|
| 1 | +from datetime import datetime, timezone |
| 2 | +from typing import Any, Dict, List, Optional |
| 3 | + |
| 4 | +from pydantic import BaseModel, Field |
| 5 | +from beanie import Document, Link, PydanticObjectId, iterative_migration |
| 6 | + |
| 7 | + |
| 8 | +class UserDB(Document): |
| 9 | + uid: str = Field(default="0", unique=True, index=True) |
| 10 | + username: str = Field(default="agenta") |
| 11 | + email: str = Field( default="[email protected]", unique=True) |
| 12 | + created_at: Optional[datetime] = Field(default=datetime.now(timezone.utc)) |
| 13 | + updated_at: Optional[datetime] = Field(default=datetime.now(timezone.utc)) |
| 14 | + |
| 15 | + class Settings: |
| 16 | + name = "users" |
| 17 | + |
| 18 | + |
| 19 | +class ImageDB(Document): |
| 20 | + """Defines the info needed to get an image and connect it to the app variant""" |
| 21 | + |
| 22 | + type: Optional[str] = Field(default="image") |
| 23 | + template_uri: Optional[str] |
| 24 | + docker_id: Optional[str] = Field(index=True) |
| 25 | + tags: Optional[str] |
| 26 | + deletable: bool = Field(default=True) |
| 27 | + user: Link[UserDB] |
| 28 | + created_at: Optional[datetime] = Field(default=datetime.now(timezone.utc)) |
| 29 | + updated_at: Optional[datetime] = Field(default=datetime.now(timezone.utc)) |
| 30 | + |
| 31 | + class Settings: |
| 32 | + name = "docker_images" |
| 33 | + |
| 34 | + |
| 35 | +class AppDB(Document): |
| 36 | + app_name: str |
| 37 | + user: Link[UserDB] |
| 38 | + created_at: Optional[datetime] = Field(default=datetime.now(timezone.utc)) |
| 39 | + updated_at: Optional[datetime] = Field(default=datetime.now(timezone.utc)) |
| 40 | + |
| 41 | + class Settings: |
| 42 | + name = "app_db" |
| 43 | + |
| 44 | + |
| 45 | +class DeploymentDB(Document): |
| 46 | + app: Link[AppDB] |
| 47 | + user: Link[UserDB] |
| 48 | + container_name: Optional[str] |
| 49 | + container_id: Optional[str] |
| 50 | + uri: Optional[str] |
| 51 | + status: str |
| 52 | + created_at: Optional[datetime] = Field(default=datetime.now(timezone.utc)) |
| 53 | + updated_at: Optional[datetime] = Field(default=datetime.now(timezone.utc)) |
| 54 | + |
| 55 | + class Settings: |
| 56 | + name = "deployments" |
| 57 | + |
| 58 | + |
| 59 | +class VariantBaseDB(Document): |
| 60 | + app: Link[AppDB] |
| 61 | + user: Link[UserDB] |
| 62 | + base_name: str |
| 63 | + image: Link[ImageDB] |
| 64 | + deployment: Optional[PydanticObjectId] # Link to deployment |
| 65 | + created_at: Optional[datetime] = Field(default=datetime.now(timezone.utc)) |
| 66 | + updated_at: Optional[datetime] = Field(default=datetime.now(timezone.utc)) |
| 67 | + |
| 68 | + class Settings: |
| 69 | + name = "bases" |
| 70 | + |
| 71 | + |
| 72 | +class ConfigDB(BaseModel): |
| 73 | + config_name: str |
| 74 | + parameters: Dict[str, Any] = Field(default_factory=dict) |
| 75 | + |
| 76 | + |
| 77 | +class AppVariantDB(Document): |
| 78 | + app: Link[AppDB] |
| 79 | + variant_name: str |
| 80 | + revision: int |
| 81 | + image: Link[ImageDB] |
| 82 | + user: Link[UserDB] |
| 83 | + modified_by: Link[UserDB] |
| 84 | + parameters: Dict[str, Any] = Field(default=dict) # TODO: deprecated. remove |
