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def load(path):
"""Loads analytics report from json file specified by path.
Args:
path (str): path to json file with analytics report.
"""
with open(path, "r") as fobj:
analytics = Analytics(info=json.load(fobj))
os.unlink(path)
return analytics |
def collect(self):
"""Collect analytics report."""
from dvc.scm import SCM
from dvc.utils import is_binary
from dvc.repo import Repo
from dvc.exceptions import NotDvcRepoError
self.info[self.PARAM_DVC_VERSION] = __version__
self.info[self.PARAM_IS_BINARY] = is_bi... |
def collect_cmd(self, args, ret):
"""Collect analytics info from a CLI command."""
from dvc.command.daemon import CmdDaemonAnalytics
assert isinstance(ret, int) or ret is None
if ret is not None:
self.info[self.PARAM_CMD_RETURN_CODE] = ret
if args is not None and h... |
def dump(self):
"""Save analytics report to a temporary file.
Returns:
str: path to the temporary file that contains the analytics report.
"""
import tempfile
with tempfile.NamedTemporaryFile(delete=False, mode="w") as fobj:
json.dump(self.info, fobj)
... |
def send_cmd(cmd, args, ret):
"""Collect and send analytics for CLI command.
Args:
args (list): parsed args for the CLI command.
ret (int): return value of the CLI command.
"""
from dvc.daemon import daemon
if not Analytics._is_enabled(cmd):
... |
def send(self):
"""Collect and send analytics."""
import requests
if not self._is_enabled():
return
self.collect()
logger.debug("Sending analytics: {}".format(self.info))
try:
requests.post(self.URL, json=self.info, timeout=self.TIMEOUT_POST)
... |
def walk(self, top, topdown=True, ignore_file_handler=None):
"""Directory tree generator.
See `os.walk` for the docs. Differences:
- no support for symlinks
- it could raise exceptions, there is no onerror argument
"""
tree = self.git_object_by_path(top)
if tree... |
def push(self, targets, jobs=None, remote=None, show_checksums=False):
"""Push data items in a cloud-agnostic way.
Args:
targets (list): list of targets to push to the cloud.
jobs (int): number of jobs that can be running simultaneously.
remote (dvc.remote.base.Remot... |
def status(self, targets, jobs=None, remote=None, show_checksums=False):
"""Check status of data items in a cloud-agnostic way.
Args:
targets (list): list of targets to check status for.
jobs (int): number of jobs that can be running simultaneously.
remote (dvc.remot... |
def brancher( # noqa: E302
self, branches=None, all_branches=False, tags=None, all_tags=False
):
"""Generator that iterates over specified revisions.
Args:
branches (list): a list of branches to iterate over.
all_branches (bool): iterate over all available branches.
tags (list): a ... |
def changed(self, path, md5):
"""Check if file/directory has the expected md5.
Args:
path (str): path to the file/directory to check.
md5 (str): expected md5.
Returns:
bool: True if path has the expected md5, False otherwise.
"""
actual = sel... |
def load(self):
"""Loads state database."""
retries = 1
while True:
assert self.database is None
assert self.cursor is None
assert self.inserts == 0
empty = not os.path.exists(self.state_file)
self.database = sqlite3.connect(self.state_... |
def dump(self):
"""Saves state database."""
assert self.database is not None
cmd = "SELECT count from {} WHERE rowid={}"
self._execute(cmd.format(self.STATE_INFO_TABLE, self.STATE_INFO_ROW))
ret = self._fetchall()
assert len(ret) == 1
assert len(ret[0]) == 1
... |
def save(self, path_info, checksum):
"""Save checksum for the specified path info.
Args:
path_info (dict): path_info to save checksum for.
checksum (str): checksum to save.
"""
assert path_info["scheme"] == "local"
assert checksum is not None
pat... |
def get(self, path_info):
"""Gets the checksum for the specified path info. Checksum will be
retrieved from the state database if available.
Args:
path_info (dict): path info to get the checksum for.
