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rapidsai_public_repos/cuml/cpp/test/sg/experimental/fil
rapidsai_public_repos/cuml/cpp/test/sg/experimental/fil/raft_proto/buffer.cpp
/* * Copyright (c) 2023, NVIDIA CORPORATION. * * Licensed under the Apache License, Version 2.0 (the "License"); * you may not use this file except in compliance with the License. * You may obtain a copy of the License at * * http://www.apache.org/licenses/LICENSE-2.0 * * Unless required by applicable law ...
0
rapidsai_public_repos/cuml/cpp/test/sg/experimental/fil
rapidsai_public_repos/cuml/cpp/test/sg/experimental/fil/raft_proto/buffer.cu
/* * Copyright (c) 2023, NVIDIA CORPORATION. * * Licensed under the Apache License, Version 2.0 (the "License"); * you may not use this file except in compliance with the License. * You may obtain a copy of the License at * * http://www.apache.org/licenses/LICENSE-2.0 * * Unless required by applicable law ...
0
rapidsai_public_repos/cuml/cpp/test/sg
rapidsai_public_repos/cuml/cpp/test/sg/genetic/node_test.cpp
/* * Copyright (c) 2020-2022, NVIDIA CORPORATION. * * Licensed under the Apache License, Version 2.0 (the "License"); * you may not use this file except in compliance with the License. * You may obtain a copy of the License at * * http://www.apache.org/licenses/LICENSE-2.0 * * Unless required by applicable...
0
rapidsai_public_repos/cuml/cpp/test/sg
rapidsai_public_repos/cuml/cpp/test/sg/genetic/param_test.cu
/* * Copyright (c) 2020-2022, NVIDIA CORPORATION. * * Licensed under the Apache License, Version 2.0 (the "License"); * you may not use this file except in compliance with the License. * You may obtain a copy of the License at * * http://www.apache.org/licenses/LICENSE-2.0 * * Unless required by applicable...
0
rapidsai_public_repos/cuml/cpp/test/sg
rapidsai_public_repos/cuml/cpp/test/sg/genetic/program_test.cu
/* * Copyright (c) 2021-2022, NVIDIA CORPORATION. * * Licensed under the Apache License, Version 2.0 (the "License"); * you may not use this file except in compliance with the License. * You may obtain a copy of the License at * * http://www.apache.org/licenses/LICENSE-2.0 * * Unless required by applicable...
0
rapidsai_public_repos/cuml/cpp/test/sg
rapidsai_public_repos/cuml/cpp/test/sg/genetic/evolution_test.cu
/* * Copyright (c) 2021-2022, NVIDIA CORPORATION. * * Licensed under the Apache License, Version 2.0 (the "License"); * you may not use this file except in compliance with the License. * You may obtain a copy of the License at * * http://www.apache.org/licenses/LICENSE-2.0 * * Unless required by applicable...
0
rapidsai_public_repos/cuml/cpp/test
rapidsai_public_repos/cuml/cpp/test/c_api/knn_api_test.c
/* * Copyright (c) 2021, NVIDIA CORPORATION. * * Licensed under the Apache License, Version 2.0 (the "License"); * you may not use this file except in compliance with the License. * You may obtain a copy of the License at * * http://www.apache.org/licenses/LICENSE-2.0 * * Unless required by applicable law ...
0
rapidsai_public_repos/cuml/cpp/test
rapidsai_public_repos/cuml/cpp/test/c_api/svm_api_test.c
/* * Copyright (c) 2021, NVIDIA CORPORATION. * * Licensed under the Apache License, Version 2.0 (the "License"); * you may not use this file except in compliance with the License. * You may obtain a copy of the License at * * http://www.apache.org/licenses/LICENSE-2.0 * * Unless required by applicable law ...
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rapidsai_public_repos/cuml/cpp/test
rapidsai_public_repos/cuml/cpp/test/c_api/README.md
# C-API Test Folder The purpose of this folder and CMake target is to verify it's possible to build an executable/library using the C-API. Since the C-API is compiled using C++ and `extern "C"`, this verifies there are no additional oversights that would prevent users from consuming the C-API. For example, including a...
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rapidsai_public_repos/cuml/cpp/test
rapidsai_public_repos/cuml/cpp/test/c_api/glm_api_test.c
/* * Copyright (c) 2021, NVIDIA CORPORATION. * * Licensed under the Apache License, Version 2.0 (the "License"); * you may not use this file except in compliance with the License. * You may obtain a copy of the License at * * http://www.apache.org/licenses/LICENSE-2.0 * * Unless required by applicable law ...
0
rapidsai_public_repos/cuml/cpp/test
rapidsai_public_repos/cuml/cpp/test/c_api/dbscan_api_test.c
/* * Copyright (c) 2021, NVIDIA CORPORATION. * * Licensed under the Apache License, Version 2.0 (the "License"); * you may not use this file except in compliance with the License. * You may obtain a copy of the License at * * http://www.apache.org/licenses/LICENSE-2.0 * * Unless required by applicable law ...
0
rapidsai_public_repos/cuml/cpp/test
rapidsai_public_repos/cuml/cpp/test/c_api/holtwinters_api_test.c
/* * Copyright (c) 2021, NVIDIA CORPORATION. * * Licensed under the Apache License, Version 2.0 (the "License"); * you may not use this file except in compliance with the License. * You may obtain a copy of the License at * * http://www.apache.org/licenses/LICENSE-2.0 * * Unless required by applicable law ...
0
rapidsai_public_repos/cuml/cpp/test
rapidsai_public_repos/cuml/cpp/test/mg/knn_classify.cu
/* * Copyright (c) 2020-2022, NVIDIA CORPORATION. * * Licensed under the Apache License, Version 2.0 (the "License"); * you may not use this file except in compliance with the License. * You may obtain a copy of the License at * * http://www.apache.org/licenses/LICENSE-2.0 * * Unless required by applicable...