| 85 | + previous_variant_name: Optional[str] # TODO: deprecated. remove |
| 86 | + base_name: Optional[str] |
| 87 | + base: Link[VariantBaseDB] |
| 88 | + config_name: Optional[str] |
| 89 | + config: ConfigDB |
| 90 | + created_at: Optional[datetime] = Field(default=datetime.now(timezone.utc)) |
| 91 | + updated_at: Optional[datetime] = Field(default=datetime.now(timezone.utc)) |
| 92 | + |
| 93 | + is_deleted: bool = Field( # TODO: deprecated. remove |
| 94 | + default=False |
| 95 | + ) # soft deletion for using the template variants |
| 96 | + |
| 97 | + class Settings: |
| 98 | + name = "app_variants" |
| 99 | + |
| 100 | + |
| 101 | +class AppVariantRevisionsDB(Document): |
| 102 | + variant: Link[AppVariantDB] |
| 103 | + revision: int |
| 104 | + modified_by: Link[UserDB] |
| 105 | + base: Link[VariantBaseDB] |
| 106 | + config: ConfigDB |
| 107 | + created_at: datetime |
| 108 | + updated_at: Optional[datetime] = Field(default=datetime.now(timezone.utc)) |
| 109 | + |
| 110 | + class Settings: |
| 111 | + name = "app_variant_revisions" |
| 112 | + |
| 113 | + |
| 114 | +class AppEnvironmentDB(Document): |
| 115 | + app: Link[AppDB] |
| 116 | + name: str |
| 117 | + user: Link[UserDB] |
| 118 | + revision: int |
| 119 | + deployed_app_variant: Optional[PydanticObjectId] |
| 120 | + deployed_app_variant_revision: Optional[Link[AppVariantRevisionsDB]] |
| 121 | + deployment: Optional[PydanticObjectId] # reference to deployment |
| 122 | + created_at: Optional[datetime] = Field(default=datetime.now(timezone.utc)) |
| 123 | + |
| 124 | + class Settings: |
| 125 | + name = "environments" |
| 126 | + |
| 127 | + |
| 128 | +class AppEnvironmentRevisionDB(Document): |
| 129 | + environment: Link[AppEnvironmentDB] |
| 130 | + revision: int |
| 131 | + modified_by: Link[UserDB] |
| 132 | + deployed_app_variant_revision: Optional[PydanticObjectId] |
| 133 | + deployment: Optional[PydanticObjectId] # reference to deployment |
| 134 | + created_at: datetime |
| 135 | + |
| 136 | + class Settings: |
| 137 | + name = "environments_revisions" |
| 138 | + |
| 139 | + |
| 140 | +class TemplateDB(Document): |
| 141 | + type: Optional[str] = Field(default="image") |
| 142 | + template_uri: Optional[str] |
| 143 | + tag_id: Optional[int] |
| 144 | + name: str = Field(unique=True) # tag name of image |
| 145 | + repo_name: Optional[str] |
| 146 | + title: str |
| 147 | + description: str |
| 148 | + size: Optional[int] |
| 149 | + digest: Optional[str] # sha256 hash of image digest |
| 150 | + last_pushed: Optional[datetime] |
| 151 | + |
| 152 | + class Settings: |
| 153 | + name = "templates" |
| 154 | + |
| 155 | + |
| 156 | +class TestSetDB(Document): |
| 157 | + name: str |
| 158 | + app: Link[AppDB] |
| 159 | + csvdata: List[Dict[str, str]] |
| 160 | + user: Link[UserDB] |
| 161 | + created_at: Optional[datetime] = Field(default=datetime.now(timezone.utc)) |
| 162 | + updated_at: Optional[datetime] = Field(default=datetime.now(timezone.utc)) |
| 163 | + |
| 164 | + class Settings: |
| 165 | + name = "testsets" |
| 166 | + |
| 167 | + |
| 168 | +class EvaluatorConfigDB(Document): |
| 169 | + app: Link[AppDB] |
| 170 | + user: Link[UserDB] |