Returns:
str or None: checksum for the specified path info or ... |
def save_link(self, path_info):
"""Adds the specified path to the list of links created by dvc. This
list is later used on `dvc checkout` to cleanup old links.
Args:
path_info (dict): path info to add to the list of links.
"""
assert path_info["scheme"] == "local"
... |
def remove_unused_links(self, used):
"""Removes all saved links except the ones that are used.
Args:
used (list): list of used links that should not be removed.
"""
unused = []
self._execute("SELECT * FROM {}".format(self.LINK_STATE_TABLE))
for row in self.c... |
def show_metrics(metrics, all_branches=False, all_tags=False):
"""
Args:
metrics (list): Where each element is either a `list`
if an xpath was specified, otherwise a `str`
"""
for branch, val in metrics.items():
if all_branches or all_tags:
logger.info("{branch}:"... |
def lock(self):
"""Acquire lock for dvc repo."""
try:
self._do_lock()
return
except LockError:
time.sleep(self.TIMEOUT)
self._do_lock() |
def read_mail(window):
"""
Reads late emails from IMAP server and displays them in the Window
:param window: window to display emails in
:return:
"""
mail = imaplib.IMAP4_SSL(IMAP_SERVER)
(retcode, capabilities) = mail.login(LOGIN_EMAIL, LOGIN_PASSWORD)
mail.list()
typ, data = mail.... |
def runCommand(cmd, timeout=None):
""" run shell command
@param cmd: command to execute
@param timeout: timeout for command execution
@return: (return code from command, command output)
"""
p = subprocess.Popen(cmd, shell=True, stdout=subprocess.PIPE, stderr=subprocess.STDOUT)
output = ''
out, er... |
def kill_proc_tree(pid, sig=signal.SIGTERM, include_parent=True,
timeout=None, on_terminate=None):
"""Kill a process tree (including grandchildren) with signal
"sig" and return a (gone, still_alive) tuple.
"on_terminate", if specified, is a callabck function which is
called as soon as... |
def Popup(*args, **_3to2kwargs):
if 'location' in _3to2kwargs: location = _3to2kwargs['location']; del _3to2kwargs['location']
else: location = (None, None)
if 'keep_on_top' in _3to2kwargs: keep_on_top = _3to2kwargs['keep_on_top']; del _3to2kwargs['keep_on_top']
else: keep_on_top = False
if 'grab_an... |
def PopupNoButtons(*args, **_3to2kwargs):
if 'location' in _3to2kwargs: location = _3to2kwargs['location']; del _3to2kwargs['location']
else: location = (None, None)
if 'keep_on_top' in _3to2kwargs: keep_on_top = _3to2kwargs['keep_on_top']; del _3to2kwargs['keep_on_top']
else: keep_on_top = False
if... |
def PopupError(*args, **_3to2kwargs):
if 'location' in _3to2kwargs: location = _3to2kwargs['location']; del _3to2kwargs['location']
else: location = (None, None)
if 'keep_on_top' in _3to2kwargs: keep_on_top = _3to2kwargs['keep_on_top']; del _3to2kwargs['keep_on_top']
else: keep_on_top = False
if 'gr... |
def set_scrollregion(self, event=None):
""" Set the scroll region on the canvas"""
self.canvas.configure(scrollregion=self.canvas.bbox('all')) |
def _show_selection(self, text, bbox):
"""Configure canvas for a new selection."""
x, y, width, height = bbox
textw = self._font.measure(text)
canvas = self._canvas
canvas.configure(width=width, height=height)
canvas.coords(canvas.text, width - textw, height / 2 - 1)
... |
def _pressed(self, evt):
"""Clicked somewhere in the calendar."""
x, y, widget = evt.x, evt.y, evt.widget
item = widget.identify_row(y)
column = widget.identify_column(x)
if not column or not item in self._items:
# clicked in the weekdays row or just outside the colu... |
def _prev_month(self):
"""Updated calendar to show the previous month."""
self._canvas.place_forget()
self._date = self._date - self.timedelta(days=1)
self._date = self.datetime(self._date.year, self._date.month, 1)
self._build_calendar() |
def _next_month(self):
"""Update calendar to show the next month."""