0
rapidsai_public_repos/cuml/cpp/test
rapidsai_public_repos/cuml/cpp/test/mg/knn_test_helper.cuh
/* * Copyright (c) 2020-2022, NVIDIA CORPORATION. * * Licensed under the Apache License, Version 2.0 (the "License"); * you may not use this file except in compliance with the License. * You may obtain a copy of the License at * * http://www.apache.org/licenses/LICENSE-2.0 * * Unless required by applicable...
0
rapidsai_public_repos/cuml/cpp/test
rapidsai_public_repos/cuml/cpp/test/mg/test_opg_utils.h
/* * Copyright (c) 2019-2022, NVIDIA CORPORATION. * * Licensed under the Apache License, Version 2.0 (the "License"); * you may not use this file except in compliance with the License. * You may obtain a copy of the License at * * http://www.apache.org/licenses/LICENSE-2.0 * * Unless required by applicable...
0
rapidsai_public_repos/cuml/cpp/test
rapidsai_public_repos/cuml/cpp/test/mg/knn_regress.cu
/* * Copyright (c) 2020-2022, NVIDIA CORPORATION. * * Licensed under the Apache License, Version 2.0 (the "License"); * you may not use this file except in compliance with the License. * You may obtain a copy of the License at * * http://www.apache.org/licenses/LICENSE-2.0 * * Unless required by applicable...
0
rapidsai_public_repos/cuml/cpp/test
rapidsai_public_repos/cuml/cpp/test/mg/knn.cu
/* * Copyright (c) 2020-2022, NVIDIA CORPORATION. * * Licensed under the Apache License, Version 2.0 (the "License"); * you may not use this file except in compliance with the License. * You may obtain a copy of the License at * * http://www.apache.org/licenses/LICENSE-2.0 * * Unless required by applicable...
0
rapidsai_public_repos/cuml/cpp/test
rapidsai_public_repos/cuml/cpp/test/mg/pca.cu
/* * Copyright (c) 2020-2023, NVIDIA CORPORATION. * * Licensed under the Apache License, Version 2.0 (the "License"); * you may not use this file except in compliance with the License. * You may obtain a copy of the License at * * http://www.apache.org/licenses/LICENSE-2.0 * * Unless required by applicable...
0
rapidsai_public_repos/cuml/cpp/test
rapidsai_public_repos/cuml/cpp/test/mg/kmeans_test.cu
/* * Copyright (c) 2022, NVIDIA CORPORATION. * * Licensed under the Apache License, Version 2.0 (the "License"); * you may not use this file except in compliance with the License. * You may obtain a copy of the License at * * http://www.apache.org/licenses/LICENSE-2.0 * * Unless required by applicable law ...
0
rapidsai_public_repos/cuml/cpp/test
rapidsai_public_repos/cuml/cpp/test/mg/main.cu
/* * Copyright (c) 2019-2021, NVIDIA CORPORATION. * * Licensed under the Apache License, Version 2.0 (the "License"); * you may not use this file except in compliance with the License. * You may obtain a copy of the License at * * http://www.apache.org/licenses/LICENSE-2.0 * * Unless required by applicable...
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rapidsai_public_repos/cuml/cpp
rapidsai_public_repos/cuml/cpp/examples/CMakeLists.txt
# # Copyright (c) 2019-2021, NVIDIA CORPORATION. # # Licensed under the Apache License, Version 2.0 (the "License"); # you may not use this file except in compliance with the License. # You may obtain a copy of the License at # # http://www.apache.org/licenses/LICENSE-2.0 # # Unless required by applicable law or ag...
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rapidsai_public_repos/cuml/cpp/examples
rapidsai_public_repos/cuml/cpp/examples/symreg/prepare_input.py
# Copyright (c) 2021, NVIDIA CORPORATION. # # Licensed under the Apache License, Version 2.0 (the "License"); # you may not use this file except in compliance with the License. # You may obtain a copy of the License at # # http://www.apache.org/licenses/LICENSE-2.0 # # Unless required by applicable law or agreed to...
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rapidsai_public_repos/cuml/cpp/examples
rapidsai_public_repos/cuml/cpp/examples/symreg/CMakeLists_standalone.txt
# # Copyright (c) 2021-2022, NVIDIA CORPORATION. # # Licensed under the Apache License, Version 2.0 (the "License"); # you may not use this file except in compliance with the License. # You may obtain a copy of the License at # # http://www.apache.org/licenses/LICENSE-2.0 # # Unless required by applicable law or ag...
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rapidsai_public_repos/cuml/cpp/examples
rapidsai_public_repos/cuml/cpp/examples/symreg/CMakeLists.txt
#============================================================================= # Copyright (c) 2021, NVIDIA CORPORATION. # # Licensed under the Apache License, Version 2.0 (the "License"); # you may not use this file except in compliance with the License. # You may obtain a copy of the License at # # http://www.apa...
0
rapidsai_public_repos/cuml/cpp/examples
rapidsai_public_repos/cuml/cpp/examples/symreg/README.md
# symbolic regression This subfolder contains an example on how perform symbolic regression in cuML (from C++) There are two `CMakeLists.txt` in this folder: 1. `CMakeLists.txt` (default) which is included when building cuML 2. `CMakeLists_standalone.txt` as an example for a stand alone project linking to `libcuml.so`...
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rapidsai_public_repos/cuml/cpp/examples
rapidsai_public_repos/cuml/cpp/examples/symreg/symreg_example.cpp
/* * Copyright (c) 2021-2023, NVIDIA CORPORATION. * * Licensed under the Apache License, Version 2.0 (the "License"); * you may not use this file except in compliance with the License. * You may obtain a copy of the License at * * http://www.apache.org/licenses/LICENSE-2.0 * * Unless required by applicable...
