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/pypy/module/micronumpy/compile.py

https://bitbucket.org/anntzer/pypy
Python | 722 lines | 611 code | 101 blank | 10 comment | 78 complexity | ee01857aba0e99947471895e647a9393 MD5 | raw file
  1. """ This is a set of tools for standalone compiling of numpy expressions.
  2. It should not be imported by the module itself
  3. """
  4. import re
  5. from pypy.interpreter.baseobjspace import InternalSpaceCache, W_Root
  6. from pypy.interpreter.error import OperationError
  7. from pypy.module.micronumpy import interp_boxes
  8. from pypy.module.micronumpy.interp_dtype import get_dtype_cache
  9. from pypy.module.micronumpy.base import W_NDimArray
  10. from pypy.module.micronumpy.interp_numarray import array
  11. from pypy.module.micronumpy.interp_arrayops import where
  12. from pypy.module.micronumpy import interp_ufuncs
  13. from pypy.rlib.objectmodel import specialize, instantiate
  14. class BogusBytecode(Exception):
  15. pass
  16. class ArgumentMismatch(Exception):
  17. pass
  18. class ArgumentNotAnArray(Exception):
  19. pass
  20. class WrongFunctionName(Exception):
  21. pass
  22. class TokenizerError(Exception):
  23. pass
  24. class BadToken(Exception):
  25. pass
  26. SINGLE_ARG_FUNCTIONS = ["sum", "prod", "max", "min", "all", "any",
  27. "unegative", "flat", "tostring","count_nonzero"]
  28. TWO_ARG_FUNCTIONS = ["dot", 'take']
  29. THREE_ARG_FUNCTIONS = ['where']
  30. class FakeSpace(object):
  31. w_ValueError = "ValueError"
  32. w_TypeError = "TypeError"
  33. w_IndexError = "IndexError"
  34. w_OverflowError = "OverflowError"
  35. w_NotImplementedError = "NotImplementedError"
  36. w_None = None
  37. w_bool = "bool"
  38. w_int = "int"
  39. w_float = "float"
  40. w_list = "list"
  41. w_long = "long"
  42. w_tuple = 'tuple'
  43. w_slice = "slice"
  44. w_str = "str"
  45. w_unicode = "unicode"
  46. w_complex = "complex"
  47. def __init__(self):
  48. """NOT_RPYTHON"""
  49. self.fromcache = InternalSpaceCache(self).getorbuild
  50. def _freeze_(self):
  51. return True
  52. def is_none(self, w_obj):
  53. return w_obj is None or w_obj is self.w_None
  54. def issequence_w(self, w_obj):
  55. return isinstance(w_obj, ListObject) or isinstance(w_obj, W_NDimArray)
  56. def isinstance_w(self, w_obj, w_tp):
  57. return w_obj.tp == w_tp
  58. def decode_index4(self, w_idx, size):
  59. if isinstance(w_idx, IntObject):
  60. return (self.int_w(w_idx), 0, 0, 1)
  61. else:
  62. assert isinstance(w_idx, SliceObject)
  63. start, stop, step = w_idx.start, w_idx.stop, w_idx.step
  64. if step == 0:
  65. return (0, size, 1, size)
  66. if start < 0:
  67. start += size
  68. if stop < 0:
  69. stop += size + 1
  70. if step < 0:
  71. lgt = (stop - start + 1) / step + 1
  72. else:
  73. lgt = (stop - start - 1) / step + 1
  74. return (start, stop, step, lgt)
  75. @specialize.argtype(1)
  76. def wrap(self, obj):
  77. if isinstance(obj, float):
  78. return FloatObject(obj)
  79. elif isinstance(obj, bool):
  80. return BoolObject(obj)
  81. elif isinstance(obj, int):
  82. return IntObject(obj)
  83. elif isinstance(obj, long):
  84. return LongObject(obj)
  85. elif isinstance(obj, W_Root):
  86. return obj
  87. elif isinstance(obj, str):
  88. return StringObject(obj)
  89. raise NotImplementedError
  90. def newlist(self, items):
  91. return ListObject(items)
  92. def newcomplex(self, r, i):
  93. return ComplexObject(r, i)
  94. def listview(self, obj):
  95. assert isinstance(obj, ListObject)
  96. return obj.items
  97. fixedview = listview
  98. def float(self, w_obj):
  99. if isinstance(w_obj, FloatObject):
  100. return w_obj
  101. assert isinstance(w_obj, interp_boxes.W_GenericBox)
  102. return self.float(w_obj.descr_float(self))
  103. def float_w(self, w_obj):
  104. assert isinstance(w_obj, FloatObject)
  105. return w_obj.floatval
  106. def int_w(self, w_obj):
  107. if isinstance(w_obj, IntObject):
  108. return w_obj.intval
  109. elif isinstance(w_obj, FloatObject):
  110. return int(w_obj.floatval)
  111. elif isinstance(w_obj, SliceObject):
  112. raise OperationError(self.w_TypeError, self.wrap("slice."))