self._canvas.place_forget()
year, month = self._date.year, self._date.month
self._date = self._date + self.timedelta(
days=calendar.monthrange(year, month)[1] + 1)
self._date = self.datetime(self._d... |
def selection(self):
"""Return a datetime representing the current selected date."""
if not self._selection:
return None
year, month = self._date.year, self._date.month
return self.datetime(year, month, int(self._selection[0])) |
def AddRow(self, *args):
''' Parms are a variable number of Elements '''
NumRows = len(self.Rows) # number of existing rows is our row number
CurrentRowNumber = NumRows # this row's number
CurrentRow = [] # start with a blank row and build up
# ------------------------- Add t... |
def SetAlpha(self, alpha):
'''
Change the window's transparency
:param alpha: From 0 to 1 with 0 being completely transparent
:return:
'''
self._AlphaChannel = alpha
self.TKroot.attributes('-alpha', alpha) |
def setColor(self, color):
'''Sets Card's color and escape code.'''
if color == 'blue':
self.color = 'blue'
self.colorCode = self.colors['blue']
self.colorCodeDark = self.colors['dblue']
elif color == 'red':
self.color = 'red'
self.colo... |
def get_img_data(f, maxsize = (1200, 850), first = False):
"""Generate image data using PIL
"""
img = Image.open(f)
img.thumbnail(maxsize)
if first: # tkinter is inactive the first time
bio = io.BytesIO()
img.save(bio, format = "PNG")
del img
retur... |
def do_one(myStats, destIP, hostname, timeout, mySeqNumber, packet_size, quiet=False):
"""
Returns either the delay (in ms) or None on timeout.
"""
delay = None
try: # One could use UDP here, but it's obscure
mySocket = socket.socket(socket.AF_INET, socket.SOCK_RAW, socket.getprotobyname("... |
def quiet_ping(hostname, timeout=WAIT_TIMEOUT, count=NUM_PACKETS,
packet_size=PACKET_SIZE, path_finder=False):
"""
Same as verbose_ping, but the results are returned as tuple
"""
myStats = MyStats() # Reset the stats
mySeqNumber = 0 # Starting value
try:
destIP = socket.g... |
def get_page(pno, zoom = False, max_size = None, first = False):
"""Return a PNG image for a document page number.
"""
dlist = dlist_tab[pno] # get display list of page number
if not dlist: # create if not yet there
dlist_tab[pno] = doc[pno].getDisplayList()
dlist = dlist_ta... |
def live_neighbours(self, i, j):
""" Count the number of live neighbours around point (i, j). """
s = 0 # The total number of live neighbours.
# Loop over all the neighbours.
for x in [i - 1, i, i + 1]:
for y in [j - 1, j, j + 1]:
if (x == i and y == j):
... |
def play(self):
""" Play Conway's Game of Life. """
# Write the initial configuration to file.
self.t = 1 # Current time level
while self.t <= self.T: # Evolve!
# print( "At time level %d" % t)
# Loop over each cell of the grid and apply Conway's rules.
... |
def human_size(bytes, units=[' bytes','KB','MB','GB','TB', 'PB', 'EB']):
""" Returns a human readable string reprentation of bytes"""
return str(bytes) + units[0] if bytes < 1024 else human_size(bytes>>10, units[1:]) |
def HowDoI():
'''
Make and show a window (PySimpleGUI form) that takes user input and sends to the HowDoI web oracle
Excellent example of 2 GUI concepts
1. Output Element that will show text in a scrolled window
2. Non-Window-Closing Buttons - These buttons will cause the form to return with... |
def QueryHowDoI(Query, num_answers, full_text, window:sg.Window):
'''
Kicks off a subprocess to send the 'Query' to HowDoI
Prints the result, which in this program will route to a gooeyGUI window
:param Query: text english question to ask the HowDoI web engine
:return: nothing
'''
howdoi_com... |
def list_view_on_selected(self, widget, selected_item_key):
""" The selection event of the listView, returns a key of the clicked event.
