huz-relay commited on
Commit
775ab9d
1 Parent(s): c9ec56e

Add handler.py

Browse files
Files changed (4) hide show
  1. Pipfile +14 -0
  2. Pipfile.lock +802 -0
  3. __pycache__/handler.cpython-312.pyc +0 -0
  4. handler.py +31 -0
Pipfile ADDED
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+ [[source]]
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+ url = "https://pypi.org/simple"
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+ verify_ssl = true
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+ name = "pypi"
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+
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+ [packages]
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+ transformers = "*"
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+ pillow = "*"
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+ torch = "*"
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+
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+ [dev-packages]
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+
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+ [requires]
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+ python_version = "3.12"
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+ ],
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+ "markers": "python_full_version >= '3.8.0'",
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+ },
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+ ],
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+ },
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+ ],
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+ "markers": "python_full_version >= '3.8.0'",
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+ },
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+ },
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+ ],
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+ }
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+ }
__pycache__/handler.cpython-312.pyc ADDED
Binary file (1.59 kB). View file
 
handler.py ADDED
@@ -0,0 +1,31 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ from typing import Any, Dict, List
2
+ from transformers import Idefics2Processor, Idefics2Model
3
+
4
+
5
+ class EndpointHandler:
6
+ def __init__(self, path=""):
7
+ # Preload all the elements you are going to need at inference.
8
+ self.processor = Idefics2Processor.from_pretrained(path)
9
+ self.model = Idefics2Model.from_pretrained(path)
10
+
11
+ def __call__(self, data: Dict[str, Any]) -> List[Dict[str, Any]]:
12
+ """
13
+ data args:
14
+ inputs (:obj: `str` | `PIL.Image` | `np.array`)
15
+ kwargs
16
+ Return:
17
+ A :obj:`list` | `dict`: will be serialized and returned
18
+ """
19
+ image = data.pop("inputs", data)
20
+
21
+ # process image
22
+ output = self.processor(images=image, return_tensors="pt")
23
+ generated_ids = self.model.generate(**output)
24
+
25
+ # run prediction
26
+ generated_text = self.processor.batch_decode(
27
+ generated_ids, skip_special_tokens=True
28
+ )
29
+
30
+ # decode output
31
+ print(generated_text)