An intent classification library for AI Models.
Project description
Intentify
A python library for training intent classification models.
Setting Up A Basic Model
from intentify import Intentify
file_path = 'intents.json'
name = 'test_model'
Model = Intentify(file_path, model_name=name)
Model.train_model()
Model.save_model()
done = False
while not done:
message = input("You: ")
if message == "STOP":
done = True
else:
response = Model.request(message)
print(response)
Binding Functions To Requests
from intentify import Intentify
def function_for_greetings():
print("Greetings Intent Trigger!")
# Some action you want to take
def function_for_stocks():
print("Stocks Intent Trigger!")
# Some action you want to take
mappings = {'greeting' : function_for_greetings, 'stocks' : function_for_stocks}
file_path = 'intents.json'
name = 'test_model'
Model = Intentify(file_path, intent_methods=mappings ,model_name=name)
Model.train_model()
Model.save_model()
done = False
while not done:
message = input("Enter a message: ")
if message == "STOP":
done = True
else:
Model.request(message)
Once you have saved the model you can simply call "Model.load_model()" instead of ".train_model()" and ".save_model()"
Sample intents.json File
{"intents": [
{"tag": "greeting",
"patterns": ["Hi", "How are you", "Is anyone there?", "Hello", "Good day", "Whats up", "Hey", "greetings"],
"responses": ["Hello!", "Good to see you again!", "Hi there, how can I help?"],
"context_set": ""
},
{"tag": "goodbye",
"patterns": ["cya", "See you later", "Goodbye", "I am Leaving", "Have a Good day", "bye", "cao", "see ya"],
"responses": ["Sad to see you go :(", "Talk to you later", "Goodbye!"],
"context_set": ""
},
{"tag": "stocks",
"patterns": ["what stocks do I own?", "how are my shares?", "what companies am I investing in?", "what am I doing in the markets?"],
"responses": ["You own the following shares: ABBV, AAPL, FB, NVDA and an ETF of the S&P 500 Index!"],
"context_set": ""
}
]
}
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