[BYORTL][Verilator] update ops and add MobileNet #7972
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Thanks @vegaluisjose . just want to make sure that the mobile net simulation won't cost a long time to finish. otherwise it would be still good to have unit test models that can finish in a reasonable amount of time. We can move mobile net tests to nightly category later once we support nightlies |
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Thank you @vegaluisjose the changes LGTM. To alleviate @tqchen 's concerns can you comment on how long the simulations take on MobileNet? We're only simulating bias_add on a small RTL design so I presume the runtime won't be as long as some of the other TSIM tests on full VTA designs offloading entire conv2ds but let's make sure we keep tabs on runtime. Thanks! |
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It takes about the same time as running the pure software version. |
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I tested the two tests on my local machine, |
tmoreau89
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Thanks @vegaluisjose ; I left a nit that would be best to address if you have the bandwidth.
| predictions = np.squeeze(res) | ||
| prediction = np.argmax(predictions) | ||
| # 387 is the elephant | ||
| tvm.testing.assert_allclose(prediction, 387, rtol=1e-5, atol=1e-5) |
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In this case can't we just assert that prediction is equal to 387?
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Weird, it looks like we got a CI error, but probably unrelated to the changes. Could you re-trigger @vegaluisjose ? |
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Thank you @vegaluisjose the PR has been merged. |
* update * update vta submodule * cpp fmt * python fmt * skip if tflite is not available * fmt * change assertion * update comment
* update * update vta submodule * cpp fmt * python fmt * skip if tflite is not available * fmt * change assertion * update comment
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The following PR adds support to test end-to-end(sw/hw) MobileNet using the Verilator backend. This is build upon this commit.
@tmoreau89