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Delete app 2.py
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app 2.py
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"""
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RPG Room Generator App
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Sets the sampling parameters and provides minimal interface to the user
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https://huggingface.co/blog/how-to-generate
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"""
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import gradio as gr
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from gradio import inputs # allows easier doc lookup in Pycharm
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import transformers as tr
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MPATH = "./models/mdl_roomgen2"
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MODEL = tr.GPT2LMHeadModel.from_pretrained(MPATH)
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# ToDo: Will save tokenizer next time so can replace this with a load
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SPECIAL_TOKENS = {
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'eos_token': '<|EOS|>',
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'bos_token': '<|endoftext|>',
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'pad_token': '<pad>',
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'sep_token': '<|body|>'
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}
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TOK = tr.GPT2Tokenizer.from_pretrained("gpt2")
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TOK.add_special_tokens(SPECIAL_TOKENS)
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SAMPLING_OPTIONS = {
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"Reasonable":
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{
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"top_k": 25,
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"temperature": 50,
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"top_p": 60
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},
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"Odd":
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{
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"top_k": 50,
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"temperature": 75,
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"top_p": 90
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},
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"Insane":
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{
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"top_k": 300,
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"temperature": 100,
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"top_p": 85
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},
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}
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def generate_room(room_name, room_desc, max_length, sampling_method):
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"""
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Uses pretrained model to generate text for a dungeon room
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Returns: Room description text
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"""
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prompt = " ".join(
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[
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SPECIAL_TOKENS["bos_token"],
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room_name,
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SPECIAL_TOKENS["sep_token"],
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room_desc
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]
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)
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# Only want to skip the room name part
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to_skip = TOK.encode(" ".join([SPECIAL_TOKENS["bos_token"], room_name, SPECIAL_TOKENS["sep_token"]]),
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return_tensors="pt")
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ids = TOK.encode(prompt, return_tensors="pt")
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# Sample
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top_k = SAMPLING_OPTIONS[sampling_method]["top_k"]
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temperature = SAMPLING_OPTIONS[sampling_method]["temperature"] / 100.
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top_p = SAMPLING_OPTIONS[sampling_method]["top_p"] / 100.
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output = MODEL.generate(
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ids,
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max_length=max_length,
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do_sample=True,
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top_k=top_k,
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temperature=temperature,
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top_p=top_p
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)
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output = TOK.decode(output[0][to_skip.shape[1]:], clean_up_tokenization_spaces=True).replace(" ", " ")
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# Slice off last partial sentence
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last_period = output.rfind(".")
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if last_period > 0:
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output = output[:last_period+1]
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return output
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if __name__ == "__main__":
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iface = gr.Interface(
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title="RPG Room Generator",
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fn=generate_room,
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inputs=[
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inputs.Textbox(lines=1, label="Room Name"),
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inputs.Textbox(lines=3, label="Start of Room Description (Optional)", default=""),
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inputs.Slider(minimum=50, maximum=250, default=200, label="Length"),
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inputs.Radio(choices=list(SAMPLING_OPTIONS.keys()), default="Odd", label="Craziness"),
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],
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outputs="text",
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layout="horizontal",
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allow_flagging="never",
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theme="dark",
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)
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app, local_url, share_url = iface.launch()
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