[TOPI] bitserial_conv2d move to autotvm template and updates - #2819
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Please request reviewers |
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@eqy @ZihengJiang, please review |
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| policy='candidate', candidate=[ | ||
| [n, oh, ow, co, vh, vw, kh, kw, ci_o, kb, ib, vc, ci_i], | ||
| [n, oh, ow, co, vh, vw, kw, kh, ci_o, kb, ib, vc, ci_i],]) | ||
| cfg.add_flop(2 * N * OH * OW * CO * CI * 8 * KH * KW) |
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Does the automatic flop calculation in #2776 work for this?
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Sadly no :( it gives an error about multiple output in the compute.
| re_axes = cfg.define_reorder("reorder_0", | ||
| [n, oh, ow, co, vh, vw, kh, kw, kb, ib, vc, ci], | ||
| policy='interval_all', interval=(3, 7)) | ||
| cfg.add_flop(2 * N * OH * OW * CO * CI * 8 * KH * KW) |
| re_axes = cfg.define_reorder("reorder_0", | ||
| [n, co, oh, ow, vc, vh, vw, kh, kw, kb, ib, ci], | ||
| policy='interval_all', interval=(6, 11)) | ||
| cfg.add_flop(2 * N * OH * OW * CO * CI * 8 * KH * KW) |
| verify_bitserial_conv2d_nhwc(1, in_size, ic, oc, k, stride, pad, 1, 1, False) | ||
| verify_bitserial_conv2d_nhwc(1, in_size, ic, oc, k, stride, pad, 2, 1, False) | ||
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| verify_bitserial_conv2d_nhwc(1, in_size, ic, oc, k, stride, pad, 1, 1, True) |
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Is it possible to add a correctness check here for random or precomputed inputs? It looks like generate_quantized_np is no longer used.
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Added, but it will only run on an arm device.
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@ajtulloch @vinx13 please also help review the PR if you have time. @cowanmeg please try to rebase and fix the CI problem |
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Updates to arm_cpu and x86 bitserial_conv2d operators