You can retrieve the item rapidly
"""
self.lbl.set_text('List selection: ' + self.listView.children[selected_item_key].get_text()) |
def PyplotHistogram():
"""
=============================================================
Demo of the histogram (hist) function with multiple data sets
=============================================================
Plot histogram with multiple sample sets and demonstrate:
* Use of legend wit... |
def PyplotArtistBoxPlots():
"""
=========================================
Demo of artist customization in box plots
=========================================
This example demonstrates how to use the various kwargs
to fully customize box plots. The first figure demonstrates
how to remove and... |
def PyplotLineStyles():
"""
==========
Linestyles
==========
This examples showcases different linestyles copying those of Tikz/PGF.
"""
import numpy as np
import matplotlib.pyplot as plt
from collections import OrderedDict
from matplotlib.transforms import blended_transform_fac... |
def convert_tkinter_size_to_Qt(size):
"""
Converts size in characters to size in pixels
:param size: size in characters, rows
:return: size in pixels, pixels
"""
qtsize = size
if size[1] is not None and size[1] < DEFAULT_PIXEL_TO_CHARS_CUTOFF: # change from character based size to pi... |
def create_style_from_font(font):
"""
Convert from font string/tyuple into a Qt style sheet string
:param font: "Arial 10 Bold" or ('Arial', 10, 'Bold)
:return: style string that can be combined with other style strings
"""
if font is None:
return ''
if type(font) is str:
_... |
def PopupGetFolder(message, title=None, default_path='', no_window=False, size=(None, None), button_color=None,
background_color=None, text_color=None, icon=DEFAULT_WINDOW_ICON, font=None, no_titlebar=False,
grab_anywhere=False, keep_on_top=False, location=(None, None), initial_fol... |
def PopupGetFile(message, title=None, default_path='', default_extension='', save_as=False, file_types=(("ALL Files", "*"),),
no_window=False, size=(None, None), button_color=None, background_color=None, text_color=None,
icon=DEFAULT_WINDOW_ICON, font=None, no_titlebar=False, grab_anyw... |
def PopupGetText(message, title=None, default_text='', password_char='', size=(None, None), button_color=None,
background_color=None, text_color=None, icon=DEFAULT_WINDOW_ICON, font=None, no_titlebar=False,
grab_anywhere=False, keep_on_top=False, location=(None, None)):
"""
Dis... |
def Read(self, timeout=None):
'''
Reads the context menu
:param timeout: Optional. Any value other than None indicates a non-blocking read
:return:
'''
if not self.Shown:
self.Shown = True
self.TrayIcon.show()
if timeout is None:
... |
def ShowMessage(self, title, message, filename=None, data=None, data_base64=None, messageicon=None, time=10000):
'''
Shows a balloon above icon in system tray
:param title: Title shown in balloon
:param message: Message to be displayed
:param filename: Optional icon filename
... |
def Update(self, menu=None, tooltip=None,filename=None, data=None, data_base64=None,):
'''
Updates the menu, tooltip or icon
:param menu: menu defintion
:param tooltip: string representing tooltip
:param filename: icon filename
:param data: icon raw image
:param... |
def SetAlpha(self, alpha):
'''
Change the window's transparency
:param alpha: From 0 to 1 with 0 being completely transparent
:return:
'''
self._AlphaChannel = alpha
if self._AlphaChannel is not None:
self.QT_QMainWindow.setWindowOpacity(self._AlphaCha... |
def convert_tkinter_size_to_Wx(size):
"""
Converts size in characters to size in pixels
:param size: size in characters, rows
:return: size in pixels, pixels
"""
qtsize = size
if size[1] is not None and size[1] < DEFAULT_PIXEL_TO_CHARS_CUTOFF: # change from character based size to pi... |
def font_to_wx_font(font):
"""
Convert from font string/tyuple into a Qt style sheet string
:param font: "Arial 10 Bold" or ('Arial', 10, 'Bold)
:return: style string that can be combined with other style strings
"""
if font is None:
return ''
if type(font) is str:
_font = ... |
