TutteInstitute / fast_hdbscan

A fast multi-core implementation of HDBSCAN for low dimensional Euclidean spaces
BSD 2-Clause "Simplified" License
78 stars 8 forks source link

Error on Import #1

Open zilch42 opened 1 year ago

zilch42 commented 1 year ago

Hi there, I'm getting an error trying to import HDBSCAN from fast_hdbscan

from fast_hdbscan import HDBSCAN

---------------------------------------------------------------------------
TypingError                               Traceback (most recent call last)
Cell In[1], line 10
      8 from sklearn.feature_extraction.text import CountVectorizer
      9 from umap import UMAP
---> 10 from fast_hdbscan import HDBSCAN
     11 import pickle
     12 import sys

File [c:\Users\abb064\AppData\Local\miniconda3\envs\csiro-horizon-scanning39\lib\site-packages\fast_hdbscan\__init__.py:7](file:///C:/Users/abb064/AppData/Local/miniconda3/envs/csiro-horizon-scanning39/lib/site-packages/fast_hdbscan/__init__.py:7)
      5 random_state = np.random.RandomState(42)
      6 random_data = random_state.random(size=(100, 3))
----> 7 HDBSCAN(allow_single_cluster=True).fit(random_data)
      8 HDBSCAN(cluster_selection_method="leaf").fit(random_data)
     10 __all__ = ["HDBSCAN", "fast_hdbscan"]

File [c:\Users\abb064\AppData\Local\miniconda3\envs\csiro-horizon-scanning39\lib\site-packages\fast_hdbscan\hdbscan.py:217](file:///C:/Users/abb064/AppData/Local/miniconda3/envs/csiro-horizon-scanning39/lib/site-packages/fast_hdbscan/hdbscan.py:217), in HDBSCAN.fit(self, X, y, **fit_params)
    207     clean_data = X
    209 kwargs = self.get_params()
    211 (
    212     self.labels_,
    213     self.probabilities_,
    214     self._single_linkage_tree,
    215     self._condensed_tree,
    216     self._min_spanning_tree,
--> 217 ) = fast_hdbscan(clean_data, return_trees=True, **kwargs)
    219 self._condensed_tree = to_numpy_rec_array(self._condensed_tree)
    221 if not self._all_finite:
    222     # remap indices to align with original data in the case of non-finite entries.

File [c:\Users\abb064\AppData\Local\miniconda3\envs\csiro-horizon-scanning39\lib\site-packages\fast_hdbscan\hdbscan.py:149](file:///C:/Users/abb064/AppData/Local/miniconda3/envs/csiro-horizon-scanning39/lib/site-packages/fast_hdbscan/hdbscan.py:149), in fast_hdbscan(data, min_samples, min_cluster_size, cluster_selection_method, allow_single_cluster, return_trees)
    147 sklearn_tree = KDTree(data)
    148 numba_tree = kdtree_to_numba(sklearn_tree)
--> 149 edges = parallel_boruvka(
    150     numba_tree, min_samples=min_cluster_size if min_samples is None else min_samples
    151 )
    152 sorted_mst = edges[np.argsort(edges.T[2])]
    153 linkage_tree = mst_to_linkage_tree(sorted_mst)

File [c:\Users\abb064\AppData\Local\miniconda3\envs\csiro-horizon-scanning39\lib\site-packages\fast_hdbscan\boruvka.py:270](file:///C:/Users/abb064/AppData/Local/miniconda3/envs/csiro-horizon-scanning39/lib/site-packages/fast_hdbscan/boruvka.py:270), in parallel_boruvka(tree, min_samples)
    267 while n_components > 1:
    268     candidate_distances, candidate_indices = boruvka_tree_query(tree, node_components, point_components,
    269                                                                 core_distances)
--> 270     new_edges = merge_components(components_disjoint_set, candidate_indices, candidate_distances, point_components)
    271     update_component_vectors(tree, components_disjoint_set, node_components, point_components)
    273     edges = np.vstack((edges, new_edges))

