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chenpangpang
transformers
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9709ab11
Unverified
Commit
9709ab11
authored
Sep 13, 2023
by
Maria Khalusova
Committed by
GitHub
Sep 13, 2023
Browse files
[docs] last hidden state vs hidden_states[-1] (#26142)
* last hidden state clarification * feedback addressed
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docs/source/en/main_classes/output.md
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9709ab11
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@@ -40,6 +40,13 @@ an optional `attentions` attribute. Here we have the `loss` since we passed alon
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@@ -40,6 +40,13 @@ an optional `attentions` attribute. Here we have the `loss` since we passed alon
`hidden_states`
and
`attentions`
because we didn't pass
`output_hidden_states=True`
or
`hidden_states`
and
`attentions`
because we didn't pass
`output_hidden_states=True`
or
`output_attentions=True`
.
`output_attentions=True`
.
<Tip>
When passing
`output_hidden_states=True`
you may expect the
`outputs.hidden_states[-1]`
to match
`outputs.last_hidden_states`
exactly.
However, this is not always the case. Some models apply normalization or subsequent process to the last hidden state when it's returned.
</Tip>
You can access each attribute as you would usually do, and if that attribute has not been returned by the model, you
You can access each attribute as you would usually do, and if that attribute has not been returned by the model, you
will get
`None`
. Here for instance
`outputs.loss`
is the loss computed by the model, and
`outputs.attentions`
is
will get
`None`
. Here for instance
`outputs.loss`
is the loss computed by the model, and
`outputs.attentions`
is
`None`
.
`None`
.
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