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[BUG] kneighbors_graph with ivfflat

Open Intron7 opened this issue 1 year ago • 0 comments

Describe the bug kneighbors_graph with algorithm="ivfflat" fails because _fit_X gives and AttributeError.

/home/severin/conda/envs/rapids-23.10/lib/python3.10/site-packages/cuml/internals/api_decorators.py:190: UserWarning: 
Warning: Approximate Nearest Neighbor methods might be unstable in this version of cuML. This is due to a known issue in the FAISS release that this cuML version is linked to. (see cuML issue #4020)
  return func(*args, **kwargs)
---------------------------------------------------------------------------
AttributeError                            Traceback (most recent call last)
Cell In[1], line 10
      8 nn = NearestNeighbors(n_neighbors=k,algorithm="ivfflat")
      9 nn.fit(dataset)
---> 10 nn.kneighbors_graph(dataset)

File ~/conda/envs/rapids-23.10/lib/python3.10/site-packages/cuml/internals/api_decorators.py:188, in _make_decorator_function.<locals>.decorator_function.<locals>.decorator_closure.<locals>.wrapper(*args, **kwargs)
    185     set_api_output_dtype(output_dtype)
    187 if process_return:
--> 188     ret = func(*args, **kwargs)
    189 else:
    190     return func(*args, **kwargs)

File ~/conda/envs/rapids-23.10/lib/python3.10/site-packages/cuml/internals/api_decorators.py:393, in enable_device_interop.<locals>.dispatch(self, *args, **kwargs)
    391 if hasattr(self, "dispatch_func"):
    392     func_name = gpu_func.__name__
--> 393     return self.dispatch_func(func_name, gpu_func, *args, **kwargs)
    394 else:
    395     return gpu_func(self, *args, **kwargs)

File ~/conda/envs/rapids-23.10/lib/python3.10/site-packages/cuml/internals/api_decorators.py:190, in _make_decorator_function.<locals>.decorator_function.<locals>.decorator_closure.<locals>.wrapper(*args, **kwargs)
    188         ret = func(*args, **kwargs)
    189     else:
--> 190         return func(*args, **kwargs)
    192 return cm.process_return(ret)

File base.pyx:674, in cuml.internals.base.UniversalBase.dispatch_func()

File nearest_neighbors.pyx:853, in cuml.neighbors.nearest_neighbors.NearestNeighbors.kneighbors_graph()

File base.pyx:324, in cuml.internals.base.Base.__getattr__()

Steps/Code to reproduce bug

from cuml.neighbors import NearestNeighbors
import cupy as cp
n_samples = 50000
n_features = 30
k = 10
dataset = cp.random.random_sample((n_samples, n_features),
                                  dtype=cp.float32)
nn = NearestNeighbors(n_neighbors=k,algorithm="ivfflat")
nn.fit(dataset)
nn.kneighbors_graph(dataset)

Expected behavior Works like kneighbors just with sparse matrix output.

Environment details (please complete the following information):

  • Environment location: Bare-metal
  • Linux Distro/Architecture: [Ubuntu 22.04 amd64]
  • GPU Model/Driver: [309 and driver 545.23.06 ]
  • CUDA: [11.8]
  • Method of cuDF & cuML install: conda
Conda Env List of packages in environment: "/home/severin/conda/envs/rapids-23.10"