File [c:\Users\abb064\AppData\Local\miniconda3\envs\csiro-horizon-scanning39\lib\site-packages\numba\core\dispatcher.py:468](file:///C:/Users/abb064/AppData/Local/miniconda3/envs/csiro-horizon-scanning39/lib/site-packages/numba/core/dispatcher.py:468), in _DispatcherBase._compile_for_args(self, *args, **kws)
    464         msg = (f"{str(e).rstrip()} \n\nThis error may have been caused "
    465                f"by the following argument(s):\n{args_str}\n")
    466         e.patch_message(msg)
--> 468     error_rewrite(e, 'typing')
    469 except errors.UnsupportedError as e:
    470     # Something unsupported is present in the user code, add help info
    471     error_rewrite(e, 'unsupported_error')
...
File ".[.\..\..\..\..\AppData\Local\miniconda3\envs\csiro-horizon-scanning39\lib\site-packages\fast_hdbscan\boruvka.py](https://file+.vscode-resource.vscode-cdn.net/c%3A/Users/abb064/OneDrive%20-%20CSIRO/AppData/Local/miniconda3/envs/csiro-horizon-scanning39/lib/site-packages/fast_hdbscan/boruvka.py)", line 9:
def merge_components(disjoint_set, candidate_neighbors, candidate_neighbor_distances, point_components):
    component_edges = {0: (0, np.int32(1), np.float32(0.0)) for i in range(0)}

Python 3.9.16

lmcinnes commented 1 year ago

It looks as if numba is balking at some type issues, but it is not clear to me what those could be from the error. This has worked acceptably on a few different machines and configurations I tried, so it isn't the default state of things.

What version of numba are you using?

On Wed, Mar 15, 2023 at 7:21 PM zilch42 @.***> wrote:

Hi there, I'm getting an error trying to import HDBSCAN from fast_hdbscan

from fast_hdbscan import HDBSCAN


TypingError Traceback (most recent call last) Cell In[1], line 10 8 from sklearn.feature_extraction.text import CountVectorizer 9 from umap import UMAP ---> 10 from fast_hdbscan import HDBSCAN 11 import pickle 12 import sys

File c:\Users\abb064\AppData\Local\miniconda3\envs\csiro-horizon-scanning39\lib\site-packages\fast_hdbscan__init__.py:7 5 random_state = np.random.RandomState(42) 6 random_data = random_state.random(size=(100, 3)) ----> 7 HDBSCAN(allow_single_cluster=True).fit(random_data) 8 HDBSCAN(cluster_selection_method="leaf").fit(random_data) 10 all = ["HDBSCAN", "fast_hdbscan"]

File c:\Users\abb064\AppData\Local\miniconda3\envs\csiro-horizon-scanning39\lib\site-packages\fast_hdbscan\hdbscan.py:217, in HDBSCAN.fit(self, X, y, fit_params) 207 clean_data = X 209 kwargs = self.getparams() 211 ( 212 self.labels, 213 self.probabilities_, 214 self._single_linkage_tree, 215 self._condensed_tree, 216 self._min_spanning_tree, --> 217 ) = fast_hdbscan(clean_data, return_trees=True, kwargs) 219 self._condensed_tree = to_numpy_rec_array(self._condensed_tree) 221 if not self._all_finite: 222 # remap indices to align with original data in the case of non-finite entries.

File c:\Users\abb064\AppData\Local\miniconda3\envs\csiro-horizon-scanning39\lib\site-packages\fast_hdbscan\hdbscan.py:149, in fast_hdbscan(data, min_samples, min_cluster_size, cluster_selection_method, allow_single_cluster, return_trees) 147 sklearn_tree = KDTree(data) 148 numba_tree = kdtree_to_numba(sklearn_tree) --> 149 edges = parallel_boruvka( 150 numba_tree, min_samples=min_cluster_size if min_samples is None else min_samples 151 ) 152 sorted_mst = edges[np.argsort(edges.T[2])] 153 linkage_tree = mst_to_linkage_tree(sorted_mst)

File c:\Users\abb064\AppData\Local\miniconda3\envs\csiro-horizon-scanning39\lib\site-packages\fast_hdbscan\boruvka.py:270, in parallel_boruvka(tree, min_samples) 267 while n_components > 1: 268 candidate_distances, candidate_indices = boruvka_tree_query(tree, node_components, point_components, 269 core_distances) --> 270 new_edges = merge_components(components_disjoint_set, candidate_indices, candidate_distances, point_components) 271 update_component_vectors(tree, components_disjoint_set, node_components, point_components) 273 edges = np.vstack((edges, new_edges))

