michaeltangz commited on
Commit ·
078e579
1
Parent(s): 8f2a46b
refactor app.py to move flash attention installation into a try-except block; ensure proper fallback to sdpa if installation fails
Browse files
app.py
CHANGED
|
@@ -8,19 +8,30 @@ import scipy.io.wavfile
|
|
| 8 |
import time
|
| 9 |
import numpy as np
|
| 10 |
from transformers import AutoModelForSpeechSeq2Seq, AutoProcessor, WhisperTokenizer, pipeline
|
| 11 |
-
import subprocess
|
| 12 |
-
subprocess.run(
|
| 13 |
-
"pip install flash-attn --no-build-isolation",
|
| 14 |
-
env={"FLASH_ATTENTION_SKIP_CUDA_BUILD": "TRUE"},
|
| 15 |
-
shell=True,
|
| 16 |
-
)
|
| 17 |
|
| 18 |
device = "cuda" if torch.cuda.is_available() else "cpu"
|
| 19 |
torch_dtype = torch.float16
|
| 20 |
MODEL_NAME = "openai/whisper-large-v3-turbo"
|
| 21 |
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 22 |
model = AutoModelForSpeechSeq2Seq.from_pretrained(
|
| 23 |
-
MODEL_NAME,
|
|
|
|
|
|
|
|
|
|
|
|
|
| 24 |
)
|
| 25 |
model.to(device)
|
| 26 |
|
|
|
|
| 8 |
import time
|
| 9 |
import numpy as np
|
| 10 |
from transformers import AutoModelForSpeechSeq2Seq, AutoProcessor, WhisperTokenizer, pipeline
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 11 |
|
| 12 |
device = "cuda" if torch.cuda.is_available() else "cpu"
|
| 13 |
torch_dtype = torch.float16
|
| 14 |
MODEL_NAME = "openai/whisper-large-v3-turbo"
|
| 15 |
|
| 16 |
+
# Try to use flash attention, fall back to sdpa if not available
|
| 17 |
+
try:
|
| 18 |
+
import subprocess
|
| 19 |
+
subprocess.run(
|
| 20 |
+
"pip install flash-attn --no-build-isolation",
|
| 21 |
+
env={"FLASH_ATTENTION_SKIP_CUDA_BUILD": "TRUE"},
|
| 22 |
+
shell=True,
|
| 23 |
+
)
|
| 24 |
+
from flash_attn import flash_attn_func
|
| 25 |
+
attn_implementation = "flash_attention_2"
|
| 26 |
+
except Exception:
|
| 27 |
+
attn_implementation = "sdpa" # Use PyTorch's scaled dot product attention
|
| 28 |
+
|
| 29 |
model = AutoModelForSpeechSeq2Seq.from_pretrained(
|
| 30 |
+
MODEL_NAME,
|
| 31 |
+
torch_dtype=torch_dtype,
|
| 32 |
+
low_cpu_mem_usage=True,
|
| 33 |
+
use_safetensors=True,
|
| 34 |
+
attn_implementation=attn_implementation
|
| 35 |
)
|
| 36 |
model.to(device)
|
| 37 |
|