X-Git-Url: https://fleuret.org/cgi-bin/gitweb/gitweb.cgi?p=pysvrt.git;a=blobdiff_plain;f=svrtset.py;h=54c4dec2efd560810be6ea9e76a5b60c82b162c7;hp=ecbaa68b992b81c20ba6a2874a4a74152e78566e;hb=HEAD;hpb=a500b3545f6eb25c480e945f2e12786933c92423 diff --git a/svrtset.py b/svrtset.py index ecbaa68..54c4dec 100755 --- a/svrtset.py +++ b/svrtset.py @@ -111,11 +111,21 @@ class CompressedVignetteSet: acc = 0.0 acc_sq = 0.0 + usage = resource.getrusage(resource.RUSAGE_SELF).ru_maxrss for b in range(0, self.nb_batches): target = torch.LongTensor(self.batch_size).bernoulli_(0.5) input = svrt.generate_vignettes(problem_number, target) - acc += float(input.sum()) / input.numel() - acc_sq += float((input * input).sum()) / input.numel() + + # FIXME input_as_float should not be necessary but there + # are weird memory leaks going on, which do not seem to be + # my fault + if b == 0: + input_as_float = input.float() + else: + input_as_float.copy_(input) + acc += input_as_float.sum() / input.numel() + acc_sq += input_as_float.pow(2).sum() / input.numel() + self.targets.append(target) self.input_storages.append(svrt.compress(input.storage())) if logger is not None: logger(self.nb_batches * self.batch_size, b * self.batch_size) @@ -125,6 +135,10 @@ class CompressedVignetteSet: print('Memory leak?!') raise + mem = (resource.getrusage(resource.RUSAGE_SELF).ru_maxrss - usage) * 1024 + print('Using {:.02f}Gb total {:.02f}b / samples' + .format(mem / (1024 * 1024 * 1024), mem / self.nb_samples)) + self.mean = acc / self.nb_batches self.std = sqrt(acc_sq / self.nb_batches - self.mean * self.mean)