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rapidsai_public_repos/cuml/cpp/examples
rapidsai_public_repos/cuml/cpp/examples/dbscan/CMakeLists_standalone.txt
# # Copyright (c) 2019-2022, NVIDIA CORPORATION. # # Licensed under the Apache License, Version 2.0 (the "License"); # you may not use this file except in compliance with the License. # You may obtain a copy of the License at # # http://www.apache.org/licenses/LICENSE-2.0 # # Unless required by applicable law or ag...
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rapidsai_public_repos/cuml/cpp/examples
rapidsai_public_repos/cuml/cpp/examples/dbscan/CMakeLists.txt
#============================================================================= # Copyright (c) 2019-2021, NVIDIA CORPORATION. # # Licensed under the Apache License, Version 2.0 (the "License"); # you may not use this file except in compliance with the License. # You may obtain a copy of the License at # # http://ww...
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rapidsai_public_repos/cuml/cpp/examples
rapidsai_public_repos/cuml/cpp/examples/dbscan/README.md
# DBSCAN This example code demonstrates use of C++ API of cuML DBSCAN. It requires `libcuml.so` in order to build. ## Build The example can be build either as part of cuML or can also be build as a standalone. Two separate `CMakeLists.txt` files are provided for these two cases. 1. `CMakeLists.txt` - To be used when...
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rapidsai_public_repos/cuml/cpp/examples
rapidsai_public_repos/cuml/cpp/examples/dbscan/dbscan_example.cpp
/* * Copyright (c) 2019-2023, NVIDIA CORPORATION. * * Licensed under the Apache License, Version 2.0 (the "License"); * you may not use this file except in compliance with the License. * You may obtain a copy of the License at * * http://www.apache.org/licenses/LICENSE-2.0 * * Unless required by applicable...
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rapidsai_public_repos/cuml/cpp/examples
rapidsai_public_repos/cuml/cpp/examples/dbscan/gen_dataset.py
#!/usr/bin/python3 # # Copyright (c) 2019, NVIDIA CORPORATION. # # Licensed under the Apache License, Version 2.0 (the "License"); # you may not use this file except in compliance with the License. # You may obtain a copy of the License at # # http://www.apache.org/licenses/LICENSE-2.0 # # Unless required by applic...
0
rapidsai_public_repos/cuml/cpp/examples
rapidsai_public_repos/cuml/cpp/examples/kmeans/prepare_input.py
#!/usr/bin/env python3 # # Copyright 2017-2018 H2O.ai, Inc. # Copyright (c) 2019, NVIDIA CORPORATION. # # Licensed under the Apache License, Version 2.0 (the "License"); # you may not use this file except in compliance with the License. # You may obtain a copy of the License at # # http://www.apache.org/licenses/LI...
0
rapidsai_public_repos/cuml/cpp/examples
rapidsai_public_repos/cuml/cpp/examples/kmeans/CMakeLists_standalone.txt
# # Copyright (c) 2019-2022, NVIDIA CORPORATION. # # Licensed under the Apache License, Version 2.0 (the "License"); # you may not use this file except in compliance with the License. # You may obtain a copy of the License at # # http://www.apache.org/licenses/LICENSE-2.0 # # Unless required by applicable law or ag...
0
rapidsai_public_repos/cuml/cpp/examples
rapidsai_public_repos/cuml/cpp/examples/kmeans/CMakeLists.txt
#============================================================================= # Copyright (c) 2019-2021, NVIDIA CORPORATION. # # Licensed under the Apache License, Version 2.0 (the "License"); # you may not use this file except in compliance with the License. # You may obtain a copy of the License at # # http://ww...
0
rapidsai_public_repos/cuml/cpp/examples
rapidsai_public_repos/cuml/cpp/examples/kmeans/README.md
# kmeans This subfolder contains an example on how to use cuML kmeans from C++ application There are two `CMakeLists.txt` in this folder: 1. `CMakeLists.txt` (default) which is included when building cuML 2. `CMakeLists_standalone.txt` as an example for a stand alone project linking to `libcuml.so` ## Build `kmeans_ex...
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rapidsai_public_repos/cuml/cpp/examples
rapidsai_public_repos/cuml/cpp/examples/kmeans/kmeans_example.cpp
/* * Copyright (c) 2019-2022, NVIDIA CORPORATION. * * Licensed under the Apache License, Version 2.0 (the "License"); * you may not use this file except in compliance with the License. * You may obtain a copy of the License at * * http://www.apache.org/licenses/LICENSE-2.0 * * Unless required by applicable...
0
rapidsai_public_repos/cuml
rapidsai_public_repos/cuml/notebooks/target_encoder_walkthrough.ipynb
import os GPU_id = '0,1,2,3' os.environ['CUDA_VISIBLE_DEVICES'] = GPU_id num_gpus = len(GPU_id.split(','))import warnings warnings.filterwarnings("ignore") import numpy as np import cudf as gd import cupy as cp from cuml.preprocessing.LabelEncoder import LabelEncoder from cuml.preprocessing.TargetEncoder import Target...
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rapidsai_public_repos/cuml
rapidsai_public_repos/cuml/notebooks/linear_regression_demo.ipynb
import cudf from cuml import make_regression, train_test_split from cuml.linear_model import LinearRegression as cuLinearRegression from cuml.metrics.regression import r2_score from sklearn.linear_model import LinearRegression as skLinearRegressionn_samples = 2**20 #If you are running on a GPU with less than 16GB RAM, ...
