from collections import OrderedDict
from .utility import Utility
from .base import OperatorLayerBase

class Softmax(OperatorLayerBase):

	def __init__(self, d):
		marker = eval(d.argMarker[0])
		mod = marker['mod']
		op = marker['op']
		args = marker['args']

		self.marker = marker
		self.mod_ = mod
		self.op_ = op
		self.args = args

		assert (mod == "torch.nn.functional")
		assert (op == "softmax")

		#Filter out named parameters
		args = list(filter(lambda x : x['name'] == '', args))

		assert (len(args) <= 2)
		self.shape = args[0]['shape']
		self.type = args[0]['dtype']
		self.dir = d.dir

		return

	def op(self):
		return self.op_

	def mod(self):
		return self.mod_

	def tc(self):
		return "-"

	def params(self):
		p = OrderedDict([('T', self.shape), ('type', self.type)])
		return p

	def elems(self):
		return Utility.numElems(self.shape)

	def flops(self):
		# Note: exp, sum-reduce, divide
		#flops = elems * 3
		return 0

	def bytes(self):
		b = self.elems() * Utility.typeToBytes(self.type)
		b *= 3 if self.dir == "fprop" else 5 #verify
		return b

class LogSoftmax(OperatorLayerBase):

	def __init__(self, d):
		marker = eval(d.argMarker[0])
		mod = marker['mod']
		op = marker['op']
		args = marker['args']

		self.marker = marker
		self.mod_ = mod
		self.op_ = op
		self.args = args

		assert (mod == "torch.nn.functional")
		assert (op == "log_softmax")

		#Filter out named parameters
		args = list(filter(lambda x : x['name'] == '', args))

		assert (len(args) <= 2)

		#Get input
		if (args[0]['name'] == ""):
			i = args[0]
		else:
			i = list(filter(lambda x : x['name'] == "input", args))[0]

		t = i['dtype']

		self.shape = i['shape']
		self.type = i['dtype']
		self.dir = d.dir
		return

	def op(self):
		return self.op_

	def mod(self):
		return self.mod_

	def tc(self):
		return "-"

	def params(self):
		p = OrderedDict([('T', self.shape), ('type', self.type)])
		return p

	def elems(self):
		return Utility.numElems(self.shape)

	def flops(self):
		# Note: exp, sum-reduce, divide, log
		#flops = elems * 4
		return 0

	def bytes(self):
		b = self.elems() * Utility.typeToBytes(self.type)
		b *= 3 if self.dir == "fprop" else 5 #verify
		return b