ugik/notebooks

collection of iPython notebooks

notebooks's Issues

RuntimeError: Attempted to use a closed Session. In [ ]:

Incorrect numpy import

The script fails due to incorrect numpy import. Please see attached diff for corrections.

Cheers,
Ben

patch.txt

Exposed API Key

notebooks/langChainFuncs.py

Line 108 in 08aa818

os.environ['OPENAI_API_KEY'] = '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'

Howdy,

Do not expose your API key in your source code.

Instead, consider storing it an environment variable, or using a key management service, or even software such as Vault.
Then be sure to rotate your API key after it is safely stored, or else it may still be recoverable in your commit history.

Also, see Openai's best practices page for api keys for more details:
https://help.openai.com/en/articles/5112595-best-practices-for-api-key-safety

How to increase n_epoch level

reset underlying graph data

tf.reset_default_graph()

Build neural network

net = tflearn.input_data(shape=[None, len(train_x[0])])
net = tflearn.fully_connected(net, 8)
net = tflearn.fully_connected(net, 8)
net = tflearn.fully_connected(net, len(train_y[0]), activation='softmax')
net = tflearn.regression(net)

Define model and setup tensorboard

model = tflearn.DNN(net, tensorboard_dir='tflearn_logs')

Start training (apply gradient descent algorithm)

model.fit(train_x, train_y, n_epoch=1000, batch_size=8, show_metric=True)
model.save('model.tflearn')

How to allow imports?

ValueError: Generated code has disallowed imports: def solution():
"""02/16/24 + 1 day"""
from datetime import date, timedelta
date_string = "02/16/24"
date_object = datetime.strptime(date_string, "%m/%d/%y")
new_date = date_object + timedelta(days=1)
result = new_date.strftime("%m/%d/%y")
return result

tensorflow chatbot model intent classifier

if you give any random text as input for classify class it will classify as a pre defined class rather it throws null or none value