name: api-guide description: Guide for implementing REST and GraphQL APIs (create, get, search, update, delete, purge, scope prefix patterns, admin_ prefix, SearchScope, BaseFilterAdapter, @api_function, Click CLI) version: 1.0.0 dependencies: - service-guide - repository-guide tags: - rest-api - graphql - client-sdk - cli - api-patterns
API Implementation Guide
Guide for implementing REST and GraphQL APIs with standard operations and scope patterns.
Standard Operations
APIs implement 6 standard operations:
- create - Create new entity
- get - Retrieve single entity
- search - Query with filters and pagination
- update - Update entity
- delete - Delete entity (soft)
- purge - Permanently remove entity (hard)
Multi-target: batch_* (atomic, one statement) vs bulk_* (per-row, partial failures). See /repository-guide.
Scope Prefix Rules
API layer only (Service/Repository layers don't use prefix)
Scoped Operations
Operations within a scope use {scope}_ prefix:
REST:
POST /domains/{domain}/users → domain_create_user
GET /domains/{domain}/users/{id} → domain_user
GET /domains/{domain}/users → domain_search_users
PATCH /domains/{domain}/users/{id} → domain_update_user
DELETE /domains/{domain}/users/{id} → domain_delete_user
GraphQL:
mutation domainCreateUser(scope: DomainScope, input: ...)
query domainUser(scope: DomainScope, id: ID)
query domainSearchUsers(scope: DomainScope, filter: ...)
Admin Operations (No Scope)
Operations without scope use admin_ prefix (superadmin required):
REST:
POST /admin/domains → admin_create_domain
GET /admin/domains/{id} → admin_domain
GET /admin/domains → admin_search_domains
GraphQL:
mutation adminCreateDomain(input: ...)
query adminDomain(id: ID)
query adminSearchDomains(filter: ...)
When to Separate admin_ vs Non-admin Endpoints
search — always two variants:
admin_search_*: superadmin, no scope — queries entire system.{scope}_search_*: non-admin, scope required — queries within the given scope only.- There is NO "search everything without scope" for non-admin users.
create / update / get / delete / purge — depends on the entity:
- Admin-only entity (e.g., Domain, ContainerRegistry): single
admin_endpoint. - Both admin and users, but behavior differs (e.g., admin can set more fields on create/update): separate
admin_and non-admin endpoints with different DTOs. - Both admin and users, only permission check differs: single endpoint — admin already has entity access permissions, no need for a separate
admin_variant.
REST v1 API Patterns (Legacy)
New endpoints MUST use REST v2 patterns below. REST v1 is for existing legacy handlers only — do not add new handlers here.
Architecture
REST v1 Handler → Processor → Service → Repository
Key Files:
src/ai/backend/manager/api/rest/{domain}/handler.py- Handlerssrc/ai/backend/manager/api/rest/{domain}/adapter.py- Filters (per-domain)src/ai/backend/manager/api/rest/adapter.py- Base adapter
See complete examples:
api/rest/fair_share/handler.py- Handler calling processorservices/processors.py- ActionProcessor base class
REST v2 API Patterns
REST v2 uses the same DTOs as GraphQL (
common/dto/manager/v2/), providing a unified schema across both API surfaces.
Architecture
REST v2 Handler → Adapter (api/adapters/) → Processor → Service → Repository
Key difference from v1: v2 handlers call shared Adapters instead of Processors directly. Adapters are shared with the GQL layer.
Key Files:
src/ai/backend/manager/api/rest/v2/{domain}/handler.py- Handlerssrc/ai/backend/manager/api/rest/v2/{domain}/registry.py- Route registrationsrc/ai/backend/manager/api/adapters/{domain}.py- Shared adapters (same as GQL)src/ai/backend/common/dto/manager/v2/{domain}/- Shared DTOs
Handler Pattern
from ai.backend.common.api_handlers import APIResponse, BodyParam
from ai.backend.common.dto.manager.v2.domain.request import AdminSearchDomainsInput
from ai.backend.manager.api.adapters.registry import Adapters
class DomainV2Handler:
def __init__(self, *, adapters: Adapters) -> None:
self._adapters = adapters
async def admin_search(
self,
body: BodyParam[AdminSearchDomainsInput],
) -> APIResponse:
payload = await self._adapters.domain.admin_search(body.parsed)
return APIResponse.build(
status_code=HTTPStatus.OK, response_model=payload,
)
Scope Pattern
Scope defines access boundaries.
Repository Scope:
src/ai/backend/manager/repositories/{domain}/types.py- Example:
repositories/fair_share/types.pyDomainFairShareSearchScope,ProjectFairShareSearchScope
Pattern:
- Frozen dataclass with scope params
to_conditions()converts to query conditions
See complete examples:
api/fair_share/handler.py- Scoped handler implementations
Scope Parameter Usage
Scope parameter is needed for:
search - Filter multiple items within scope
domain_search_users(scope: DomainScope, filter: ...)batch operations - Process multiple items within scope
domain_batch_update_users(scope: DomainScope, ids: list[ID], ...)
