arthur-stackadoc-com
commited on
Commit
•
83b1cb8
1
Parent(s):
ada0c23
added handler
Browse files- call_handler.py +14 -0
- handler.py +24 -0
call_handler.py
ADDED
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from handler import EndpointHandler
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# init handler
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my_handler = EndpointHandler(path=".")
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# prepare sample payload
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non_holiday_payload = {"inputs": "I am quite excited how this will turn out", }
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holiday_payload = {"inputs": "Today is a though day"}
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# test the handler
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non_holiday_pred=my_handler(non_holiday_payload)
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# show results
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print("holiday_payload", holiday_payload)
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handler.py
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from typing import Dict, List, Any
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from transformers import ClapModel, ClapProcessor
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import gc
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class EndpointHandler:
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def __init__(self, path=""):
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model_name = "laion/larger_clap_general"
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self.model = ClapModel.from_pretrained(model_name)
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self.processor = ClapProcessor.from_pretrained(model_name)
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def __call__(self, data: Dict[str, Any]) -> List[Dict[str, Any]]:
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"""
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data args:
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inputs (:obj: `str`)
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date (:obj: `str`)
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Return:
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A :obj:`list` | `dict`: will be serialized and returned
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"""
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print(type(data))
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query = data['inputs']
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text_inputs = self.processor(text=query, return_tensors="pt")
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text_embed = self.model.get_text_features(**text_inputs)[0]
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gc.collect()
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return text_embed
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