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#2
by
0xBreath
- opened
- handler.py +7 -3
handler.py
CHANGED
@@ -2,7 +2,6 @@ from typing import Dict, List, Any
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import torch
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from transformers import pipeline, AutoTokenizer, AutoModelForCausalLM
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import logging
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logger = logging.getLogger(__name__)
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class EndpointHandler:
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@@ -11,9 +10,14 @@ class EndpointHandler:
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self.model = AutoModelForCausalLM.from_pretrained(path, device_map="auto", load_in_8bit=True)
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self.tokenizer = AutoTokenizer.from_pretrained(path)
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self.pipe = pipeline("text-generation", self.model, self.tokenizer)
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def __call__(self, data: Dict[str, Any]) -> Dict[str, str]:
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logger.info("CALL DATA:", data)
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# process input
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inputs = data.pop("inputs", data)
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@@ -25,6 +29,6 @@ class EndpointHandler:
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output = self.pipe(inputs)
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response = output[0]['generated_text'][-1]
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logger.info("RESPONSE:", response)
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return {"generated_text": response}
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import torch
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from transformers import pipeline, AutoTokenizer, AutoModelForCausalLM
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import logging
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class EndpointHandler:
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self.model = AutoModelForCausalLM.from_pretrained(path, device_map="auto", load_in_8bit=True)
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self.tokenizer = AutoTokenizer.from_pretrained(path)
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self.pipe = pipeline("text-generation", self.model, self.tokenizer)
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logging.basicConfig(
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level=logging.INFO,
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format='%(asctime)s - %(name)s - %(levelname)s - %(message)s'
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)
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self.logger = logging.getLogger(__name__)
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def __call__(self, data: Dict[str, Any]) -> Dict[str, str]:
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self.logger.info("CALL DATA:", data)
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# process input
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inputs = data.pop("inputs", data)
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output = self.pipe(inputs)
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response = output[0]['generated_text'][-1]
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self.logger.info("RESPONSE:", response)
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return {"generated_text": response}
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