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README.md
CHANGED
@@ -1,8 +1,8 @@
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---
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title: YouNameIt Chatbot
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emoji:
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colorFrom: green
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colorTo:
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sdk: streamlit
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sdk_version: 1.27.0
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app_file: app.py
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---
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title: YouNameIt Chatbot
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emoji: π
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colorFrom: green
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colorTo: yellow
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sdk: streamlit
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sdk_version: 1.27.0
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app_file: app.py
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app.py
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import streamlit as st
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import torch
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from tqdm import tqdm
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from peft import PeftModel, PeftConfig
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from transformers import AutoModelForSeq2SeqLM
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from transformers import AutoTokenizer
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import numpy as np
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import time
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@st.cache_resource
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def get_models():
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st.write('Loading the model...')
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config = PeftConfig.from_pretrained("NursNurs/T5ForReverseDictionary")
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model = AutoModelForSeq2SeqLM.from_pretrained("google/flan-t5-large")
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model = PeftModel.from_pretrained(model, "NursNurs/T5ForReverseDictionary")
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tokenizer = AutoTokenizer.from_pretrained("google/flan-t5-large")
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st.write("The assistant is loaded and ready to use!")
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return model, tokenizer
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model, tokenizer = get_models()
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def return_top_k(sentence, k=10):
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if sentence[-1] != ".":
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sentence = sentence + "."
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inputs = [f"Descripton : {sentence}. Word : "]
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inputs = tokenizer(
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inputs,
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padding=True, truncation=True,
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return_tensors="pt",
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)
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device = torch.device("cuda" if torch.cuda.is_available() else "cpu")
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model.to(device)
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with torch.no_grad():
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inputs = {k: v.to(device) for k, v in inputs.items()}
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output_sequences = model.generate(input_ids=inputs["input_ids"], max_new_tokens=10, num_beams=k+5, num_return_sequences=k+5, #max_length=3,
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top_p = 50, output_scores=True, return_dict_in_generate=True) #repetition_penalty=10000.0
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logits = output_sequences['sequences_scores'].clone().detach()
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decoded_probabilities = torch.softmax(logits, dim=0)
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#all word predictions
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predictions = [tokenizer.decode(tokens, skip_special_tokens=True) for tokens in output_sequences['sequences']]
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probabilities = [round(float(prob), 2) for prob in decoded_probabilities]
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for pred in predictions:
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if (len(pred) < 2) | (pred in sentence.split()):
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predictions.pop(predictions.index(pred))
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return predictions[:10]
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if 'messages' not in st.session_state:
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st.session_state.messages = []
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if 'results' not in st.session_state:
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st.session_state.results = {'results': False, 'results_print': False}
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if 'actions' not in st.session_state:
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st.session_state.actions = [""]
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if 'counters' not in st.session_state:
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st.session_state.counters = {"letter_count": 1, "word_count": 0}
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if 'is_helpful' not in st.session_state:
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st.session_state.is_helpful = {'ask':False}
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if 'descriptions' not in st.session_state:
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st.session_state.descriptions = []
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st.title("You name it!")
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with st.chat_message('user', avatar='simon.jpg'):
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st.write("Hey assistant!")
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bot = st.chat_message('assistant')
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bot.write("Hello human! Wanna practice naming some words?")
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#for showing history of messages
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for message in st.session_state.messages:
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if message['role'] == 'user':
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with st.chat_message(message['role'], avatar='simon.jpg'):
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st.markdown(message['content'])
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else:
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with st.chat_message(message['role']):
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st.markdown(message['content'])
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def get_text():
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input_text = st.chat_input()
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return input_text
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def write_bot(input, remember=True, blink=True):
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with st.chat_message('assistant'):
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message_placeholder = st.empty()
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full_response = input
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if blink == True:
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response = ''
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for chunk in full_response.split():
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response += chunk + " "
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time.sleep(0.05)
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# Add a blinking cursor to simulate typing
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message_placeholder.markdown(response + "β")
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time.sleep(0.5)
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message_placeholder.markdown(full_response)
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if remember == True:
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st.session_state.messages.append({'role': 'assistant', 'content': full_response})
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def ask_if_helped():
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y = st.button('Yes!', key=60)
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n = st.button('No...', key=61)
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new = st.button('I have a new word', key=62)
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if y:
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write_bot("I am happy to help!")
