[630155bd] | 1 | ################################################################################ |
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| 2 | #This software was developed by the University of Tennessee as part of the |
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| 3 | #Distributed Data Analysis of Neutron Scattering Experiments (DANSE) |
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| 4 | #project funded by the US National Science Foundation. |
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| 5 | # |
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| 6 | #See the license text in license.txt |
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| 7 | # |
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| 8 | #copyright 2010, University of Tennessee |
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| 9 | ################################################################################ |
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| 10 | """ |
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| 11 | This module manages all data loaded into the application. Data_manager makes |
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| 12 | available all data loaded for the current perspective. |
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| 13 | |
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| 14 | All modules "creating Data" posts their data to data_manager . |
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| 15 | Data_manager make these new data available for all other perspectives. |
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| 16 | """ |
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| 17 | import os |
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| 18 | import copy |
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| 19 | import logging |
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| 20 | import json |
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| 21 | from StringIO import StringIO |
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| 22 | |
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| 23 | from sas.sasgui.guiframe.data_state import DataState |
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| 24 | from sas.sasgui.guiframe.utils import parse_name |
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| 25 | import sas.sascalc.dataloader.data_info as DataInfo |
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| 26 | from sas.sasgui.guiframe.dataFitting import Data1D |
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| 27 | from sas.sasgui.guiframe.dataFitting import Data2D |
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| 28 | import time |
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| 29 | |
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| 30 | # used for import/export |
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| 31 | import numpy as np |
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| 32 | from sas.sascalc.dataloader.data_info import Sample, Source, Vector |
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| 33 | from sas.sasgui.plottools.plottables import Plottable, Theory1D, Fit1D, Text, Chisq, View |
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| 34 | |
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| 35 | class DataManager(object): |
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| 36 | """ |
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| 37 | Manage a list of data |
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| 38 | """ |
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| 39 | def __init__(self): |
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| 40 | """ |
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| 41 | Store opened path and data object created at the loading time |
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| 42 | :param auto_plot: if True the datamanager sends data to plotting |
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| 43 | plugin. |
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| 44 | :param auto_set_data: if True the datamanager sends to the current |
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| 45 | perspective |
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| 46 | """ |
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| 47 | self.stored_data = {} |
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| 48 | self.message = "" |
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| 49 | self.data_name_dict = {} |
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| 50 | self.count = 0 |
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| 51 | self.list_of_id = [] |
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| 52 | self.time_stamp = time.time() |
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| 53 | |
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| 54 | def __str__(self): |
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| 55 | _str = "" |
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| 56 | _str += "No of states is %s \n" % str(len(self.stored_data)) |
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| 57 | n_count = 0 |
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| 58 | for value in self.stored_data.values(): |
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| 59 | n_count += 1 |
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| 60 | _str += "State No %s \n" % str(n_count) |
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| 61 | _str += str(value) + "\n" |
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| 62 | return _str |
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| 63 | |
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| 64 | def create_gui_data(self, data, path=None): |
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| 65 | """ |
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| 66 | Receive data from loader and create a data to use for guiframe |
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| 67 | """ |
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| 68 | |
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| 69 | if issubclass(Data2D, data.__class__): |
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| 70 | new_plot = Data2D(image=None, err_image=None) |
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| 71 | else: |
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| 72 | new_plot = Data1D(x=[], y=[], dx=None, dy=None) |
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| 73 | |
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| 74 | new_plot.copy_from_datainfo(data) |
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| 75 | data.clone_without_data(clone=new_plot) |
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| 76 | #creating a name for data |
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| 77 | title = "" |
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| 78 | file_name = os.path.basename(path) if path is not None else data.filename |
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| 79 | if file_name: |
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| 80 | name = file_name |
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| 81 | elif data.run: |
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| 82 | name = data.run[0] |
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| 83 | else: |
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| 84 | name = "data" |
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| 85 | name = self.rename(name) |
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| 86 | #find title |
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| 87 | if data.title.strip(): |
