Closed fcollman closed 1 year ago
I was trying to fit a system which I designed to have a 3 dimensional latent space and got this error, trying to use n_components=3
--------------------------------------------------------------------------- ValueError Traceback (most recent call last) /var/folders/kx/xq42kw197c5_qw6kxgnr4nkr0000gq/T/ipykernel_27590/822647098.py in <module> 3 model = Rastermap(n_components=3, n_X=30, nPC=200, init='pca') 4 ----> 5 embedding=model.fit_transform(Wtotal) /opt/anaconda3/envs/caveclient/lib/python3.9/site-packages/rastermap/mapping.py in fit_transform(self, X, u) 588 Embedding of the training data in low-dimensional space. 589 """ --> 590 self.fit(X, u) 591 return self.embedding 592 /opt/anaconda3/envs/caveclient/lib/python3.9/site-packages/rastermap/mapping.py in fit(self, X, u, v, s) 768 # now sort in X 769 print(time.time() - t0) --> 770 isort1, iclustup = self._map(self.u, self.n_components, self.n_X, xid, s) 771 self.isort = isort1 772 self.embedding = iclustup /opt/anaconda3/envs/caveclient/lib/python3.9/site-packages/rastermap/mapping.py in _map(self, X, dims, nclust, xid, SALL) 880 self.embedding0 = iclustup 881 else: --> 882 iclustup, cmax = upsample(np.sqrt(cmap), dims, nclust, 10) 883 isort = np.argsort(iclustup[:,0]) 884 self.cmap = cmap /opt/anaconda3/envs/caveclient/lib/python3.9/site-packages/rastermap/mapping.py in upsample(cmap, dims, nclust, upsamp) 285 cmax = np.amax(upC, axis=1) + mu 286 dxs = M1[:, xid] --> 287 xs = (iclust + dxs[1::-1, :])/nclust 288 #xs = xs%1. 289 xs = xs.T ValueError: operands could not be broadcast together with shapes (3,200) (2,200)
Rastermap used to support 2 components, but now it's only a 1-dimensional embedding algorithm, so n_components=1 always (it is no longer a parameter)
I was trying to fit a system which I designed to have a 3 dimensional latent space and got this error, trying to use n_components=3