Read the equation
In DeepseekV3ForSequenceClassification.forward, this statement returns the displayed result. The addition or subtraction updates the named state or combines residual contributions. The input shapes and the order in the surrounding forward path must be preserved.
Terms & definitions
The recovered passage does not supply a separate symbol table. Read the source context for the notation used in this version; familiar letters may carry different meanings in other builds.
How it works
Read the displayed expression together with the surrounding source statement; it is retained as an expression rather than silently completed into an equality.
Substitute the source-defined variables or recorded values and follow the displayed arithmetic and indexing exactly.
Use this version’s variable definitions and update order. The same symbol may be assigned a different meaning in another build.
Assumptions & limits
Source recovery establishes that the expression appears in this record. Its mathematical validity, implementation behavior, and interpretation must be assessed separately. See the linked source and research notes for the checks available for this version.
Original context
Read the surrounding source passage
loss = loss_fct(pooled_logits, labels)
if not return_dict:
output = (pooled_logits, ) + transformer_outputs[1:]
return ((loss, ) + output) if loss is not None else output
return SequenceClassifierOutputWithPast(
loss=loss,Exact original notation
return ((loss, ) + output) if loss is not None else output
Related builds
Sources & provenance
return ((loss, ) + output) if loss is not None else output
return ((loss,) + output) if loss is not None else output