def PopupError(*args, button_color=DEFAULT_ERROR_BUTTON_COLOR, background_color=None, text_color=None, auto_close=False,
auto_close_duration=None, non_blocking=False, icon=DEFAULT_WINDOW_ICON, line_width=None, font=None,
no_titlebar=False, grab_anywhere=False, keep_on_top=False, location=(... |
def PopupGetFolder(message, title=None, default_path='', no_window=False, size=(None, None), button_color=None,
background_color=None, text_color=None, icon=DEFAULT_WINDOW_ICON, font=None, no_titlebar=False,
grab_anywhere=False, keep_on_top=False, location=(None, None), initial_fol... |
def PopupGetFile(message, title=None, default_path='', default_extension='', save_as=False, file_types=(("ALL Files", "*"),),
no_window=False, size=(None, None), button_color=None, background_color=None, text_color=None,
icon=DEFAULT_WINDOW_ICON, font=None, no_titlebar=False, grab_anyw... |
def Read(self, timeout=None):
'''
Reads the context menu
:param timeout: Optional. Any value other than None indicates a non-blocking read
:return:
'''
# if not self.Shown:
# self.Shown = True
# self.TrayIcon.show()
timeout1 = timeout
... |
def ShowMessage(self, title, message, filename=None, data=None, data_base64=None, messageicon=None, time=10000):
'''
Shows a balloon above icon in system tray
:param title: Title shown in balloon
:param message: Message to be displayed
:param filename: Optional icon filename
... |
def Update(self, menu=None, tooltip=None,filename=None, data=None, data_base64=None,):
'''
Updates the menu, tooltip or icon
:param menu: menu defintion
:param tooltip: string representing tooltip
:param filename: icon filename
:param data: icon raw image
:param... |
def on_mouse(self, event):
'''
implement dragging
'''
# print('on_mouse')
if not event.Dragging():
self._dragPos = None
return
# self.CaptureMouse()
if not self._dragPos:
self._dragPos = event.GetPosition()
else:
... |
def SetAlpha(self, alpha):
'''
Change the window's transparency
:param alpha: From 0 to 1 with 0 being completely transparent
:return:
'''
self._AlphaChannel = alpha * 255
if self._AlphaChannel is not None:
self.MasterFrame.SetTransparent(self._AlphaCh... |
def worker_thread(thread_name, run_freq, gui_queue):
"""
A worker thrread that communicates with the GUI
These threads can call functions that block withouth affecting the GUI (a good thing)
Note that this function is the code started as each thread. All threads are identical in this way
:param thr... |
def the_gui(gui_queue):
"""
Starts and executes the GUI
Reads data from a Queue and displays the data to the window
Returns when the user exits / closes the window
(that means it does NOT return until the user exits the window)
:param gui_queue: Queue the GUI should read from
:return:
... |
def send_one_ping(mySocket, destIP, myID, mySeqNumber, packet_size):
"""
Send one ping to the given >destIP<.
"""
#destIP = socket.gethostbyname(destIP)
# Header is type (8), code (8), checksum (16), id (16), sequence (16)
# (packet_size - 8) - Remove header size from packet size
myChecks... |
def receive_one_ping(mySocket, myID, timeout):
"""
Receive the ping from the socket. Timeout = in ms
"""
timeLeft = timeout/1000
while True: # Loop while waiting for packet or timeout
startedSelect = default_timer()
whatReady = select.select([mySocket], [], [], timeLeft)
how... |
def runCommand(cmd, timeout=None, window=None):
""" run shell command
@param cmd: command to execute
@param timeout: timeout for command execution
@param window: the PySimpleGUI window that the output is going to (needed to do refresh on)
@return: (return code from command, command output)
"""
p = subproce... |
def font_parse_string(font):
"""
Convert from font string/tyuple into a Qt style sheet string
:param font: "Arial 10 Bold" or ('Arial', 10, 'Bold)
:return: style string that can be combined with other style strings
"""
if font is None:
return ''
if type(font) is str:
_font ... |
def _ProgressMeter(title, max_value, *args, orientation=None, bar_color=(None, None), button_color=None,
size=DEFAULT_PROGRESS_BAR_SIZE, border_width=None, grab_anywhere=False):
'''
Create and show a form on tbe caller's behalf.
