X-Git-Url: https://fleuret.org/cgi-bin/gitweb/gitweb.cgi?a=blobdiff_plain;f=eingather.py;h=588aacb4242069abec6754843b7826a962fd9b98;hb=37fd56743b4f7f6ef83a554595374054191b5d90;hp=f8b3e8970cceccb3cf8ff3719683afef837e1341;hpb=a73bd6c3dd237c7bc4f1feccf71b23a81f71bcb0;p=pytorch.git diff --git a/eingather.py b/eingather.py index f8b3e89..588aacb 100755 --- a/eingather.py +++ b/eingather.py @@ -15,52 +15,41 @@ def eingather(op, src, *indexes): s_indexes = re.findall("\(([^)]*)\)", s_src) s_src = re.sub("\([^)]*\)", "_", s_src) - shape = tuple(src.size(s_src.index(v)) for v in s_dst) - - idx = [] - n_index = 0 - - for i in range(src.dim()): - v = s_src[i] - if v == "_": - index, s_index = indexes[n_index], s_indexes[n_index] - n_index += 1 - - sub_idx = [] - - for i in range(index.dim()): - v = s_index[i] + all_sizes = tuple(d for s in ( src, ) + indexes for d in s.size()) + s_all = "".join([s_src] + s_indexes) + shape = tuple(all_sizes[s_all.index(v)] for v in s_dst) + + def do(x,s_x): + idx = [] + n_index = 0 + + for i in range(x.dim()): + v = s_x[i] + if v == "_": + idx.append(do(indexes[n_index], s_indexes[n_index])) + n_index += 1 + else: j = s_dst.index(v) a = ( - torch.arange(index.size(i)) + torch.arange(x.size(i)) .reshape((1,) * j + (-1,) + (1,) * (len(s_dst) - j - 1)) .expand(shape) ) - sub_idx.append(a) - - index = index[sub_idx] - idx.append(index) - else: - j = s_dst.index(v) - a = ( - torch.arange(src.size(i)) - .reshape((1,) * j + (-1,) + (1,) * (len(s_dst) - j - 1)) - .expand(shape) - ) - idx.append(a) + idx.append(a) - return src[idx] + return x[idx] + return do(src,s_src) ####################### -src = torch.rand(3, 5, 7, 11, 13) -index1 = torch.randint(src.size(2), (src.size(4), src.size(1), src.size(4))) +src = torch.rand(3, 5, 7, 11) +index1 = torch.randint(src.size(2), (src.size(3), src.size(1), src.size(3))) index2 = torch.randint(src.size(3), (src.size(1),)) # I want result[a, c, e] = src[c, a, index1[e, a, e], index2[a], e] -result = eingather("ca(eae)(a)e -> ace", src, index1, index2) +result = eingather("ca(eae)(a) -> ace", src, index1, index2) # Check @@ -69,6 +58,6 @@ error = 0 for a in range(result.size(0)): for c in range(result.size(1)): for e in range(result.size(2)): - error += (result[a, c, e] - src[c, a, index1[e, a, e], index2[a], e]).abs() + error += (result[a, c, e] - src[c, a, index1[e, a, e], index2[a]]).abs() print(error.item())