  113. raise NotImplementedError
  114. def unpackcomplex(self, w_obj):
  115. if isinstance(w_obj, ComplexObject):
  116. return w_obj.r, w_obj.i
  117. raise NotImplementedError
  118. def index(self, w_obj):
  119. return self.wrap(self.int_w(w_obj))
  120. def str_w(self, w_obj):
  121. if isinstance(w_obj, StringObject):
  122. return w_obj.v
  123. raise NotImplementedError
  124. def int(self, w_obj):
  125. if isinstance(w_obj, IntObject):
  126. return w_obj
  127. assert isinstance(w_obj, interp_boxes.W_GenericBox)
  128. return self.int(w_obj.descr_int(self))
  129. def is_true(self, w_obj):
  130. assert isinstance(w_obj, BoolObject)
  131. return False
  132. #return w_obj.boolval
  133. def is_w(self, w_obj, w_what):
  134. return w_obj is w_what
  135. def type(self, w_obj):
  136. return w_obj.tp
  137. def gettypefor(self, w_obj):
  138. return None
  139. def call_function(self, tp, w_dtype):
  140. return w_dtype
  141. @specialize.arg(1)
  142. def interp_w(self, tp, what):
  143. assert isinstance(what, tp)
  144. return what
  145. def allocate_instance(self, klass, w_subtype):
  146. return instantiate(klass)
  147. def newtuple(self, list_w):
  148. return ListObject(list_w)
  149. def newdict(self):
  150. return {}
  151. def setitem(self, dict, item, value):
  152. dict[item] = value
  153. def len_w(self, w_obj):
  154. if isinstance(w_obj, ListObject):
  155. return len(w_obj.items)
  156. # XXX array probably
  157. assert False
  158. def exception_match(self, w_exc_type, w_check_class):
  159. # Good enough for now
  160. raise NotImplementedError
  161. class FloatObject(W_Root):
  162. tp = FakeSpace.w_float
  163. def __init__(self, floatval):
  164. self.floatval = floatval
  165. class BoolObject(W_Root):
  166. tp = FakeSpace.w_bool
  167. def __init__(self, boolval):
  168. self.boolval = boolval
  169. class IntObject(W_Root):
  170. tp = FakeSpace.w_int
  171. def __init__(self, intval):
  172. self.intval = intval
  173. class LongObject(W_Root):
  174. tp = FakeSpace.w_long
  175. def __init__(self, intval):
  176. self.intval = intval
  177. class ListObject(W_Root):
  178. tp = FakeSpace.w_list
  179. def __init__(self, items):
  180. self.items = items
  181. class SliceObject(W_Root):
  182. tp = FakeSpace.w_slice
  183. def __init__(self, start, stop, step):
  184. self.start = start
  185. self.stop = stop
  186. self.step = step
  187. class StringObject(W_Root):
  188. tp = FakeSpace.w_str
  189. def __init__(self, v):
  190. self.v = v
  191. class ComplexObject(W_Root):
  192. tp = FakeSpace.w_complex
  193. def __init__(self, r, i):
  194. self.r = r
  195. self.i = i
  196. class InterpreterState(object):
  197. def __init__(self, code):
  198. self.code = code
  199. self.variables = {}
  200. self.results = []
  201. def run(self, space):
  202. self.space = space
  203. for stmt in self.code.statements:
  204. stmt.execute(self)
  205. class Node(object):
  206. def __eq__(self, other):
  207. return (self.__class__ == other.__class__ and
  208. self.__dict__ == other.__dict__)
  209. def __ne__(self, other):
  210. return not self == other
  211. def wrap(self, space):
  212. raise NotImplementedError
  213. def execute(self, interp):
  214. raise NotImplementedError
  215. class Assignment(Node):
  216. def __init__(self, name, expr):
  217. self.name = name
  218. self.expr = expr
