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Local data management with assistance from OpenBIS.

Project description

openBIS Command Line Tool (oBIS)

oBIS is a command-line tool that makes it possible to handle data sets tracked by OpenBIS, where users have complete freedom to structure and manipulate the data as they wish, while retaining the benefits of openBIS.

With oBIS, it is possible not only to handle datasets stored in OpenBIS but also available to keep only metadata send to openBIS, while the data itself is managed externally, by the user. In this case, OpenBIS is aware of its existence and the data can be used for provenance tracking.

Table of contents

  1. Prerequisites and installation
  2. Installation
  3. Quick start guide
  4. Usage
  5. Work modes
    1. Standard Data Store
      1. Commands
      2. Examples
    2. External Data Store
      1. Settings
      2. Commands
      3. Examples
  6. Authentication
    1. Login
    2. Personal Access Token
  7. Big Data Link Services
  8. Rationale for obis
  9. Literature

1. Prerequisites

2. Installation

pip3 install obis

Since obis is based on pybis, the pip command will also install pybis and all its dependencies.

3. Quick start guide

Configure your openBIS Instance

# global settings to be use for all obis repositories
obis config -g set openbis_url=https://localhost:8888
obis config -g set user=admin

Download Physical Dataset

# create a physical (-p) obis repository with a folder name
obis init -p data1
cd data1
# check configuration
obis config get is_physical
# download dataset giving a single permId
obis download 20230228091119011-58

Upload Physical Dataset

# create a physical (-p) obis repository with a folder name
obis init -p data1
cd data1
# check configuration
obis config get is_physical
# upload as many files or folder as you want (-f) to an existing object as type RAW_DATA
obis upload 20230228133001314-59 RAW_DATA -f your_file_a -f your_file_b

4. Usage

4.1 Help is your friend!

$ obis --help

Usage: obis [OPTIONS] COMMAND [ARGS]...

Options:
  --version                Show the version and exit.
  -q, --quiet              Suppress status reporting.
  -s, --skip_verification  Do not verify cerficiates
  -d, --debug              Show stack trace on error.
  --help                   Show this message and exit.

Commands:
  addref         Add the given repository as a reference to openBIS.
  clone          Clone the repository found in the given data set id.
  collection     Get/set settings related to the collection.
  commit         Commit the repository to git and inform openBIS.
  config         Get/set configurations.
  data_set       Get/set settings related to the data set.
  download       Download files of a data set.
  init           Initialize the folder as a data repository.
  init_analysis  Initialize the folder as an analysis folder.
  move           Move the repository found in the given data set id.
  object         Get/set settings related to the object.
  removeref      Remove the reference to the given repository from openBIS.
  repository     Get/set settings related to the repository.
  settings       Get all settings.
  status         Show the state of the obis repository.
  sync           Sync the repository with openBIS.
  token          create/show a openBIS token
  upload         Upload files to form a data set.

To show detailed help for a specific command, type obis <command> --help :

$ obis commit --help
Usage: obis commit [OPTIONS] [REPOSITORY]

Options:
  -m, --msg TEXT               A message explaining what was done.
  -a, --auto_add               Automatically add all untracked files.
  -i, --ignore_missing_parent  If parent data set is missing, ignore it.
  --help                       Show this message and exit.

5. Work modes

oBIS command line tool can work in two modes depending on how data is stored:

  1. Standard Data Store mode
  2. External Data Store mode

Warning: Each repository can work in a single mode only! Mixing modes is not supported.

Depending on the mode, some commands may be unavailable or behave differently. Please read details in the adequate section.

Here is a short summary of which commands are available in given modes:

Command Standard Data Store External Data Store
addref
clone
collection get
collection set
collection clear
commit
config get
config set
config clear
data_set get
data_set set
data_set clear
data_set search
download
init
init -p
init_analysis
move
object get
object set
object clear
object search
removeref
repository get
repository set
repository clear
settings get
settings set
settings clear
status
sync
token
upload

Login

Some commands like download or upload will connect to OpenBIS instance. At that time, oBIS will use username configured in .obis/config.json and will ask for password whenever session expires or username changes.

