ThomasBlumet
commited on
Commit
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c19f2a6
1
Parent(s):
b0e2427
change model
Browse files
app.py
CHANGED
@@ -10,6 +10,7 @@ logger = logging.get_logger("transformers")
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model_name = "openai-community/gpt2" #"openai-community/gpt2" or "TheBloke/Mistral-7B-Instruct-v0.1-GPTQ" or "TheBloke/Llama-2-7B-Chat-GGML" or "TheBloke/zephyr-7B-beta-GPTQ"
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tokenizer = AutoTokenizer.from_pretrained(model_name)#,use_fast=True
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model = AutoModelForCausalLM.from_pretrained(model_name)#,device_map="auto",trust_remote_code=False,revision="main")
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#transfer model on GPU
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#model.to("cuda")
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@@ -18,8 +19,9 @@ model = AutoModelForCausalLM.from_pretrained(model_name)#,device_map="auto",trus
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#@spaces.GPU(duration=60)
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def generate_text(input_text):
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input_ids = tokenizer.encode(input_text, return_tensors="pt")#.to("cuda")
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output = model.generate(input_ids, max_new_tokens=512, top_k=50, top_p=0.95, temperature=0.7, do_sample=True)# attention_mask=attention_mask, max_length=100, num_return_sequences=1, no_repeat_ngram_size=2, top_k=50, top_p=0.95, temperature=0.7, do_sample=True)
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return tokenizer.decode(output[0])
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# Example of disabling Exllama backend (if applicable in your configuration)
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model_name = "openai-community/gpt2" #"openai-community/gpt2" or "TheBloke/Mistral-7B-Instruct-v0.1-GPTQ" or "TheBloke/Llama-2-7B-Chat-GGML" or "TheBloke/zephyr-7B-beta-GPTQ"
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tokenizer = AutoTokenizer.from_pretrained(model_name)#,use_fast=True
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model = AutoModelForCausalLM.from_pretrained(model_name)#,device_map="auto",trust_remote_code=False,revision="main")
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tokenizer.pad_token_id = tokenizer.eos_token_id
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#transfer model on GPU
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#model.to("cuda")
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#@spaces.GPU(duration=60)
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def generate_text(input_text):
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input_ids = tokenizer.encode(input_text, return_tensors="pt")#.to("cuda")
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attention_mask = input_ids.ne(tokenizer.pad_token_id).long()
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#output = model.generate(input_ids, max_new_tokens=512, top_k=50, top_p=0.95, temperature=0.7, do_sample=True)# attention_mask=attention_mask, max_length=100, num_return_sequences=1, no_repeat_ngram_size=2, top_k=50, top_p=0.95, temperature=0.7, do_sample=True)
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output = model.generate(input_ids, attention_mask=attention_mask, max_length=100, num_return_sequences=1, no_repeat_ngram_size=2, top_k=50, top_p=0.95, temperature=0.7, do_sample=True)
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return tokenizer.decode(output[0])
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# Example of disabling Exllama backend (if applicable in your configuration)
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