Scope parameter is NOT needed for:
get - ID uniquely identifies item
user(id: ID) # ✅ No scope needed # domain_user(scope: DomainScope, id: ID) # ❌ Unnecessaryupdate/delete/purge - ID uniquely identifies item
update_user(id: ID, data: ...) # ✅ No scope delete_user(id: ID) # ✅ No scopecreate - Scope info in data
create_user(data: CreateUserData) # data contains domain_name
Note: Scope prefix in API name (domain_search_users) is different from scope parameter (scope: DomainScope).
Filter Pattern
Filters convert API params to QueryCondition.
Adapter:
api/adapter.py- BaseFilterAdapterapi/fair_share/adapter.py- Domain adapters
Pattern:
to_conditions(filters)→list[QueryCondition]to_orders(order_by)→list[QueryOrder]- Adapter →
BatchQuerier→ Repository
See complete examples:
api/fair_share/adapter.py- Filter adaptersapi/fair_share/handler.py- Handler implementations with BatchQuerier
Admin_ Prefix Pattern
Admin operations require superadmin check before processing.
Pattern:
_check_superadmin(request)at handler start- Raise
InsufficientPermissionif not superadmin
See complete examples:
api/rbac/handler.py- Admin handler implementations
Pagination
REST uses offset-based pagination.
class PaginationQuery(BaseModel):
offset: int = 0
limit: int = 20
# Response
class SearchResult(BaseModel):
items: list[Item]
total_count: int
offset: int
limit: int
Client calculates: has_next = offset + limit < total_count
GraphQL Patterns
Architecture
GraphQL Resolver → check_admin_only (if admin) → Adapter (info.context.adapters.*) → Processor → Service → Repository
Key Files:
src/ai/backend/manager/api/gql/{domain}/resolver/- Resolverssrc/ai/backend/manager/api/gql/decorators.py- Custom decorators (required)src/ai/backend/manager/api/gql/pydantic_compat.py- PydanticNodeMixin, PydanticInputMixinsrc/ai/backend/manager/api/gql/utils.py- Utilities
Decorator Rules
All GQL types MUST use custom decorators from decorators.py — NEVER use @strawberry.type, @strawberry.input, or @strawberry.experimental.pydantic.* directly:
@gql_node_type(meta)— Relay Node types (inheritPydanticNodeMixin[DTO])@gql_pydantic_type(meta, model=DTO)— output types and payloads backed by a v2 Pydantic DTO@gql_pydantic_input(meta)— input types (inheritPydanticInputMixin[DTO])@gql_pydantic_interface(meta, model=DTO)— interface types@gql_connection_type(meta)— Connection[T] / Edge[T] subclasses
@strawberry.enum, @strawberry.field, @strawberry.mutation, @strawberry.subscription may be used directly.
Type System Rules
Strawberry Runtime Evaluation:
- Strawberry types are evaluated at runtime
- NEVER use TYPE_CHECKING for Strawberry types (Connection, Filter, OrderBy, Input, Type)
- ALWAYS import Strawberry types directly at module level
- Only use TYPE_CHECKING for data layer types not used by Strawberry
- If lazy import needed: use strawberry.lazy() or string-based forward references
Naming Convention:
- All GraphQL types MUST have
GQLsuffix (DomainGQL, DomainScopeGQL, DomainFilterGQL) - Distinguishes GraphQL types from data layer types
Scope vs Filter:
- Scope: Required context parameters (resource_group, domain_name, project_id)
- Filter: Optional filtering conditions (name contains, status equals, created after)
- NEVER put optional fields in Scope - use Filter instead
- Scope fields must all be required (no default values, no Optional types)
Cross-Entity Reference Resolvers
When a GQL node references another entity node, use strawberry.lazy() to avoid circular imports. Strawberry requires runtime type resolution, so TYPE_CHECKING imports alone are insufficient.
Pattern:
# 1. TYPE_CHECKING: for static analysis (mypy)
if TYPE_CHECKING:
from ai.backend.manager.api.gql.domain_v2.types.node import DomainV2GQL
# 2. Return type: Annotated with strawberry.lazy() for runtime resolution
# 3. Function body: runtime import + DataLoader
async def domain(self, info: Info[StrawberryGQLContext]) -> Annotated[
DomainV2GQL,
strawberry.lazy("ai.backend.manager.api.gql.domain_v2.types.node"),
]:
from ai.backend.manager.api.gql.domain_v2.types.node import DomainV2GQL
data = await info.context.data_loaders.domain_loader.load(self.domain_name)
return DomainV2GQL.from_data(data)
Optional return type: | None must be outside Annotated[]:
) -> Annotated[DomainV2GQL, strawberry.lazy("...")] | None: # ✅
) -> Annotated[DomainV2GQL | None, strawberry.lazy("...")]: # ❌ lazy cannot resolve union
DataLoaders (info.context.data_loaders): Use DataLoaders instead of individual fetch functions to prevent N+1 queries. See api/gql/data_loader/data_loaders.py for available loaders.