File c:\Users\abb064\AppData\Local\miniconda3\envs\csiro-horizon-scanning39\lib\site-packages\numba\core\dispatcher.py:468, in _DispatcherBase._compile_for_args(self, *args, **kws) 464 msg = (f"{str(e).rstrip()} \n\nThis error may have been caused " 465 f"by the following argument(s):\n{args_str}\n") 466 e.patch_message(msg) --> 468 error_rewrite(e, 'typing') 469 except errors.UnsupportedError as e: 470 # Something unsupported is present in the user code, add help info 471 error_rewrite(e, 'unsupported_error') ... File "..........\AppData\Local\miniconda3\envs\csiro-horizon-scanning39\lib\site-packages\fast_hdbscan\boruvka.py", line 9: def merge_components(disjoint_set, candidate_neighbors, candidate_neighbor_distances, point_components): component_edges = {0: (0, np.int32(1), np.float32(0.0)) for i in range(0)}

Python 3.9.16

— Reply to this email directly, view it on GitHub https://github.com/TutteInstitute/fast_hdbscan/issues/1, or unsubscribe https://github.com/notifications/unsubscribe-auth/AC3IUBIUEQ6USTT5QXR53NTW4JFIDANCNFSM6AAAAAAV4PR6HY . You are receiving this because you are subscribed to this thread.Message ID: @.***>

