Comments (4)
Yeah, specify n2v = Node2Vec(keep_walks=True)
in the node2vec object, then you have access to them in the object after fitting with n2v.walks
from nodevectors.
Thank you, and is there a way if generating the walk without fitting the model? This would speed up the process even more, is there an easy way to do this?
from nodevectors.
You can do it from the CSRGraph object directly, but that returns the node IDs rather than the node names (even if node names are integers, the IDs aren't necessarily the same). So you'd have to map it back, here's a sketch of how to do it, taken from the Node2Vec
fit method:
import csrgraph as cg
G = cg.csrgraph(INPUT_DATA)
walks = G.random_walks()
# Make into dataframe to map ID to names
walks = pd.DataFrame(walks)
# mapping dict node ID -> node name
node_dict = dict(zip(np.arange(len(G.names)), G.names))
for col in walks.columns:
walks[col] = walks[col].map(node_dict).astype(str)
from nodevectors.
Thank you! This is a good workaround. Appreciate your time
from nodevectors.
Related Issues (20)
- Embedding a VERY LARGE graph, upcoming? HOT 2
- When saving large graph, creating a temporary folder will cause the system disk resources to be exhausted. HOT 1
- Issue with gensim 4.0.0+ HOT 3
- node2vec uses CBOW instead of skip-gram HOT 4
- Setting value of seed to make Node2vec embedding repeatable. HOT 1
- Print training progression (node2vec)? HOT 1
- Continue fitting process HOT 2
- Has node2vec implementation been updated to use skip-gram as default? HOT 3
- About painting HOT 1
- defining random state or seed option parameters HOT 3
- Why is generating walks so slow with non-default parameters? HOT 3
- word2vec parameters changed HOT 3
- Problem with underlying Word2vec HOT 1
- G.mat got an asymmetric sparse matrix
- ProNE option: "inconsistent shapes" error
- Node2Vec:About the return_weight and neighbor_weight
- ProNE multithread HOT 1
- NetworkX 3.0 remove adj_matrix in version HOT 1
- Old parameter shows up in Word2Vec call
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