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import streamlit as st |
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import random |
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import re |
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from transformers import pipeline, set_seed |
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gpt2_pipe = pipeline('text-generation', model='Gustavosta/MagicPrompt-Stable-Diffusion', tokenizer='gpt2') |
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with open("examples.txt", "r") as f: |
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line = f.readlines() |
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def generate(starting_text): |
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seed = random.randint(100, 1000000) |
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set_seed(seed) |
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if starting_text == "": |
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starting_text: str = line[random.randrange(0, len(line))].replace("\n", "").lower().capitalize() |
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starting_text: str = re.sub(r"[,:\-β.!;?_]", '', starting_text) |
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response = gpt2_pipe(starting_text, max_length=(len(starting_text) + random.randint(60, 90)), num_return_sequences=4) |
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response_list = [] |
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for x in response: |
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resp = x['generated_text'].strip() |
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if resp != starting_text and len(resp) > (len(starting_text) + 4) and resp.endswith((":", "-", "β")) is False: |
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response_list.append(resp+'\n') |
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response_end = "\n".join(response_list) |
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response_end = re.sub('[^ ]+\.[^ ]+','', response_end) |
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response_end = response_end.replace("<", "").replace(">", "") |
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if response_end != "": |
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return response_end |
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st.title("Stable Diffusion Prompt Generator") |
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st.markdown("This is a web app for [this](https://huggingface.co/Gustavosta/MagicPrompt-Stable-Diffusion) model trained by Gustavosta for Stable Diffusion to create a Prompt from a few words. You can submit your own text or select from provided examples.") |
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starting_text = st.text_input(label="Initial Text", placeholder="Text here", value="") |
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if st.button("Generate"): |
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result = generate(starting_text) |
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st.write("<div style='background-color: #2E2E2E; padding: 10px;'>{}</div>".format("<br>".join(result.splitlines())), unsafe_allow_html=True) |
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examples = [] |
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for x in range(5): |
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examples.append(line[random.randrange(0, len(line))].replace("\n", "").lower().capitalize()) |
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st.write("") |
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st.write("<div style='text-align: center; font-weight: bold;'>Examples:</div>",unsafe_allow_html=True) |
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for example in examples: |
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st.write("<div style='background-color: #2E2E2E; padding: 10px; text-align: center;'>β’ {}</div>".format(example), unsafe_allow_html=True) |
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