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elif n:
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st.session_state.actions.append('cue')
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elif new:
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write_bot("Please describe your word!")
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# st.session_state.is_helpful['ask'] = False
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if st.session_state.actions[-1] == "result":
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a1 = st.button('Results', key=10)
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a2 = st.button('Cue', key=11)
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if a1:
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write_bot("Here are my guesses about your word:")
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st.write(st.session_state.results['results_print'])
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time.sleep(1)
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write_bot('Does it help you remember the word?', remember=False)
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st.session_state.is_helpful['ask'] = True
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elif a2:
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write_bot(f'The first letter is {st.session_state.results["results"][0][0]}.')
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time.sleep(1)
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write_bot('Does it help you remember the word?', remember=False)
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st.session_state.is_helpful['ask'] = True
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if st.session_state.is_helpful['ask'] == True:
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ask_if_helped()
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if st.session_state.actions[-1] == 'cue':
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guessed = False
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write_bot('What do you want to see?', remember=False, blink=False)
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b1 = st.button("Next letter", key="1")
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b2 = st.button("Next word", key="2")
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b3 = st.button("All words", key="3")
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b4 = st.button("I remembered the word!", key="4", type='primary')
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b5 = st.button("Exit", key="5", type='primary')
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while guessed == False:
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if b1:
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st.session_state.counters["letter_count"] += 1
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word_count = st.session_state.counters["word_count"]
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letter_count = st.session_state.counters["letter_count"]
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write_bot(f'The word starts with {st.session_state.results["results"][word_count][:letter_count]}', remember=False)
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elif b2:
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st.session_state.counters["letter_count"] = 1
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letter_count = st.session_state.counters["letter_count"]
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st.session_state.counters["word_count"] += 1
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word_count = st.session_state.counters["word_count"]
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write_bot(f'The next word starts with {st.session_state.results["results"][word_count][:letter_count]}', remember=False)
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elif b3:
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write_bot(f"Here are all my guesses about your word: {st.session_state.results['results_print']}")
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elif b4:
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write_bot("Yay! I am happy I could be of help!")
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new = st.button('Play again', key=63)
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if new:
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write_bot("Please describe your word!")
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guessed = True
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break
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elif b5:
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write_bot("I am sorry I couldn't help you this time. See you soon!")
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st.session_state.actions.append('cue')
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new = st.button('Play again', key=64)
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if new:
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write_bot("Please describe your word!")
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break
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#display user message in chat message container
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prompt = get_text()
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if prompt:
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with st.chat_message('user', avatar='simon.jpg'):
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st.markdown(prompt)
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#add to history
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st.session_state.messages.append({'role': 'user', 'content': prompt})
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yes = ['yes', 'again', 'Yes', 'sure', 'new word', 'yes!', 'yep', 'yeah']
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if prompt in yes:
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write_bot("Please describe your word!")
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elif prompt == 'It is similar to the best place on earth':
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write_bot("Great! Let me think what it could be...")
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time.sleep(3)
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write_bot("Do you mean Saarland?")
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#if previously we asked to give a prompt
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elif (st.session_state.messages[-2]['content'] == "Please describe your word!") & (st.session_state.messages[-1]['content'] != "no"):
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write_bot("Great! Let me think what it could be...")
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st.session_state.descriptions.append(prompt)
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st.session_state.results['results'] = return_top_k(st.session_state.descriptions[-1])
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st.session_state.results['results_print'] = dict(zip(range(1, 11), st.session_state.results['results']))
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write_bot("I think I have some ideas. Do you want to see my guesses or do you want a cue?")
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st.session_state.actions.append("result")
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# elif prompt == 'results':
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# st.text("results")
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# st.write("results")
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# st.session_state.actions.append({'result': True})
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# st.write(st.session_state.actions)
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# with st.chat_message('user'):
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# custom_response = "Results"
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# st.markdown(custom_response)
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# st.session_state.messages.append({'role': 'user', 'content': custom_response})
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# with st.chat_message('assistant'):
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# message_placeholder = st.empty()
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# response = f"Here are my guesses about your word: {result_print}"
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# message_placeholder.markdown(response + "|")
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# st.session_state.messages.append({'role': 'assistant', 'content': response})
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# elif st.button('Cue'):
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# response = "Cue"
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# with st.chat_message('user'):
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# st.markdown(response)
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# st.session_state.messages.append({'role': 'user', 'content': response})
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# text = f'The first letter is {result[0][0]}.'