  219. def execute(self, interp):
  220. interp.variables[self.name] = self.expr.execute(interp)
  221. def __repr__(self):
  222. return "%r = %r" % (self.name, self.expr)
  223. class ArrayAssignment(Node):
  224. def __init__(self, name, index, expr):
  225. self.name = name
  226. self.index = index
  227. self.expr = expr
  228. def execute(self, interp):
  229. arr = interp.variables[self.name]
  230. w_index = self.index.execute(interp)
  231. # cast to int
  232. if isinstance(w_index, FloatObject):
  233. w_index = IntObject(int(w_index.floatval))
  234. w_val = self.expr.execute(interp)
  235. assert isinstance(arr, W_NDimArray)
  236. arr.descr_setitem(interp.space, w_index, w_val)
  237. def __repr__(self):
  238. return "%s[%r] = %r" % (self.name, self.index, self.expr)
  239. class Variable(Node):
  240. def __init__(self, name):
  241. self.name = name.strip(" ")
  242. def execute(self, interp):
  243. return interp.variables[self.name]
  244. def __repr__(self):
  245. return 'v(%s)' % self.name
  246. class Operator(Node):
  247. def __init__(self, lhs, name, rhs):
  248. self.name = name
  249. self.lhs = lhs
  250. self.rhs = rhs
  251. def execute(self, interp):
  252. w_lhs = self.lhs.execute(interp)
  253. if isinstance(self.rhs, SliceConstant):
  254. w_rhs = self.rhs.wrap(interp.space)
  255. else:
  256. w_rhs = self.rhs.execute(interp)
  257. if not isinstance(w_lhs, W_NDimArray):
  258. # scalar
  259. dtype = get_dtype_cache(interp.space).w_float64dtype
  260. w_lhs = W_NDimArray.new_scalar(interp.space, dtype, w_lhs)
  261. assert isinstance(w_lhs, W_NDimArray)
  262. if self.name == '+':
  263. w_res = w_lhs.descr_add(interp.space, w_rhs)
  264. elif self.name == '*':
  265. w_res = w_lhs.descr_mul(interp.space, w_rhs)
  266. elif self.name == '-':
  267. w_res = w_lhs.descr_sub(interp.space, w_rhs)
  268. elif self.name == '->':
  269. if isinstance(w_rhs, FloatObject):
  270. w_rhs = IntObject(int(w_rhs.floatval))
  271. assert isinstance(w_lhs, W_NDimArray)
  272. w_res = w_lhs.descr_getitem(interp.space, w_rhs)
  273. else:
  274. raise NotImplementedError
  275. if (not isinstance(w_res, W_NDimArray) and
  276. not isinstance(w_res, interp_boxes.W_GenericBox)):
  277. dtype = get_dtype_cache(interp.space).w_float64dtype
  278. w_res = W_NDimArray.new_scalar(interp.space, dtype, w_res)
  279. return w_res
  280. def __repr__(self):
  281. return '(%r %s %r)' % (self.lhs, self.name, self.rhs)
  282. class FloatConstant(Node):
  283. def __init__(self, v):
  284. self.v = float(v)
  285. def __repr__(self):
  286. return "Const(%s)" % self.v
  287. def wrap(self, space):
  288. return space.wrap(self.v)
  289. def execute(self, interp):
  290. return interp.space.wrap(self.v)
  291. class ComplexConstant(Node):
  292. def __init__(self, r, i):
  293. self.r = float(r)
  294. self.i = float(i)
  295. def __repr__(self):
  296. return 'ComplexConst(%s, %s)' % (self.r, self.i)
  297. def wrap(self, space):
  298. return space.newcomplex(self.r, self.i)
  299. def execute(self, interp):
  300. return self.wrap(interp.space)
  301. class RangeConstant(Node):
  302. def __init__(self, v):
  303. self.v = int(v)
  304. def execute(self, interp):
  305. w_list = interp.space.newlist(
  306. [interp.space.wrap(float(i)) for i in range(self.v)]
  307. )
  308. dtype = get_dtype_cache(interp.space).w_float64dtype