:param title:
:param max_value:
:param args: ANY num... |
def _ProgressMeterUpdate(bar, value, text_elem, *args):
'''
Update the progress meter for a form
:param form: class ProgressBar
:param value: int
:return: True if not cancelled, OK....False if Error
'''
global _my_windows
if bar == None: return False
if bar.BarExpired: return False
... |
def EasyProgressMeter(title, current_value, max_value, *args, orientation=None, bar_color=(None, None),
button_color=None, size=DEFAULT_PROGRESS_BAR_SIZE, border_width=None):
'''
A ONE-LINE progress meter. Add to your code where ever you need a meter. No need for a second
function call... |
def PopupNonBlocking(*args, button_type=POPUP_BUTTONS_OK, button_color=None, background_color=None, text_color=None,
auto_close=False, auto_close_duration=None, non_blocking=True, icon=DEFAULT_WINDOW_ICON,
line_width=None, font=None, no_titlebar=False, grab_anywhere=False, keep... |
def PopupGetFolder(message, default_path='', no_window=False, size=(None, None), button_color=None,
background_color=None, text_color=None, icon=DEFAULT_WINDOW_ICON, font=None, no_titlebar=False,
grab_anywhere=False, keep_on_top=False, location=(None, None), initial_folder=None):
... |
def PopupGetFile(message, default_path='', default_extension='', save_as=False, file_types=(("ALL Files", "*.*"),),
no_window=False, size=(None, None), button_color=None, background_color=None, text_color=None,
icon=DEFAULT_WINDOW_ICON, font=None, no_titlebar=False, grab_anywhere=False... |
def TableSimulation():
"""
Display data in a table format
"""
sg.SetOptions(element_padding=(0,0))
menu_def = [['File', ['Open', 'Save', 'Exit']],
['Edit', ['Paste', ['Special', 'Normal',], 'Undo'],],
['Help', 'About...'],]
columm_layout = [[]]
MAX_ROWS = 2... |
def HowDoI():
'''
Make and show a window (PySimpleGUI form) that takes user input and sends to the HowDoI web oracle
Excellent example of 2 GUI concepts
1. Output Element that will show text in a scrolled window
2. Non-Window-Closing Buttons - These buttons will cause the form to return with... |
def QueryHowDoI(Query, num_answers, full_text):
'''
Kicks off a subprocess to send the 'Query' to HowDoI
Prints the result, which in this program will route to a gooeyGUI window
:param Query: text english question to ask the HowDoI web engine
:return: nothing
'''
howdoi_command = HOW_DO_I_CO... |
def export(self, path, _sentinel=None, # pylint: disable=invalid-name
checkpoint_path=None, name_transform_fn=None):
"""Exports a ModuleSpec with weights taken from a checkpoint.
This is an helper to export modules directly from a ModuleSpec
without having to create a session and set the vari... |
def get_attached_message(self, key, message_type, tags=None, required=False):
"""Returns the message attached to the module under the given key, or None.
Module publishers can attach protocol messages to modules at creation time
to provide module consumers with additional information, e.g., on module
u... |
def create_image_lists(image_dir, testing_percentage, validation_percentage):
"""Builds a list of training images from the file system.
Analyzes the sub folders in the image directory, splits them into stable
training, testing, and validation sets, and returns a data structure
describing the lists of images fo... |
def get_image_path(image_lists, label_name, index, image_dir, category):
"""Returns a path to an image for a label at the given index.
Args:
image_lists: OrderedDict of training images for each label.
label_name: Label string we want to get an image for.
index: Int offset of the image we want. This wil... |
def get_bottleneck_path(image_lists, label_name, index, bottleneck_dir,
category, module_name):
"""Returns a path to a bottleneck file for a label at the given index.
Args:
image_lists: OrderedDict of training images for each label.
label_name: Label string we want to get an image f... |
def create_module_graph(module_spec):
"""Creates a graph and loads Hub Module into it.
