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Fix bug new model #649

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Fix bug new model #649

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0aab402
fixing new model implementation errors
Cypher2k2 Dec 12, 2024
c44f1fe
fix training and add tqdm to training
Cypher2k2 Dec 14, 2024
dfe70d1
delete log_files
Cypher2k2 Dec 14, 2024
d99c8d8
fix metrics bug
Cypher2k2 Dec 14, 2024
268faef
fixed device and added models
mehdiz5 Dec 14, 2024
c13366c
added a notebook
mehdiz5 Dec 15, 2024
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36 changes: 36 additions & 0 deletions 0.11.0
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Collecting torch
Downloading torch-2.5.1-cp312-cp312-win_amd64.whl.metadata (28 kB)
Collecting torchvision
Downloading torchvision-0.20.1-cp312-cp312-win_amd64.whl.metadata (6.2 kB)
Collecting filelock (from torch)
Downloading filelock-3.16.1-py3-none-any.whl.metadata (2.9 kB)
Requirement already satisfied: typing-extensions>=4.8.0 in c:\python312\lib\site-packages\setuptools\_vendor (from torch) (4.12.2)
Collecting networkx (from torch)
Downloading networkx-3.4.2-py3-none-any.whl.metadata (6.3 kB)
Collecting jinja2 (from torch)
Downloading jinja2-3.1.4-py3-none-any.whl.metadata (2.6 kB)
Collecting fsspec (from torch)
Downloading fsspec-2024.10.0-py3-none-any.whl.metadata (11 kB)
Requirement already satisfied: setuptools in c:\python312\lib\site-packages (from torch) (75.3.0)
Collecting sympy==1.13.1 (from torch)
Downloading sympy-1.13.1-py3-none-any.whl.metadata (12 kB)
Requirement already satisfied: mpmath<1.4,>=1.1.0 in c:\python312\lib\site-packages (from sympy==1.13.1->torch) (1.3.0)
Requirement already satisfied: numpy in c:\python312\lib\site-packages (from torchvision) (1.26.4)
Requirement already satisfied: pillow!=8.3.*,>=5.3.0 in c:\python312\lib\site-packages (from torchvision) (10.2.0)
Collecting MarkupSafe>=2.0 (from jinja2->torch)
Downloading MarkupSafe-3.0.2-cp312-cp312-win_amd64.whl.metadata (4.1 kB)
Downloading torch-2.5.1-cp312-cp312-win_amd64.whl (203.0 MB)
-------------------------------------- 203.0/203.0 MB 652.6 kB/s eta 0:00:00
Downloading sympy-1.13.1-py3-none-any.whl (6.2 MB)
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Downloading torchvision-0.20.1-cp312-cp312-win_amd64.whl (1.6 MB)
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Downloading filelock-3.16.1-py3-none-any.whl (16 kB)
Downloading fsspec-2024.10.0-py3-none-any.whl (179 kB)
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Downloading jinja2-3.1.4-py3-none-any.whl (133 kB)
---------------------------------------- 133.3/133.3 kB 2.0 MB/s eta 0:00:00
Downloading networkx-3.4.2-py3-none-any.whl (1.7 MB)
---------------------------------------- 1.7/1.7 MB 1.8 MB/s eta 0:00:00
Downloading MarkupSafe-3.0.2-cp312-cp312-win_amd64.whl (15 kB)
Installing collected packages: sympy, networkx, MarkupSafe, fsspec, filelock, jinja2, torch, torchvision
23 changes: 23 additions & 0 deletions 1.10.0
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Collecting torch
Using cached torch-2.5.1-cp312-cp312-win_amd64.whl.metadata (28 kB)
Collecting filelock (from torch)
Using cached filelock-3.16.1-py3-none-any.whl.metadata (2.9 kB)
Requirement already satisfied: typing-extensions>=4.8.0 in c:\python312\lib\site-packages\setuptools\_vendor (from torch) (4.12.2)
Collecting networkx (from torch)
Using cached networkx-3.4.2-py3-none-any.whl.metadata (6.3 kB)
Collecting jinja2 (from torch)
Using cached jinja2-3.1.4-py3-none-any.whl.metadata (2.6 kB)
Collecting fsspec (from torch)
Using cached fsspec-2024.10.0-py3-none-any.whl.metadata (11 kB)
Requirement already satisfied: setuptools in c:\python312\lib\site-packages (from torch) (75.3.0)
Requirement already satisfied: sympy==1.13.1 in c:\python312\lib\site-packages (from torch) (1.13.1)
Requirement already satisfied: mpmath<1.4,>=1.1.0 in c:\python312\lib\site-packages (from sympy==1.13.1->torch) (1.3.0)
Collecting MarkupSafe>=2.0 (from jinja2->torch)
Using cached MarkupSafe-3.0.2-cp312-cp312-win_amd64.whl.metadata (4.1 kB)
Using cached torch-2.5.1-cp312-cp312-win_amd64.whl (203.0 MB)
Using cached filelock-3.16.1-py3-none-any.whl (16 kB)
Using cached fsspec-2024.10.0-py3-none-any.whl (179 kB)
Using cached jinja2-3.1.4-py3-none-any.whl (133 kB)
Using cached networkx-3.4.2-py3-none-any.whl (1.7 MB)
Using cached MarkupSafe-3.0.2-cp312-cp312-win_amd64.whl (15 kB)
Installing collected packages: networkx, MarkupSafe, fsspec, filelock, jinja2, torch
2 changes: 1 addition & 1 deletion cornac/datasets/movielens.py
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Expand Up @@ -77,7 +77,7 @@ def load_feedback(fmt="UIR", variant="100K", reader=None):
data: array-like
Data in the form of a list of tuples depending on the given data format.
"""

fmt = validate_format(fmt, VALID_DATA_FORMATS)

ml = ML_DATASETS.get(variant.upper(), None)
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2 changes: 1 addition & 1 deletion cornac/experiment/experiment.py
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Expand Up @@ -157,7 +157,7 @@ def run(self):
if self.val_result is not None:
output += "\nVALIDATION:\n...\n{}".format(self.val_result)
output += "\nTEST:\n...\n{}".format(self.result)

# print('helllooooooooooooow')
print(output)

timestamp = datetime.now().strftime("%Y-%m-%d_%H-%M-%S-%f")
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2 changes: 1 addition & 1 deletion cornac/metrics/rating.py
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Expand Up @@ -110,7 +110,7 @@ def compute(self, gt_ratings, pd_ratings, weights=None, **kwargs):
-------
mse: A scalar.
Mean Squared Error.

"""
mse = np.average((gt_ratings - pd_ratings) ** 2, axis=0, weights=weights)
return mse
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1 change: 1 addition & 0 deletions cornac/models/__init__.py
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Expand Up @@ -84,3 +84,4 @@
from .vbpr import VBPR
from .vmf import VMF
from .wmf import WMF
from .globallocalkernel import GlobalLocalKernel
1 change: 1 addition & 0 deletions cornac/models/globallocalkernel/__init__.py
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from .recom_globallocalkernel import GlobalLocalKernel
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