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LDA/05-mmf_getscore.py
2.54 KB
7db73861f
add vae et mmf
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import numpy as np
import shelve
import sys
import glob
from collections import defaultdict
from tinydb import TinyDB, Query
from mako.template import Template
import time
def get_best(x):
argbest=np.argmax(x[1])
maxdev=x[1][argbest]
maxtrain=np.max(x[0])
maxtest=np.max(x[2])
besttest=x[2][argbest]
return ( maxtrain,maxdev,maxtest,besttest)
depth = lambda L: isinstance(L, list) and max(map(depth, L))+1
template_name = '''
${name}
========================
MLP scores :
-------------------
'''
template_value='''
| ${model} ${ttype} | train | dev |max test| best test|
| -------------------:|:--------:|:---------:|:------:|:--------:|
% for cpt,line in enumerate(models[model][ttype]):
| ${cpt} | ${line[0]} | ${line[1]} |${line[2]} | ${line[3]} |
% endfor
'''
# ae_model.shelve
def get_folder_file(x):
folder=x.split("/")[1]
shelve_file = ".".join(x.split(".")[:-1])
return(folder,shelve_file)
in_folder = sys.argv[1]
models = defaultdict(dict)
ae_model_list = glob.glob("{}/*/ae_model.shelve.dir".format(in_folder))
ae_model_list = sorted(ae_model_list)
ae_model_list= map(get_folder_file,ae_model_list)
for name , shelve_file in ae_model_list :
print Template(template_name).render(name=name)
opened_shelve = shelve.open(shelve_file)
keys = opened_shelve.keys()
if "LABEL" in keys :
keys.remove("LABEL")
if "params" in keys:
keys.remove("params")
to_print = []
for working_key in keys:
for key in opened_shelve[working_key].keys():
table_depth = depth(opened_shelve[working_key][key])
if table_depth == 3 :
models[working_key][key] = [ get_best(x) for x in opened_shelve[working_key][key] ]
to_print.append(Template(template_value).render(model=working_key,ttype=key,models=models).strip())
elif table_depth == 2 :
models[working_key][key] = [ get_best(opened_shelve[working_key][key]) ]
to_print.append(Template(template_value).render(model=working_key,ttype=key,models=models).strip())
elif table_depth == 4 :
for layer in opened_shelve[working_key][key] :
models[working_key][key] = [ get_best(x) for x in layer ]
to_print.append(Template(template_value).render(model=working_key,ttype=key,models=models).strip())
print "
".join(to_print)
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