YukiKurosawaDev commited on
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887ee40
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1 Parent(s): d8309bf

Create app.py

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  1. app.py +101 -0
app.py ADDED
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+ from transformers import AutoModel, AutoTokenizer
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+ import gradio as gr
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+ import mdtex2html
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+
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+ tokenizer = AutoTokenizer.from_pretrained("THUDM/chatglm-6b", trust_remote_code=True)
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+ model = AutoModel.from_pretrained("THUDM/chatglm-6b", trust_remote_code=True).half().cuda()
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+ model = model.eval()
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+
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+ """Override Chatbot.postprocess"""
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+
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+
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+ def postprocess(self, y):
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+ if y is None:
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+ return []
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+ for i, (message, response) in enumerate(y):
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+ y[i] = (
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+ None if message is None else mdtex2html.convert((message)),
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+ None if response is None else mdtex2html.convert(response),
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+ )
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+ return y
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+
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+
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+ gr.Chatbot.postprocess = postprocess
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+
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+
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+ def parse_text(text):
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+ """copy from https://github.com/GaiZhenbiao/ChuanhuChatGPT/"""
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+ lines = text.split("\n")
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+ lines = [line for line in lines if line != ""]
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+ count = 0
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+ for i, line in enumerate(lines):
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+ if "```" in line:
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+ count += 1
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+ items = line.split('`')
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+ if count % 2 == 1:
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+ lines[i] = f'<pre><code class="language-{items[-1]}">'
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+ else:
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+ lines[i] = f'<br></code></pre>'
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+ else:
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+ if i > 0:
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+ if count % 2 == 1:
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+ line = line.replace("`", "\`")
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+ line = line.replace("<", "&lt;")
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+ line = line.replace(">", "&gt;")
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+ line = line.replace(" ", "&nbsp;")
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+ line = line.replace("*", "&ast;")
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+ line = line.replace("_", "&lowbar;")
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+ line = line.replace("-", "&#45;")
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+ line = line.replace(".", "&#46;")
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+ line = line.replace("!", "&#33;")
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+ line = line.replace("(", "&#40;")
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+ line = line.replace(")", "&#41;")
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+ line = line.replace("$", "&#36;")
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+ lines[i] = "<br>"+line
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+ text = "".join(lines)
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+ return text
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+
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+
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+ def predict(input, chatbot, max_length, top_p, temperature, history):
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+ chatbot.append((parse_text(input), ""))
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+ for response, history in model.stream_chat(tokenizer, input, history, max_length=max_length, top_p=top_p,
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+ temperature=temperature):
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+ chatbot[-1] = (parse_text(input), parse_text(response))
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+
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+ yield chatbot, history
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+
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+
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+ def reset_user_input():
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+ return gr.update(value='')
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+
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+
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+ def reset_state():
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+ return [], []
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+
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+
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+ with gr.Blocks() as demo:
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+ gr.HTML("""<h1 align="center">ChatGLM</h1>""")
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+
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+ chatbot = gr.Chatbot()
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+ with gr.Row():
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+ with gr.Column(scale=4):
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+ with gr.Column(scale=12):
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+ user_input = gr.Textbox(show_label=False, placeholder="Input...", lines=10).style(
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+ container=False)
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+ with gr.Column(min_width=32, scale=1):
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+ submitBtn = gr.Button("Submit", variant="primary")
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+ with gr.Column(scale=1):
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+ emptyBtn = gr.Button("Clear History")
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+ max_length = gr.Slider(0, 4096, value=2048, step=1.0, label="Maximum length", interactive=True)
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+ top_p = gr.Slider(0, 1, value=0.7, step=0.01, label="Top P", interactive=True)
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+ temperature = gr.Slider(0, 1, value=0.95, step=0.01, label="Temperature", interactive=True)
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+
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+ history = gr.State([])
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+
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+ submitBtn.click(predict, [user_input, chatbot, max_length, top_p, temperature, history], [chatbot, history],
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+ show_progress=True)
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+ submitBtn.click(reset_user_input, [], [user_input])
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+
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+ emptyBtn.click(reset_state, outputs=[chatbot, history], show_progress=True)
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+
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+ demo.queue().launch(share=False, inbrowser=True)