Name Version Build Channel
─────────────────────────────────────────────────────────────────────────────────────────────── _libgcc_mutex 0.1 conda_forge conda-forge _openmp_mutex 4.5 2_gnu conda-forge aiohttp 3.8.6 py310h2372a71_1 conda-forge aiosignal 1.3.1 pyhd8ed1ab_0 conda-forge anyio 4.0.0 pyhd8ed1ab_0 conda-forge aom 3.6.1 h59595ed_0 conda-forge appdirs 1.4.4 pyh9f0ad1d_0 conda-forge argon2-cffi 23.1.0 pyhd8ed1ab_0 conda-forge argon2-cffi-bindings 21.2.0 py310h2372a71_4 conda-forge arpack 3.8.0 nompi_h0baa96a_101 conda-forge arrow 1.3.0 pyhd8ed1ab_0 conda-forge asciitree 0.3.3 py_2 conda-forge asttokens 2.4.0 pyhd8ed1ab_0 conda-forge async-lru 2.0.4 pyhd8ed1ab_0 conda-forge async-timeout 4.0.3 pyhd8ed1ab_0 conda-forge attrs 23.1.0 pyh71513ae_1 conda-forge aws-c-auth 0.7.3 he2921ad_3 conda-forge aws-c-cal 0.6.2 hc309b26_1 conda-forge aws-c-common 0.9.0 hd590300_0 conda-forge aws-c-compression 0.2.17 h4d4d85c_2 conda-forge aws-c-event-stream 0.3.2 h2e3709c_0 conda-forge aws-c-http 0.7.12 hc865f51_1 conda-forge aws-c-io 0.13.32 h1a03231_3 conda-forge aws-c-mqtt 0.9.5 h3a0376c_1 conda-forge aws-c-s3 0.3.14 h1678ad6_3 conda-forge aws-c-sdkutils 0.1.12 h4d4d85c_1 conda-forge aws-checksums 0.1.17 h4d4d85c_1 conda-forge aws-crt-cpp 0.23.0 h40cdbb9_5 conda-forge aws-sdk-cpp 1.10.57 h6f6b8fa_21 conda-forge babel 2.13.0 pyhd8ed1ab_0 conda-forge backcall 0.2.0 pyh9f0ad1d_0 conda-forge backports 1.0 pyhd8ed1ab_3 conda-forge backports.functools_lru_cache 1.6.5 pyhd8ed1ab_0 conda-forge beautifulsoup4 4.12.2 pyha770c72_0 conda-forge bleach 6.1.0 pyhd8ed1ab_0 conda-forge blosc 1.21.5 h0f2a231_0 conda-forge bokeh 3.2.2 pyhd8ed1ab_0 conda-forge branca 0.6.0 pyhd8ed1ab_0 conda-forge brotli 1.1.0 hd590300_1 conda-forge brotli-bin 1.1.0 hd590300_1 conda-forge brotli-python 1.1.0 py310hc6cd4ac_1 conda-forge brunsli 0.1 h9c3ff4c_0 conda-forge bzip2 1.0.8 h7f98852_4 conda-forge c-ares 1.20.1 hd590300_0 conda-forge c-blosc2 2.10.5 hb4ffafa_0 conda-forge ca-certificates 2023.7.22 hbcca054_0 conda-forge cached-property 1.5.2 hd8ed1ab_1 conda-forge cached_property 1.5.2 pyha770c72_1 conda-forge cachetools 5.3.1 pyhd8ed1ab_0 conda-forge cairo 1.18.0 h3faef2a_0 conda-forge certifi 2023.7.22 pyhd8ed1ab_0 conda-forge cffi 1.16.0 py310h2fee648_0 conda-forge cfitsio 4.3.0 hbdc6101_0 conda-forge charls 2.4.2 h59595ed_0 conda-forge charset-normalizer 3.3.0 pyhd8ed1ab_0 conda-forge click 8.1.7 unix_pyh707e725_0 conda-forge click-plugins 1.1.1 py_0 conda-forge cligj 0.7.2 pyhd8ed1ab_1 conda-forge cloudpickle 2.2.1 pyhd8ed1ab_0 conda-forge colorama 0.4.6 pyhd8ed1ab_0 conda-forge colorcet 3.0.1 pyhd8ed1ab_0 conda-forge comm 0.1.4 pyhd8ed1ab_0 conda-forge contourpy 1.1.1 py310hd41b1e2_1 conda-forge cubinlinker 0.3.0 py310hfdf336d_0 rapidsai