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rapidsai_public_repos/cuml
rapidsai_public_repos/cuml/notebooks/kmeans_mnmg_demo.ipynb
from cuml.dask.cluster.kmeans import KMeans as cuKMeans from cuml.dask.common import to_dask_df from cuml.dask.datasets import make_blobs from cuml.metrics import adjusted_rand_score from dask.distributed import Client, wait from dask_cuda import LocalCUDACluster from dask_ml.cluster import KMeans as skKMeans import cu...
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rapidsai_public_repos/cuml
rapidsai_public_repos/cuml/notebooks/README.md
# cuML Notebooks ## Intro These notebooks provide examples of how to use cuML. These notebooks are designed to be self-contained with the `runtime` version of the [RAPIDS Docker Container](https://hub.docker.com/r/rapidsai/rapidsai/) and [RAPIDS Nightly Docker Containers](https://hub.docker.com/r/rapidsai/rapidsai-nig...
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rapidsai_public_repos/cuml
rapidsai_public_repos/cuml/notebooks/nearest_neighbors_demo.ipynb
import cudf import numpy as np from cuml.datasets import make_blobs from cuml.neighbors import NearestNeighbors as cuNearestNeighbors from sklearn.neighbors import NearestNeighbors as skNearestNeighborsn_samples = 2**17 n_features = 40 n_query = 2**13 n_neighbors = 4 random_state = 0%%time device_data, _ = make_blobs(...
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rapidsai_public_repos/cuml
rapidsai_public_repos/cuml/notebooks/kmeans_demo.ipynb
import cudf import cupy import matplotlib.pyplot as plt from cuml.cluster import KMeans as cuKMeans from cuml.datasets import make_blobs from sklearn.cluster import KMeans as skKMeans from sklearn.metrics import adjusted_rand_score %matplotlib inlinen_samples = 100000 n_features = 25 n_clusters = 8 random_state = 0de...
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rapidsai_public_repos/cuml
rapidsai_public_repos/cuml/notebooks/random_forest_demo.ipynb
import cudf import numpy as np import pandas as pd import pickle from cuml.ensemble import RandomForestClassifier as curfc from cuml.metrics import accuracy_score from sklearn.ensemble import RandomForestClassifier as skrfc from sklearn.datasets import make_classification from sklearn.model_selection import train_tes...
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rapidsai_public_repos/cuml
rapidsai_public_repos/cuml/notebooks/random_forest_mnmg_demo.ipynb
import numpy as np import sklearn import pandas as pd import cudf import cuml from sklearn import model_selection from cuml import datasets from cuml.metrics import accuracy_score from cuml.dask.common import utils as dask_utils from dask.distributed import Client, wait from dask_cuda import LocalCUDACluster import ...
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rapidsai_public_repos/cuml
rapidsai_public_repos/cuml/notebooks/forest_inference_demo.ipynb
import cupy import os from cuml.testing.utils import array_equal from cuml.internals.import_utils import has_xgboost from cuml.datasets import make_classification from cuml.metrics import accuracy_score from cuml.model_selection import train_test_split from cuml import ForestInferenceif has_xgboost(): import...
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rapidsai_public_repos/cuml
rapidsai_public_repos/cuml/notebooks/arima_demo.ipynb
import cudf from cuml.tsa.arima import ARIMA import cupy as cp import numpy as np import pandas as pd import matplotlib.pyplot as plt import randomdef load_dataset(name, max_batch=4): import os pdf = pd.read_csv(os.path.join("data", "time_series", "%s.csv" % name)) return cudf.from_pandas(pdf[pdf.columns[1...
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rapidsai_public_repos/cuml/notebooks
rapidsai_public_repos/cuml/notebooks/tools/hdbscan_soft_clustering_benchmark.ipynb
import os import time import json from datetime import datetime import numpy as np import pandas as pd import cuml import hdbscan from sentence_transformers import SentenceTransformermillion_articles_path = "/home/cjnolet/Downloads/archive.zip"DATE_TAG = datetime.now().strftime("%Y-%m-%d") outpath = f"hdbscan-apmv-...
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rapidsai_public_repos/cuml/notebooks
rapidsai_public_repos/cuml/notebooks/tools/cuml_benchmarks.ipynb
import cuml import pandas as pd from cuml.benchmark.runners import SpeedupComparisonRunner from cuml.benchmark.algorithms import algorithm_by_name import warnings warnings.filterwarnings('ignore', 'Expected column ') print(cuml.__version__)N_REPS = 3 # Number of times each test is repeated DATA_NEIGHBORHOODS = "bl...
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rapidsai_public_repos/cuml/notebooks/data
rapidsai_public_repos/cuml/notebooks/data/time_series/population_estimate.csv
"Year","Male","Female" 1875,238.1,183.2 1876,250.4,194.2 1877,252.5,201.6 1878,264.6,211.5 1879,281.8,225.5 1880,292.3,236.2 1881,299.4,245.7 1882,307.7,254.1 1883,319.0,265.9 1884,331.0,277.4 1885,336.5,282.8 1886,340.5,290.9 1887,347.4,297.9 1888,347.8,301.6 1889,351.4,306.6 1890,355.4,312.1 1891,359.0,317.0 1892,368...
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rapidsai_public_repos/cuml/notebooks/data
rapidsai_public_repos/cuml/notebooks/data/time_series/README.md
# Time Series datasets This folder contains various datasets to demonstrate our time series models. **Disclaimer:** the data has been filtered and organized in a way that makes it suitable to test times series models. If you wish to use this data for other purposes, please take the data from its source. ## From Stat...