  309. return array(interp.space, w_list, w_dtype=dtype, w_order=None)
  310. def __repr__(self):
  311. return 'Range(%s)' % self.v
  312. class Code(Node):
  313. def __init__(self, statements):
  314. self.statements = statements
  315. def __repr__(self):
  316. return "\n".join([repr(i) for i in self.statements])
  317. class ArrayConstant(Node):
  318. def __init__(self, items):
  319. self.items = items
  320. def wrap(self, space):
  321. return space.newlist([item.wrap(space) for item in self.items])
  322. def execute(self, interp):
  323. w_list = self.wrap(interp.space)
  324. return array(interp.space, w_list)
  325. def __repr__(self):
  326. return "[" + ", ".join([repr(item) for item in self.items]) + "]"
  327. class SliceConstant(Node):
  328. def __init__(self, start, stop, step):
  329. # no negative support for now
  330. self.start = start
  331. self.stop = stop
  332. self.step = step
  333. def wrap(self, space):
  334. return SliceObject(self.start, self.stop, self.step)
  335. def execute(self, interp):
  336. return SliceObject(self.start, self.stop, self.step)
  337. def __repr__(self):
  338. return 'slice(%s,%s,%s)' % (self.start, self.stop, self.step)
  339. class Execute(Node):
  340. def __init__(self, expr):
  341. self.expr = expr
  342. def __repr__(self):
  343. return repr(self.expr)
  344. def execute(self, interp):
  345. interp.results.append(self.expr.execute(interp))
  346. class FunctionCall(Node):
  347. def __init__(self, name, args):
  348. self.name = name.strip(" ")
  349. self.args = args
  350. def __repr__(self):
  351. return "%s(%s)" % (self.name, ", ".join([repr(arg)
  352. for arg in self.args]))
  353. def execute(self, interp):
  354. arr = self.args[0].execute(interp)
  355. if not isinstance(arr, W_NDimArray):
  356. raise ArgumentNotAnArray
  357. if self.name in SINGLE_ARG_FUNCTIONS:
  358. if len(self.args) != 1 and self.name != 'sum':
  359. raise ArgumentMismatch
  360. if self.name == "sum":
  361. if len(self.args)>1:
  362. w_res = arr.descr_sum(interp.space,
  363. self.args[1].execute(interp))
  364. else:
  365. w_res = arr.descr_sum(interp.space)
  366. elif self.name == "prod":
  367. w_res = arr.descr_prod(interp.space)
  368. elif self.name == "max":
  369. w_res = arr.descr_max(interp.space)
  370. elif self.name == "min":
  371. w_res = arr.descr_min(interp.space)
  372. elif self.name == "any":
  373. w_res = arr.descr_any(interp.space)
  374. elif self.name == "all":
  375. w_res = arr.descr_all(interp.space)
  376. elif self.name == "unegative":
  377. neg = interp_ufuncs.get(interp.space).negative
  378. w_res = neg.call(interp.space, [arr])
  379. elif self.name == "cos":
  380. cos = interp_ufuncs.get(interp.space).cos
  381. w_res = cos.call(interp.space, [arr])
  382. elif self.name == "flat":
  383. w_res = arr.descr_get_flatiter(interp.space)
  384. elif self.name == "tostring":
  385. arr.descr_tostring(interp.space)
  386. w_res = None
  387. else:
  388. assert False # unreachable code
  389. elif self.name in TWO_ARG_FUNCTIONS:
  390. if len(self.args) != 2:
  391. raise ArgumentMismatch
  392. arg = self.args[1].execute(interp)
  393. if not isinstance(arg, W_NDimArray):
  394. raise ArgumentNotAnArray
  395. if self.name == "dot":
  396. w_res = arr.descr_dot(interp.space, arg)
  397. elif self.name == 'take':
  398. w_res = arr.descr_take(interp.space, arg)
  399. else:
  400. assert False # unreachable code
  401. elif self.name in THREE_ARG_FUNCTIONS:
  402. if len(self.args) != 3:
  403. raise ArgumentMismatch
  404. arg1 = self.args[1].execute(interp)
  405. arg2 = self.args[2].execute(interp)
  406. if not isinstance(arg1, W_NDimArray):
  407. raise ArgumentNotAnArray
  408. if not isinstance(arg2, W_NDimArray):
  409. raise ArgumentNotAnArray
  410. if self.name == "where":
  411. w_res = where(interp.space, arr, arg1, arg2)
  412. else:
  413. assert False
  414. else:
  415. raise WrongFunctionName
  416. if isinstance(w_res, W_NDimArray):
  417. return w_res
  418. if isinstance(w_res, FloatObject):
  419. dtype = get_dtype_cache(interp.space).w_float64dtype
  420. elif isinstance(w_res, IntObject):
  421. dtype = get_dtype_cache(interp.space).w_int64dtype
  422. elif isinstance(w_res, BoolObject):
  423. dtype = get_dtype_cache(interp.space).w_booldtype
  424. elif isinstance(w_res, interp_boxes.W_GenericBox):
  425. dtype = w_res.get_dtype(interp.space)
  426. else:
  427. dtype = None
  428. return W_NDimArray.new_scalar(interp.space, dtype, w_res)
  429. _REGEXES = [
  430. ('-?[\d\.]+', 'number'),
  431. ('\[', 'array_left'),
  432. (':', 'colon'),
  433. ('\w+', 'identifier'),
  434. ('\]', 'array_right'),
  435. ('(->)|[\+\-\*\/]', 'operator'),
  436. ('=', 'assign'),
  437. (',', 'comma'),
  438. ('\|', 'pipe'),
  439. ('\(', 'paren_left'),
  440. ('\)', 'paren_right'),
  441. ]
  442. REGEXES = []
  443. for r, name in _REGEXES:
  444. REGEXES.append((re.compile(r' *(' + r + ')'), name))
  445. del _REGEXES
  446. class Token(object):
  447. def __init__(self, name, v):
  448. self.name = name
  449. self.v = v
  450. def __repr__(self):
  451. return '(%s, %s)' % (self.name, self.v)
  452. empty = Token('', '')
  453. class TokenStack(object):
  454. def __init__(self, tokens):
  455. self.tokens = tokens
  456. self.c = 0
  457. def pop(self):
  458. token = self.tokens[self.c]
  459. self.c += 1
  460. return token
  461. def get(self, i):
  462. if self.c + i >= len(self.tokens):
  463. return empty
  464. return self.tokens[self.c + i]
  465. def remaining(self):
  466. return len(self.tokens) - self.c
  467. def push(self):
  468. self.c -= 1
  469. def __repr__(self):
  470. return repr(self.tokens[self.c:])
  471. class Parser(object):
  472. def tokenize(self, line):
  473. tokens = []
  474. while True:
  475. for r, name in REGEXES:
  476. m = r.match(line)
  477. if m is not None:
  478. g = m.group(0)
  479. tokens.append(Token(name, g))
  480. line = line[len(g):]
  481. if not line:
  482. return TokenStack(tokens)
  483. break
  484. else:
  485. raise TokenizerError(line)
  486. def parse_number_or_slice(self, tokens):
  487. start_tok = tokens.pop()
  488. if start_tok.name == 'colon':
  489. start = 0
  490. else:
  491. if tokens.get(0).name != 'colon':
  492. return FloatConstant(start_tok.v)
  493. start = int(start_tok.v)
  494. tokens.pop()
  495. if not tokens.get(0).name in ['colon', 'number']:
  496. stop = -1
  497. step = 1
  498. else:
  499. next = tokens.pop()
  500. if next.name == 'colon':
  501. stop = -1
  502. step = int(tokens.pop().v)
  503. else:
  504. stop = int(next.v)
  505. if tokens.get(0).name == 'colon':
  506. tokens.pop()
  507. step = int(tokens.pop().v)
  508. else:
  509. step = 1
  510. return SliceConstant(start, stop, step)