| 171 | + name: str |
| 172 | + evaluator_key: str |
| 173 | + settings_values: Dict[str, Any] = Field(default=dict) |
| 174 | + created_at: datetime = Field(default=datetime.now(timezone.utc)) |
| 175 | + updated_at: datetime = Field(default=datetime.now(timezone.utc)) |
| 176 | + |
| 177 | + class Settings: |
| 178 | + name = "evaluators_configs" |
| 179 | + |
| 180 | + |
| 181 | +class Error(BaseModel): |
| 182 | + message: str |
| 183 | + stacktrace: Optional[str] = None |
| 184 | + |
| 185 | + |
| 186 | +class Result(BaseModel): |
| 187 | + type: str |
| 188 | + value: Optional[Any] = None |
| 189 | + error: Optional[Error] = None |
| 190 | + |
| 191 | + |
| 192 | +class InvokationResult(BaseModel): |
| 193 | + result: Result |
| 194 | + cost: Optional[float] = None |
| 195 | + latency: Optional[float] = None |
| 196 | + |
| 197 | + |
| 198 | +class EvaluationScenarioResult(BaseModel): |
| 199 | + evaluator_config: PydanticObjectId |
| 200 | + result: Result |
| 201 | + |
| 202 | + |
| 203 | +class AggregatedResult(BaseModel): |
| 204 | + evaluator_config: PydanticObjectId |
| 205 | + result: Result |
| 206 | + |
| 207 | + |
| 208 | +class EvaluationScenarioInputDB(BaseModel): |
| 209 | + name: str |
| 210 | + type: str |
| 211 | + value: str |
| 212 | + |
| 213 | + |
| 214 | +class EvaluationScenarioOutputDB(BaseModel): |
| 215 | + result: Result |
| 216 | + cost: Optional[float] = None |
| 217 | + latency: Optional[float] = None |
| 218 | + |
| 219 | + |
| 220 | +class HumanEvaluationScenarioInput(BaseModel): |
| 221 | + input_name: str |
| 222 | + input_value: str |
| 223 | + |
| 224 | + |
| 225 | +class HumanEvaluationScenarioOutput(BaseModel): |
| 226 | + variant_id: str |
| 227 | + variant_output: str |
| 228 | + |
| 229 | + |
| 230 | +class HumanEvaluationDB(Document): |
| 231 | + app: Link[AppDB] |
| 232 | + user: Link[UserDB] |
| 233 | + status: str |
| 234 | + evaluation_type: str |
| 235 | + variants: List[PydanticObjectId] |
| 236 | + variants_revisions: List[PydanticObjectId] |
| 237 | + testset: Link[TestSetDB] |
| 238 | + created_at: Optional[datetime] = Field(default=datetime.now(timezone.utc)) |
| 239 | + updated_at: Optional[datetime] = Field(default=datetime.now(timezone.utc)) |
| 240 | + |
| 241 | + class Settings: |
| 242 | + name = "human_evaluations" |
| 243 | + |
| 244 | + |
| 245 | +class HumanEvaluationScenarioDB(Document): |
| 246 | + user: Link[UserDB] |
| 247 | + evaluation: Link[HumanEvaluationDB] |
| 248 | + inputs: List[HumanEvaluationScenarioInput] |
| 249 | + outputs: List[HumanEvaluationScenarioOutput] |
| 250 | + vote: Optional[str] |
| 251 | + score: Optional[Any] |
| 252 | + correct_answer: Optional[str] |
| 253 | + created_at: Optional[datetime] = Field(default=datetime.now(timezone.utc)) |
| 254 | + updated_at: Optional[datetime] = Field(default=datetime.now(timezone.utc)) |
| 255 | + is_pinned: Optional[bool] |
| 256 | + note: Optional[str] |
| 257 | + |
| 258 | + class Settings: |
| 259 | + name = "human_evaluations_scenarios" |
| 260 | + |
| 261 | + |
| 262 | +class EvaluationDB(Document): |
| 263 | + app: Link[AppDB] |
| 264 | + user: Link[UserDB] |
| 265 | + status: Result |
