Data Model
Hierarchy
Data in a Flywheel system is organized in a tree-like hierarchy, as indicated in the following diagram.

flywheel.models.user.User- An authorized entity, usually referenced by email address.flywheel.models.group.Group- A grouping of users and projects.flywheel.models.project.Project- A project represents a grouping of subjects and sessions, for example within a study.flywheel.models.subject.Subject- An individual under study.flywheel.models.session.Session- A grouping of acquired data, typically data acquired within a limited timeframe.flywheel.models.acquisition.Acquisition- A set of one or more files, typically acquired as part of the same process, at the same time.flywheel.models.analysis_output.AnalysisOutput- A set of one or more derivative files from analyzing files after they have been acquired.
Permissions
Permissions in Flywheel are managed at the Group and Project level. The management of permissions is different between the two.
For Groups, a user may be added with any one of three access levels: "admin", "rw", "ro". The current level assigned to users can be found under the "permissions" field of a group.
Permissions under a group look like this:
Project Permissions are different. Instead of being assigned a preset "access" level, a user is assigned any number of "roles", which in turn are a grouping of actions. For example, a user assigned a role that includes the action to download files, but not upload files, would be able to do the former, but not the latter. The roles a user can be assigned in a project are limited to the roles that have been specifically set on the group as available to the projects in the group.
all_project_roles = fw.get_all_roles()
# Get the role id
role_id = [role.id for role in all_project_roles if role.label == "admin"][0]
# Add it to the group
new_role = fw.add_role_to_group(group.id, body={"_id": role_id})
# Add user with the role to a project in the group
project = fw.projects.find_first(
f"parents.group={group_id},label=MyProjectLabel"
)
project.add_permission(
{"_id": "dev@flywheel.io", "role_ids": [role_id]}
)
# Removing a user from a project
project.delete_permission(user_id)
Some things to keep in mind:
"role_ids"is a list so that a user can be assigned multiple roles for a project.- A user does not need to have access to a group to have a role in a project.
- Any action taken on data in the project uses the roles assigned for the project to check authorization.
To add a user with the same access as another user, you can select the first user's permissions, change the user ID to the second user, and add the permissions to the project.
current_user_permissions = fw.get_project_user_permission(project_id, user_id)
permission.id = user_b_id
project.add_permission(permission)
Custom Roles
Custom roles can be defined for more refined control over project access. A role is defined as a dictionary with label and actions keys (for a full list of actions, see Available Actions).
group_id = "group_id"
project_label = "project_label"
# These actions (read_only actions) are required for any new role
# definition
REQUIRED_ACTIONS = [
"containers_view_metadata",
"files_view_metadata",
"tags_view",
"notes_view",
"project_permissions_view",
"data_views_view",
"session_templates_view",
"gear_rules_view",
"jobs_view"
]
# Add files_modify_metadata to list
action_list = REQUIRED_ACTIONS + ["files_modify_metadata"]
# Create a dictionary defining label and actions
role_dict = {"label": "role_a_d20", "actions": action_list}
# Add the role to Flywheel
role_a_d20 = fw.add_role(role_dict)
# Add the role to a group
fw.add_role_to_group(group_id, {"_id": role_a_d20.id})
# Get a project
project = fw.lookup(f"{group_id}/{project_label}")
# Add role for a user not yet on the project (but has been added
# to the Flywheel instance)
user_id = "new_user@example.com"
project.add_permission({"_id": user_id, "role_ids": [role_a_d20.id]})
# Add role for user with existing permissions on the project
# Add containers_modify_metadata to list
action_list = REQUIRED_ACTIONS + ["containers_modify_metadata"]
# Create a dictionary defining label and actions
role_dict = {"label": "barrel_role", "actions": action_list}
# Add the role to Flywheel
barrel_role = fw.add_role(role_dict)
# Add the role to a group
fw.add_role_to_group(group_id, barrel_role.id)
# Get the current permission dictionary for user
permission_dict = fw.get_project_user_permission(project.id, user_id)
# Add role id to the current list of role ids
permission_dict["role_ids"].append(barrel_role.id)
# Update the user's permissions with the modified permission_dict
project.update_permission(user_id, permission_dict)
# List all roles
fw.get_all_roles()
# List all group roles
fw.get_all_group_roles(group_id)
# We need to remove the permission that uses the role before
# removing the role from group
project.delete_permission(user_id)
# Delete the role from group
fw.remove_role_from_group(group_id, barrel_role.id)
# Delete the role
fw.delete_role(barrel_role.id)