zilch42 commented 1 year ago

Numba 0.56.4

Here is my whole environment

# Name                    Version                   Build  Channel
aiofiles                  22.1.0                   pypi_0    pypi
aiohttp                   3.8.4                    pypi_0    pypi
aiosignal                 1.3.1                    pypi_0    pypi
aiosqlite                 0.18.0                   pypi_0    pypi
anyio                     3.6.2                    pypi_0    pypi
argon2-cffi               21.3.0                   pypi_0    pypi
argon2-cffi-bindings      21.2.0                   pypi_0    pypi
arrow                     1.2.3                    pypi_0    pypi
asttokens                 2.2.1                    pypi_0    pypi
async-timeout             4.0.2                    pypi_0    pypi
attrs                     22.2.0                   pypi_0    pypi
babel                     2.12.1                   pypi_0    pypi
backcall                  0.2.0                    pypi_0    pypi
beautifulsoup4            4.11.2                   pypi_0    pypi
bertopic                  0.14.1                   pypi_0    pypi
bleach                    6.0.0                    pypi_0    pypi
blis                      0.7.9                    pypi_0    pypi
bzip2                     1.0.8                h8ffe710_4    conda-forge
ca-certificates           2022.12.7            h5b45459_0    conda-forge
cachetools                5.3.0                    pypi_0    pypi
catalogue                 2.0.8                    pypi_0    pypi
certifi                   2022.12.7                pypi_0    pypi
cffi                      1.15.1                   pypi_0    pypi
charset-normalizer        3.1.0                    pypi_0    pypi
click                     8.1.3                    pypi_0    pypi
colorama                  0.4.6                    pypi_0    pypi
comm                      0.1.2                    pypi_0    pypi
confection                0.0.4                    pypi_0    pypi
contourpy                 1.0.7                    pypi_0    pypi
cycler                    0.11.0                   pypi_0    pypi
cymem                     2.0.7                    pypi_0    pypi
cython                    0.29.33                  pypi_0    pypi
cytoolz                   0.12.1                   pypi_0    pypi
debugpy                   1.6.6                    pypi_0    pypi
decorator                 5.1.1                    pypi_0    pypi
defusedxml                0.7.1                    pypi_0    pypi
dnspython                 2.3.0                    pypi_0    pypi
exceptiongroup            1.1.0                    pypi_0    pypi
executing                 1.2.0                    pypi_0    pypi
fast-hdbscan              0.1.0                    pypi_0    pypi
fastjsonschema            2.16.3                   pypi_0    pypi
filelock                  3.9.0                    pypi_0    pypi
fonttools                 4.39.0                   pypi_0    pypi
fqdn                      1.5.1                    pypi_0    pypi
frozenlist                1.3.3                    pypi_0    pypi
hdbscan                   0.8.29                   pypi_0    pypi
huggingface-hub           0.13.0                   pypi_0    pypi
idna                      3.4                      pypi_0    pypi
importlib-metadata        6.0.0                    pypi_0    pypi
importlib-resources       5.12.0                   pypi_0    pypi
iniconfig                 2.0.0                    pypi_0    pypi
ipykernel                 6.21.3                   pypi_0    pypi
ipython                   8.11.0                   pypi_0    pypi
ipython-genutils          0.2.0                    pypi_0    pypi
ipywidgets                8.0.4                    pypi_0    pypi
isoduration               20.11.0                  pypi_0    pypi
jedi                      0.18.2                   pypi_0    pypi
jellyfish                 0.9.0                    pypi_0    pypi
jinja2                    3.1.2                    pypi_0    pypi
joblib                    1.2.0                    pypi_0    pypi
json5                     0.9.11                   pypi_0    pypi
jsonpointer               2.3                      pypi_0    pypi
jsonschema                4.17.3                   pypi_0    pypi
jupyter-client            8.0.3                    pypi_0    pypi
jupyter-core              5.2.0                    pypi_0    pypi
jupyter-events            0.6.3                    pypi_0    pypi
jupyter-server            2.4.0                    pypi_0    pypi
jupyter-server-fileid     0.8.0                    pypi_0    pypi
jupyter-server-terminals  0.4.4                    pypi_0    pypi
jupyter-server-ydoc       0.6.1                    pypi_0    pypi
jupyter-ydoc              0.2.2                    pypi_0    pypi
jupyterlab                3.6.1                    pypi_0    pypi
jupyterlab-pygments       0.2.2                    pypi_0    pypi
jupyterlab-server         2.20.0                   pypi_0    pypi
jupyterlab-widgets        3.0.5                    pypi_0    pypi
kiwisolver                1.4.4                    pypi_0    pypi
langcodes                 3.3.0                    pypi_0    pypi
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libsqlite                 3.40.0               hcfcfb64_0    conda-forge
libzlib                   1.2.13               hcfcfb64_4    conda-forge
llvmlite                  0.39.1                   pypi_0    pypi
loguru                    0.6.0                    pypi_0    pypi
markupsafe                2.1.2                    pypi_0    pypi
matplotlib                3.7.1                    pypi_0    pypi
matplotlib-inline         0.1.6                    pypi_0    pypi
mistune                   2.0.5                    pypi_0    pypi
multidict                 6.0.4                    pypi_0    pypi
murmurhash                1.0.9                    pypi_0    pypi
nbclassic                 0.5.3                    pypi_0    pypi
nbclient                  0.7.2                    pypi_0    pypi
nbconvert                 7.2.9                    pypi_0    pypi
nbformat                  5.7.3                    pypi_0    pypi
nest-asyncio              1.5.6                    pypi_0    pypi
networkx                  3.0                      pypi_0    pypi
nltk                      3.8.1                    pypi_0    pypi
notebook                  6.5.3                    pypi_0    pypi
notebook-shim             0.2.2                    pypi_0    pypi
