|
| 1 | +import datetime |
| 2 | +from enum import Enum |
| 3 | +from typing import TYPE_CHECKING, Optional |
| 4 | +import yaml |
| 5 | +from pathlib import Path |
| 6 | + |
| 7 | +import logging |
| 8 | + |
| 9 | +from labelbox.alignerr.schema.project_rate import BillingMode |
| 10 | +from labelbox.alignerr.schema.project_rate import ProjectRateInput |
| 11 | +from labelbox.alignerr.schema.project_rate import ProjectRateV2 |
| 12 | +from labelbox.alignerr.schema.project_domain import ProjectDomain |
| 13 | +from labelbox.pagination import PaginatedCollection |
| 14 | +from labelbox.schema.media_type import MediaType |
| 15 | + |
| 16 | +logger = logging.getLogger(__name__) |
| 17 | + |
| 18 | + |
| 19 | +if TYPE_CHECKING: |
| 20 | + from labelbox import Client |
| 21 | + from labelbox.schema.project import Project |
| 22 | + from labelbox.alignerr.schema.project_domain import ProjectDomain |
| 23 | + |
| 24 | + |
| 25 | +class AlignerrRole(Enum): |
| 26 | + Labeler = "LABELER" |
| 27 | + Reviewer = "REVIEWER" |
| 28 | + Admin = "ADMIN" |
| 29 | + |
| 30 | + |
| 31 | +class AlignerrProject: |
| 32 | + def __init__(self, client: "Client", project: "Project", _internal: bool = False): |
| 33 | + if not _internal: |
| 34 | + raise RuntimeError( |
| 35 | + "AlignerrProject cannot be initialized directly. " |
| 36 | + "Use AlignerrProjectBuilder or AlignerrProjectFactory to create instances." |
| 37 | + ) |
| 38 | + self.client = client |
| 39 | + self.project = project |
| 40 | + |
| 41 | + @property |
| 42 | + def project(self) -> Optional["Project"]: |
| 43 | + return self._project |
| 44 | + |
| 45 | + @project.setter |
| 46 | + def project(self, project: "Project"): |
| 47 | + self._project = project |
| 48 | + |
| 49 | + |
| 50 | + def domains(self) -> PaginatedCollection: |
| 51 | + """Get all domains associated with this project. |
| 52 | + |
| 53 | + Returns: |
| 54 | + PaginatedCollection of ProjectDomain instances |
| 55 | + """ |
| 56 | + return ProjectDomain.get_by_project_id( |
| 57 | + client=self.client, |
| 58 | + project_id=self.project.uid |
| 59 | + ) |
| 60 | + |
| 61 | + def add_domain(self, project_domain: ProjectDomain): |
| 62 | + return ProjectDomain.connect_project_to_domains( |
| 63 | + client=self.client, |
| 64 | + project_id=self.project.uid, |
| 65 | + domain_ids=[project_domain.uid] |
| 66 | + ) |
| 67 | + |
| 68 | + def get_project_rate(self) -> Optional["ProjectRateV2"]: |
| 69 | + return ProjectRateV2.get_by_project_id( |
| 70 | + client=self.client, |
| 71 | + project_id=self.project.uid |
| 72 | + ) |
| 73 | + |
| 74 | + def set_project_rate(self, project_rate_input: ProjectRateInput): |
| 75 | + return ProjectRateV2.set_project_rate( |
| 76 | + client=self.client, |
| 77 | + project_id=self.project.uid, |
| 78 | + project_rate_input=project_rate_input |
| 79 | + ) |
| 80 | + |
| 81 | + |
| 82 | + |
| 83 | +class AlignerrProjectBuilder: |
| 84 | + def __init__(self, client: "Client"): |
| 85 | + self.client = client |
| 86 | + self._alignerr_rates: dict[str, ProjectRateInput] = {} |
| 87 | + self._customer_rate: ProjectRateInput = None |
| 88 | + self._domains: list[ProjectDomain] = [] |
| 89 | + self.role_name_to_id = self._get_role_name_to_id() |
| 90 | + |
| 91 | + def set_name(self, name: str): |
| 92 | + self.project_name = name |
| 93 | + return self |
| 94 | + |