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| 88 | title = data.title |
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| 89 | if title.strip() == "": |
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| 90 | title = file_name |
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| 91 | |
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| 92 | if new_plot.filename.strip() == "": |
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| 93 | new_plot.filename = file_name |
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| 94 | |
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| 95 | new_plot.name = name |
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| 96 | new_plot.title = title |
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| 97 | ## allow to highlight data when plotted |
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| 98 | new_plot.interactive = True |
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| 99 | ## when 2 data have the same id override the 1 st plotted |
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| 100 | self.time_stamp += 1 |
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| 101 | new_plot.id = str(name) + str(self.time_stamp) |
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| 102 | ##group_id specify on which panel to plot this data |
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| 103 | new_plot.group_id = str(name) + str(self.time_stamp) |
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| 104 | new_plot.is_data = True |
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| 105 | new_plot.path = path |
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| 106 | new_plot.list_group_id = [] |
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| 107 | ##post data to plot |
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| 108 | # plot data |
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| 109 | return new_plot |
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| 110 | |
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| 111 | def rename(self, name): |
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| 112 | """ |
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| 113 | rename data |
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| 114 | """ |
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| 115 | ## name of the data allow to differentiate data when plotted |
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| 116 | name = parse_name(name=name, expression="_") |
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| 117 | |
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| 118 | max_char = name.find("[") |
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| 119 | if max_char < 0: |
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| 120 | max_char = len(name) |
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| 121 | name = name[0:max_char] |
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| 122 | |
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| 123 | if name not in self.data_name_dict: |
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| 124 | self.data_name_dict[name] = 0 |
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| 125 | else: |
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| 126 | self.data_name_dict[name] += 1 |
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| 127 | name = name + " [" + str(self.data_name_dict[name]) + "]" |
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| 128 | return name |
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| 129 | |
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| 130 | |
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| 131 | def add_data(self, data_list): |
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| 132 | """ |
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| 133 | receive a list of |
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| 134 | """ |
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| 135 | for id, data in data_list.iteritems(): |
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| 136 | if id in self.stored_data: |
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| 137 | msg = "Data manager already stores %s" % str(data.name) |
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| 138 | msg += "" |
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| 139 | logging.info(msg) |
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| 140 | data_state = self.stored_data[id] |
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| 141 | data_state.data = data |
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| 142 | else: |
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| 143 | data_state = DataState(data) |
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| 144 | data_state.id = id |
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| 145 | data_state.path = data.path |
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| 146 | self.stored_data[id] = data_state |
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| 147 | |
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| 148 | def update_data(self, prev_data, new_data): |
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| 149 | """ |
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| 150 | """ |
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| 151 | if prev_data.id not in self.stored_data.keys(): |
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| 152 | return None, {} |
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| 153 | data_state = self.stored_data[prev_data.id] |
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| 154 | self.stored_data[new_data.id] = data_state.clone() |
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| 155 | self.stored_data[new_data.id].data = new_data |
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| 156 | if prev_data.id in self.stored_data.keys(): |
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| 157 | del self.stored_data[prev_data.id] |
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| 158 | return prev_data.id, {new_data.id: self.stored_data[new_data.id]} |
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| 159 | |
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| 160 | def update_theory(self, theory, data_id=None, state=None): |
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| 161 | """ |
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| 162 | """ |
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| 163 | uid = data_id |
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| 164 | if data_id is None and theory is not None: |
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| 165 | uid = theory.id |
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| 166 | if uid in self.stored_data.keys(): |
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| 167 | data_state = self.stored_data[uid] |
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| 168 | else: |
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| 169 | data_state = DataState() |
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| 170 | data_state.uid = uid |
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| 171 | data_state.set_theory(theory_data=theory, theory_state=state) |
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| 172 | self.stored_data[uid] = data_state |
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| 173 | return {uid: self.stored_data[uid]} |
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| 174 | |
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| 175 | |
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| 176 | def get_message(self): |
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| 177 | """ |