cucim 23.10.00 cuda11_py310_231011_g8dd1727_0 rapidsai
cuda-cudart 12.2.140 0 nvidia
cuda-nvrtc 12.2.140 0 nvidia
cuda-profiler-api 11.8.86 0 nvidia
cuda-python 11.8.2 py310h3fd9d12_0 nvidia
cuda-version 11.8 h70ddcb2_2 conda-forge cudatoolkit 11.8.0 h4ba93d1_12 conda-forge cudf 23.10.00 cuda11_py310_231011_g9f0c2f452f_0 rapidsai
cudf_kafka 23.10.00 cuda11_py310_231011_g9f0c2f452f_0 rapidsai
cudnn 8.8.0.121 h838ba91_3 conda-forge cugraph 23.10.00 cuda11_py310_231011_gc3dc860d_0 rapidsai
cuml 23.10.00 cuda11_py310_231011_g623996072_0 rapidsai
cuproj 23.10.00 cuda11_py310_231011_g29cddcdc_0 rapidsai
cupy 12.2.0 py310h7b03888_3 conda-forge cusparselt 0.2.0.1 h0800d71_1 conda-forge cuspatial 23.10.00 cuda11_py310_231011_g29cddcdc_0 rapidsai
custreamz 23.10.00 cuda11_py310_231011_g9f0c2f452f_0 rapidsai
cutensor 1.7.0.1 hd5ab71f_2 conda-forge cuxfilter 23.10.00 cuda11_py310_231011_g6600aff_0 rapidsai
cycler 0.12.1 pyhd8ed1ab_0 conda-forge cyrus-sasl 2.1.27 h54b06d7_7 conda-forge cytoolz 0.12.2 py310h2372a71_1 conda-forge dask 2023.9.2 pyhd8ed1ab_0 conda-forge dask-core 2023.9.2 pyhd8ed1ab_0 conda-forge dask-cuda 23.10.00 py310_231011_gdc811d3_0 rapidsai
dask-cudf 23.10.00 cuda11_py310_231011_g9f0c2f452f_0 rapidsai
datashader 0.15.2 pyhd8ed1ab_0 conda-forge datashape 0.5.4 py_1 conda-forge dav1d 1.2.1 hd590300_0 conda-forge debugpy 1.8.0 py310hc6cd4ac_1 conda-forge decorator 5.1.1 pyhd8ed1ab_0 conda-forge defusedxml 0.7.1 pyhd8ed1ab_0 conda-forge distributed 2023.9.2 pyhd8ed1ab_0 conda-forge dlpack 0.5 h9c3ff4c_0 conda-forge entrypoints 0.4 pyhd8ed1ab_0 conda-forge exceptiongroup 1.1.3 pyhd8ed1ab_0 conda-forge executing 1.2.0 pyhd8ed1ab_0 conda-forge expat 2.5.0 hcb278e6_1 conda-forge fa2 0.3.5 py310h5764c6d_2 conda-forge fasteners 0.17.3 pyhd8ed1ab_0 conda-forge fastrlock 0.8.2 py310hc6cd4ac_1 conda-forge fiona 1.9.5 py310h7631d76_0 conda-forge fmt 9.1.0 h924138e_0 conda-forge folium 0.14.0 pyhd8ed1ab_0 conda-forge font-ttf-dejavu-sans-mono 2.37 hab24e00_0 conda-forge font-ttf-inconsolata 3.000 h77eed37_0 conda-forge font-ttf-source-code-pro 2.038 h77eed37_0 conda-forge font-ttf-ubuntu 0.83 hab24e00_0 conda-forge fontconfig 2.14.2 h14ed4e7_0 conda-forge fonts-conda-ecosystem 1 0 conda-forge fonts-conda-forge 1 0 conda-forge fonttools 4.43.1 py310h2372a71_0 conda-forge fqdn 