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vlt Launches "reproduce": A New Tool Challenging the Limits of Package Provenance
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A Tensorflow/Keras callback which sends information about your model training, on various messaging platforms.
Using pip
:
pip install keras-notify
Import the required module and add it to the list callbacks while training your model.
Example:
>>> from keras-notify import TelegramCallback
>>> telegram_callback = TelegramCallback('<BotToken>',
'<ChatID>',
'CNN Model',
['loss', 'val_loss'],
['accuracy', 'val_accuracy'],
True)
>>> model.fit(x_train, y_train,
batch_size=32,
epochs=10,
validation_data=(x_test, y_test),
callbacks=[telegram_callback])
/help
to get list of all commands./newbot
to create a new bot and complete the setup.https://api.telegram.org/bot<BOT_TOKEN>/getUpdates
(replace <BOT_TOKEN> with your bot token)chat id
of the user you want to send messages to.chat id
only if you send the message first and then go to the above url.TelegramCallback()
class.TelegramCallback(bot_token=None, chat_id=None, modelName='model', loss_metrics=['loss'], acc_metrics=[], getSummary=False):
Arguments:
bot_token
: unique token of Telegram bot {str}
chat_id
: Telegram chat id you want to send message to {str}
modelName
: name of your model {str}
loss_metrics
: loss metrics you want in the loss graph {list of strings}
acc_metrics
: accuracy metrics you want in the accuracy graphs {list of strings}
getSummary
: Do you want message for each epoch (False) or a single message containing information about all epochs (True). {bool}
SlackCallback()
class.SlackCallback(bot_token=None, chat_id=None, modelName='model', loss_metrics=['loss'], acc_metrics=[], getSummary=False):
Arguments:
webhookURL
: unique webhook URL of the app {str}
channel
: channel name or username you want to send message to {str}
modelName
: name of your model {str}
loss_metrics
: loss metrics you want in the loss graph {list of strings}
acc_metrics
: accuracy metrics you want in the accuracy graph {list of strings}
getSummary
: Do you want message for each epoch (False) or a single message containing information about all epochs (True). {bool}
Sending images in Slack is not supported currently.
FAQs
A small notification package providing keras events on Telegram or Slack
We found that keras-notify demonstrated a healthy version release cadence and project activity because the last version was released less than a year ago. It has 1 open source maintainer collaborating on the project.
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