5.1 Standard Data Store

Standard Data Store mode depicts a workflow where datasets are stored directly in the OpenBIS instance. In this mode user can download/upload files to OpenBIS, search for objects/datasets fulfilling filtering criteria and get/set properties of objects/collections represented by datasets in current repository.

5.1.1 Commands

collection

obis collection get [key1] [key2] ...
obis collection set [key1]=[value1], [key2]=[value2] ...

With collection command, obis crawls through current repository and gathers all data set ids and then - if data set is connected directly to a collection - gets or sets given properties to it in OpenBIS

Note some property names may require to be encapsulated in '', e.g. '$name'

config

obis config get [key]
obis config set [key]=[value]

With config command, obis can get/set config of a local repository, e.g. when setting access link to OpenBIS instance

The settings are saved within the obis repository, in the .obis folder, as JSON files, or in ~/.obis for the global settings. They can be added/edited manually, which might be useful when it comes to integration with other tools.

Example .obis/config.json

{
    "fileservice_url": null,
    "git_annex_hash_as_checksum": true,
    "hostname": "bsse-bs-dock-5-160.ethz.ch",
    "is_physical": true,
    "openbis_url": "http://localhost:8888"
}

data_set

obis data_set search [OPTIONS]

Options:
  -space, --space TEXT            Space code
  -project, --project TEXT        Project identification code
  -collection, --collection TEXT  Collection code
  -id, --id TEXT                  Dataset identification information, it can
                                  be permId or identifier
  -type, --type TEXT              Dataset type code
  -property TEXT                  Property code
  -property-value TEXT            Property value
  -registration-date, --registration-date TEXT
                                  Registration date, it can be in the format
                                  "oYYYY-MM-DD" (e.g. ">2023-01-01")
  -modification-date, --modification-date TEXT
                                  Modification date, it can be in the format
                                  "oYYYY-MM-DD" (e.g. ">2023-01-01")
  -save, --save TEXT              Filename to save results
  -r, --recursive                 Search data recursively
  
Search by sample object parameters:  
  -object-type, --object-type TEXT
                                  Object type code to filter by
  -object-space, --object-space TEXT
                                  Object space code
  -object-project, --object-project TEXT
                                  Full object project identification code
  -object-collection, --object-collection TEXT
                                  Full object collection code
  -object-id, --object-id TEXT    Object identification information, it can be
                                  permId or identifier
  -object-property TEXT           Object property code
  -object-property-value TEXT     Object property value
  -object-registration-date, --object-registration-date TEXT
                                  Registration date, it can be in the format
                                  "oYYYY-MM-DD" (e.g. ">2023-01-01")
  -object-modification-date, --object-modification-date TEXT
                                  Modification date, it can be in the format
                                  "oYYYY-MM-DD" (e.g. ">2023-01-01")
  --help                          Show this message and exit.

With data_set search command, obis connects to a configured OpenBIS instance and searches for all data sets that fulfill given filtering criteria or by using object identification string. At least one search option must be specified.

Search results can be downloaded into a file by using save option.

Recursive option enables searching for datasets of children samples or datasets

-object* filtering parameters allows to search for datasets owned by objects specified by these params, i.e. obis will find objects fitting these criterias (as if it was an object search command) and then it will extract dataset data.

Note: Filtering by -project may not work when Project Samples are disabled in OpenBIS configuration.

download

obis download [options] [data_set_id]

Options:
  -from-file, --from-file TEXT  An output .CSV file from `obis data_set search`
                                command with the list of objects to download
                                data sets from
  -f, --file TEXT               File in the data set to download - downloading
                                all if not given.
  -s, --skip_integrity_check    Flag to skip file integrity check with
                                checksums

The download command downloads, the files of a given data set from the OpenBIS instance specified in config. This command requires the DownloadHandler / FileInfoHandler microservices to be running and the fileservice_url needs to be configured.

init

obis init -p [folder]

If a folder is given, obis will initialize that folder as an obis repository that works in the Standard Data Store mode. If not, it will use the current folder.

object get / set

obis collection get [key1] [key2] ...
obis collection set [key1]=[value1], [key2]=[value2] ...