| 95 | + def set_media_type(self, media_type: "MediaType"): |
| 96 | + self.project_media_type = media_type |
| 97 | + return self |
| 98 | + |
| 99 | + def set_alignerr_role_rate( |
| 100 | + self, |
| 101 | + *, |
| 102 | + role_name: AlignerrRole, |
| 103 | + rate: float, |
| 104 | + billing_mode: BillingMode, |
| 105 | + effective_since: datetime.datetime, |
| 106 | + effective_until: Optional[datetime.datetime] = None, |
| 107 | + ): |
| 108 | + if role_name.value not in self.role_name_to_id: |
| 109 | + raise ValueError(f"Role {role_name.value} not found") |
| 110 | + |
| 111 | + role_id = self.role_name_to_id[role_name.value] |
| 112 | + role_name = role_name.value |
| 113 | + |
| 114 | + # Convert datetime objects to ISO format strings |
| 115 | + effective_since_str = effective_since.isoformat() if isinstance(effective_since, datetime.datetime) else effective_since |
| 116 | + effective_until_str = effective_until.isoformat() if isinstance(effective_until, datetime.datetime) else effective_until |
| 117 | + |
| 118 | + self._alignerr_rates[role_name] = ProjectRateInput( |
| 119 | + rateForId=role_id, |
| 120 | + isBillRate=False, |
| 121 | + billingMode=billing_mode, |
| 122 | + rate=rate, |
| 123 | + effectiveSince=effective_since_str, |
| 124 | + effectiveUntil=effective_until_str, |
| 125 | + ) |
| 126 | + return self |
| 127 | + |
| 128 | + def set_customer_rate( |
| 129 | + self, |
| 130 | + *, |
| 131 | + rate: float, |
| 132 | + billing_mode: BillingMode, |
| 133 | + effective_since: datetime.datetime, |
| 134 | + effective_until: Optional[datetime.datetime] = None, |
| 135 | + ): |
| 136 | + # Convert datetime objects to ISO format strings |
| 137 | + effective_since_str = effective_since.isoformat() if isinstance(effective_since, datetime.datetime) else effective_since |
| 138 | + effective_until_str = effective_until.isoformat() if isinstance(effective_until, datetime.datetime) else effective_until |
| 139 | + |
| 140 | + self._customer_rate = ProjectRateInput( |
| 141 | + rateForId="", # Empty string for customer rate |
| 142 | + isBillRate=True, |
| 143 | + billingMode=billing_mode, |
| 144 | + rate=rate, |
| 145 | + effectiveSince=effective_since_str, |
| 146 | + effectiveUntil=effective_until_str, |
| 147 | + ) |
| 148 | + return self |
| 149 | + |
| 150 | + def set_domains(self, domains: list[str]): |
| 151 | + for domain in domains: |
| 152 | + project_domain_page = ProjectDomain.search(self.client, search_by_name=domain) |
| 153 | + domain_result = project_domain_page.get_one() |
| 154 | + if domain_result is None: |
| 155 | + raise ValueError(f"Domain {domain} not found") |
| 156 | + self._domains.append(domain_result) |
| 157 | + return self |
| 158 | + |
| 159 | + |
| 160 | + def create(self, skip_validation: bool = False): |
| 161 | + if not skip_validation: |
| 162 | + self._validate() |
| 163 | + logger.info("Creating project") |
| 164 | + |
| 165 | + project_data = { |
| 166 | + "name": self.project_name, |
| 167 | + "media_type": self.project_media_type, |
| 168 | + } |
| 169 | + labelbox_project = self.client.create_project(**project_data) |
| 170 | + alignerr_project = AlignerrProject(self.client, labelbox_project, _internal=True) |
| 171 | + |
| 172 | + self._create_rates(alignerr_project) |
| 173 | + self._create_domains(alignerr_project) |
| 174 | + |
| 175 | + return alignerr_project |
| 176 | + |