Args:
module_spec: the hub.ModuleSpec for the image module being used.
Returns:
graph: the tf.Graph that was created.
bottleneck_tensor: the bottleneck values output by the module.
resized_input_tensor: the in... |
def run_bottleneck_on_image(sess, image_data, image_data_tensor,
decoded_image_tensor, resized_input_tensor,
bottleneck_tensor):
"""Runs inference on an image to extract the 'bottleneck' summary layer.
Args:
sess: Current active TensorFlow Session.
im... |
def create_bottleneck_file(bottleneck_path, image_lists, label_name, index,
image_dir, category, sess, jpeg_data_tensor,
decoded_image_tensor, resized_input_tensor,
bottleneck_tensor):
"""Create a single bottleneck file."""
tf.logging.... |
def get_or_create_bottleneck(sess, image_lists, label_name, index, image_dir,
category, bottleneck_dir, jpeg_data_tensor,
decoded_image_tensor, resized_input_tensor,
bottleneck_tensor, module_name):
"""Retrieves or calculates bottl... |
def cache_bottlenecks(sess, image_lists, image_dir, bottleneck_dir,
jpeg_data_tensor, decoded_image_tensor,
resized_input_tensor, bottleneck_tensor, module_name):
"""Ensures all the training, testing, and validation bottlenecks are cached.
Because we're likely to read th... |
def get_random_cached_bottlenecks(sess, image_lists, how_many, category,
bottleneck_dir, image_dir, jpeg_data_tensor,
decoded_image_tensor, resized_input_tensor,
bottleneck_tensor, module_name):
"""Retrieves bottlene... |
def get_random_distorted_bottlenecks(
sess, image_lists, how_many, category, image_dir, input_jpeg_tensor,
distorted_image, resized_input_tensor, bottleneck_tensor):
"""Retrieves bottleneck values for training images, after distortions.
If we're training with distortions like crops, scales, or flips, we ha... |
def add_input_distortions(flip_left_right, random_crop, random_scale,
random_brightness, module_spec):
"""Creates the operations to apply the specified distortions.
During training it can help to improve the results if we run the images
through simple distortions like crops, scales, and... |
def variable_summaries(var):
"""Attach a lot of summaries to a Tensor (for TensorBoard visualization)."""
with tf.name_scope('summaries'):
mean = tf.reduce_mean(var)
tf.summary.scalar('mean', mean)
with tf.name_scope('stddev'):
stddev = tf.sqrt(tf.reduce_mean(tf.square(var - mean)))
tf.summary... |
def add_final_retrain_ops(class_count, final_tensor_name, bottleneck_tensor,
quantize_layer, is_training):
"""Adds a new softmax and fully-connected layer for training and eval.
We need to retrain the top layer to identify our new classes, so this function
adds the right operations to t... |
def add_evaluation_step(result_tensor, ground_truth_tensor):
"""Inserts the operations we need to evaluate the accuracy of our results.
Args:
result_tensor: The new final node that produces results.
ground_truth_tensor: The node we feed ground truth data
into.
Returns:
Tuple of (evaluation step,... |
def run_final_eval(train_session, module_spec, class_count, image_lists,
jpeg_data_tensor, decoded_image_tensor,
resized_image_tensor, bottleneck_tensor):
"""Runs a final evaluation on an eval graph using the test data set.
Args:
train_session: Session for the train graph ... |
def build_eval_session(module_spec, class_count):
"""Builds an restored eval session without train operations for exporting.
Args:
module_spec: The hub.ModuleSpec for the image module being used.
class_count: Number of classes
Returns:
Eval session containing the restored eval graph.
The bottlen... |
def save_graph_to_file(graph_file_name, module_spec, class_count):
"""Saves an graph to file, creating a valid quantized one if necessary."""
sess, _, _, _, _, _ = build_eval_session(module_spec, class_count)
graph = sess.graph
output_graph_def = tf.graph_util.convert_variables_to_constants(
sess, graph.... |
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