numba                     0.56.4                   pypi_0    pypi
numpy                     1.23.5                   pypi_0    pypi
openai                    0.27.1                   pypi_0    pypi
openssl                   3.0.8                hcfcfb64_0    conda-forge
packaging                 23.0                     pypi_0    pypi
pandas                    1.5.3                    pypi_0    pypi
pandocfilters             1.5.0                    pypi_0    pypi
parso                     0.8.3                    pypi_0    pypi
pathy                     0.10.1                   pypi_0    pypi
pickleshare               0.7.5                    pypi_0    pypi
pillow                    9.4.0                    pypi_0    pypi
pip                       23.0.1             pyhd8ed1ab_0    conda-forge
platformdirs              3.1.0                    pypi_0    pypi
plotly                    5.13.1                   pypi_0    pypi
pluggy                    1.0.0                    pypi_0    pypi
preshed                   3.0.8                    pypi_0    pypi
prometheus-client         0.16.0                   pypi_0    pypi
prompt-toolkit            3.0.38                   pypi_0    pypi
psutil                    5.9.4                    pypi_0    pypi
pure-eval                 0.2.2                    pypi_0    pypi
pycparser                 2.21                     pypi_0    pypi
pydantic                  1.10.6                   pypi_0    pypi
pygments                  2.14.0                   pypi_0    pypi
pymongo                   4.3.3                    pypi_0    pypi
pynndescent               0.5.8                    pypi_0    pypi
pyparsing                 3.0.9                    pypi_0    pypi
pyphen                    0.13.2                   pypi_0    pypi
pyrsistent                0.19.3                   pypi_0    pypi
pytest                    7.2.2                    pypi_0    pypi
python                    3.9.16          h4de0772_0_cpython    conda-forge
python-dateutil           2.8.2                    pypi_0    pypi
python-dotenv             1.0.0                    pypi_0    pypi
python-json-logger        2.0.7                    pypi_0    pypi
pytz                      2022.7.1                 pypi_0    pypi
pywin32                   305                      pypi_0    pypi
pywinpty                  2.0.10                   pypi_0    pypi
pyyaml                    6.0                      pypi_0    pypi
pyzmq                     25.0.0                   pypi_0    pypi
regex                     2022.10.31               pypi_0    pypi
requests                  2.28.2                   pypi_0    pypi
rfc3339-validator         0.1.4                    pypi_0    pypi
rfc3986-validator         0.1.1                    pypi_0    pypi
river                     0.14.0                   pypi_0    pypi
scikit-learn              1.2.1                    pypi_0    pypi
scipy                     1.10.1                   pypi_0    pypi
send2trash                1.8.0                    pypi_0    pypi
sentence-transformers     2.2.2                    pypi_0    pypi
sentencepiece             0.1.97                   pypi_0    pypi
setuptools                67.5.1             pyhd8ed1ab_0    conda-forge
six                       1.16.0                   pypi_0    pypi
smart-open                6.3.0                    pypi_0    pypi
sniffio                   1.3.0                    pypi_0    pypi
soupsieve                 2.4                      pypi_0    pypi
spacy                     3.5.0                    pypi_0    pypi
spacy-legacy              3.0.12                   pypi_0    pypi
spacy-loggers             1.0.4                    pypi_0    pypi
srsly                     2.4.6                    pypi_0    pypi
stack-data                0.6.2                    pypi_0    pypi
tenacity                  8.2.2                    pypi_0    pypi
terminado                 0.17.1                   pypi_0    pypi
textacy                   0.12.0                   pypi_0    pypi
textblob                  0.17.1                   pypi_0    pypi
thinc                     8.1.9                    pypi_0    pypi
threadpoolctl             3.1.0                    pypi_0    pypi
tinycss2                  1.2.1                    pypi_0    pypi
tk                        8.6.12               h8ffe710_0    conda-forge
tokenizers                0.13.2                   pypi_0    pypi
tomli                     2.0.1                    pypi_0    pypi
toolz                     0.12.0                   pypi_0    pypi
topicmodeltuner           0.3.4                    pypi_0    pypi
torch                     1.13.1                   pypi_0    pypi
torchvision               0.14.1                   pypi_0    pypi
tornado                   6.2                      pypi_0    pypi
tqdm                      4.65.0                   pypi_0    pypi
traitlets                 5.9.0                    pypi_0    pypi
transformers              4.26.1                   pypi_0    pypi
typer                     0.7.0                    pypi_0    pypi
typing-extensions         4.5.0                    pypi_0    pypi
tzdata                    2022g                h191b570_0    conda-forge
ucrt                      10.0.22621.0         h57928b3_0    conda-forge
umap-learn                0.5.3                    pypi_0    pypi
uri-template              1.2.0                    pypi_0    pypi
urllib3                   1.26.14                  pypi_0    pypi
vc                        14.3                hb6edc58_10    conda-forge
vs2015_runtime            14.34.31931         h4c5c07a_10    conda-forge
wasabi                    1.1.1                    pypi_0    pypi
wcwidth                   0.2.6                    pypi_0    pypi
webcolors                 1.12                     pypi_0    pypi
webencodings              0.5.1                    pypi_0    pypi
websocket-client          1.5.1                    pypi_0    pypi
wheel                     0.38.4             pyhd8ed1ab_0    conda-forge
widgetsnbextension        4.0.5                    pypi_0    pypi
win32-setctime            1.1.0                    pypi_0    pypi
xz                        5.2.6                h8d14728_0    conda-forge
y-py                      0.5.9                    pypi_0    pypi
yarl                      1.8.2                    pypi_0    pypi
ypy-websocket             0.8.2                    pypi_0    pypi
zipp                      3.15.0                   pypi_0    pypi
VolkerH commented 1 year ago

