All Questions
15 questions
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99
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DbScan from sklearn vs Dbscan from Rapids
I'm trying out the Rapids version of DbScan that works with GPUs.
I wrote a short code in Python that finds clusters in 3D random generated points, and when I was playing with the code, I realized ...
- 493
0
votes
1
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390
views
A way to use Nvidia Rapids in windows directly?
I would Like to know that is there a way to install Nvidia Rapids directly in windows 11 and use rather than using it with wsl2 or docker? Or is there a way to connect jupyter lab host to dataspell?
I ...
0
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0
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132
views
Dask Dataframe using memory from a single GPU instead of all available in the cluster
I have a script running on an EC2 instance that reads vector embeddings from s3 and dumps them into a list variable; from there, it creates a dask dataframe that will be used in a Dask KMeans ...
0
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143
views
std::bad_alloc: out_of_memory: CUDA error
I have this code:
import cudf
import cuml
import cupy as cp
from sklearn.datasets import make_classification
from sklearn.model_selection import train_test_split
from cuml.model_selection import ...
- 1
0
votes
1
answer
298
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cuML UserWarning: Scoring failed. The score on this train-test partition for these parameters will be set to nan
i am trying to train a RF regression using gridsearchcv. I change all file types to float32 and i still get these warnings that i'm not sure how to solve.
my code:
combined_df=cpd.concat([train_df,...
- 10.2k
1
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0
answers
542
views
Can I run the cuML RandomForestClassifier with a sklearn MultiOutputClassifier wrapper on a dataset for a multilabel classification task?
I am currently working on an Excel datasheet where I have rows with several features for which I want to predict multiple labels.
The features are either 0 or 1 because they describe whether ...
- 13
0
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1
answer
474
views
NVidia Rapids: Non-Euclidean metric in cuml UMAP
I am trying to use GPU (A100) to perform UMAP for speedup. I am facing problem as Euclidean metric does not seem to work for me at all but correlation/cosine are promising. However, the code I am ...
- 1,144
0
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1
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885
views
Why can't I install cuML on wsl?
Installing rapids and cuML is not working
I have Cuda installed (Cuda compilation tools, release 11.8, V11.8.89) in a Python 3.10.11 env in JN in VSC on wsl2 on a desktop running Windows 11, with the ...
1
vote
1
answer
256
views
RAPIDS cuML linear regression running slower than statsmodels.api equivalent?
This is my first time posting on here so my apologies if this is the wrong place to ask or if I'm missing info. Basically I have the following code for a linear regression model using statsmodels and ...
- 11
0
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0
answers
578
views
create conda enviroment with cuml and tensorflow-gpu dependencies got error
I try to create conda env with the following environment.yml file
name: myenv
channels:
- rapidsai
- conda-forge
- nvidia
dependencies:
- python=3.10
- cudf=23.04
- cuml=23.04
- cugraph=...
- 353
0
votes
0
answers
282
views
Latest version of RAPIDS cuML in Kaggle notebooks
First of all, I am fairly new to running models on GPU, so sorry in advance for stupid questions.
I use RAPIDS cuML to GPU-accelerate some algorithms, but I noticed I cannot use the latest version (23....
- 1
0
votes
1
answer
188
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Using Rapids with kmeans imputation in python
I was just wondering if anyone has been able to successfully use rapids with knn imputation. I know cuml.impute was avaliable perviously but is seems like it has not been removed. If anyone has a ...
0
votes
1
answer
249
views
How do I use RAPIDS on python if it is not working
Hi guys I am trying to acces gpu accelerated regression trees through cuml from rapids. However I can't seem to be able to download rapids as instructed> I am trying to dwonload through anaconds ...
0
votes
1
answer
606
views
How can I get cuML RandomForestClassifier leafs?
I'm new to cuML and I have a decision tree classifier using scikit learn. I would like to perform some hyperparameter search using the GPU, so I started looking cuML. There is no ...
- 195
1
vote
1
answer
3k
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RAPIDS, CUML on google colab
I'm installing RAPIDS on google colab pro but it takes a lot of time, last 2 instalations took over an hour instead of about 15 minutes as said during instalation "Starting the RAPIDS install on ...
- 61