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| 178 | return message |
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| 179 | """ |
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| 180 | return self.message |
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| 181 | |
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| 182 | def get_by_id(self, id_list=None): |
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| 183 | """ |
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| 184 | """ |
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| 185 | _selected_data = {} |
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| 186 | _selected_theory_list = {} |
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| 187 | if id_list is None: |
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| 188 | return |
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| 189 | for d_id in self.stored_data: |
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| 190 | for search_id in id_list: |
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| 191 | data_state = self.stored_data[d_id] |
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| 192 | data = data_state.data |
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| 193 | theory_list = data_state.get_theory() |
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| 194 | if search_id == d_id: |
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| 195 | _selected_data[search_id] = data |
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| 196 | if search_id in theory_list.keys(): |
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| 197 | _selected_theory_list[search_id] = theory_list[search_id] |
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| 198 | |
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| 199 | return _selected_data, _selected_theory_list |
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| 200 | |
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| 201 | |
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| 202 | def freeze(self, theory_id): |
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| 203 | """ |
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| 204 | """ |
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| 205 | return self.freeze_theory(self.stored_data.keys(), theory_id) |
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| 206 | |
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| 207 | def freeze_theory(self, data_id, theory_id): |
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| 208 | """ |
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| 209 | """ |
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| 210 | selected_theory = {} |
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| 211 | for d_id in data_id: |
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| 212 | if d_id in self.stored_data: |
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| 213 | data_state = self.stored_data[d_id] |
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| 214 | theory_list = data_state.get_theory() |
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| 215 | for t_id in theory_id: |
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| 216 | if t_id in theory_list.keys(): |
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| 217 | theory_data, theory_state = theory_list[t_id] |
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| 218 | new_theory = copy.deepcopy(theory_data) |
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| 219 | new_theory.id = time.time() |
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| 220 | new_theory.is_data = True |
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| 221 | new_theory.name += '_@' + \ |
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| 222 | str(new_theory.id)[7:-1].replace('.', '') |
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| 223 | new_theory.title = new_theory.name |
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| 224 | new_theory.label = new_theory.name |
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| 225 | selected_theory[new_theory.id] = DataState(new_theory) |
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| 226 | self.stored_data[new_theory.id] = \ |
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| 227 | selected_theory[new_theory.id] |
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| 228 | |
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| 229 | return selected_theory |
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| 230 | |
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| 231 | |
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| 232 | def delete_data(self, data_id, theory_id=None, delete_all=False): |
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| 233 | """ |
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| 234 | """ |
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| 235 | for d_id in data_id: |
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| 236 | if d_id in self.stored_data.keys(): |
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| 237 | data_state = self.stored_data[d_id] |
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| 238 | if data_state.data.name in self.data_name_dict: |
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| 239 | del self.data_name_dict[data_state.data.name] |
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| 240 | del self.stored_data[d_id] |
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| 241 | |
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| 242 | self.delete_theory(data_id, theory_id) |
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| 243 | if delete_all: |
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| 244 | self.stored_data = {} |
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| 245 | self.data_name_dict = {} |
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| 246 | |
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| 247 | def delete_theory(self, data_id, theory_id): |
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| 248 | """ |
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| 249 | """ |
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| 250 | for d_id in data_id: |
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| 251 | if d_id in self.stored_data: |
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| 252 | data_state = self.stored_data[d_id] |
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| 253 | theory_list = data_state.get_theory() |
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| 254 | if theory_id in theory_list.keys(): |
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| 255 | del theory_list[theory_id] |
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| 256 | #del pure theory |
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| 257 | self.delete_by_id(theory_id) |
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| 258 | |
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| 259 | def delete_by_id(self, id_list=None): |
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| 260 | """ |
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| 261 | save data and path |
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| 262 | """ |
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| 263 | for id in id_list: |
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| 264 | if id in self.stored_data: |
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| 265 | del self.stored_data[id] |
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| 266 | |
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| 267 | |
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| 268 | def get_by_name(self, name_list=None): |
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| 269 | """ |
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| 270 | return a list of data given a list of data names |
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| 271 | """ |
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| 272 | _selected_data = {} |
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| 273 | for selected_name in name_list: |
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| 274 | for id, data_state in self.stored_data.iteritems(): |
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| 275 | if data_state.data.name == selected_name: |
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| 276 | _selected_data[id] = data_state.data |
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| 277 | return _selected_data |
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| 278 | |
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| 279 | def delete_by_name(self, name_list=None): |
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| 280 | """ |
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| 281 | save data and path |
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| 282 | """ |
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| 283 | for selected_name in name_list: |
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| 284 | for id, data_state in self.stored_data.iteritems(): |
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| 285 | if data_state.data.name == selected_name: |
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| 286 | del self.stored_data[id] |
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| 287 | |
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| 288 | def get_data_state(self, data_id): |
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| 289 | """ |
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| 290 | Send list of selected data |
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| 291 | """ |
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| 292 | _selected_data_state = {} |
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| 293 | for id in data_id: |
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| 294 | if id in self.stored_data.keys(): |
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| 295 | _selected_data_state[id] = self.stored_data[id] |
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| 296 | return _selected_data_state |
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| 297 | |
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| 298 | def get_all_data(self): |
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| 299 | """ |
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| 300 | return list of all available data |
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| 301 | """ |
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| 302 | return self.stored_data |
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| 303 | |
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| 304 | def assign(self, other): |
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| 305 | self.stored_data = other.stored_data |
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| 306 | self.message = other.message |
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| 307 | self.data_name_dict = other.data_name_dict |
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| 308 | self.count = other.count |
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| 309 | self.list_of_id = other.list_of_id |
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| 310 | self.time_stamp = other.time_stamp |
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| 311 | |
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| 312 | def save_to_writable(self, fp): |
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| 313 | """ |
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| 314 | save content of stored_data to fp (a .write()-supporting file-like object) |
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| 315 | """ |
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| 316 | |
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| 317 | def add_type(dict, type): |
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| 318 | dict['__type__'] = type.__name__ |
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| 319 | return dict |
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| 320 | |
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| 321 | def jdefault(o): |
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| 322 | """ |
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| 323 | objects that can't otherwise be serialized need to be converted |
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| 324 | """ |
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| 325 | # tuples and sets (TODO: default JSONEncoder converts tuples to lists, create custom Encoder that preserves tuples) |
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| 326 | if isinstance(o, (tuple, set)): |
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| 327 | content = { 'data': list(o) } |
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| 328 | return add_type(content, type(o)) |
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| 329 | |
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| 330 | # "simple" types |
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| 331 | if isinstance(o, (Sample, Source, Vector)): |
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| 332 | return add_type(o.__dict__, type(o)) |
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| 333 | if isinstance(o, (Plottable, View)): |
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| 334 | return add_type(o.__dict__, type(o)) |
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| 335 | |
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| 336 | # DataState |
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| 337 | if isinstance(o, DataState): |
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| 338 | # don't store parent |
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| 339 | content = o.__dict__.copy() |
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| 340 | content.pop('parent') |
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| 341 | return add_type(content, type(o)) |
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| 342 | |
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| 343 | # ndarray |
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| 344 | if isinstance(o, np.ndarray): |
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| 345 | buffer = StringIO() |
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| 346 | np.save(buffer, o) |
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| 347 | buffer.seek(0) |
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| 348 | content = { 'data': buffer.read().decode('latin-1') } |
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| 349 | return add_type(content, type(o)) |
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| 350 | |
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| 351 | # not supported |
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| 352 | logging.info("data cannot be serialized to json: %s" % type(o)) |
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| 353 | return None |
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| 354 | |
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| 355 | json.dump(self.stored_data, fp, indent=2, sort_keys=True, default=jdefault) |
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| 356 | |
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| 357 | |
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| 358 | def load_from_readable(self, fp): |
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| 359 | """ |
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| 360 | load content from tp to stored_data (a .read()-supporting file-like object) |
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| 361 | """ |
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| 362 | |
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| 363 | supported = [ |
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| 364 | tuple, set, |
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| 365 | Sample, Source, Vector, |
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| 366 | Plottable, Data1D, Data2D, Theory1D, Fit1D, Text, Chisq, View, |
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| 367 | DataState, np.ndarray] |
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| 368 | |
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| 369 | lookup = dict((cls.__name__, cls) for cls in supported) |
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| 370 | |
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| 371 | class TooComplexException(Exception): |
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| 372 | pass |
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| 373 | |
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| 374 | def simple_type(cls, data, level): |
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| 375 | class Empty(object): |
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| 376 | def __init__(self): |
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| 377 | for key, value in data.iteritems(): |
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| 378 | setattr(self, key, generate(value, level)) |
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| 379 | |
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| 380 | # create target object |
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| 381 | o = Empty() |
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| 382 | o.__class__ = cls |
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| 383 | |
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| 384 | return o |
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| 385 | |
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| 386 | def construct(type, data, level): |
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| 387 | try: |
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| 388 | cls = lookup[type] |
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| 389 | except KeyError: |
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| 390 | logging.info('unknown type: %s' % type) |
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| 391 | return None |
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| 392 | |
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| 393 | # tuples and sets |
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| 394 | if cls in (tuple, set): |
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| 395 | # convert list to tuple/set |
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| 396 | return cls(generate(data['data'], level)) |
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| 397 | |
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| 398 | # "simple" types |
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| 399 | if cls in (Sample, Source, Vector): |
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| 400 | return simple_type(cls, data, level) |
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| 401 | if issubclass(cls, Plottable) or (cls == View): |
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| 402 | return simple_type(cls, data, level) |
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| 403 | |
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| 404 | # DataState |
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| 405 | if cls == DataState: |
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| 406 | o = simple_type(cls, data, level) |
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| 407 | o.parent = None # TODO: set to ??? |
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| 408 | return o |
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| 409 | |
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| 410 | # ndarray |
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| 411 | if cls == np.ndarray: |
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| 412 | buffer = StringIO() |
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| 413 | buffer.write(data['data'].encode('latin-1')) |
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| 414 | buffer.seek(0) |
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| 415 | return np.load(buffer) |
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| 416 | |
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| 417 | logging.info('not implemented: %s, %s' % (type, cls)) |
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| 418 | return None |
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| 419 | |
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| 420 | def generate(data, level): |
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| 421 | if level > 16: # recursion limit (arbitrary number) |
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| 422 | raise TooComplexException() |
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| 423 | else: |
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| 424 | level += 1 |
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| 425 | |
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| 426 | if isinstance(data, dict): |
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| 427 | try: |
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| 428 | type = data['__type__'] |
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| 429 | except KeyError: |
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| 430 | # if dictionary doesn't have __type__ then it is assumed to be just an ordinary dictionary |
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| 431 | o = {} |
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| 432 | for key, value in data.iteritems(): |
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| 433 | o[key] = generate(value, level) |
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| 434 | return o |
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| 435 | |
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| 436 | return construct(type, data, level) |
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| 437 | |
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| 438 | if isinstance(data, list): |
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| 439 | return [generate(item, level) for item in data] |
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| 440 | |
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| 441 | return data |
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| 442 | |
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| 443 | new_stored_data = {} |
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| 444 | for id, data in json.load(fp).iteritems(): |
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| 445 | try: |
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| 446 | new_stored_data[id] = generate(data, 0) |
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| 447 | except TooComplexException: |
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| 448 | logging.info('unable to load %s' % id) |
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| 449 | |
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| 450 | self.stored_data = new_stored_data |
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