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# bot.write(text)
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# st.session_state.messages.append({'role': 'assistant', 'content': text})
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# letter_count = 1
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# word_count = 0
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# elif prompt == 'Results':
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# with st.chat_message('assistant'):
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# message_placeholder = st.empty()
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# response = f"Here are my guesses about your word: {result_print}"
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# message_placeholder.markdown(response + "|")
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# st.session_state.messages.append({'role': 'assistant', 'content': response})
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# #if you don't wanna practice word naming
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# else:
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# with st.chat_message('assistant'):
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# message_placeholder = st.empty()
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# response = "See you next time!"
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# message_placeholder.markdown(response + "|")
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# st.session_state.messages.append({'role': 'assistant', 'content': response})
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# if st.button('Results'):
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# bot.write("Here are my guesses about your word:")
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# bot.write(result_print)
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257 |
+
# elif st.button('Cue'):
|
258 |
+
# bot.write(f'The first letter is {result[0][0]}.')
|
259 |
+
# letter_count = 1
|
260 |
+
# word_count = 0
|
261 |
+
# answer = st.chat_input('Does it help you remember the word? Type yes or no')
|
262 |
+
# if answer == "no":
|
263 |
+
# bot.write("What do you want to see?")
|
264 |
+
# if st.button('Next letter'):
|
265 |
+
# letter_count += 1
|
266 |
+
# bot.write(f'The word starts with {result[word_count][:letter_count]}')
|
267 |
+
# elif st.button('Next word'):
|
268 |
+
# letter_count = 1
|
269 |
+
# bot.write(f'The next word starts with {result[word_count][:letter_count]}')
|
270 |
+
# word_count += 1
|
271 |
+
# elif st.button('All words'):
|
272 |
+
# bot.write("Here are all my guesses about your word:")
|
273 |
+
# bot.write(result_print)
|
274 |
+
# bot.write("Does this help you remember your word?")
|
275 |
+
# answer = st.chat_input('Type yes/no/exit')
|
276 |
+
# if answer == 'Exit':
|
277 |
+
# st.write("I am sorry I couldn't help you. See you next time!")
|
278 |
+
|
279 |
+
|
280 |
+
#write down assistant's responses
|
281 |
+
#response = f'Echo: {prompt}' #echoes prompt
|
282 |
+
# with st.chat_message('assistant'):
|
283 |
+
# message_placeholder = st.empty()
|
284 |
+
# full_response = "yeee"
|
285 |
+
# #here insert the loop with the model answers (for response in...)
|
286 |
+
# #this to imitate a cursor
|
287 |
+
# message_placeholder.markdown(full_response + "|")
|
288 |
+
|
289 |
+
# #add to history
|
290 |
+
# st.session_state.messages.append({'role': 'assistant', 'content': full_response})
|
291 |
+
|
292 |
+
|
293 |
+
|
294 |
+
##TODO: a button to delete history
|
295 |
+
# if prompt == 'Yes':
|
296 |
+
# bot.write("Great! Please describe the word you have in mind.")
|
297 |
+
# sent = st.chat_input('Description of your word')
|
298 |
+
|
299 |
+
|
300 |
+