| 177 | + def _create_rates(self, alignerr_project: AlignerrProject): |
| 178 | + for alignerr_role, project_rate in self._alignerr_rates.items(): |
| 179 | + logger.info(f"Setting project rate for {alignerr_role}") |
| 180 | + alignerr_project.set_project_rate(project_rate) |
| 181 | + |
| 182 | + def _create_domains(self, alignerr_project: AlignerrProject): |
| 183 | + if self._domains: |
| 184 | + logger.info(f"Setting domains: {[domain.name for domain in self._domains]}") |
| 185 | + domain_ids = [domain.uid for domain in self._domains] |
| 186 | + ProjectDomain.connect_project_to_domains( |
| 187 | + client=self.client, |
| 188 | + project_id=alignerr_project.project.uid, |
| 189 | + domain_ids=domain_ids |
| 190 | + ) |
| 191 | + |
| 192 | + def _validate_alignerr_rates(self): |
| 193 | + required_role_rates = set([AlignerrRole.Labeler.value, AlignerrRole.Reviewer.value]) |
| 194 | + |
| 195 | + for role_name in self._alignerr_rates.keys(): |
| 196 | + required_role_rates.remove(role_name) |
| 197 | + if len(required_role_rates) > 0: |
| 198 | + raise ValueError( |
| 199 | + f"Required role rates are not set: {required_role_rates}" |
| 200 | + ) |
| 201 | + |
| 202 | + def _validate_customer_rate(self): |
| 203 | + if self._customer_rate is None: |
| 204 | + raise ValueError("Customer rate is not set") |
| 205 | + |
| 206 | + def _validate(self): |
| 207 | + self._validate_alignerr_rates() |
| 208 | + self._validate_customer_rate() |
| 209 | + |
| 210 | + def _get_role_name_to_id(self) -> dict[str, str]: |
| 211 | + roles = self.client.get_roles() |
| 212 | + return {role.name: role.uid for role in roles.values()} |
| 213 | + |
| 214 | + |
| 215 | +class AlignerrProjectFactory: |
| 216 | + def __init__(self, client: "Client"): |
| 217 | + self.client = client |
| 218 | + |
| 219 | + def create(self, yaml_file_path: str, skip_validation: bool = False): |
| 220 | + """ |
| 221 | + Create an AlignerrProject from a YAML configuration file. |
| 222 | + |
| 223 | + Args: |
| 224 | + yaml_file_path: Path to the YAML configuration file |
| 225 | + skip_validation: Whether to skip validation of required fields |
| 226 | + |
| 227 | + Returns: |
| 228 | + AlignerrProject: The created project with configured rates |
| 229 | + |
| 230 | + Raises: |
| 231 | + FileNotFoundError: If the YAML file doesn't exist |
| 232 | + yaml.YAMLError: If the YAML file is invalid |
| 233 | + ValueError: If required fields are missing or invalid |
| 234 | + """ |
| 235 | + logger.info(f"Creating project from YAML file: {yaml_file_path}") |
| 236 | + |
| 237 | + # Load and parse YAML file |
| 238 | + yaml_path = Path(yaml_file_path) |
| 239 | + if not yaml_path.exists(): |
| 240 | + raise FileNotFoundError(f"YAML file not found: {yaml_file_path}") |
| 241 | + |
| 242 | + try: |
| 243 | + with open(yaml_path, 'r') as file: |
| 244 | + config = yaml.safe_load(file) |
| 245 | + except yaml.YAMLError as e: |
| 246 | + raise yaml.YAMLError(f"Invalid YAML file: {e}") |
| 247 | + |
| 248 | + # Validate required fields |
| 249 | + if not config: |
| 250 | + raise ValueError("YAML file is empty") |
| 251 | + |
| 252 | + required_fields = ['name', 'media_type'] |
| 253 | + for field in required_fields: |
| 254 | + if field not in config: |
| 255 | + raise ValueError(f"Required field '{field}' is missing from YAML configuration") |
| 256 | + |
| 257 | + # Create project builder |
