|
7 | 7 |
|
8 | 8 | import asyncio |
9 | 9 | import logging |
| 10 | +import weakref |
| 11 | +from collections import deque |
10 | 12 | from datetime import datetime |
11 | 13 | from typing import Dict, List, Optional, Set, Tuple |
| 14 | +from uuid import UUID, uuid4 |
12 | 15 |
|
13 | 16 | from frequenz.channels import Broadcast, Receiver |
| 17 | +from frequenz.channels._broadcast import Receiver as BroadcastReceiver |
14 | 18 |
|
15 | 19 | from .. import Sample |
16 | 20 | from ._formula_steps import ( |
|
23 | 27 | OpenParen, |
24 | 28 | Subtractor, |
25 | 29 | ) |
| 30 | +from ._tokenizer import TokenType |
26 | 31 |
|
27 | 32 | logger = logging.Logger(__name__) |
28 | 33 |
|
@@ -289,3 +294,294 @@ def build(self) -> FormulaEngine: |
289 | 294 | self._steps.append(self._build_stack.pop()) |
290 | 295 |
|
291 | 296 | return FormulaEngine(self._name, self._steps, self._metric_fetchers) |
| 297 | + |
| 298 | + |
| 299 | +class FormulaChannel(Broadcast[Sample]): |
| 300 | + """A broadcast channel implementation for use with formulas.""" |
| 301 | + |
| 302 | + def __init__( |
| 303 | + self, name: str, engine: FormulaEngine, resend_latest: bool = False |
| 304 | + ) -> None: |
| 305 | + """Create a `FormulaChannel` instance. |
| 306 | +
|
| 307 | + Args: |
| 308 | + name: A name for the channel. |
| 309 | + engine: A FormulaEngine instance that produces values for this channel. |
| 310 | + resend_latest: Whether to resend latest channel values to newly created |
| 311 | + receivers, like in `Broadcast` channels. |
| 312 | + """ |
| 313 | + self._engine = engine |
| 314 | + super().__init__(name, resend_latest) |
| 315 | + |
| 316 | + @property |
| 317 | + def engine(self) -> FormulaEngine: |
| 318 | + """Return the formula engine attached to the channel. |
| 319 | +
|
| 320 | + Returns: |
| 321 | + A FormulaEngine instance. |
| 322 | + """ |
| 323 | + return self._engine |
| 324 | + |
| 325 | + def new_receiver( |
| 326 | + self, name: Optional[str] = None, maxsize: int = 50 |
| 327 | + ) -> FormulaReceiver: |
| 328 | + """Create a new FormulaReceiver for the channel. |
| 329 | +
|
| 330 | + This implementation is similar to `Broadcast.new_receiver()`, except that it |
| 331 | + creates and returns a `FormulaReceiver`. The way the default name for the |
| 332 | + receiver is constructed, is also slightly tweaked. |
| 333 | +
|
| 334 | + Args: |
| 335 | + name: An optional name for the receiver. |
| 336 | + maxsize: size of the receiver's buffer. |
| 337 | +
|
| 338 | + Returns: |
| 339 | + A `FormulaReceiver` instance attached to the `FormulaChannel`. |
| 340 | + """ |
| 341 | + uuid = uuid4() |
| 342 | + if name is None: |
| 343 | + name = self.name |
| 344 | + recv = FormulaReceiver(uuid, name, maxsize, self) |
| 345 | + self.receivers[uuid] = weakref.ReferenceType(recv) |
| 346 | + if self._resend_latest and self._latest is not None: |
| 347 | + recv.enqueue(self._latest) |
| 348 | + return recv |
| 349 | + |
| 350 | + |
| 351 | +class FormulaReceiver(BroadcastReceiver[Sample]): |
| 352 | + """A receiver to receive calculated `Sample`s from a Formula channel. |
| 353 | +
|
| 354 | + They function as regular channel receivers, but can be composed to form higher order |
| 355 | + formulas. |
| 356 | + """ |
| 357 | + |
| 358 | + def __init__( |
| 359 | + self, |
| 360 | + uuid: UUID, |
| 361 | + name: str, |
| 362 | + maxsize: int, |
| 363 | + chan: FormulaChannel, |
| 364 | + ) -> None: |
| 365 | + """Create a `FormulaReceiver` instance. |
| 366 | +
|
| 367 | + Args: |
| 368 | + uuid: uuid to uniquely identify the receiver. Forwarded to |
| 369 | + BroadcastReceiver's `__init__` function. |
| 370 | + name: Name for the receiver. |
| 371 | + maxsize: Buffer size for the receiver. |
| 372 | + chan: The `FormulaChannel` instance that this receiver is attached to. |
| 373 | + """ |
| 374 | + self._engine = chan.engine |
| 375 | + super().__init__(uuid, name, maxsize, chan) |
| 376 | + |
| 377 | + @property |
| 378 | + def name(self) -> str: |
| 379 | + """Name of the receiver. |
| 380 | +
|
| 381 | + Returns: |
| 382 | + Name of the receiver. |
