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name: 'image-embedding-resnet'
operators:
-
name: '_start_op'
function: '_start_op'
init_args:
inputs:
-
df: '_start_df'
name: 'img_path'
col: 0
outputs:
-
df: 'image'
iter_info:
type: map
-
name: 'embedding_model'
function: 'towhee/resnet-image-embedding' # same as 'resnet50-image-embedding', default user is towhee
tag: 'main' # optional
init_args:
model_name: 'resnet50'
inputs:
-
df: 'image'
name: 'img_path'
col: 0
outputs:
-
df: 'embedding'
iter_info:
type: map
-
name: '_end_op'
function: '_end_op'
init_args:
inputs:
-
df: 'embedding'
name: 'feature_vector'
col: 0
outputs:
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df: '_end_df'
iter_info:
type: map
dataframes:
-
name: '_start_df'
columns:
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name: 'img_path'
vtype: 'str'
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name: 'image'
columns:
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name: 'img_path'
vtype: 'str'
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name: 'embedding'
columns:
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name: 'feature_vector'
vtype: 'numpy.ndarray'
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name: '_end_df'
columns:
-
name: 'feature_vector'
vtype: 'numpy.ndarray'