string
                description: Polling time to query cpu/memory statistics default 500ms
              log-length:
                type: [ integer, 'null' ]
                minimum: 0
                description: |
                  Maximum number of samples to keep in memory.
                  Multiply by `interval` to obtain log duration.
                  Set to null for unlimited.
              disk:
                type: boolean
                description: Should we include disk metrics?  (they can cause issues in some systems)
              host-cpu:
                type: boolean
                description: Should we include host-wide CPU usage, with very granular breakdown?
              gil:
                type: object
                description: |
                  Should we include GIL contention metrics, requires `gilknocker` to be installed.
                properties:
                  enabled:
                    type: boolean
                    description: Enable monitoring of GIL contention
                  interval:
                    type: string
                    description: |
                      GIL polling interval. More frequent polling will reflect a more accurate GIL
                      contention metric but will be more likely to impact runtime performance.

      rmm:
        type: object
        description: |
          Configuration options for the RAPIDS Memory Manager.
        properties:
          pool-size:
            type: [integer, 'null']
            description: |
              The size of the memory pool in bytes.