| 383 | + """ |
| 384 | + return self._name |
| 385 | + |
| 386 | + @property |
| 387 | + def engine(self) -> FormulaEngine: |
| 388 | + """Return the formula engine attached to the receiver. |
| 389 | +
|
| 390 | + Returns: |
| 391 | + Formula Engine attached to the receiver. |
| 392 | + """ |
| 393 | + return self._engine |
| 394 | + |
| 395 | + def _deactivate(self) -> None: |
| 396 | + self._active = False |
| 397 | + |
| 398 | + def clone(self) -> FormulaReceiver: |
| 399 | + """Create a new receiver from the formula engine. |
| 400 | +
|
| 401 | + Returns: |
| 402 | + New `FormulaReceiver` streaming a copy of the formula engine output. |
| 403 | + """ |
| 404 | + return self._engine.new_receiver() |
| 405 | + |
| 406 | + def __add__( |
| 407 | + self, other: FormulaReceiver | HigherOrderFormulaBuilder |
| 408 | + ) -> HigherOrderFormulaBuilder: |
| 409 | + """Return a formula builder that adds (data in) `other` to `self`. |
| 410 | +
|
| 411 | + Args: |
| 412 | + other: A formula receiver, or a formula builder instance corresponding to a |
| 413 | + sub-expression. |
| 414 | +
|
| 415 | + Returns: |
| 416 | + A formula builder that can take further expressions, or can be built |
| 417 | + into a formula engine. |
| 418 | + """ |
| 419 | + return HigherOrderFormulaBuilder(self) + other |
| 420 | + |
| 421 | + def __sub__( |
| 422 | + self, other: FormulaReceiver | HigherOrderFormulaBuilder |
| 423 | + ) -> HigherOrderFormulaBuilder: |
| 424 | + """Return a formula builder that subtracts (data in) `other` from `self`. |
| 425 | +
|
| 426 | + Args: |
| 427 | + other: A formula receiver, or a formula builder instance corresponding to a |
| 428 | + sub-expression. |
| 429 | +
|
| 430 | + Returns: |
| 431 | + A formula builder that can take further expressions, or can be built |
| 432 | + into a formula engine. |
| 433 | + """ |
| 434 | + return HigherOrderFormulaBuilder(self) - other |
| 435 | + |
| 436 | + def __mul__( |
| 437 | + self, other: FormulaReceiver | HigherOrderFormulaBuilder |
| 438 | + ) -> HigherOrderFormulaBuilder: |
| 439 | + """Return a formula builder that multiplies (data in) `self` with `other`. |
| 440 | +
|
| 441 | + Args: |
| 442 | + other: A formula receiver, or a formula builder instance corresponding to a |
| 443 | + sub-expression. |
| 444 | +
|
| 445 | + Returns: |
| 446 | + A formula builder that can take further expressions, or can be built |
| 447 | + into a formula engine. |
| 448 | + """ |
| 449 | + return HigherOrderFormulaBuilder(self) * other |
| 450 | + |
| 451 | + def __truediv__( |
| 452 | + self, other: FormulaReceiver | HigherOrderFormulaBuilder |
| 453 | + ) -> HigherOrderFormulaBuilder: |
| 454 | + """Return a formula builder that divides (data in) `self` by `other`. |
| 455 | +
|
| 456 | + Args: |
| 457 | + other: A formula receiver, or a formula builder instance corresponding to a |
| 458 | + sub-expression. |
| 459 | +
|
| 460 | + Returns: |
| 461 | + A formula builder that can take further expressions, or can be built |
| 462 | + into a formula engine. |
| 463 | + """ |
| 464 | + return HigherOrderFormulaBuilder(self) / other |
| 465 | + |
| 466 | + |
| 467 | +class HigherOrderFormulaBuilder: |
| 468 | + """Provides a way to build formulas from the outputs of other formulas.""" |
| 469 | + |
| 470 | + def __init__(self, recv: FormulaReceiver) -> None: |
| 471 | + """Create a `HigherOrderFormulaBuilder` instance. |
| 472 | +
|
| 473 | + Args: |
| 474 | + recv: A first input stream to create a builder with, so that python |
| 475 | + operators `+, -, *, /` can be used directly on newly created instances. |
| 476 | + """ |
| 477 | + self._steps: deque[tuple[TokenType, FormulaReceiver | str]] = deque() |
| 478 | + self._steps.append((TokenType.COMPONENT_METRIC, recv.clone())) |
| 479 | + recv._deactivate() # pylint: disable=protected-access |
| 480 | + self._engine = None |
| 481 | + |
| 482 | + def _push( |
| 483 | + self, oper: str, other: FormulaReceiver | HigherOrderFormulaBuilder |
| 484 | + ) -> HigherOrderFormulaBuilder: |
| 485 | + self._steps.appendleft((TokenType.OPER, "(")) |
