Upload 4 files
Browse files- README.md +10 -1
- app.py +22 -0
- gpt_model.py +93 -0
- requirements.txt +3 -0
README.md
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-
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---
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title: Gpt3 Chatbot
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emoji: 馃敟
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colorFrom: indigo
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colorTo: indigo
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sdk: gradio
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sdk_version: 3.16.2
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app_file: app.py
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pinned: false
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---
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Check out the configuration reference at https://huggingface.co/docs/hub/spaces-config-reference
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app.py
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import openai
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import gradio as gr
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import uuid
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import os
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from gpt_model import *
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openai.api_key = os.environ.get('secret_key')
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gpt = GPT_Model(append_output_prefix_to_query=True)
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gpt.add_example(Example('hi','Hello, how are you?'))
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gpt.add_example(Example('What is Neo Ivy Capital','The Neo Ivy Capital Fund is a quantitative hedge fund that invests in liquid, publicly traded equity securities via artificial intelligence strategies.'))
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gpt.add_example(Example('Who is the CEO of Neo Ivy Capital','The CEO of Neo Ivy Capital is Renee Yao'))
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def chatbot(input, history=[]):
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output = gpt.submit_request(input)
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history.append((input, output))
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return history, history
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gr.Interface(fn = chatbot,
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inputs = ["text",'state'],
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outputs = ["chatbot",'state']).launch()
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gpt_model.py
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import openai
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import uuid
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class Example:
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def __init__(self, inp, out):
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self.input = inp
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self.output = out
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self.id = uuid.uuid4().hex
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def get_input(self):
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return self.input
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def get_output(self):
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return self.output
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def get_id(self):
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return self.id
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def as_dict(self):
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return {
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'input': self.get_input(),
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'ouput': self.get_output(),
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'id': self.get_id()
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}
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class GPT_Model:
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def __init__(self,
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engine = 'text-davinci-003',
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temperature = 0.5,
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max_tokens = 1024,
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input_prefix = 'input: ',
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input_suffix = '\n',
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output_prefix = 'output: ',
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output_suffix = '\n\n',
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append_output_prefix_to_query=False):
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self.examples = {}
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self.engine = engine
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self.temperature = temperature
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self.max_tokens = max_tokens
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self.input_prefix = input_prefix
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self.input_suffix = input_suffix
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self.output_prefix = output_prefix
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self.output_suffix = output_suffix
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self.append_output_prefix_to_query = append_output_prefix_to_query
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def add_example(self,ex):
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assert isinstance(ex,Example), "Please create an example object"
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self.examples[ex.get_id()] = ex
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def delete_example(self,id):
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if id in self.examples:
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del self.examples[id]
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def get_exmaple(self,id):
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return self.examples.get(id,'Input id unavailable')
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def get_all_example(self):
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return {k:v.as_dict() for k,v in self.examples.items()}
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def get_prime_text(self):
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return "".join([self.format_example(ex) for ex in self.examples.values()])
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def get_engine(self):
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return self.engine
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def get_temperature(self):
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return self.temperature
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def get_max_tokens(self):
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return self.max_tokens
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def craft_query(self, prompt):
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q = self.get_prime_text() + self.input_prefix + prompt + self.input_suffix
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if self.append_output_prefix_to_query:
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q = q + self.output_prefix
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return q
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def submit_request(self, prompt):
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completions = openai.Completion.create(
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engine=self.get_engine(),
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prompt=self.craft_query(prompt),
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max_tokens=self.get_max_tokens(),
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n=1,
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temperature=self.get_temperature(),
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)
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message = completions.choices[0].text
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return message.strip()
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def format_example(self,ex):
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return self.input_prefix+ex.get_input()+self.input_suffix+self.output_prefix+ex.get_output()+self.output_suffix
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requirements.txt
ADDED
@@ -0,0 +1,3 @@
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1 |
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openai
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2 |
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gradio
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3 |
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uuid
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