Constant fold initializer for DQ node #23366
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| // Dequantize initializer using ORT ConstantFolding optimizer for dq node if initializer has specific(? TBD) data type. | ||
| // This feature is required by some NPU's. | ||
| // "0": disable. ORT doesn't constant fold the DQ node. [DEFAULT] |
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| // Dequantize initializer using ORT ConstantFolding optimizer for dq node if initializer has specific(? TBD) data type. | |
| // This feature is required by some NPU's. | |
| // "0": disable. ORT doesn't constant fold the DQ node. [DEFAULT] | |
| // Dequantize initializer using ORT ConstantFolding optimizer for dq node if initializer has specific(? TBD) data type. | |
| // This feature is required by some NPU's. | |
| // "0": disable. ORT doesn't constant fold the DQ node. [DEFAULT] |
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| false /*skip_dequantize_linear*/, | ||
| false /*dequantize_initializer_for_dequantize_linear*/, | ||
| empty_config_options), |
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| false /*skip_dequantize_linear*/, | |
| false /*dequantize_initializer_for_dequantize_linear*/, | |
| empty_config_options), | |
| false /*skip_dequantize_linear*/, | |
| false /*dequantize_initializer_for_dequantize_linear*/, | |
| empty_config_options), |
|
In the selection of DQ nodes to constant fold, how can user/EP specify which data type of initializers to be considered? |
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Some NPUs require weights/initializers to be in FP32, FP16, INT8, UINT8 and INT4 if consumed by Q/DQ nodes.
In other words, ORT needs to dequantize "specific data type" initializers to FP32 for them.
This PR leverages ORT ConstantFolding optimizer to dequantize initializer for DQ node if the initializer has a specific data type.