| 486 | + self._steps.append((TokenType.OPER, ")")) |
| 487 | + self._steps.append((TokenType.OPER, oper)) |
| 488 | + |
| 489 | + # pylint: disable=protected-access |
| 490 | + if isinstance(other, FormulaReceiver): |
| 491 | + self._steps.append((TokenType.COMPONENT_METRIC, other.clone())) |
| 492 | + other._deactivate() |
| 493 | + elif isinstance(other, HigherOrderFormulaBuilder): |
| 494 | + self._steps.append((TokenType.OPER, "(")) |
| 495 | + self._steps.extend(other._steps) |
| 496 | + self._steps.append((TokenType.OPER, ")")) |
| 497 | + # pylint: enable=protected-access |
| 498 | + else: |
| 499 | + raise RuntimeError(f"Can't build a formula from: {other}") |
| 500 | + |
| 501 | + return self |
| 502 | + |
| 503 | + def __add__( |
| 504 | + self, other: FormulaReceiver | HigherOrderFormulaBuilder |
| 505 | + ) -> HigherOrderFormulaBuilder: |
| 506 | + """Return a formula builder that adds (data in) `other` to `self`. |
| 507 | +
|
| 508 | + Args: |
| 509 | + other: A formula receiver, or a formula builder instance corresponding to a |
| 510 | + sub-expression. |
| 511 | +
|
| 512 | + Returns: |
| 513 | + A formula builder that can take further expressions, or can be built |
| 514 | + into a formula engine. |
| 515 | + """ |
| 516 | + return self._push("+", other) |
| 517 | + |
| 518 | + def __sub__( |
| 519 | + self, other: FormulaReceiver | HigherOrderFormulaBuilder |
| 520 | + ) -> HigherOrderFormulaBuilder: |
| 521 | + """Return a formula builder that subtracts (data in) `other` from `self`. |
| 522 | +
|
| 523 | + Args: |
| 524 | + other: A formula receiver, or a formula builder instance corresponding to a |
| 525 | + sub-expression. |
| 526 | +
|
| 527 | + Returns: |
| 528 | + A formula builder that can take further expressions, or can be built |
| 529 | + into a formula engine. |
| 530 | + """ |
| 531 | + return self._push("-", other) |
| 532 | + |
| 533 | + def __mul__( |
| 534 | + self, other: FormulaReceiver | HigherOrderFormulaBuilder |
| 535 | + ) -> HigherOrderFormulaBuilder: |
| 536 | + """Return a formula builder that multiplies (data in) `self` with `other`. |
| 537 | +
|
| 538 | + Args: |
| 539 | + other: A formula receiver, or a formula builder instance corresponding to a |
| 540 | + sub-expression. |
| 541 | +
|
| 542 | + Returns: |
| 543 | + A formula builder that can take further expressions, or can be built |
| 544 | + into a formula engine. |
| 545 | + """ |
| 546 | + return self._push("*", other) |
| 547 | + |
| 548 | + def __truediv__( |
| 549 | + self, other: FormulaReceiver | HigherOrderFormulaBuilder |
| 550 | + ) -> HigherOrderFormulaBuilder: |
| 551 | + """Return a formula builder that divides (data in) `self` by `other`. |
| 552 | +
|
| 553 | + Args: |
| 554 | + other: A formula receiver, or a formula builder instance corresponding to a |
| 555 | + sub-expression. |
| 556 | +
|
| 557 | + Returns: |
| 558 | + A formula builder that can take further expressions, or can be built |
| 559 | + into a formula engine. |
| 560 | + """ |
| 561 | + return self._push("/", other) |
| 562 | + |
| 563 | + def build(self, name: str, nones_are_zeros: bool = False) -> FormulaEngine: |
| 564 | + """Create a formula engine from the builder. |
| 565 | +
|
| 566 | + Args: |
| 567 | + name: A name for the formula being built. |
| 568 | + nones_are_zeros: Whether `None`s in the input streams should be treated as |
| 569 | + zeros. |
| 570 | +
|
| 571 | + Returns: |
| 572 | + A `FormulaEngine` instance. |
| 573 | + """ |
| 574 | + if self._engine is not None: |
| 575 | + return self._engine |
| 576 | + |
| 577 | + builder = FormulaBuilder(name) |
| 578 | + for step in self._steps: |
| 579 | + if step[0] == TokenType.COMPONENT_METRIC: |
| 580 | + assert isinstance(step[1], FormulaReceiver) |
| 581 | + builder.push_metric(step[1].name, step[1], nones_are_zeros) |
| 582 | + elif step[0] == TokenType.OPER: |
| 583 | + assert isinstance(step[1], str) |
| 584 | + builder.push_oper(step[1]) |
| 585 | + self._engine = builder.build() |
| 586 | + |
| 587 | + return self._engine |
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