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rapidsai_public_repos/cuml/notebooks/data
rapidsai_public_repos/cuml/notebooks/data/time_series/net_migrations_auckland_by_age.csv
Year,5-9 years,10-14 years,15-19 years,30-34 years,35-39 years,40-44 years,45-49 years 1991,357,471,498,148,318,293,170 1992,361,483,511,251,477,396,174 1993,574,793,659,714,673,605,343 1994,974,1037,918,1234,1176,1037,568 1995,1384,1309,1132,2103,1586,1204,690 1996,941,873,811,1581,1213,971,603 1997,574,663,580,798,5...
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rapidsai_public_repos/cuml/notebooks/data
rapidsai_public_repos/cuml/notebooks/data/time_series/guest_nights_by_region.csv
,Northland,Auckland,Waikato,Bay of Plenty,"Hawke's Bay, Gisborne","Taranaki, Manawatu, Wanganui",Wellington,"Nelson, Marlborough, Tasman",Canterbury,West Coast,Otago,Southland 1996M07,66,257,124,159,49,93,111,52,209,27,175,21 1996M08,58,266,111,138,45,89,105,54,210,28,211,23 1996M09,79,264,140,174,62,115,113,79,256,45,...
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rapidsai_public_repos/cuml/notebooks/data
rapidsai_public_repos/cuml/notebooks/data/weather/noaa_rdu.csv
date;temperaturemin;temperaturemax;precipitation;snowfall;snowdepth;avgwindspeed;fastest2minwinddir;fastest2minwindspeed;fastest5secwinddir;fastest5secwindspeed;fog;fogheavy;mist;rain;fogground;ice;glaze;drizzle;snow;freezingrain;smokehaze;thunder;highwind;hail;blowingsnow;dust;freezingfog 2015-04-08;62.1;84.0;0.0;0.0;...
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rapidsai_public_repos/cuml
rapidsai_public_repos/cuml/docs/README.md
# Building Documentation ## Building locally: #### [Build and install cuML](../BUILD.md) #### Generate the docs ```bash bash build.sh cppdocs pydocs ``` #### Once the process finishes, documentation can be found in build/html ```bash xdg-open build/html/api.html ```
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rapidsai_public_repos/cuml
rapidsai_public_repos/cuml/docs/make.bat
@ECHO OFF pushd %~dp0 REM Command file for Sphinx documentation if "%SPHINXBUILD%" == "" ( set SPHINXBUILD=sphinx-build ) set SOURCEDIR=source set BUILDDIR=build set SPHINXPROJ=cuML if "%1" == "" goto help %SPHINXBUILD% >NUL 2>NUL if errorlevel 9009 ( echo. echo.The 'sphinx-build' command was not found. Make su...
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rapidsai_public_repos/cuml
rapidsai_public_repos/cuml/docs/Makefile
# Minimal makefile for Sphinx documentation # # You can set these variables from the command line. SPHINXOPTS = "-W" SPHINXBUILD = sphinx-build SPHINXPROJ = cuML SOURCEDIR = source BUILDDIR = build # Put it first so that "make" without argument is like "make help". help: @$(SPHINXBUILD) -M help -v "...
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rapidsai_public_repos/cuml/docs
rapidsai_public_repos/cuml/docs/source/cuml_blogs.rst
Blogs and other references ========================== The RAPIDS team blogs at https://medium.com/rapids-ai, and many of these blog posts provide deeper dives into models or key features from cuML. Here, we've selected just a few that are of particular interest to cuML users: Integrations, applications, and general c...
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rapidsai_public_repos/cuml/docs
rapidsai_public_repos/cuml/docs/source/cuml_intro.rst
Introduction ============ cuML accelerates machine learning on GPUs. The library follows a couple of key principles, and understanding these will help you take full advantage cuML. 1. Where possible, match the scikit-learn API --------------------------------------------- cuML estimators look and feel just like `sc...
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rapidsai_public_repos/cuml/docs
rapidsai_public_repos/cuml/docs/source/execution_device_interoperability.ipynb
import cuml # no change is needed for even the importing! import pandas as pd from cuml.manifold.umap import UMAP from sklearn import datasets from sklearn.model_selection import train_test_split from sklearn.manifold import trustworthiness # load the iris dataset from sklearn and extract the required information iri...
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rapidsai_public_repos/cuml/docs
rapidsai_public_repos/cuml/docs/source/conf.py
#!/usr/bin/env python3 # Copyright (c) 2018-2023, NVIDIA CORPORATION. # # This file is execfile()d with the current directory set to its # containing dir. # # Note that not all possible configuration values are present in this # autogenerated file. # # All configuration values have a default; values that are commented ...
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rapidsai_public_repos/cuml/docs
rapidsai_public_repos/cuml/docs/source/estimator_intro.ipynb
import cuml from cupy import asnumpy from joblib import dump, loadfrom cuml.datasets.classification import make_classification from cuml.model_selection import train_test_split from cuml.ensemble import RandomForestClassifier as cuRF from sklearn.metrics import accuracy_score # synthetic dataset dimensions n_samples ...
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rapidsai_public_repos/cuml/docs
rapidsai_public_repos/cuml/docs/source/pickling_cuml_models.ipynb
import warnings warnings.filterwarnings("ignore", category=FutureWarning)from cuml.datasets import make_blobs X, y = make_blobs(n_samples=50, n_features=10, centers=5, cluster_std=0.4, random_state=0)from cuml.cluster import KMeans model = KMeans...
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rapidsai_public_repos/cuml/docs
rapidsai_public_repos/cuml/docs/source/user_guide.rst
User Guide ========== .. toctree:: :maxdepth: 2 estimator_intro.ipynb pickling_cuml_models.ipynb execution_device_interoperability.ipynb
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rapidsai_public_repos/cuml/docs
rapidsai_public_repos/cuml/docs/source/api.rst
~~~~~~~~~~~~~ API Reference ~~~~~~~~~~~~~ .. role:: py(code) :language: python :class: highlight Module Configuration ==================== .. _output-data-type-configuration: Output Data Type Configuration ------------------------------ .. autofunction:: cuml.internals.memory_utils.set_global_output_type ...
