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D-X-Y
2020-10-13 00:06:31 +11:00
parent 45ce442058
commit c7a54fd08b
4 changed files with 27 additions and 19 deletions
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docs/NAS-Bench-201.md
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@@ -68,17 +68,18 @@ api.show(2)
# show the mean loss and accuracy of an architecture
info = api.query_meta_info_by_index(1) # This is an instance of `ArchResults`
res_metrics = info.get_metrics('cifar10', 'train') # This is a dict with metric names as keys
cost_metrics = info.get_comput_costs('cifar100') # This is a dict with metric names as keys, e.g., flops, params, latency
cost_metrics = info.get_compute_costs('cifar100') # This is a dict with metric names as keys, e.g., flops, params, latency
# get the detailed information
results = api.query_by_index(1, 'cifar100') # a dict of all trials for 1st net on cifar100, where the key is the seed
print ('There are {:} trials for this architecture [{:}] on cifar100'.format(len(results), api[1]))
print ('Latency : {:}'.format(results[0].get_latency()))
print ('Train Info : {:}'.format(results[0].get_train()))
print ('Valid Info : {:}'.format(results[0].get_eval('x-valid')))
print ('Test Info : {:}'.format(results[0].get_eval('x-test')))
# for the metric after a specific epoch
print ('Train Info [10-th epoch] : {:}'.format(results[0].get_train(10)))
for seed, result in results.items():
print ('Latency : {:}'.format(result.get_latency()))
print ('Train Info : {:}'.format(result.get_train()))
print ('Valid Info : {:}'.format(result.get_eval('x-valid')))
print ('Test Info : {:}'.format(result.get_eval('x-test')))
# for the metric after a specific epoch
print ('Train Info [10-th epoch] : {:}'.format(result.get_train(10)))
```
4. Query the index of an architecture by string