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[BUG] kneighbors_graph with ivfflat
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
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aws-c-compression 0.2.17 h4d4d85c_2 conda-forge
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