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Fix dtype accessors of tasks/backbones #1486
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mattdangerw
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mattdangerw:dtype-policy-getters
Mar 6, 2024
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Original file line number | Diff line number | Diff line change |
---|---|---|
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@@ -178,6 +178,7 @@ def __init__( | |
"padding_mask": padding_mask_input, | ||
}, | ||
outputs=x, | ||
dtype=dtype, | ||
**kwargs, | ||
) | ||
|
||
|
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Original file line number | Diff line number | Diff line change |
---|---|---|
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@@ -159,6 +159,7 @@ def __init__( | |
"padding_mask": padding_mask_input, | ||
}, | ||
outputs=x, | ||
dtype=dtype, | ||
**kwargs, | ||
) | ||
|
||
|
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Original file line number | Diff line number | Diff line change |
---|---|---|
|
@@ -130,6 +130,7 @@ def __init__( | |
"padding_mask": padding_mask, | ||
}, | ||
outputs=sequence_output, | ||
dtype=dtype, | ||
**kwargs, | ||
) | ||
|
||
|
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Original file line number | Diff line number | Diff line change |
---|---|---|
|
@@ -146,6 +146,7 @@ def __init__( | |
"padding_mask": padding_mask_input, | ||
}, | ||
outputs=x, | ||
dtype=dtype, | ||
**kwargs, | ||
) | ||
|
||
|
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Original file line number | Diff line number | Diff line change |
---|---|---|
|
@@ -156,6 +156,7 @@ def __init__( | |
"padding_mask": padding_mask_input, | ||
}, | ||
outputs=x, | ||
dtype=dtype, | ||
**kwargs, | ||
) | ||
|
||
|
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Original file line number | Diff line number | Diff line change |
---|---|---|
|
@@ -184,6 +184,7 @@ def __init__( | |
"segment_ids": segment_id_input, | ||
}, | ||
outputs=output, | ||
dtype=dtype, | ||
**kwargs, | ||
) | ||
|
||
|
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Thanks for this fix, I have one comment about setting the dtype. if you would like to give it a look, I will appreciate it.
I think we should follow how
keras.layer
sets the dtype police.something like this:
I think that will be better user experience as whatever
dtype
works for layer should be expected to work for the backbone, and for keras3 for example,keras.src.dtype_policies.get(dtype)
covers more scenarios.also keras2 do some extra stuff after setting the dtype policy, it sets an attribute named
_compute_dtype_object
, I don't know its usage specifically, but it's used by a lot of functions in the class.There was a problem hiding this comment.
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The only thing with
keras.src.dtype_policies.get(dtype)
is we want to avoid private functionality. We only have one case where we are using that today, and it's much more self contained (lora standalone weight saving). I think the only case we are missing here is loading from a serialized dict, which we should not hit because we don't serialize this in the backbone config.We should probably add public
keras.dtype_policies.get
andkeras.dtype_policies.serailize
to core Keras for consistency with other things like initializers.For Keras 2 sounds good, let's switch to
self._set_dtype_policy(dtype)
. Less concern over non-exported functionality there Keras 2 is quite static.