With get and set commands, obis crawls through current repository and gathers all data set ids and then - if data set is connected directly to an object - gets or sets given properties to it in OpenBIS

Note some property names may require to be encapsulated in '', e.g. '$name'

object search

obis object search [OPTIONS]

Options:
  -space, --space TEXT            Space code
  -project, --project TEXT        Full project identification code
  -collection, --collection TEXT  Full collection code
  -object, --object TEXT          Object identification information, it can be
                                  permId or identifier
  -type, --type TEXT              Type code
  -property TEXT                  Property code
  -property-value TEXT            Property value
  -registration-date, --registration-date TEXT
                                  Registration date, it can be in the format
                                  "oYYYY-MM-DD" (e.g. ">2023-01-01")
  -modification-date, --modification-date TEXT
                                  Modification date, it can be in the format
                                  "oYYYY-MM-DD" (e.g. ">2023-01-01")
  -save, --save TEXT              Filename to save results
  -r, --recursive                 Search data recursively

With object search command, obis connects to a configured OpenBIS instance and searches for all objects/samples that fulfill given filtering criteria or by using object identification string. At least one search option must be specified.

Search results can be downloaded into a file by using save option.

Recursive option enables searching for datasets of children samples or datasets

Note: Filtering by -project may not work when Project Samples are disabled in OpenBIS configuration.

upload

obis upload [sample_id] [data_set_type] [OPTIONS]

With upload command, a new data set of type data_set_type will be created under object sample_id. Files and folders specified with -f flag will be uploaded to a newly created data set.

5.1.2 Examples

Create an obis repository to work in Standard Data Store mode

# global settings to be use for all obis repositories
obis config -g set openbis_url=https://localhost:8888
obis config -g set user=admin
# create an obis repository with a folder name
obis init -p data1
cd data1
# check configuration
obis config get is_physical
# search for objects of type BACTERIA in sapce TESTID  in OpenBIS
obis object search -space TESTID -type BACTERIA
# save search results in a files
obis object search -space TESTID -type BACTERIA -save results.csv
obis object search -space TESTID -save results_space.csv
# upload files to an existing object as type RAW_DATA
obis upload 20230228133001314-59 RAW_DATA -f results.csv -f results_space.csv

download datasets of an object and check properties

# assuming we are in a configured obis repository
obis download 20230228091119011-58
# set object name to XYZ
obis object set '$name'=XYZ
# set children of an object to /TESTID/PROJECT_101/PROJECT_101_EXP_3
obis object set children=/TESTID/PROJECT_101/PROJECT_101_EXP_3

5.2 External Data Store

External Data Store mode allows for orderly management of data in conditions that require great flexibility. oBIS makes it possible to track data on a file system, where users have complete freedom to structure and manipulate the data as they wish, while retaining the benefits of openBIS. With oBIS, only metadata is actually stored and managed by openBIS. The data itself is managed externally, by the user, but openBIS is aware of its existence and the data can be used for provenance tracking.

Under the covers, obis takes advantage of publicly available and tested tools to manage data on the file system. In particular, it uses git and git-annex to track the content of a dataset. Using git-annex, even large binary artifacts can be tracked efficiently. For communication with openBIS, obis uses the openBIS API, which offers the power to register and track all metadata supported by openBIS.

5.2.1 Settings

With get you retrieve one or more settings. If the key is omitted, you retrieve all settings of the type:

obis [type] [options] get [key]

With set you set one or more settings:

obis [type] [options] set [key1]=[value1], [key2]=[value2], ...