# # adding the text that will show in the text box as default
|
301 |
+
# default_value = "Type the description of the word you have in mind!"
|
302 |
+
|
303 |
+
# sent = st.text_area("Text", default_value, height = 50)
|
304 |
+
# result = return_top_k(sent)
|
305 |
+
# result = ['animal', 'monster', 'creature', 'bird', 'cat', 'human', 'dog', 'spider', 'alien', 'meow']
|
306 |
+
# result = return_top_k(sent)
|
307 |
+
# result_print = dict(zip(range(1, 11), result))
|
308 |
+
|
309 |
+
# if st.button('Results'):
|
310 |
+
# st.write("Here are my guesses about your word:")
|
311 |
+
# st.write(result_print)
|
312 |
+
# elif st.button('Cue'):
|
313 |
+
# st.write(f'The first letter is {result[0][0]}.')
|
314 |
+
# letter_count = 1
|
315 |
+
# word_count = 0
|
316 |
+
# answer = st.text_area("Text", 'Does it help you remember the word? Type yes or no', height = 50)
|
317 |
+
# if answer == 'No':
|
318 |
+
# while answer == 'No':
|
319 |
+
# option = st.selectbox(
|
320 |
+
# 'What do you want to see?',
|
321 |
+
# ('Next letter', 'Next word', 'All words'))
|
322 |
+
# if option == 'Next letter':
|
323 |
+
# letter_count += 1
|
324 |
+
# st.write(f'The word starts with {result[word_count][:letter_count]}')
|
325 |
+
# elif option == 'Next word':
|
326 |
+
# letter_count = 1
|
327 |
+
# st.write(f'The next word starts with {result[word_count][:letter_count]}')
|
328 |
+
# word_count += 1
|
329 |
+
# else:
|
330 |
+
# st.write("Here are all my guesses about your word:")
|
331 |
+
# st.write(result_print)
|
332 |
+
# answer = st.selectbox(
|
333 |
+
# 'Does it help you remember the word??',
|
334 |
+
# ('Yes', 'No', 'Exit'))
|
335 |
+
# if answer == 'Exit':
|
336 |
+
# st.write("I am sorry I couldn't help you. See you next time!")
|
337 |
+
# break
|
338 |
+
# else:
|
339 |
+
# st.write("I am happy I could be of help!")
|
340 |
+
# else:
|
341 |
+
# st.write('Do you want to see my guesses or do you want a cue?')
|
342 |
+
|
343 |
+
|
344 |
+
#2
|
345 |
+
|
346 |
+
# option = st.selectbox(
|
347 |
+
# 'Do you want to see my guesses or do you want a cue?',
|
348 |
+
# ('Results', 'Cue'))
|
349 |
+
|
350 |
+
# st.write('You selected:', option)
|
351 |
+
|
352 |
+
# if option == 'Results':
|
353 |
+
# st.write("Here are my guesses about your word:")
|
354 |
+
# st.write(result_print)
|
355 |
+
# elif option == 'Cue':
|
356 |
+
# st.write(f'The first letter is {result[0][0]}.')
|
357 |
+
# letter_count = 1
|
358 |
+
# word_count = 0
|
359 |
+
# answer = st.selectbox(
|
360 |
+
# 'Does it help you remember the word??',
|
361 |
+
# ('Yes', 'No'))
|
362 |
+
# if answer == 'No':
|
363 |
+
# while answer == 'No':
|
364 |
+
# option = st.selectbox(
|
365 |
+
# 'What do you want to see?',
|
366 |
+
# ('Next letter', 'Next word', 'All words'))
|
367 |
+
# if option == 'Next letter':
|
368 |
+
# letter_count += 1
|
369 |
+
# st.write(f'The word starts with {result[word_count][:letter_count]}')
|
370 |
+
# elif option == 'Next word':
|
371 |
+
# letter_count = 1
|
372 |
+
# st.write(f'The next word starts with {result[word_count][:letter_count]}')
|
373 |
+
# word_count += 1
|
374 |
+
# else:
|
375 |
+
# st.write("Here are all my guesses about your word:")
|
376 |
+
# st.write(result_print)
|
377 |
+
# answer = st.selectbox(
|
378 |
+
# 'Does it help you remember the word??',
|
379 |
+
# ('Yes', 'No', 'Exit'))
|
380 |
+
# if answer == 'Exit':
|
381 |
+
# st.write("I am sorry I couldn't help you. See you next time!")
|
382 |
+
# break
|
383 |
+
# else:
|
384 |
+
# st.write("I am happy I could be of help!")
|
requirements.txt
ADDED
@@ -0,0 +1,6 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
1 |
+
numpy==1.23.5
|
2 |
+
peft==0.5.0
|
3 |
+
streamlit==1.26.0
|
4 |
+
torch==1.13.1
|
5 |
+
tqdm==4.64.1
|
6 |
+
transformers==4.33.2
|
simon.jpg
ADDED
![]() |