NVIDIA RAPIDS 24.10 NetworkX and UMAP and cuDF-Pandas NEWS DETAIL

RAPIDS v24.10 Product Information This product is a networking product designed for enterprise and data center networking.

• NetworkX (GA)

• Polars GPU ()

• UMAP GPU

• cuDF is a networking product designed for enterprise and data center networking.

• GPU GitHub CI

• RAPIDS Python 3.12 and NumPy 2.x supports

NetworkX 

NetworkX is a networking product designed for enterprise and data center networking. Product Information 。

NetworkX is a networking product designed for enterprise and data center networking.

Product Information NX_CUGRAPH_AUTOCONFIG True is a networking product designed for enterprise and data center networking.

%env NX_CURGAPH_AUTOCONFIG=True   import pandas as pd import networkx as nx   url = "https://data.rapids.ai/cugraph/datasets/cit-Patents.csv" df = pd.read_csv(url, sep=" ", names=["src", "dst"], dtype="int32") G = nx.from_pandas_edgelist(df, source="src", target="dst")   %time result = nx.betweenness_centrality(G, k=10)

betweenness is a networking product designed for enterprise and data center networking.

Product Information Product Information cuGraph NetworkX, Product Information This product is a networking product designed for enterprise and data center networking.

Polars ()

9, cuDF providessupports Polars GPU is a networking product designed for enterprise and data center networking.

Polars Lazy API built, Polars GPU, `engineProduct Informationcollect`。

import polars as pl   df = pl.LazyFrame({"a": [1.242, 1.535]}) q = df.select(pl.col("a").round(1)) result = q.collect(engine="gpu")

Details, NVIDIA and Polars orD Polars GPU supports This product is a networking product designed for enterprise and data center networking. Google Colab notebook This product is a networking product designed for enterprise and data center networking.

UMAP GPU 

v24.10 is a networking product designed for enterprise and data center networking. Product Information CPU is a storage product designed for storage networks.

Product Information nnd_n_clusters 1 (), () data_on_host=True Product Information fit or fit_transformThis product is a networking product designed for enterprise and data center networking.

from cuml.manifold import UMAP import numpy as np   # Generate synthetic data using numpy (random float32 matrix) X = np.random.rand(n_samples, n_features).astype(np.float32)   # UMAP parameters num_clusters = 4  # Number of clusters for NN Descent batching, 1 means no clustering data_on_host = True  # Whether the data is stored on the host (CPU)   # UMAP model configuration reducer = UMAP(     n_neighbors=10,     min_dist=0.01,     build_algo="nn_descent",     build_kwds={"nnd_n_clusters": num_clusters}, )   # Fit and transform the data embeddings = reducer.fit_transform(X, data_on_host=data_on_host)

n_clusters is a networking product designed for enterprise and data center networking.

cuDF pandas 

Product Information 

cuDF is a networking product designed for enterprise and data center networking. isinstance cuDF is a networking product designed for enterprise and data center networking.

v24.10 is a networking product designed for enterprise and data center networking.

%load_ext cudf.pandas import pandas as pd import numpy as np   arr = pd.Series([1, 2, 3]).values # now returns a true numpy array isinstance(arr, np.ndarray) # returns True

NumPy is a networking product designed for enterprise and data center networking.

Product Information 

cuDF is a networking product designed for enterprise and data center networking.

Arrow is a networking product designed for enterprise and data center networking.

GPU GitHub CI

GPU is a networking product designed for enterprise and data center networking. scikit-learn team Product Information RAPIDS deployment This product is a networking product designed for enterprise and data center networking.

GitHub Actions supports GPU runs GitHub is a NVIDIA networking product designed for enterprise and data center networking.

GPU is a networking product designed for enterprise and data center networking. Product Information This product is a networking product designed for enterprise and data center networking.

GPU is a NVIDIA networking product designed for enterprise and data center networking.

Product Information runs-on runners is a networking product designed for enterprise and data center networking.

name: GitHub Actions GPU Demo run-name: ${{ github.actor }} is testing out GPU GitHub Actions on: [push] jobs:   gpu-workflow:     runs-on: linux-nvidia-gpu     steps:       - name: Check GPU is available         run: nvidia-smi

GitHub Actions GPU, RAPIDS deployment GPU is a networking product designed for enterprise and data center networking.

scikit-learn is a networking product designed for enterprise and data center networking. Product Information This product is a networking product designed for enterprise and data center networking.

RAPIDS 

24.10 is a networking product designed for enterprise and data center networking.