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rapidsai_public_repos/cuml/docs
rapidsai_public_repos/cuml/docs/source/index.rst
Welcome to cuML's documentation! ================================= cuML is a suite of fast, GPU-accelerated machine learning algorithms designed for data science and analytical tasks. Our API mirrors Sklearn's, and we provide practitioners with the easy fit-predict-transform paradigm without ever having to program on ...
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rapidsai_public_repos/cuml/docs/source
rapidsai_public_repos/cuml/docs/source/_static/references.css
/* Fix references to not look like parameters */ dl.citation > dt.label { display: unset !important; float: left !important; border: unset !important; background: unset !important; padding: unset !important; margin: unset !important; font-size: unset !important; line-height: unset !important; padding...
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rapidsai_public_repos/cuml/docs/source
rapidsai_public_repos/cuml/docs/source/sphinxext/github_link.py
# This contains code with copyright by the scikit-learn project, subject to the # license in /thirdparty/LICENSES/LICENSE.scikit_learn import inspect import os import re import subprocess import sys from functools import partial from operator import attrgetter orig = inspect.isfunction # See https://opendreamkit.or...
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rapidsai_public_repos/cuml
rapidsai_public_repos/cuml/ci/test_cpp.sh
#!/bin/bash # Copyright (c) 2022-2023, NVIDIA CORPORATION. set -euo pipefail . /opt/conda/etc/profile.d/conda.sh rapids-logger "Generate C++ testing dependencies" rapids-dependency-file-generator \ --output conda \ --file_key test_cpp \ --matrix "cuda=${RAPIDS_CUDA_VERSION%.*};arch=$(arch)" | tee env.yaml rap...
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rapidsai_public_repos/cuml
rapidsai_public_repos/cuml/ci/build_python.sh
#!/bin/bash # Copyright (c) 2022-2023, NVIDIA CORPORATION. set -euo pipefail source rapids-env-update export CMAKE_GENERATOR=Ninja rapids-print-env package_name="cuml" package_dir="python" version=$(rapids-generate-version) git_commit=$(git rev-parse HEAD) export RAPIDS_PACKAGE_VERSION=${version} echo "${versio...
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rapidsai_public_repos/cuml
rapidsai_public_repos/cuml/ci/test_python_common.sh
#!/bin/bash # Copyright (c) 2022-2023, NVIDIA CORPORATION. set -euo pipefail . /opt/conda/etc/profile.d/conda.sh rapids-logger "Generate Python testing dependencies" rapids-dependency-file-generator \ --output conda \ --file_key test_python \ --matrix "cuda=${RAPIDS_CUDA_VERSION%.*};arch=$(arch);py=${RAPIDS_PY...
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rapidsai_public_repos/cuml
rapidsai_public_repos/cuml/ci/build_wheel.sh
#!/bin/bash # Copyright (c) 2023, NVIDIA CORPORATION. set -euo pipefail package_name="cuml" package_dir="python" source rapids-configure-sccache source rapids-date-string version=$(rapids-generate-version) git_commit=$(git rev-parse HEAD) RAPIDS_PY_CUDA_SUFFIX="$(rapids-wheel-ctk-name-gen ${RAPIDS_CUDA_VERSION})" ...
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rapidsai_public_repos/cuml
rapidsai_public_repos/cuml/ci/check_style.sh
#!/bin/bash # Copyright (c) 2020-2023, NVIDIA CORPORATION. set -euo pipefail rapids-logger "Create checks conda environment" . /opt/conda/etc/profile.d/conda.sh rapids-dependency-file-generator \ --output conda \ --file_key checks \ --matrix "cuda=${RAPIDS_CUDA_VERSION%.*};arch=$(arch);py=${RAPIDS_PY_VERSION}"...
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rapidsai_public_repos/cuml
rapidsai_public_repos/cuml/ci/test_wheel.sh
#!/bin/bash # Copyright (c) 2023, NVIDIA CORPORATION. set -euo pipefail mkdir -p ./dist RAPIDS_PY_CUDA_SUFFIX="$(rapids-wheel-ctk-name-gen ${RAPIDS_CUDA_VERSION})" RAPIDS_PY_WHEEL_NAME="cuml_${RAPIDS_PY_CUDA_SUFFIX}" rapids-download-wheels-from-s3 ./dist # On arm also need to install CMake because treelite needs to ...
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rapidsai_public_repos/cuml
rapidsai_public_repos/cuml/ci/run_clang_tidy.sh
#!/bin/bash # Copyright (c) 2023, NVIDIA CORPORATION. set -euo pipefail rapids-logger "Create clang_tidy conda environment" . /opt/conda/etc/profile.d/conda.sh rapids-dependency-file-generator \ --output conda \ --file_key clang_tidy \ --matrix "cuda=${RAPIDS_CUDA_VERSION%.*};arch=$(arch);py=${RAPIDS_PY_VERSIO...
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rapidsai_public_repos/cuml
rapidsai_public_repos/cuml/ci/build_cpp.sh
#!/bin/bash # Copyright (c) 2022-2023, NVIDIA CORPORATION. set -euo pipefail source rapids-env-update export CMAKE_GENERATOR=Ninja rapids-print-env version=$(rapids-generate-version) rapids-logger "Begin cpp build" RAPIDS_PACKAGE_VERSION=${version} rapids-conda-retry mambabuild conda/recipes/libcuml rapids-uplo...
