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michailroussos
commited on
Commit
·
2ac2f15
1
Parent(s):
4b8149f
changed code to run with no GPU
Browse files- app.py +23 -34
- requirements.txt +4 -4
app.py
CHANGED
@@ -1,59 +1,47 @@
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import gradio as gr
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from unsloth import FastLanguageModel
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#
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max_seq_length = 2048
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dtype = None
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model_name_or_path = "michailroussos/model_llama_8d"
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# Load model
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model, tokenizer = FastLanguageModel.from_pretrained(
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model_name=model_name_or_path,
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max_seq_length=max_seq_length,
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dtype=dtype,
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load_in_4bit=True,
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)
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# Define the
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def respond(message, history, system_message, max_tokens, temperature, top_p):
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# Build the chat message history
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messages = [{"role": "system", "content": system_message}]
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for val in history:
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if val[0]:
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messages.append({"role": "user", "content": val[0]})
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if val[1]:
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messages.append({"role": "assistant", "content": val[1]})
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messages.append({"role": "user", "content": message})
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# Tokenize the input messages
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inputs = tokenizer.apply_chat_template(
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messages,
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tokenize=True,
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add_generation_prompt=True, # Required for generation
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return_tensors="pt",
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).to("cuda")
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text_streamer = TextStreamer(tokenizer, skip_prompt=True)
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# Generate the model's response
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response = ""
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temperature=temperature,
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top_p=top_p,
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):
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token = tokenizer.decode(output, skip_special_tokens=True)
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response += token
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yield response
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# Define the Gradio interface
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demo = gr.ChatInterface(
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respond,
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additional_inputs=[
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@@ -64,5 +52,6 @@ demo = gr.ChatInterface(
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],
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if __name__ == "__main__":
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demo.launch()
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import gradio as gr
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from unsloth import FastLanguageModel
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import torch
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# Set device to CPU
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device = torch.device("cpu")
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model_name_or_path = "michailroussos/model_llama_8d"
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max_seq_length = 2048
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dtype = None
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# Load the model on CPU
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model, tokenizer = FastLanguageModel.from_pretrained(
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model_name=model_name_or_path, # Your model path
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max_seq_length=max_seq_length,
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dtype=dtype,
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load_in_4bit=True,
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).to(device) # Make sure the model is on CPU
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# Enable native faster inference if possible
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FastLanguageModel.for_inference(model)
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# Define the inference function
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def respond(message, history, system_message, max_tokens, temperature, top_p):
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messages = [{"role": "system", "content": system_message}]
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for val in history:
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if val[0]:
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messages.append({"role": "user", "content": val[0]})
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if val[1]:
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messages.append({"role": "assistant", "content": val[1]})
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messages.append({"role": "user", "content": message})
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response = ""
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# Perform inference on CPU
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inputs = tokenizer.apply_chat_template(messages, tokenize=True, add_generation_prompt=True, return_tensors="pt").to(device)
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for message in model.generate(input_ids=inputs['input_ids'], streamer=None, max_new_tokens=max_tokens, temperature=temperature, top_p=top_p):
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token = message.choices[0].delta.content
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response += token
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yield response
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# Create Gradio interface
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demo = gr.ChatInterface(
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respond,
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additional_inputs=[
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],
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)
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# Launch Gradio app
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if __name__ == "__main__":
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demo.launch()
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requirements.txt
CHANGED
@@ -1,4 +1,4 @@
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unsloth
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transformers
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gradio
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bitsandbytes
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unsloth==2024.12.4
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transformers==4.47.0
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gradio==5.8.0
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bitsandbytes==0.45.0
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