| 266 | + testset: Link[TestSetDB] |
| 267 | + variant: PydanticObjectId |
| 268 | + variant_revision: PydanticObjectId |
| 269 | + evaluators_configs: List[PydanticObjectId] |
| 270 | + aggregated_results: List[AggregatedResult] |
| 271 | + average_cost: Optional[Result] = None |
| 272 | + total_cost: Optional[Result] = None |
| 273 | + average_latency: Optional[Result] = None |
| 274 | + created_at: datetime = Field(default=datetime.now(timezone.utc)) |
| 275 | + updated_at: datetime = Field(default=datetime.now(timezone.utc)) |
| 276 | + |
| 277 | + class Settings: |
| 278 | + name = "new_evaluations" |
| 279 | + |
| 280 | + |
| 281 | +class CorrectAnswer(BaseModel): |
| 282 | + key: str |
| 283 | + value: str |
| 284 | + |
| 285 | + |
| 286 | +class EvaluationScenarioDB(Document): |
| 287 | + user: Link[UserDB] |
| 288 | + evaluation: Link[EvaluationDB] |
| 289 | + variant_id: PydanticObjectId |
| 290 | + inputs: List[EvaluationScenarioInputDB] |
| 291 | + outputs: List[EvaluationScenarioOutputDB] |
| 292 | + correct_answers: Optional[List[CorrectAnswer]] |
| 293 | + is_pinned: Optional[bool] |
| 294 | + note: Optional[str] |
| 295 | + evaluators_configs: List[PydanticObjectId] |
| 296 | + results: List[EvaluationScenarioResult] |
| 297 | + latency: Optional[int] = None |
| 298 | + cost: Optional[int] = None |
| 299 | + created_at: datetime = Field(default=datetime.now(timezone.utc)) |
| 300 | + updated_at: datetime = Field(default=datetime.now(timezone.utc)) |
| 301 | + |
| 302 | + class Settings: |
| 303 | + name = "new_evaluation_scenarios" |
| 304 | + |
| 305 | + |
| 306 | +class OldEvaluationScenarioDB(Document): |
| 307 | + user: Link[UserDB] |
| 308 | + evaluation: Link[EvaluationDB] |
| 309 | + variant_id: PydanticObjectId |
| 310 | + inputs: List[EvaluationScenarioInputDB] |
| 311 | + outputs: List[EvaluationScenarioOutputDB] |
| 312 | + correct_answer: Optional[str] |
| 313 | + is_pinned: Optional[bool] |
| 314 | + note: Optional[str] |
| 315 | + evaluators_configs: List[PydanticObjectId] |
| 316 | + results: List[EvaluationScenarioResult] |
| 317 | + latency: Optional[int] = None |
| 318 | + cost: Optional[int] = None |
| 319 | + created_at: datetime = Field(default=datetime.now(timezone.utc)) |
| 320 | + updated_at: datetime = Field(default=datetime.now(timezone.utc)) |
| 321 | + |
| 322 | + class Settings: |
| 323 | + name = "new_evaluation_scenarios" |
| 324 | + |
| 325 | + |
| 326 | +class Forward: |
| 327 | + @iterative_migration() |
| 328 | + async def migrate_correct_answers( |
| 329 | + self, |
| 330 | + input_document: OldEvaluationScenarioDB, |
| 331 | + output_document: EvaluationScenarioDB, |
| 332 | + ): |
| 333 | + if input_document.correct_answer: |
| 334 | + output_document.correct_answers = [ |
| 335 | + CorrectAnswer(key="correct_answer", value=input_document.correct_answer) |
| 336 | + ] |
| 337 | + else: |
| 338 | + output_document.correct_answers = [] |
| 339 | + |
| 340 | + if "correct_answer" in input_document.dict(): |
| 341 | + del input_document.__dict__["correct_answer"] |
| 342 | + |
| 343 | + |
| 344 | +class Backward: |
| 345 | + ... |
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