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2019 March 18

DB

Dmitry Buslov in catboost_ru
оно?
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2019 March 19

AD

Anna Veronika Dorogush in catboost_ru
Да!
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Аa

Андрей amber4eg in catboost_ru
насколько это актуальный пример? И что должна функция возвращать в случае регрессии, а не классификации?
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Аa

Андрей amber4eg in catboost_ru
Кажется, ответ есть на гитхабе: https://github.com/catboost/catboost/issues/112
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KM

Kirill Moysa in catboost_ru
Всем привет. Почему обучение на GPU намного медленнее чем на CPU?
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VE

Vasily Ershov in catboost_ru
привет, сколько самплов в датасете?
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KM

Kirill Moysa in catboost_ru
Если я правильно понял, то это тип записей? 5000
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VE

Vasily Ershov in catboost_ru
а признаков?
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Аa

Андрей amber4eg in catboost_ru
Не выходит у меня каменный цветок с кастомным лоссом
The above exception was the direct cause of the following exception:

Traceback (most recent call last):
 File "_catboost.pyx", line 3024, in _catboost._CoutLogPrinter
 File "_catboost.pyx", line 1141, in _catboost.to_native_str
SystemError: <built-in method decode of bytes object at 0x7f9ef720ac38> returned a result with an error set

The above exception was the direct cause of the following exception:

Traceback (most recent call last):
 File "_catboost.pyx", line 3024, in _catboost._CoutLogPrinter
 File "_catboost.pyx", line 1141, in _catboost.to_native_str
SystemError: <built-in method decode of bytes object at 0x7f9eedc83a08> returned a result with an error set

The above exception was the direct cause of the following exception:

Traceback (most recent call last):
 File "_catboost.pyx", line 3024, in _catboost._CoutLogPrinter
 File "_catboost.pyx", line 1141, in _catboost.to_native_str
SystemError: <built-in method decode of bytes object at 0x7f9ef720ac38> returned a result with an error set

The above exception was the direct cause of the following exception:

Traceback (most recent call last):
 File "/home/ag/PycharmProjects/dv-predictor/flaskapp/train_module.py", line 87, in <module>
   verbose_eval=50
 File "/home/ag/anaconda3/envs/dv-predictor/lib/python3.6/site-packages/catboost/core.py", line 2701, in fit
   save_snapshot, snapshot_file, snapshot_interval)
 File "/home/ag/anaconda3/envs/dv-predictor/lib/python3.6/site-packages/catboost/core.py", line 1173, in _fit
   self._train(train_pool, eval_sets, params, allow_clear_pool)
 File "/home/ag/anaconda3/envs/dv-predictor/lib/python3.6/site-packages/catboost/core.py", line 866, in _train
   self._object._train(train_pool, test_pool, params, allow_clear_pool)
SystemError: <built-in method _train of _catboost._CatBoost object at 0x7f9ef7223990> returned a result with an error set

Process finished with exit code 1



The above exception was the direct cause of the following exception:

Traceback (most recent call last):
 File "_catboost.pyx", line 3024, in _catboost._CoutLogPrinter
 File "_catboost.pyx", line 1141, in _catboost.to_native_str
SystemError: <built-in method decode of bytes object at 0x7f9ef720ac38> returned a result with an error set

The above exception was the direct cause of the following exception:

Traceback (most recent call last):
 File "_catboost.pyx", line 3024, in _catboost._CoutLogPrinter
 File "_catboost.pyx", line 1141, in _catboost.to_native_str
SystemError: <built-in method decode of bytes object at 0x7f9eedc83a08> returned a result with an error set

The above exception was the direct cause of the following exception:

Traceback (most recent call last):
 File "_catboost.pyx", line 3024, in _catboost._CoutLogPrinter
 File "_catboost.pyx", line 1141, in _catboost.to_native_str
SystemError: <built-in method decode of bytes object at 0x7f9ef720ac38> returned a result with an error set

The above exception was the direct cause of the following exception:

Traceback (most recent call last):
 File "/home/ag/PycharmProjects/dv-route-time-predictor/flaskapp/train_module.py", line 87, in <module>
   verbose_eval=50
 File "/home/ag/anaconda3/envs/dv-route-time-predictor/lib/python3.6/site-packages/catboost/core.py", line 2701, in fit
   save_snapshot, snapshot_file, snapshot_interval)
 File "/home/ag/anaconda3/envs/dv-route-time-predictor/lib/python3.6/site-packages/catboost/core.py", line 1173, in _fit
   self._train(train_pool, eval_sets, params, allow_clear_pool)
 File "/home/ag/anaconda3/envs/dv-route-time-predictor/lib/python3.6/site-packages/catboost/core.py", line 866, in _train
   self._object._train(train_pool, test_pool, params, allow_clear_pool)
SystemError: <built-in method _train of _catboost._CatBoost object at 0x7f9ef7223990> returned a result with an error set

Process finished with exit code 1
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Аa

Андрей amber4eg in catboost_ru
cat_model = CatBoostRegressor(iterations=max_trees,
                             learning_rate=learning_rate,
                             loss_function=LatenessShare15min(),
                             # loss_function='RMSE',
                             eval_metric='RMSE',
                             # task_type='GPU'
                             l2_leaf_reg=l2_leaf_reg,
                             early_stopping_rounds=early_stopping_rounds,
                             use_best_model=True,
                             max_depth=max_depth
                             # rsm=0.1
                             )
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KM

