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laydi/system/dataset.py

62 lines
2.0 KiB
Python

#import logger
from scipy import array,take,asarray,shape
import project
#from sets import Set as set
from itertools import izip
class Dataset:
"""
Dataset base class
"""
def __init__(self,input_array,def_list,parents=None):
self._data = asarray(input_array)
self.dims = shape(self._data)
self.parents = parents
self.def_list = def_list
self._ids_set = set()
self.ids={}
self.children=[]
self._dim_num = {}
if parents!=None:
for parent in self.parents:
parent.children.append(self)
if len(def_list)!=len(self.dims):
raise ValueError,"array dims and identifyer mismatch"
for axis,(dim_name,ids) in enumerate(def_list):
enum_ids = {}
if dim_name not in project.c_p.dim_names:
dim_name = project.c_p.suggest_dim_name(dim_name)
if not ids:
ids = self._create_identifiers(axis)
for num,name in enumerate(ids):
enum_ids[name] = num
self.ids[dim_name] = enum_ids
self._ids_set = self._ids_set.union(set(ids))
self._dim_num[dim_name] = axis
for df,d in izip(def_list,self.dims):
df=df[1]
if len(df)!=d and df:
raise ValueError,"dim size and identifyer mismatch"
def extract_data(self,ids,dim_name):
new_def_list = self.def_list[:]
ids_index = [self.ids[dim_name][id_name] for id_name in ids]
dim_number = self._dim_num[dim_name]
try:
out_data = take(self._data,ids_index,axis=dim_number)
except:
raise ValueError
new_def_list[dim_number][1] = ids
D = Dataset(out_data,def_list=new_def_list,parents=self.parents)
return D
def _create_identifiers(self,axis):
n_dim = self.dims[axis]
return [str(axis) + '_' + str(i) for i in range(n_dim)]
class Selection:
def __init__(self):
self.current_selection={}