updated handler to return audio base64 strings
Browse files- __pycache__/handler.cpython-310.pyc +0 -0
- handler.py +8 -3
- test.py +6 -11
__pycache__/handler.cpython-310.pyc
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Binary files a/__pycache__/handler.cpython-310.pyc and b/__pycache__/handler.cpython-310.pyc differ
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handler.py
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@@ -3,6 +3,7 @@ from scipy.io import wavfile
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from transformers import AutoProcessor, MusicgenForConditionalGeneration
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import torch
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import io
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def create_params(params, fr):
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# default
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@@ -37,7 +38,7 @@ class EndpointHandler:
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self.model = MusicgenForConditionalGeneration.from_pretrained(path, torch_dtype=torch.float16)
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self.model.to('cuda')
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def __call__(self, data: Dict[str, Any]) ->
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"""
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Args:
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data (:dict:):
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@@ -60,7 +61,7 @@ class EndpointHandler:
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with torch.cuda.amp.autocast():
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outputs = self.model.generate(**inputs, **params)
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pred = outputs[0].cpu().numpy()
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sr = 32000
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try:
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@@ -76,7 +77,11 @@ class EndpointHandler:
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# Convert BytesIO to bytes
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wav_data = wav_buffer.getvalue()
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-
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if __name__ == "__main__":
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from transformers import AutoProcessor, MusicgenForConditionalGeneration
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import torch
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import io
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import base64
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def create_params(params, fr):
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# default
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self.model = MusicgenForConditionalGeneration.from_pretrained(path, torch_dtype=torch.float16)
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self.model.to('cuda')
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def __call__(self, data: Dict[str, Any]) -> List[Dict[str, Any]]:
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"""
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Args:
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data (:dict:):
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with torch.cuda.amp.autocast():
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outputs = self.model.generate(**inputs, **params)
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pred = outputs[0].cpu().numpy()
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sr = 32000
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try:
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# Convert BytesIO to bytes
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wav_data = wav_buffer.getvalue()
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# Convert the WAV binary data to Base64
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base64_encoded_wav = base64.b64encode(wav_data).decode('utf-8')
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return [{"audio": base64_encoded_wav, "sr": sr}]
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if __name__ == "__main__":
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test.py
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@@ -1,17 +1,12 @@
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from handler import EndpointHandler
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# init handler
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-
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-
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# test the handler
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non_holiday_pred=my_handler(non_holiday_payload)
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-
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# show results
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print("done")
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print(
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# non_holiday_pred [{'label': 'joy', 'score': 0.9985942244529724}]
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# holiday_payload [{'label': 'happy', 'score': 1}]
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from handler import EndpointHandler
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# init handler
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print('init handler')
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my_handler = EndpointHandler(path=".")
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p = {"inputs": "I am quite excited how this will turn out", "duration": 2}
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print('calling handler')
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pred=my_handler(p)
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print("done")
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print(pred)
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