| 258 | + builder = AlignerrProjectBuilder(self.client) |
| 259 | + |
| 260 | + # Set basic project properties |
| 261 | + builder.set_name(config['name']) |
| 262 | + |
| 263 | + # Set media type |
| 264 | + media_type_str = config['media_type'] |
| 265 | + media_type = MediaType(media_type_str) |
| 266 | + |
| 267 | + # Check if the media type is supported |
| 268 | + if not MediaType.is_supported(media_type): |
| 269 | + supported_members = MediaType.get_supported_members() |
| 270 | + raise ValueError(f"Invalid media_type '{media_type_str}'. Must be one of: {supported_members}") |
| 271 | + |
| 272 | + builder.set_media_type(media_type) |
| 273 | + |
| 274 | + # Set project rates if provided |
| 275 | + if 'rates' in config: |
| 276 | + rates_config = config['rates'] |
| 277 | + if not isinstance(rates_config, dict): |
| 278 | + raise ValueError("'rates' must be a dictionary") |
| 279 | + |
| 280 | + for role_name, rate_config in rates_config.items(): |
| 281 | + try: |
| 282 | + alignerr_role = AlignerrRole(role_name.upper()) |
| 283 | + except ValueError: |
| 284 | + raise ValueError(f"Invalid role '{role_name}'. Must be one of: {[r.value for r in AlignerrRole]}") |
| 285 | + |
| 286 | + # Validate rate configuration |
| 287 | + required_rate_fields = ['rate', 'billing_mode', 'effective_since'] |
| 288 | + for field in required_rate_fields: |
| 289 | + if field not in rate_config: |
| 290 | + raise ValueError(f"Required field '{field}' is missing for role '{role_name}'") |
| 291 | + |
| 292 | + # Parse billing mode |
| 293 | + try: |
| 294 | + billing_mode = BillingMode(rate_config['billing_mode']) |
| 295 | + except ValueError: |
| 296 | + raise ValueError(f"Invalid billing_mode '{rate_config['billing_mode']}' for role '{role_name}'. Must be one of: {[e.value for e in BillingMode]}") |
| 297 | + |
| 298 | + # Parse effective dates |
| 299 | + try: |
| 300 | + effective_since = datetime.datetime.fromisoformat(rate_config['effective_since']) |
| 301 | + except ValueError: |
| 302 | + raise ValueError(f"Invalid effective_since date format for role '{role_name}'. Use ISO format (YYYY-MM-DDTHH:MM:SS)") |
| 303 | + |
| 304 | + effective_until = None |
| 305 | + if 'effective_until' in rate_config and rate_config['effective_until']: |
| 306 | + try: |
| 307 | + effective_until = datetime.datetime.fromisoformat(rate_config['effective_until']) |
| 308 | + except ValueError: |
| 309 | + raise ValueError(f"Invalid effective_until date format for role '{role_name}'. Use ISO format (YYYY-MM-DDTHH:MM:SS)") |
| 310 | + |
| 311 | + # Set the rate |
| 312 | + builder.set_alignerr_role_rate( |
| 313 | + role_name=alignerr_role, |
| 314 | + rate=float(rate_config['rate']), |
| 315 | + billing_mode=billing_mode, |
| 316 | + effective_since=effective_since, |
| 317 | + effective_until=effective_until |
| 318 | + ) |
| 319 | + |
| 320 | + # Create the project |
| 321 | + return builder.create(skip_validation=skip_validation) |
| 322 | + |
| 323 | + |
| 324 | +class AlignerrWorkspace: |
| 325 | + def __init__(self, client: "Client"): |
| 326 | + self.client = client |
| 327 | + |
| 328 | + def project_builder(self): |
| 329 | + return AlignerrProjectBuilder(self.client) |
| 330 | + |
| 331 | + def project_prototype(self): |
| 332 | + return AlignerrProjectFactory(self.client) |
| 333 | + |
| 334 | + |
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