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rapidsai_public_repos/cuml
rapidsai_public_repos/cuml/ci/test_python_dask.sh
#!/bin/bash # Copyright (c) 2022-2023, NVIDIA CORPORATION. # Common setup steps shared by Python test jobs source "$(dirname "$0")/test_python_common.sh" EXITCODE=0 trap "EXITCODE=1" ERR set +e rapids-logger "pytest cuml-dask" cd python/cuml/tests/dask pytest \ --cache-clear \ --junitxml="${RAPIDS_TESTS_DIR}/jun...
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rapidsai_public_repos/cuml
rapidsai_public_repos/cuml/ci/wheel_smoke_test_cuml.py
""" A simple test for cuML based on scikit-learn. Adapted from xgboost: https://raw.githubusercontent.com/rapidsai/xgboost-conda/branch-23.02/recipes/xgboost/test-py-xgboost.py """ from cuml.ensemble import RandomForestClassifier import sklearn.datasets import sklearn.model_selection import sklearn.metrics X, y = skl...
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rapidsai_public_repos/cuml
rapidsai_public_repos/cuml/ci/test_notebooks.sh
#!/bin/bash # Copyright (c) 2020-2023, NVIDIA CORPORATION. set -euo pipefail . /opt/conda/etc/profile.d/conda.sh rapids-logger "Generate Notebook testing dependencies" rapids-dependency-file-generator \ --output conda \ --file_key test_notebooks \ --matrix "cuda=${RAPIDS_CUDA_VERSION%.*};arch=$(arch);py=${RAPID...
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rapidsai_public_repos/cuml
rapidsai_public_repos/cuml/ci/test_python_singlegpu.sh
#!/bin/bash # Copyright (c) 2022-2023, NVIDIA CORPORATION. # Common setup steps shared by Python test jobs source "$(dirname "$0")/test_python_common.sh" EXITCODE=0 trap "EXITCODE=1" ERR set +e rapids-logger "pytest cuml single GPU..." cd python/cuml/tests pytest \ --numprocesses=8 \ --ignore=dask \ --cache-cl...
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rapidsai_public_repos/cuml
rapidsai_public_repos/cuml/ci/build_docs.sh
#!/bin/bash set -euo pipefail rapids-logger "Create test conda environment" . /opt/conda/etc/profile.d/conda.sh rapids-dependency-file-generator \ --output conda \ --file_key docs \ --matrix "cuda=${RAPIDS_CUDA_VERSION%.*};arch=$(arch);py=${RAPIDS_PY_VERSION}" | tee env.yaml rapids-mamba-retry env create --for...
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rapidsai_public_repos/cuml/ci
rapidsai_public_repos/cuml/ci/release/update-version.sh
#!/bin/bash # Copyright (c) 2019-2023, NVIDIA CORPORATION. ######################## # cuML Version Updater # ######################## ## Usage # bash update-version.sh <new_version> # Format is YY.MM.PP - no leading 'v' or trailing 'a' NEXT_FULL_TAG=$1 # Get current version CURRENT_TAG=$(git tag --merged HEAD | gre...
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rapidsai_public_repos/cuml/ci
rapidsai_public_repos/cuml/ci/utils/nbtest.sh
#!/bin/bash # Copyright (c) 2020-2021, NVIDIA CORPORATION. MAGIC_OVERRIDE_CODE=" def my_run_line_magic(*args, **kwargs): g=globals() l={} for a in args: try: exec(str(a),g,l) except Exception as e: print('WARNING: %s\n While executing this magic function code:\n%s\...
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rapidsai_public_repos/cuml/ci
rapidsai_public_repos/cuml/ci/utils/nbtestlog2junitxml.py
# Copyright (c) 2020, NVIDIA CORPORATION. ######################### # Generate a junit-xml file from parsing a nbtest log # ######################### import re from xml.etree.ElementTree import Element, ElementTree from os import path import string from enum import Enum startingPatt = re.compile(r"^STARTING: ([\w\.\...
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rapidsai_public_repos/cuml/ci
rapidsai_public_repos/cuml/ci/checks/black_lists.sh
#!/bin/bash # Copyright (c) 2019-2023, NVIDIA CORPORATION. ########################################## # cuML black listed function call Tester # ########################################## # PR_TARGET_BRANCH is set by the CI environment git checkout --quiet $PR_TARGET_BRANCH # Switch back to tip of PR branch git chec...
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rapidsai_public_repos/cuml/ci
rapidsai_public_repos/cuml/ci/checks/copyright.py
# Copyright (c) 2019-2023, NVIDIA CORPORATION. # # Licensed under the Apache License, Version 2.0 (the "License"); # you may not use this file except in compliance with the License. # You may obtain a copy of the License at # # http://www.apache.org/licenses/LICENSE-2.0 # # Unless required by applicable law or agre...
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rapidsai_public_repos/cuml/thirdparty
rapidsai_public_repos/cuml/thirdparty/LICENSES/LICENSE.scikit_learn
New BSD License Copyright (c) 2007–2020 The scikit-learn developers. All rights reserved. Redistribution and use in source and binary forms, with or without modification, are permitted provided that the following conditions are met: a. Redistributions of source code must retain the above copyright notice, th...
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rapidsai_public_repos/cuml/thirdparty
rapidsai_public_repos/cuml/thirdparty/LICENSES/LICENSE.faiss
MIT License Copyright (c) Facebook, Inc. and its affiliates. Permission is hereby granted, free of charge, to any person obtaining a copy of this software and associated documentation files (the "Software"), to deal in the Software without restriction, including without limitation the rights to use, copy, modify, mer...
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rapidsai_public_repos/cuml/thirdparty
rapidsai_public_repos/cuml/thirdparty/LICENSES/LICENSE.umap
BSD 3-Clause License Copyright (c) 2017, Leland McInnes All rights reserved. Redistribution and use in source and binary forms, with or without modification, are permitted provided that the following conditions are met: * Redistributions of source code must retain the above copyright notice, this list of condition...