With clear you unset one or more settings:

obis [type] [options] clear [key1]

With the type settings you can get all settings at once:

obis settings [options] get

The option -g can be used to interact with the global settings. The global settings are stored in ~/.obis and are copied to an obis repository when that is created.

Following settings exist:

type setting description
collection  id Identifier of the collection the created data set is attached to. Use either this or the object id.
config allow_only_https Default is true. If false, http can be used to connect to openBIS.
config fileservice_url URL for downloading files. See DownloadHandler / FileInfoHandler services.
config git_annex_backend Git annex backend to be used to calculate file hashes. Supported backends are SHA256E (default), MD5 and WORM.
config git_annex_hash_as_checksum Default is true. If false, a CRC32 checksum will be calculated for openBIS. Otherwise, the hash calculated by git-annex will be used.
config hostname Hostname to be used when cloning / moving a data set to connect to the machine where the original copy is located.
config openbis_url URL for connecting to openBIS (only protocol://host:port, without a path).
config openbis_token Token to use when connecting to openBIS. Can be either a session token or a personal access token. Alternatively, it can be a path to a file containing the token.
config session_name The name every personal access token is associated with.
config obis_metadata_folder Absolute path to the folder which obis will use to store its metadata. If not set, the metadata will be stored in the same location as the data. This setting can be useful when dealing with read-only access to the data. The clone and move commands will not work when this is set.
config user User for connecting to openBIS.
data_set type Data set type of data sets created by obis.
data_set properties Data set properties of data sets created by obis.
object id Identifier of the object the created data set is attached to. Use either this or the collection id.
repository data_set_id This is set by obis. Is is the id of the most recent data set created by obis and will be used as the parent of the next one.
repository external_dms_id This is set by obis. Id of the external dms in openBIS.
repository id This is set by obis. Id of the obis repository.

The settings are saved within the obis repository, in the .obis folder, as JSON files, or in ~/.obis for the global settings. They can be added/edited manually, which might be useful when it comes to integration with other tools.

Example .obis/config.json

{
    "fileservice_url": null,
    "git_annex_hash_as_checksum": true,
    "hostname": "bsse-bs-dock-5-160.ethz.ch",
    "openbis_url": "http://localhost:8888"
}

Example .obis/data_set.json

{
    "properties": {
        "K1": "v1",
        "K2": "v2"
    },
    "type": "UNKNOWN"
}

5.2.2 Commands

init

obis init [folder]

If a folder is given, obis will initialize that folder as an obis in the External Data Store mode. If not, it will use the current folder.

init_analysis

obis init_analysis [options] [folder]

With init_analysis, a repository can be created which is derived from a parent repository. If it is called from within a repository, that will be used as a parent. If not, the parent has to be given with the -p option.

commit

obis commit [options]

The commit command adds files to a new data set in openBIS. If the -m option is not used to define a commit message, the user will be asked to provide one.

sync

obis sync

When git commits have been done manually, the sync command creates the corresponding data set in openBIS. Note that, when interacting with git directly, use the git annex commands whenever applicable, e.g. use "git annex add" instead of "git add".

status

obis status [folder]

This shows the status of the repository folder from which it is invoked, or the one given as a parameter. It shows file changes and whether the repository needs to be synchronized with openBIS.

clone

obis clone [options] [data_set_id]

The clone command copies a repository associated with a data set and registers the new copy in openBIS. In case there are already multiple copied of the repository, obis will ask from which copy to clone.

  • To avoid user interaction, the copy index can be chosen with the option -c
  • With the option -u a user can be defined for copying the files from a remote system
  • By default, the file integrity is checked by calculating the checksum. This can be skipped with -s.

Note: This command does not work when obis_metadata_folder is set.

move

obis move [options] [data_set_id]

The move command works the same as clone, except that the old repository will be removed.

