Questions tagged [cuml]

19 questions
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How install cuML module?

I launched this command in my jupyter notebook pip install cuml and I have this error: ERROR: Could not find a version that satisfies the requirement cuml (from versions: none) ERROR: No matching distribution found for cuml How can I solve it? I'm…
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Installing cuML into Colab or Kaggle notebook

I wanted to install cuml package using this !pip install cuml. Although, this worked previously. However, it's not working right now and gives me the following outputs: Looking in indexes: https://pypi.org/simple,…
MarMarhoun
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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 something occurs in that row or not. The labels are also…
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Huge variance for RandomForestRegressor models

The experiment is the following: train a RFR with a 15k train rows get predictions on 8k test rows, save predictions as y_hat0 remove 1 random row from the training set and retrain the RFR save prediction for the newly trained model as…
Oleg
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How to install cuml in AWS EC2

i want to install the CUML in my notebook instance. I have tried conda create -n rapids-23.06 -c rapidsai -c conda-forge -c nvidia rapids=23.06 python=3.10 cudatoolkit=11.8 and docker pull rapidsai/rapidsai:cuda10.0-runtime-ubuntu16.04 docker run…
james kam
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1 answer

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 using below seems to produce only Euclidean metric…
Quiescent
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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 latest nvidia drivers. This is what nvidia-smi…
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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 cuml, and I expected the rapids version to be…
Resh
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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=23.04 - cuspatial=23.04 - cuxfilter=23.04 -…
raymond.mh.ng
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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 (23.2.0) in a Kaggle notebook. When importing cuML,…
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1 answer

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 suggestion that would be great. I tried using…
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can I use custom tokenizer using tf-idf vectorizer in cuml library?

I have tried to make tf-idf embeddings but my corpus isn't small. the amount I would use is about 300~500k and the max lenght of input I would set is 450. I got to know that I can deal with large sparse matrix by sklearn's HashingVectorizer but I…
Tae-su
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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 prompt in the working directory using the stated…
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1 answer

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 DecisionTreeClassifier in cuML, but it can be reproduced by using…
xerac
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Rapids CUML Random Forest Regression Model doesn't return the scoring function value

I used the code below to tune the model and search for the best combination using the grid search algorithm. However, the model does not evaluate and return the score value of each combination. I used the same thing with the SVM regressor model and…
MarMarhoun
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