  511. def parse_expression(self, tokens, accept_comma=False):
  512. stack = []
  513. while tokens.remaining():
  514. token = tokens.pop()
  515. if token.name == 'identifier':
  516. if tokens.remaining() and tokens.get(0).name == 'paren_left':
  517. stack.append(self.parse_function_call(token.v, tokens))
  518. else:
  519. stack.append(Variable(token.v))
  520. elif token.name == 'array_left':
  521. stack.append(ArrayConstant(self.parse_array_const(tokens)))
  522. elif token.name == 'operator':
  523. stack.append(Variable(token.v))
  524. elif token.name == 'number' or token.name == 'colon':
  525. tokens.push()
  526. stack.append(self.parse_number_or_slice(tokens))
  527. elif token.name == 'pipe':
  528. stack.append(RangeConstant(tokens.pop().v))
  529. end = tokens.pop()
  530. assert end.name == 'pipe'
  531. elif token.name == 'paren_left':
  532. stack.append(self.parse_complex_constant(tokens))
  533. elif accept_comma and token.name == 'comma':
  534. continue
  535. else:
  536. tokens.push()
  537. break
  538. if accept_comma:
  539. return stack
  540. stack.reverse()
  541. lhs = stack.pop()
  542. while stack:
  543. op = stack.pop()
  544. assert isinstance(op, Variable)
  545. rhs = stack.pop()
  546. lhs = Operator(lhs, op.name, rhs)
  547. return lhs
  548. def parse_function_call(self, name, tokens):
  549. args = []
  550. tokens.pop() # lparen
  551. while tokens.get(0).name != 'paren_right':
  552. args += self.parse_expression(tokens, accept_comma=True)
  553. return FunctionCall(name, args)
  554. def parse_complex_constant(self, tokens):
  555. r = tokens.pop()
  556. assert r.name == 'number'
  557. assert tokens.pop().name == 'comma'
  558. i = tokens.pop()
  559. assert i.name == 'number'
  560. assert tokens.pop().name == 'paren_right'
  561. return ComplexConstant(r.v, i.v)
  562. def parse_array_const(self, tokens):
  563. elems = []
  564. while True:
  565. token = tokens.pop()
  566. if token.name == 'number':
  567. elems.append(FloatConstant(token.v))
  568. elif token.name == 'array_left':
  569. elems.append(ArrayConstant(self.parse_array_const(tokens)))
  570. elif token.name == 'paren_left':
  571. elems.append(self.parse_complex_constant(tokens))
  572. else:
  573. raise BadToken()
  574. token = tokens.pop()
  575. if token.name == 'array_right':
  576. return elems
  577. assert token.name == 'comma'
  578. def parse_statement(self, tokens):
  579. if (tokens.get(0).name == 'identifier' and
  580. tokens.get(1).name == 'assign'):
  581. lhs = tokens.pop().v
  582. tokens.pop()
  583. rhs = self.parse_expression(tokens)
  584. return Assignment(lhs, rhs)
  585. elif (tokens.get(0).name == 'identifier' and
  586. tokens.get(1).name == 'array_left'):
  587. name = tokens.pop().v
  588. tokens.pop()
  589. index = self.parse_expression(tokens)
  590. tokens.pop()
  591. tokens.pop()
  592. return ArrayAssignment(name, index, self.parse_expression(tokens))
  593. return Execute(self.parse_expression(tokens))
  594. def parse(self, code):
  595. statements = []
  596. for line in code.split("\n"):
  597. if '#' in line:
  598. line = line.split('#', 1)[0]
  599. line = line.strip(" ")
  600. if line:
  601. tokens = self.tokenize(line)
  602. statements.append(self.parse_statement(tokens))
  603. return Code(statements)
  604. def numpy_compile(code):
  605. parser = Parser()
  606. return InterpreterState(parser.parse(code))