1.5.1 pyhd8ed1ab_0 conda-forge freetype 2.12.1 h267a509_2 conda-forge freexl 2.0.0 h743c826_0 conda-forge frozenlist 1.4.0 py310h2372a71_1 conda-forge fsspec 2023.9.2 pyh1a96a4e_0 conda-forge gdal 3.7.2 py310h5c4b078_7 conda-forge gdk-pixbuf 2.42.10 h829c605_4 conda-forge geopandas 0.14.0 pyhd8ed1ab_1 conda-forge geopandas-base 0.14.0 pyha770c72_1 conda-forge geos 3.12.0 h59595ed_0 conda-forge geotiff 1.7.1 hf074850_14 conda-forge gettext 0.21.1 h27087fc_0 conda-forge gflags 2.2.2 he1b5a44_1004 conda-forge giflib 5.2.1 h0b41bf4_3 conda-forge glog 0.6.0 h6f12383_0 conda-forge glpk 5.0 h445213a_0 conda-forge gmock 1.14.0 ha770c72_1 conda-forge gmp 6.2.1 h58526e2_0 conda-forge gtest 1.14.0 h00ab1b0_1 conda-forge hdf4 4.2.15 h2a13503_7 conda-forge hdf5 1.14.2 nompi_h4f84152_100 conda-forge holoviews 1.17.1 pyhd8ed1ab_0 conda-forge icu 73.2 h59595ed_0 conda-forge idna 3.4 pyhd8ed1ab_0 conda-forge igraph 0.10.7 h66a01bf_1 conda-forge imagecodecs 2023.9.18 py310h496a806_2 conda-forge imageio 2.31.5 pyh8c1a49c_0 conda-forge importlib-metadata 6.8.0 pyha770c72_0 conda-forge importlib_metadata 6.8.0 hd8ed1ab_0 conda-forge importlib_resources 6.1.0 pyhd8ed1ab_0 conda-forge ipykernel 6.25.2 pyh2140261_0 conda-forge ipython 8.16.1 pyh0d859eb_0 conda-forge isoduration 20.11.0 pyhd8ed1ab_0 conda-forge jbig 2.1 h7f98852_2003 conda-forge jedi 0.19.1 pyhd8ed1ab_0 conda-forge jinja2 3.1.2 pyhd8ed1ab_1 conda-forge joblib 1.3.2 pyhd8ed1ab_0 conda-forge json-c 0.17 h7ab15ed_0 conda-forge json5 0.9.14 pyhd8ed1ab_0 conda-forge jsonpointer 2.4 py310hff52083_3 conda-forge jsonschema 4.19.1 pyhd8ed1ab_0 conda-forge jsonschema-specifications 2023.7.1 pyhd8ed1ab_0 conda-forge jsonschema-with-format-nongpl 4.19.1 pyhd8ed1ab_0 conda-forge jupyter-lsp 2.2.0 pyhd8ed1ab_0 conda-forge jupyter-server-proxy 4.1.0 pyhd8ed1ab_0 conda-forge jupyter_client 8.4.0 pyhd8ed1ab_0 conda-forge jupyter_core 5.4.0 py310hff52083_0 conda-forge jupyter_events 0.7.0 pyhd8ed1ab_2 conda-forge jupyter_server 2.7.3 pyhd8ed1ab_1 conda-forge jupyter_server_terminals 0.4.4 pyhd8ed1ab_1 conda-forge jupyterlab 4.0.7 pyhd8ed1ab_0 conda-forge jupyterlab_pygments 0.2.2 pyhd8ed1ab_0 conda-forge jupyterlab_server 2.25.0 pyhd8ed1ab_0 conda-forge jxrlib 1.1 h7f98852_2 conda-forge kealib 1.5.2 hcd42e92_1 conda-forge keyutils 1.6.1 h166bdaf_0 conda-forge kiwisolver 1.4.5 py310hd41b1e2_1 conda-forge krb5 1.21.2 h659d440_0 conda-forge kvikio 23.10.00 cuda11_py310_231011_g5ea0525_0 rapidsai
