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Hey Everyone


reduced to a small snippet
` from fastai.vision.all import *
from fastai.distributed import *
from clearml import Task
from fastai.callback.tensorboard import TensorBoardCallback
from wwf.vision.timm import timm_learner

task = Task.init(project_name='LIOR_TEST', auto_connect_arg_parser={'rank': False})
path = untar_data(URLs.PETS)

size = 460
batch_size = 32

dblock = DataBlock(blocks=(ImageBlock, CategoryBlock),
get_items=get_image_files,
get_y=lambda x: 'cat' if x.name[0].isupper() else 'dog',
item_tfms=Resize(size),
batch_tfms=aug_transforms(size=size))

dls = dblock.dataloaders(path, batch_size=batch_size)

learn = timm_learner(dls, 'tf_efficientnet_b3', metrics=[accuracy, Precision(average='micro'), Recall(average='micro')])
learn = learn.to_fp16()

with learn.distrib_ctx(sync_bn=False):
learn.fine_tune(300, 1e-3, cbs=[TensorBoardCallback(trace_model=False)]) `

  
  
Posted 2 years ago
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0 Answers
2 years ago
one year ago