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[COLLAGE][BYOC][ADRENO] Integrate byoc preprocess in collage and benchmark #17512

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[COLLAGE][BYOC][ADRENO] Integrate byoc preprocess in collage and benchmark #17512

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Commits on Nov 11, 2024

  1. Integrate byoc preprocess in collage and benchmark (apache#26) 

    Integrate implicit call of BYOC preprocessing module into collage tunning module
and enable benchmark script for adreno targets.

Benchmark results:

**Networks                     | OpenCL texture | OpenCLML  | Collage**
resnet-18-float32        | 0.010584622      | 0.00720695 | 0.007289728
resnet-18-float16        | 0.007052029      | 0.0045642   | 0.004857585
resnet-34-float32        | 0.016259185      | 0.01242092 | 0.013071063
resnet-34-float16        | 0.011350326      | 0.0073473   | 0.00796802
resnet-50-float32        | 0.019188419      | 0.02085548 | 0.018910226
resnet-50-float16        | 0.01338978        | 0.01199576 | 0.011089206
densenet-121-float32 | 0.025430062      | 0.01798478 | 0.013212844
densenet-121-float16 | 0.012384599      | 0.01101491 | 0.008722716
inception_v3-float32   | 0.040408253      | 0.02229727 | 0.022636675
inception_v3-float16   | 0.029910533      | 0.01368941 | 0.014519823
mobilenet-float32       | 0.004093148      | 0.00367917 | 0.003189258
mobilenet-float16       | 0.00280268        | 0.00244494 | 0.002101514

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Co-authored-by: krishnaraj36 <[email protected]>
    @srkreddy1238 @krishnaraj36
    srkreddy1238 and krishnaraj36 committed Nov 11, 2024
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