lazy_loader 0.3 pyhd8ed1ab_0 conda-forge lcms2 2.15 hb7c19ff_3 conda-forge ld_impl_linux-64 2.40 h41732ed_0 conda-forge leidenalg 0.10.1 py310hc6cd4ac_0 conda-forge lerc 4.0.0 h27087fc_0 conda-forge libabseil 20230125.3 cxx17_h59595ed_0 conda-forge libaec 1.1.2 h59595ed_1 conda-forge libarchive 3.7.2 h039dbb9_0 conda-forge libarrow 12.0.1 hb6645e0_10_cpu conda-forge libavif16 1.0.1 h87da1f6_2 conda-forge libblas 3.9.0 18_linux64_openblas conda-forge libboost-headers 1.82.0 ha770c72_6 conda-forge libbrotlicommon 1.1.0 hd590300_1 conda-forge libbrotlidec 1.1.0 hd590300_1 conda-forge libbrotlienc 1.1.0 hd590300_1 conda-forge libcblas 3.9.0 18_linux64_openblas conda-forge libcrc32c 1.1.2 h9c3ff4c_0 conda-forge libcublas 11.11.3.6 0 nvidia
libcublas-dev 11.11.3.6 0 nvidia
libcucim 23.10.00 cuda11_231011_g8dd1727_0 rapidsai
libcudf 23.10.00 cuda11_231011_g9f0c2f452f_0 rapidsai
libcudf_kafka 23.10.00 cuda11_231011_g9f0c2f452f_0 rapidsai
libcufft 10.9.0.58 0 nvidia
libcufile 1.4.0.31 0 nvidia
libcufile-dev 1.4.0.31 0 nvidia
libcugraph 23.10.00 cuda11_231011_gc3dc860d_0 rapidsai
libcugraph_etl 23.10.00 cuda11_231011_gc3dc860d_0 rapidsai
libcugraphops 23.10.00 cuda11_231011_gca4b54ac_0 nvidia
libcuml 23.10.00 cuda11_231011_g623996072_0 rapidsai
libcumlprims 23.10.00 cuda11_231011_ge818397_0 nvidia
libcurand 10.3.0.86 0 nvidia
libcurand-dev 10.3.0.86 0 nvidia
libcurl 8.4.0 hca28451_0 conda-forge libcusolver 11.4.1.48 0 nvidia
libcusolver-dev 11.4.1.48 0 nvidia
libcusparse 11.7.5.86 0 nvidia
libcusparse-dev 11.7.5.86 0 nvidia
libcuspatial 23.10.00 cuda11_231011_g29cddcdc_0 rapidsai
libdeflate 1.19 hd590300_0 conda-forge libedit 3.1.20191231 he28a2e2_2 conda-forge libev 4.33 h516909a_1 conda-forge libevent 2.1.12 hf998b51_1 conda-forge libexpat 2.5.0 hcb278e6_1 conda-forge libffi 3.4.2 h7f98852_5 conda-forge libgcc-ng 13.2.0 h807b86a_2 conda-forge libgdal 3.7.2 h6f3d308_7 conda-forge libgfortran-ng 13.2.0 h69a702a_2 conda-forge libgfortran5 13.2.0 ha4646dd_2 conda-forge libglib 2.78.0 hebfc3b9_0 conda-forge libgomp 13.2.0 h807b86a_2 conda-forge libgoogle-cloud 2.12.0 h840a212_1 conda-forge libgrpc 1.56.2 h3905398_1 conda-forge libiconv 1.17 h166bdaf_0 conda-forge libjpeg-turbo 3.0.0 hd590300_1 conda-forge libkml 1.3.0 h01aab08_1018 conda-forge libkvikio 23.10.00 cuda11_231011_g5ea0525_0 rapidsai
liblapack 3.9.0 18_linux64_openblas conda-forge libleidenalg 0.11.1 h00ab1b0_0 conda-forge libllvm14 14.0.6 hcd5def8_4 conda-forge libnetcdf 4.9.2 nompi_h80fb2b6_112 conda-forge libnghttp2 1.52.0 h61bc06f_0 conda-forge libnsl 2.0.1 hd590300_0 conda-forge libntlm 1.4 h7f98852_1002 conda-forge libnuma 2.0.16 h0b41bf4_1 conda-forge libopenblas 0.3.24 pthreads_h413a1c8_0 conda-forge libpng 1.6.39 h753d276_0 conda-forge libpq 16.0 hfc447b1_1 conda-forge libprotobuf 4.23.3 hd1fb520_1 conda-forge libraft 23.10.00 cuda11_231011_gafdddfb3_0 rapidsai