Kirill Moysa in catboost_ru
Vasily Ershov
а признаков?
13
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PC

Pika Chu in catboost_ru
Андрей amber4eg
Не выходит у меня каменный цветок с кастомным лоссом
The above exception was the direct cause of the following exception:

Traceback (most recent call last):
 File "_catboost.pyx", line 3024, in _catboost._CoutLogPrinter
 File "_catboost.pyx", line 1141, in _catboost.to_native_str
SystemError: <built-in method decode of bytes object at 0x7f9ef720ac38> returned a result with an error set

The above exception was the direct cause of the following exception:

Traceback (most recent call last):
 File "_catboost.pyx", line 3024, in _catboost._CoutLogPrinter
 File "_catboost.pyx", line 1141, in _catboost.to_native_str
SystemError: <built-in method decode of bytes object at 0x7f9eedc83a08> returned a result with an error set

The above exception was the direct cause of the following exception:

Traceback (most recent call last):
 File "_catboost.pyx", line 3024, in _catboost._CoutLogPrinter
 File "_catboost.pyx", line 1141, in _catboost.to_native_str
SystemError: <built-in method decode of bytes object at 0x7f9ef720ac38> returned a result with an error set

The above exception was the direct cause of the following exception:

Traceback (most recent call last):
 File "/home/ag/PycharmProjects/dv-predictor/flaskapp/train_module.py", line 87, in <module>
   verbose_eval=50
 File "/home/ag/anaconda3/envs/dv-predictor/lib/python3.6/site-packages/catboost/core.py", line 2701, in fit
   save_snapshot, snapshot_file, snapshot_interval)
 File "/home/ag/anaconda3/envs/dv-predictor/lib/python3.6/site-packages/catboost/core.py", line 1173, in _fit
   self._train(train_pool, eval_sets, params, allow_clear_pool)
 File "/home/ag/anaconda3/envs/dv-predictor/lib/python3.6/site-packages/catboost/core.py", line 866, in _train
   self._object._train(train_pool, test_pool, params, allow_clear_pool)
SystemError: <built-in method _train of _catboost._CatBoost object at 0x7f9ef7223990> returned a result with an error set

Process finished with exit code 1



The above exception was the direct cause of the following exception:

Traceback (most recent call last):
 File "_catboost.pyx", line 3024, in _catboost._CoutLogPrinter
 File "_catboost.pyx", line 1141, in _catboost.to_native_str
SystemError: <built-in method decode of bytes object at 0x7f9ef720ac38> returned a result with an error set

The above exception was the direct cause of the following exception:

Traceback (most recent call last):
 File "_catboost.pyx", line 3024, in _catboost._CoutLogPrinter
 File "_catboost.pyx", line 1141, in _catboost.to_native_str
SystemError: <built-in method decode of bytes object at 0x7f9eedc83a08> returned a result with an error set

The above exception was the direct cause of the following exception:

Traceback (most recent call last):
 File "_catboost.pyx", line 3024, in _catboost._CoutLogPrinter
 File "_catboost.pyx", line 1141, in _catboost.to_native_str
SystemError: <built-in method decode of bytes object at 0x7f9ef720ac38> returned a result with an error set

The above exception was the direct cause of the following exception:

Traceback (most recent call last):
 File "/home/ag/PycharmProjects/dv-route-time-predictor/flaskapp/train_module.py", line 87, in <module>
   verbose_eval=50
 File "/home/ag/anaconda3/envs/dv-route-time-predictor/lib/python3.6/site-packages/catboost/core.py", line 2701, in fit
   save_snapshot, snapshot_file, snapshot_interval)
 File "/home/ag/anaconda3/envs/dv-route-time-predictor/lib/python3.6/site-packages/catboost/core.py", line 1173, in _fit
   self._train(train_pool, eval_sets, params, allow_clear_pool)
 File "/home/ag/anaconda3/envs/dv-route-time-predictor/lib/python3.6/site-packages/catboost/core.py", line 866, in _train
   self._object._train(train_pool, test_pool, params, allow_clear_pool)
SystemError: <built-in method _train of _catboost._CatBoost object at 0x7f9ef7223990> returned a result with an error set

Process finished with exit code 1
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VE

Vasily Ershov in catboost_ru
ну у тебя очень маленький датасет
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VE

Vasily Ershov in catboost_ru
и какой CPU?
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VE

Vasily Ershov in catboost_ru
на GPU есть достаточно большой оверхед на вызов функций
и на мелких датасетах профит только если примеров или фичей достаточно много
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KM

Kirill Moysa in catboost_ru
GPU : GeForce RTX 2070 8GB. CPU : AMD Ryzen 7 1700 Eight-Core Processor. RAM : 32GB. Driver Version: 418.43. CUDA Version: 10.1.
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KM

Kirill Moysa in catboost_ru
Вот мой код. В репозитории есть и датасет https://github.com/MojsaKirill/CatBoost/blob/master/CatBoost.py
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AD

Anna Veronika Dorogush in catboost_ru
можно датасет себе взять для тестов будущих?
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VE

Vasily Ershov in catboost_ru
а намного это насколько? на таком датасете ожидаемо, что CPU может быть быстрее
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KM

Kirill Moysa in catboost_ru
Anna Veronika Dorogush
можно датасет себе взять для тестов будущих?
Если это вопрос ко мне, то да. Я его нашел на просторах интернета
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