Running into the same error. I have this additional error message:

TypingError: Failed in nopython mode pipeline (step: nopython frontend)
Cannot unify DictType[int32,Tuple(int64, int32, float32)]<iv=None> and DictType[int64,Tuple(int64, int32, float32)]<iv=None> for 'closure__locals___dictcomp__v167__vphi36_0', defined at C:\Users\redacted\AppData\Local\pypoetry\Cache\virtualenvs\redacted\lib\site-packages\fast_hdbscan\boruvka.py (9)

File "..\..\..\AppData\Local\pypoetry\Cache\virtualenvs\redacted\lib\site-packages\fast_hdbscan\boruvka.py", line 9:
def merge_components(disjoint_set, candidate_neighbors, candidate_neighbor_distances, point_components):
    component_edges = {0: (0, np.int32(1), np.float32(0.0)) for i in range(0)}

Python 3.9.0 Numba 0.56.4

Seems like a int32 vs int64 in a dict key problem.

EDIT: found it. Will create a PR

FotiosBistas commented 12 months ago

Getting a kinda different import error:

TypingError                               Traceback (most recent call last)
Cell In[1], line 20
     18 import optuna
     19 import multiprocessing
---> 20 import fast_hdbscan

File [c:\Users\.venv\Lib\site-packages\fast_hdbscan\__init__.py:7](file:///C:/Users/.venv/Lib/site-packages/fast_hdbscan/__init__.py:7)
      5 random_state = np.random.RandomState(42)
      6 random_data = random_state.random(size=(100, 3))
----> 7 HDBSCAN(allow_single_cluster=True).fit(random_data)
      8 HDBSCAN(cluster_selection_method="leaf").fit(random_data)
     10 __all__ = ["HDBSCAN", "fast_hdbscan"]

File [c:\Users\.venv\Lib\site-packages\fast_hdbscan\hdbscan.py:217](file:///C:/Users/.venv/Lib/site-packages/fast_hdbscan/hdbscan.py:217), in HDBSCAN.fit(self, X, y, **fit_params)
    207     clean_data = X
    209 kwargs = self.get_params()
    211 (
    212     self.labels_,
    213     self.probabilities_,
    214     self._single_linkage_tree,
    215     self._condensed_tree,
    216     self._min_spanning_tree,
--> 217 ) = fast_hdbscan(clean_data, return_trees=True, **kwargs)
    219 self._condensed_tree = to_numpy_rec_array(self._condensed_tree)
...
File "..\.venv\Lib\site-packages\fast_hdbscan\boruvka.py", line 9:
def merge_components(disjoint_set, candidate_neighbors, candidate_neighbor_distances, point_components):
    component_edges = {0: (0, np.int32(1), np.float32(0.0)) for i in range(0)}

My environment:

    alembic==1.11.1
anyio==3.7.1
argon2-cffi==21.3.0
argon2-cffi-bindings==21.2.0
arrow==1.2.3
asttokens==2.2.1
async-lru==2.0.3
attrs==23.1.0
Babel==2.12.1
backcall==0.2.0
beautifulsoup4==4.12.2
bleach==6.0.0
blis==0.7.9
catalogue==2.0.8
certifi==2023.5.7
cffi==1.15.1
charset-normalizer==3.2.0
click==8.1.4
cmaes==0.10.0
colorama==0.4.6
colorlog==6.7.0
comm==0.1.3
confection==0.1.0
contourpy==1.1.0
coverage==7.2.7
cycler==0.11.0
cymem==2.0.7
Cython==0.29.36
dacite==1.8.1
debugpy==1.6.7
decorator==5.1.1
defusedxml==0.7.1
el-core-news-sm @ https://github.com/explosion/spacy-models/releases/download/el_core_news_sm-3.6.0/el_core_news_sm-3.6.0-py3-none-any.whl#sha256=84babf74d3c42e347b2b5ed809007843e97e7b595ce8f003b7391957d6146a8d
executing==1.2.0
fast-hdbscan==0.1.0
fastjsonschema==2.17.1
filelock==3.12.2
fonttools==4.40.0
fqdn==1.5.1
fsspec==2023.6.0
future==0.18.3
gensim==4.3.1
greenlet==2.0.2
hdbscan==0.8.30
htmlmin==0.1.12
huggingface-hub==0.16.4
idna==3.4
ImageHash==4.3.1
iniconfig==2.0.0
ipykernel==6.24.0
ipython==8.14.0
ipywidgets==8.0.7
isoduration==20.11.0
jedi==0.18.2
Jinja2==3.1.2
joblib==1.3.1
json5==0.9.14
jsonpointer==2.4
jsonschema==4.18.1
jsonschema-specifications==2023.6.1
jupyter-events==0.6.3
jupyter-lsp==2.2.0
jupyter_client==8.3.0
jupyter_core==5.3.1
jupyter_server==2.7.0
jupyter_server_terminals==0.4.4
jupyterlab==4.0.2
jupyterlab-pygments==0.2.2
jupyterlab-vim==0.16.0
jupyterlab-widgets==3.0.8
jupyterlab_server==2.23.0
kiwisolver==1.4.4
kneed==0.8.5
langcodes==3.3.0
llvmlite==0.40.1
Mako==1.2.4
MarkupSafe==2.1.3
matplotlib==3.7.2
matplotlib-inline==0.1.6
mistune==3.0.1
mpmath==1.3.0
multimethod==1.9.1
murmurhash==1.0.9
nbclient==0.8.0
nbconvert==7.6.0
nbformat==5.9.1
nest-asyncio==1.5.6
networkx==3.1
nltk==3.8.1
notebook_shim==0.2.3
numba==0.57.1
numpy==1.24.0
optuna==3.2.0
overrides==7.3.1
packaging==23.1
pandas==2.0.3
pandocfilters==1.5.0
parso==0.8.3
pathy==0.10.2
patsy==0.5.3
phik==0.12.3
pickleshare==0.7.5
Pillow==10.0.0
platformdirs==3.8.1
plotly==5.15.0
pluggy==1.2.0
preshed==3.0.8
prometheus-client==0.17.1
prompt-toolkit==3.0.39
psutil==5.9.5
pure-eval==0.2.2
pycparser==2.21
pydantic==1.10.11
Pygments==2.15.1
pynndescent==0.5.10
pyparsing==3.0.9
pytest==7.4.0
pytest-cov==4.1.0
python-dateutil==2.8.2
python-json-logger==2.0.7
pytz==2023.3
PyWavelets==1.4.1
pywin32==306
pywinpty==2.0.10
PyYAML==6.0
pyzmq==25.1.0
referencing==0.29.1
regex==2023.6.3
requests==2.31.0
rfc3339-validator==0.1.4
rfc3986-validator==0.1.1
rpds-py==0.8.10
safetensors==0.3.1
scikit-learn==1.3.0
scipy==1.10.1
seaborn==0.12.2
Send2Trash==1.8.2
sentence-transformers==2.2.2
sentencepiece==0.1.99
six==1.16.0
smart-open==6.3.0
sniffio==1.3.0
soupsieve==2.4.1
spacy==3.6.0
spacy-legacy==3.0.12
spacy-loggers==1.0.4
SQLAlchemy==2.0.19
srsly==2.4.6
stack-data==0.6.2
statsmodels==0.14.0
sympy==1.12
tangled-up-in-unicode==0.2.0
tenacity==8.2.2
terminado==0.17.1
thinc==8.1.10
threadpoolctl==3.2.0
tinycss2==1.2.1
tokenizers==0.13.3
torch==2.0.1
torchvision==0.15.2
tornado==6.3.2
tqdm==4.65.0
traitlets==5.9.0
transformers==4.30.2
typeguard==2.13.3
typer==0.9.0
typing_extensions==4.7.1
tzdata==2023.3
umap-learn==0.5.3
uri-template==1.3.0
urllib3==2.0.3
visions==0.7.5
wasabi==1.1.2
wcwidth==0.2.6
webcolors==1.13
webencodings==0.5.1
websocket-client==1.6.1
widgetsnbextension==4.0.8
wordcloud==1.9.2
ydata-profiling==4.3.1