libraft-headers 23.10.00 cuda11_231011_gafdddfb3_0 rapidsai
libraft-headers-only 23.10.00 cuda11_231011_gafdddfb3_0 rapidsai
librdkafka 1.9.2 ha5a0de0_2 conda-forge librmm 23.10.00 cuda11_231011_gf8ac6f8e_0 rapidsai
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rav1e 0.6.6 he8a937b_2 conda-forge rdma-core 28.9 h59595ed_1 conda-forge re2 2023.03.02 h8c504da_0 conda-forge readline 8.2 h8228510_1 conda-forge referencing 0.30.2 pyhd8ed1ab_0 conda-forge requests 2.31.0 pyhd8ed1ab_0 conda-forge rfc3339-validator 0.1.4 pyhd8ed1ab_0 conda-forge rfc3986-validator 0.1.1 pyh9f0ad1d_0 conda-forge rmm 23.10.00 cuda11_py310_231011_gf8ac6f8e_0 rapidsai
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ucx-py 0.34.00 py310_231011_g17dceab_0 rapidsai
unicodedata2 15.1.0 py310h2372a71_0 conda-forge uri-template 1.3.0 pyhd8ed1ab_0 conda-forge uriparser 0.9.7 hcb278e6_1 conda-forge urllib3 1.26.17 pyhd8ed1ab_0 conda-forge wcwidth 0.2.8 pyhd8ed1ab_0 conda-forge webcolors 1.13 pyhd8ed1ab_0 conda-forge webencodings 0.5.1 pyhd8ed1ab_2 conda-forge websocket-client 1.6.4 pyhd8ed1ab_0 conda-forge websockets 10.4 py310h5764c6d_1 conda-forge wheel 0.41.2 pyhd8ed1ab_0 conda-forge xarray 2023.9.0 pyhd8ed1ab_0 conda-forge xerces-c 3.2.4 hac6953d_3 conda-forge xgboost 1.7.6 rapidsai_py310h1395376_2310 rapidsai
xorg-kbproto 1.0.7 h7f98852_1002 conda-forge xorg-libice 1.1.1 hd590300_0 conda-forge xorg-libsm 1.2.4 h7391055_0 conda-forge xorg-libx11 1.8.7 h8ee46fc_0 conda-forge xorg-libxau 1.0.11 hd590300_0 conda-forge xorg-libxdmcp 1.1.3 h7f98852_0 conda-forge xorg-libxext 1.3.4 h0b41bf4_2 conda-forge xorg-libxrender 0.9.11 hd590300_0 conda-forge xorg-renderproto 0.11.1 h7f98852_1002 conda-forge xorg-xextproto 7.3.0 h0b41bf4_1003 conda-forge xorg-xproto 7.0.31 h7f98852_1007 conda-forge xyzservices 2023.10.0 pyhd8ed1ab_0 conda-forge xz 5.2.6 h166bdaf_0 conda-forge yaml 0.2.5 h7f98852_2 conda-forge yarl 1.9.2 py310h2372a71_1 conda-forge zarr 2.16.1 pyhd8ed1ab_0 conda-forge zeromq 4.3.5 h59595ed_0 conda-forge zfp 1.0.0 h59595ed_4 conda-forge zict 3.0.0 pyhd8ed1ab_0 conda-forge zipp 3.17.0 pyhd8ed1ab_0 conda-forge zlib 1.2.13 hd590300_5 conda-forge zlib-ng 2.0.7 h0b41bf4_0 conda-forge zstd 1.5.5 hfc55251_0 conda-forge

Intron7 avatar Nov 03 '23 13:11 Intron7