def main(args): logging.basicConfig( filename = 'log/{}.log'.format(args.log_name), level = logging.DEBUG, format = '%(name)s(%(levelname)s) - %(message)s' ) if 'bookSamples' in args: booked_names = args.bookSamples if args.bookSamples else SAMPLES.keys() for name, properties in SAMPLES.iteritems(): if name not in booked_names: continue sample = Sample(name, **properties) try: sample.make() except: raise if 'bookProcesses' in args: booked_names = args.bookProcesses if args.bookProcesses else PROCESSES.keys() for name, properties in PROCESSES.iteritems(): if name not in booked_names: continue process = Process(name, **properties) try: process.make() except: raise
def new_sample_specified_attributes(sample, mask): """ mask[i] == True if we want to keep this attribute """ f = lambda v: [x for x, b in izip(v, mask) if b] values, meta = f(sample.values), f(sample.meta) return Sample(values, meta, cls=sample.cls, cls_meta=sample.cls_meta, dist_fun=sample.dist_fun)
def sample(self, batch_size, indexes=None): # Get random indexes if not given if indexes is None: try: all_indexes = xrange(self.memory.size) except: all_indexes = range(self.memory.size) indexes = random.sample(all_indexes, batch_size) assert (self.memory.size > self.window_length) assert (batch_size == len(indexes)) state_shape = np.shape(self.memory.buffer[0].state) samples = [] for index in indexes: index = index % self.memory.size state_shape = np.shape(self.memory.buffer[0].state) # Sample index again if index is at the end of an episode # or index is at the ring buffer boundary while self.is_episode_end(index) or index == self.memory.index - 1: try: all_indexes = xrange(self.memory.size) except: all_indexes = range(self.memory.size) index = random.sample(all_indexes, 1)[0] states = np.zeros(state_shape + (self.window_length, )) next_states = np.zeros(state_shape + (self.window_length, )) # Get the most recent frames without crossing episode boundary for frame in range(self.window_length): frame_index = (index - frame) % self.memory.size if self.invalid_frame_index(frame_index, index, frame): break state = self.memory.buffer[frame_index].state states[..., self.window_length - frame - 1] = state # Get the next frames next_state = self.memory.buffer[(index + 1) % self.memory.size].state next_states[..., :-1] = states[..., 1:] next_states[..., -1] = next_state action = self.memory.buffer[index].action reward = self.memory.buffer[index].reward is_terminal = self.memory.buffer[index].is_terminal sample = Sample(states, action, reward, next_states, is_terminal) samples.append(sample) return samples
""" import ROOT from core import Sample, Var, Weights, PlotDetails, Cut, Selector ## Common weights kQCD = Var('kQCD_fix') kEW = Var('kEW_fix') #------------------------------------------------------------------------------- # tau-mu channel data #------------------------------------------------------------------------------- data = Sample( name='data', tlatex='data', fill_color=ROOT.kGreen + 2, line_color=ROOT.kBlack, marker_color=ROOT.kBlack, marker_style=20, ) #------------------------------------------------------------------------------- # signal samples #------------------------------------------------------------------------------- ZP_pd = PlotDetails(weights=Weights([kQCD])) Zprime250tautau = Sample( name='Zprime250tautau', tlatex='Z\'_{SSM}(250)#rightarrow#tau#tau', fill_color=ROOT.kWhite, line_color=ROOT.kBlack, marker_color=ROOT.kBlack, marker_style=20,
from core import Player, WaveSynth, Note, Offset, Beat, Sample p = Player(Player.BackendType.vorbis,Offset(44100),220,"prelude_py.ogg") ws = WaveSynth(p.sample_rate(), p.freq_reference(),"wavesynth_dump.log") note_length = Beat(1,2) note_intensity = Sample.max_intensity()/2 scale_degrees = [0, 2, 4, 7] octave_count = 4 notes = [] def note_start(note_length): count = 0 while True: yield count*note_length count+=1 note_s = note_start(note_length) for octave in range(octave_count): for v in scale_degrees: notes.append( Note(v,octave,note_intensity,note_s.__next__(),note_length)) note_count = len(notes) scale_degrees = [12, 7, 4, 2] for octave in reversed(range(octave_count)): for v in scale_degrees: notes.append(