See examples:
api/gql/fair_share/types/domain.py- Cross-entity reference with DataLoaderapi/gql/domain_v2/types/node.py- DomainV2GQL with fair_shares/usage_bucketsapi/gql/fair_share/types/*.py- Scope and Filter patterns
Scope Pattern
Input Types:
api/gql/types.pyResourceGroupDomainScope,ResourceGroupProjectScope,ResourceGroupUserScope
Pattern:
- Strawberry
@inputmaps to repository SearchScope - GraphQL input → Repository scope type conversion
See complete examples:
api/gql/types.py- Scope input typesapi/gql/fair_share/resolver/domain.py- Resolver implementations
Admin Check
Pattern:
check_admin_only(info)at resolver start- Raise
InsufficientPermissionif not superadmin
See complete examples:
api/gql/utils.py-check_admin_only()utilityapi/gql/*/resolver/*.py- Admin resolver implementations
Pagination
GraphQL supports cursor-based (Relay spec).
@strawberry.type
class PageInfo:
has_next_page: bool
has_previous_page: bool
start_cursor: str | None
end_cursor: str | None
@strawberry.type
class UserConnection:
edges: list[UserEdge]
page_info: PageInfo
total_count: int
See: api/gql/ for cursor pagination examples
REST v1 vs REST v2 vs GraphQL
- REST v1 (legacy): Handler → Processor. DTOs from
common/dto/manager/. Per-domain adapters inapi/rest/{domain}/adapter.py. - REST v2: Handler → Adapter. DTOs from
common/dto/manager/v2/. Shared adapters inapi/adapters/{domain}.py. - GraphQL: Resolver → Adapter (same adapters as REST v2). DTOs from
common/dto/manager/v2/. Strawberry types wrap DTOs via custom decorators. - Admin check: REST uses
superadmin_requiredmiddleware, GQL usescheck_admin_only(info). - Naming: REST uses
domain_create_user, GQL usesdomainCreateUser.
Client SDK + CLI Integration
When implementing REST API, also implement:
✅ SDK Function (
client/func/{domain}.py)- Use
@api_functiondecorator - Map to REST endpoint
- Use
✅ CLI Command (
client/cli/admin/{domain}.py)- Click command
- Calls SDK function
Integration flow:
CLI → SDK → REST API → Processor → Service → Repository
See examples:
src/ai/backend/client/func/admin.py- SDKsrc/ai/backend/client/cli/admin/user.py- CLI
Testing
See: /tdd-guide skill and tests/CLAUDE.md for complete testing strategies.
Test hierarchy:
Repository Tests → Real DB (with_tables)
Service Tests → Mock repositories
API Handler Tests → Mock processors
CLI Tests → Mock HTTP
Implementation Checklist
When implementing new API:
✅ Repository (
/repository-guide)- Implement standard operations
- Define SearchScope
✅ Service (
/service-guide)- Define Actions/ActionResults
- Implement service methods
- Create processors
✅ REST API v2 (all new endpoints)
- Handler calls Adapter, uses
common/dto/manager/v2/DTOs BodyParam[DTO]input,APIResponse.build(response_model=payload)output- Admin check and scope prefix
- Handler calls Adapter, uses
✅ GraphQL (optional)
@gql_pydantic_type/@gql_pydantic_inputwith DTO — no@strawberry.typedirectly- Resolver calls Adapter (
info.context.adapters.*) - Admin check if needed
✅ Client SDK
- Add SDK function
@api_functiondecorator
✅ CLI
- Click command
- Integrate with SDK
✅ Tests
- Repository (real DB)
- Service (mock repo)
- Handler (mock processors)
- CLI (mock HTTP)
Related Documentation
- Service Layer:
/service-guide- Actions, Processors - Repository Layer:
/repository-guide- Data access - Testing:
/tdd-guide- TDD workflow - API README:
src/ai/backend/manager/api/README.md
Examples
REST API:
src/ai/backend/manager/api/fair_share/handler.pysrc/ai/backend/manager/api/rbac/handler.py
GraphQL:
src/ai/backend/manager/api/gql/fair_share/resolver/domain.pysrc/ai/backend/manager/api/gql/types.py
Client SDK/CLI:
src/ai/backend/client/func/admin.pysrc/ai/backend/client/cli/admin/user.py
Summary
Standard operations:
- create, get, search, update, delete, purge
- batch_update, batch_delete, batch_purge
Scope prefix (API only):
- Scoped:
{scope}_operation(domain_create_user) - Admin:
admin_operation(admin_create_domain)
Key patterns:
- Scope → SearchScope → QueryCondition
- Filter → Adapter → QueryCondition
- Admin → check permission first
Integration:
- REST API + SDK + CLI (unified stack)
- GraphQL (separate, optional)
Next steps:
- Implement repository (
/repository-guide) - Implement service (
/service-guide) - Implement API handlers
- Add SDK + CLI
- Write tests (
/tdd-guide)