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rapidsai_public_repos/cuml/thirdparty
rapidsai_public_repos/cuml/thirdparty/LICENSES/LICENSE.H2O4GPU
This software contains source code based on [H2O4GPU](https://github.com/h2oai/h2o4gpu), which has the following license terms: ``` Apache License Version 2.0, January 2004 http://www.apache.org/licenses/ TERMS AND CONDITIONS FOR USE...
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rapidsai_public_repos
rapidsai_public_repos/rvc/README.md
# rvc `rvc` (_RAPIDS version converter_) is a tool built with Golang that automatically convert a `RAPIDS` version (CalVer) to a `ucx-py` version (SemVer) and vice versa. ## Motivation In June 2021, RAPIDS moved from a SemVer versioning to a CalVer versioning. As `ucx-py` is expected to be upstreamd to `ucx`, it is ...
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rapidsai_public_repos
rapidsai_public_repos/rvc/go.sum
github.com/BurntSushi/toml v0.3.1/go.mod h1:xHWCNGjB5oqiDr8zfno3MHue2Ht5sIBksp03qcyfWMU= github.com/aws/aws-lambda-go v1.27.0 h1:aLzrJwdyHoF1A18YeVdJjX8Ixkd+bpogdxVInvHcWjM= github.com/aws/aws-lambda-go v1.27.0/go.mod h1:jJmlefzPfGnckuHdXX7/80O3BvUUi12XOkbv4w9SGLU= github.com/cpuguy83/go-md2man/v2 v2.0.0-20190314233015...
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rapidsai_public_repos
rapidsai_public_repos/rvc/go.mod
module github.com/rapidsai/rvc go 1.17 require ( github.com/aws/aws-lambda-go v1.27.0 github.com/stretchr/testify v1.7.0 ) require ( github.com/davecgh/go-spew v1.1.1 // indirect github.com/pmezard/go-difflib v1.0.0 // indirect gopkg.in/yaml.v3 v3.0.0-20200615113413-eeeca48fe776 // indirect )
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rapidsai_public_repos
rapidsai_public_repos/rvc/Makefile
VERSION = $(shell git describe --tags --dirty --always) LDFLAGS = "-s -w -X github.com/rapidsai/rvc/pkg/version.version=$(VERSION)" all: build build: test build_serverless build_cli build_serverless: @mkdir -p bin GOARCH=amd64 GOOS=linux go build -mod=vendor -ldflags=$(LDFLAGS) -o bin/rvc_serverless ./cmd/rvc_serv...
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rapidsai_public_repos
rapidsai_public_repos/rvc/serverless.yml
service: rvc frameworkVersion: '3' provider: name: aws runtime: go1.x lambdaHashingVersion: 20201221 region: us-east-2 logRetentionInDays: 30 memorySize: 1024 deploymentBucket: name: rapidsai-serverless-deployments plugins: - serverless-domain-manager custom: customDomain: autoDomain: true ...
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rapidsai_public_repos/rvc
rapidsai_public_repos/rvc/vendor/modules.txt
# github.com/aws/aws-lambda-go v1.27.0 ## explicit; go 1.12 github.com/aws/aws-lambda-go/events github.com/aws/aws-lambda-go/lambda github.com/aws/aws-lambda-go/lambda/handlertrace github.com/aws/aws-lambda-go/lambda/messages github.com/aws/aws-lambda-go/lambdacontext # github.com/davecgh/go-spew v1.1.1 ## explicit git...
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rapidsai_public_repos/rvc/vendor/gopkg.in
rapidsai_public_repos/rvc/vendor/gopkg.in/yaml.v3/decode.go
// // Copyright (c) 2011-2019 Canonical Ltd // // Licensed under the Apache License, Version 2.0 (the "License"); // you may not use this file except in compliance with the License. // You may obtain a copy of the License at // // http://www.apache.org/licenses/LICENSE-2.0 // // Unless required by applicable law or...
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rapidsai_public_repos/rvc/vendor/gopkg.in
rapidsai_public_repos/rvc/vendor/gopkg.in/yaml.v3/writerc.go
// // Copyright (c) 2011-2019 Canonical Ltd // Copyright (c) 2006-2010 Kirill Simonov // // Permission is hereby granted, free of charge, to any person obtaining a copy of // this software and associated documentation files (the "Software"), to deal in // the Software without restriction, including without limitation...
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rapidsai_public_repos/rvc/vendor/gopkg.in
rapidsai_public_repos/rvc/vendor/gopkg.in/yaml.v3/apic.go
// // Copyright (c) 2011-2019 Canonical Ltd // Copyright (c) 2006-2010 Kirill Simonov // // Permission is hereby granted, free of charge, to any person obtaining a copy of // this software and associated documentation files (the "Software"), to deal in // the Software without restriction, including without limitation...
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rapidsai_public_repos/rvc/vendor/gopkg.in
rapidsai_public_repos/rvc/vendor/gopkg.in/yaml.v3/yamlprivateh.go
// // Copyright (c) 2011-2019 Canonical Ltd // Copyright (c) 2006-2010 Kirill Simonov // // Permission is hereby granted, free of charge, to any person obtaining a copy of // this software and associated documentation files (the "Software"), to deal in // the Software without restriction, including without limitation...
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rapidsai_public_repos/rvc/vendor/gopkg.in
rapidsai_public_repos/rvc/vendor/gopkg.in/yaml.v3/scannerc.go
// // Copyright (c) 2011-2019 Canonical Ltd // Copyright (c) 2006-2010 Kirill Simonov // // Permission is hereby granted, free of charge, to any person obtaining a copy of // this software and associated documentation files (the "Software"), to deal in // the Software without restriction, including without limitation t...
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