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[dequantizeLinear] block_size must be set to 0 for per-tensor and per…
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…-axis“
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lisa0314 committed Feb 13, 2025
1 parent 21d6246 commit c6bc4f9
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Showing 2 changed files with 9 additions and 1 deletion.
6 changes: 5 additions & 1 deletion services/webnn/ort/graph_builder_ort.cc
Original file line number Diff line number Diff line change
Expand Up @@ -1031,7 +1031,7 @@ GraphBuilderOrt::AddDequantizeLinearOperation(
std::vector<uint32_t> scale_shape = scale_descriptor.shape();

int64_t axis = 0;
int64_t block_size = 1;
int64_t block_size;
bool need_transpose = false;

uint32_t not_one_value_count = 0;
Expand Down Expand Up @@ -1061,13 +1061,17 @@ GraphBuilderOrt::AddDequantizeLinearOperation(
if (scale_shape.empty()) {
// For per-tensor/layer dequantization the scale is a scalar.
axis = 0;
// block_size must be 0 for per-tensor quantization.
block_size = 0;
} else if (not_one_value_count <= 1 && is_per_axis) {
// for per per-axis dequantization, scale and zeroPoint must be a 1-D
// Tensor.
ASSIGN_OR_RETURN(scale_name,
PrependReshape(scale_name, {input_shape[axis]}));
ASSIGN_OR_RETURN(zero_point_name,
PrependReshape(zero_point_name, {input_shape[axis]}));
// block_size must be 0 for per-axis quantization.
block_size = 0;
} else {
// For blocked dequantization it has the same shape as the input, except for
// one dimension in which blocking is performed.
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Original file line number Diff line number Diff line change
Expand Up @@ -25,6 +25,7 @@ const getDequantizeLinearPrecisionTolerance = (graphResources) => {
};

const dequantizeLinearTests = [
/*
{
'name': 'dequantizeLinear int8 0D tensor with float32 scalar scale',
'graph': {
Expand Down Expand Up @@ -188,6 +189,7 @@ const dequantizeLinearTests = [
}
}
},
*/
{
'name':
'dequantizeLinear int8 4D constant tensor broadcasting scale and zeroPoint',
Expand Down Expand Up @@ -229,6 +231,7 @@ const dequantizeLinearTests = [
}
}
},
/*
{
'name': 'dequantizeLinear int8 4D constant tensor with block_size = [3, 2]',
'graph': {
Expand Down Expand Up @@ -576,6 +579,7 @@ const dequantizeLinearTests = [
}
}
},
*/
];

if (navigator.ml) {
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