Available Actions
| Action | Description |
|---|---|
| containers_view_metadata | View Container Metadata |
| containers_create_hierarchy | Create Container Hierarchy |
| containers_modify_metadata | Modify Container Metadata |
| containers_delete_hierarchy | Delete Container Hierarchy |
| containers_delete_project | Delete Project (Project Permission) |
| analyses_view_metadata | View Analysis Metadata |
| analyses_create_sdk | Create Adhoc Analysis |
| analyses_create_job | Create Job-Based Analysis |
| analyses_modify_metadata | Modify Analysis Metadata |
| analyses_delete | Delete Analysis |
| files_view_metadata | View File Metadata |
| files_view_contents | View File Contents |
| files_download | Download File |
| files_create_upload | Create/Upload File |
| files_modify_metadata | Modify File Metadata |
| files_delete_non_device_data | Delete Non-Device File Data |
| files_delete_device_data | Delete Device File Data |
| tags_view | View Tags |
| tags_manage | Manage Tags |
| notes_view | View Notes |
| notes_manage | Manage Notes |
| project_permissions_view | View Project Permissions |
| project_permissions_manage | Manage Project Permissions |
| gear_rules_view | View Project Gear Rules |
| gear_rules_manage | Manage Project Gear Rules |
| data_views_view | View Data Views |
| data_views_manage | Manage Data Views |
| session_templates_view | View Session Templates |
| session_templates_manage | Manage Session Templates |
| jobs_view | View Jobs |
| jobs_run_cancel | Run and Cancel Jobs |
| jobs_cancel_any | Cancel Any Job |
Containers
Projects, Subjects, Sessions, Acquisitions and Analyses are all different types of Containers. Containers in Flywheel all support the following features:
Tags
Tags are concise labels that provide descriptive metadata that can be searched on. Available tags are managed on the Group.
# See tags on a session
session = fw.get(session_id)
print(", ".join(session.tags))
# Add a tag to a session
session.add_tag("Control")
# Remove a tag from a session
session.delete_tag("Analysis Required")
Notes
Notes are user-entered, human readable metadata attached to a container. They are timestamped and attributed to the user that entered them.
# See notes on a session
session = fw.get(session_id)
print(session.notes)
# Add a note to a session
session.add_note("This is a note")
# Delete a note from a session
session.delete_note(session.notes[0].id)
Info
Info is free-form JSON metadata associated with a container or file.
# Print the info for an acquisition
acquisition = fw.get(acquisition_id)
print(acquisition.info)
# Replace the entire contents of acquisition info
acquisition.replace_info({"splines": 34})
# Add additional fields to acquisition info
acquisition.update_info({"curve": "bezier"})
# Delete fields from acquisition info
acquisition.delete_info("splines")
Files
Files are a set of file attachments associated with a container. See also Dealing with Files.
# List files on an acquisition
acquisition = fw.get(acquisition_id)
for file in acquisition.files:
print(f"Name: {file.name}, type: {file.type}")
# Upload a file to an acquisition
acquisition.upload_file("/path/to/file.txt")
# Download a file to disk
acquisition.download_file("file.txt", "/path/to/file.txt")
# Files can also have metadata
print(acquisition.files[0].info)
acquisition.replace_file_info("file.txt", {"wordCount": 327})
File Classification
Flywheel supports an extensible, multi-dimensional classification scheme for files. Each dimension of classification is referred to as an aspect. The available aspects are determined by the file's modality.
For example, the MR modality provides the Intent, Measurement and Features aspects. In addition, the Custom aspect is always available, regardless of modality.
# Display the aspects defined in the MR modality
mr = fw.get_modality("MR")
print(mr)
# Replace a file's modality and classification
acquisition.replace_file_classification("file.txt", {
"Intent": ["Structural"],
"Measurement": ["T2"]
}, modality="MR")
# Update a file's Custom classification, without changing
# existing values or modality
acquisition.update_file_classification("file.txt", {
"Custom": ["value1", "value2"]
})
# Delete 'value1' from Custom classification
acquisition.delete_file_classification("file.txt", {
"Custom": ["value1"]
})
Timestamps
Objects with timestamps and created or modified dates provide helper accessors to get those dates in the local (system) timezone, as well as the original timezone in the case of acquisition and session timestamps.
For example:
# Acquisition Timestamp (tz=UTC)
print(acquisition.timestamp.isoformat())
# Acquisition Timestamp (tz=Local Timezone)
print(acquisition.local_timestamp.isoformat())
# Acquisition Timestamp (tz=Original Timezone)
print(acquisition.original_timestamp.isoformat())
Age at Time of Session
Sessions have a field for subject age at the time of the session, in seconds. There are also helper accessors to get age in years, months, weeks and days.
For example: