def single_analytics(path_to_data_file):
editor = NbEdit(os.path.join(HERE, 'stub/single_analytics.ipynb'))
editor.edit(0, "{{path_to_data_file}}", path_to_data_file)
editor.edit(1, "{{path_to_data_file}}", f"'{path_to_data_file}'")
editor.write()
editor.execute()
def single_analytics(path_to_logdir, nb_name):
editor = NbEdit(os.path.join(HERE, 'stub/nas-single.ipynb'),
path_to_save=f"{nb_name}.ipynb")
try:
venv_name = os.environ.get('VIRTUAL_ENV').split('/')[-1]
editor.setkernel(venv_name)
except:
pass
editor.edit(0, "{{path_to_logdir}}", path_to_logdir)
editor.edit(1, "{{path_to_logdir}}", f"'{path_to_logdir}'")
editor.write()
editor.execute()
def multi_analytics(path_to_data_file):
editor = NbEdit(os.path.join(HERE, 'stub/multi_analytics.ipynb'))
path_list = list()
label_list = list()
for i, el in enumerate(path_to_data_file):
if ':' in el:
label, p = tuple(el.split(':'))
else:
label, p = str(i), el
path_list.append(p)
label_list.append(label)
text = "\n"
for label, p in zip(label_list, path_list):
text += f" - {label}:{p}\n"
editor.edit(0, "{{path_to_data_file}}", text)
editor.edit(1, "{{path_to_data_file}}", f"{str(path_list)}")
editor.edit(1, "{{labels}}", f"{str(label_list)}")
editor.write()
editor.execute()
def hps_analytics(path_to_data_file, nb_name='dh-analytics-hps'):
path_to_data_file = os.path.abspath(path_to_data_file)
editor = NbEdit(os.path.join(HERE, 'stub/hps_analytics.ipynb'),
path_to_save=f"{nb_name}.ipynb")
try:
venv_name = os.environ.get('VIRTUAL_ENV').split('/')[-1]
editor.setkernel(venv_name)
except Exception:
pass
editor.edit(0, "{{path_to_data_file}}", path_to_data_file)
editor.edit(1, "{{path_to_data_file}}", f"'{path_to_data_file}'")
editor.write()
editor.execute()
def post_train_analytics(path_to_data_folder):
editor = NbEdit(os.path.join(HERE, 'stub/post_train.ipynb'),
path_to_save="dh-analytics-post.ipynb")
venv_name = os.environ.get('VIRTUAL_ENV').split('/')[-1]
editor.setkernel(venv_name)
editor.edit(0, "{{path_to_data_folder}}", path_to_data_folder)
editor.edit(1, "{{path_to_data_folder}}", f"'{path_to_data_folder}'")
editor.write()
editor.execute()