Note: This command does not work when obis_metadata_folder is set.

addref / removeref

obis addref
obis removeref

Obis repository folders can be added or removed from openBIS. This can be useful when a repository was moved or copied without using the move or copy commands.

token

obis token get <session_name> [--validity-days] [--validity-weeks] [--validity-months]

Gets or creates a new personal access token (PAT) and stores it in the obis configuration. If no session_name is provided or is not stored in the configuration, you'll be asked interactively. If no validity period is provided, the maximum (configured by the server) is used. If a PAT with this session_name already exists and it is going to expire soon (according to server setting personal_access_tokens_validity_warning_period), a new PAT will be created, stored in the obis configuration and used for every subsequent request.

5.2.3 Examples

Create an obis repository and commit to openBIS

# global settings to be use for all obis repositories
obis config -g set openbis_url=https://localhost:8888
obis config -g set user=admin
# create an obis repository with a file
obis init data1
cd data1
echo content >> example_file
# configure the repository
obis data_set set type=UNKNOWN
obis object set id=/DEFAULT/DEFAULT
# commit to openBIS
obis commit -m 'message'

Commit to git and sync manually

# assuming we are in a configured obis repository
echo content >> example_file
git annex add example_file
git commit -m 'message'
obis sync

Create an analysis repository

# assuming we have a repository 'data1'
obis init_analysis -p data1 analysis1
cd analysis1
obis data_set set type=UNKNOWN
obis object set id=/DEFAULT/DEFAULT
echo content >> example_file
obis commit -m 'message'

6. Authentication

There are 2 ways to perform user authentication against OpenBIS.

6.1. Login

Obis, internally, stores a session token which is used to connect with OpenBIS. Whenever this token is invalidated, obis will ask user to provide credentials to log into OpenBIS again.

6.2. Personal Access Token

Session token is short-lived and its interactive generation makes it unfeasible for usage in automatic scripts. An alternative way to authorize is to generate personal access token (PAT), which can be configured to last for a long periods of time.

PAT generation is explained in depth in token command section.

7. Big Data Link Services

The Big Data Link Services can be used to download files which are contained in an obis repository. The services are included in the installation folder of openBIS, under servers/big_data_link_services. For how to configure and run them, consult the README.md file.

8. Rationale for obis

Data-provenance tracking tools like openBIS make it possible to understand and follow the research process. What was studied, what data was acquired and how, how was data analyzed to arrive at final results for publication -- this is information that is captured in openBIS. In the standard usage scenario, openBIS stores and manages data directly. This has the advantage that openBIS acts as a gatekeeper to the data, making it easy to keep backups or enforce access restrictions, etc. However, this way of working is not a good solution for all situations.

Some research groups work with large amounts of data (e.g., multiple TB), which makes it inefficient and impractical to give openBIS control of the data. Other research groups require that data be stored on a shared file system under a well-defined directory structure, be it for historical reasons or because of the tools they use. In this case as well, it is difficult to give openBIS full control of the data.

For situations like these, we have developed obis, a tool for orderly management of data in conditions that require great flexibility. obis makes it possible to track data on a file system, where users have complete freedom to structure and manipulate the data as they wish, while retaining the benefits of openBIS. With obis, only metadata is actually stored and managed by openBIS. The data itself is managed externally, by the user, but openBIS is aware of its existence and the data can be used for provenance tracking. obis is packaged as a stand-alone utility, which, to be available, only needs to be added to the PATH variable in a UNIX or UNIX-like environment.

Under the covers, obis takes advantage of publicly available and tested tools to manage data on the file system. In particular, it uses git and git-annex to track the content of a dataset. Using git-annex, even large binary artifacts can be tracked efficiently. For communication with openBIS, obis uses the openBIS API, which offers the power to register and track all metadata supported by openBIS.

9. Literature

V. Korolev, A. Joshi, V. Korolev, M.A. Grasso, A. Joshi, M.A. Grasso, et al., "PROB: A tool for tracking provenance and reproducibility of big data experiments", Reproduce '14. HPCA 2014, vol. 11, pp. 264-286, 2014. http://ebiquity.umbc.edu/_file_directory_/papers/693.pdf

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