cvxportfolio
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Exception: Invalid dimensions for arguments.
run "SinglePeriodOptimization.ipynb" and got the error: ValueError: Cannot broadcast dimensions (60, 432) (432,)
RemoteTraceback Traceback (most recent call last)
RemoteTraceback:
"""
Traceback (most recent call last):
File "/Users/che.guan/opt/anaconda3/lib/python3.7/site-packages/multiprocess/pool.py", line 121, in worker
result = (True, func(*args, **kwds))
File "/Users/che.guan/opt/anaconda3/lib/python3.7/site-packages/multiprocess/pool.py", line 44, in mapstar
return list(map(args))
File "/Users/che.guan/cvxportfolio/cvxportfolio/simulator.py", line 147, in _run_backtest
policy, loglevel=loglevel)
File "/Users/che.guan/cvxportfolio/cvxportfolio/simulator.py", line 116, in run_backtest
u = policy.get_trades(h, t)
File "/Users/che.guan/cvxportfolio/cvxportfolio/policies.py", line 266, in get_trades
cost_expr, const_expr = cost.weight_expr(t, wplus, z, value)
File "/Users/che.guan/cvxportfolio/cvxportfolio/risks.py", line 58, in weight_expr
self.expression = self._estimate(t, w_plus - self.w_bench, z, value)
File "/Users/che.guan/cvxportfolio/cvxportfolio/risks.py", line 159, in _estimate
np.sqrt(values_in_time(self.idiosync, t)), wplus)) +
File "/Users/che.guan/opt/anaconda3/lib/python3.7/site-packages/cvxpy/atoms/affine/binary_operators.py", line 221, in init
super(multiply, self).init(lh_expr, rh_expr)
File "/Users/che.guan/opt/anaconda3/lib/python3.7/site-packages/cvxpy/atoms/affine/binary_operators.py", line 43, in init
super(BinaryOperator, self).init(lh_exp, rh_exp)
File "/Users/che.guan/opt/anaconda3/lib/python3.7/site-packages/cvxpy/atoms/atom.py", line 45, in init
self._shape = self.shape_from_args()
File "/Users/che.guan/opt/anaconda3/lib/python3.7/site-packages/cvxpy/atoms/affine/binary_operators.py", line 258, in shape_from_args
return u.shape.sum_shapes([arg.shape for arg in self.args])
File "/Users/che.guan/opt/anaconda3/lib/python3.7/site-packages/cvxpy/utilities/shape.py", line 49, in sum_shapes
len(shapes)" %s" % tuple(shapes))
ValueError: Cannot broadcast dimensions (60, 432) (432,)
"""
The above exception was the direct cause of the following exception:
ValueError Traceback (most recent call last)
~/cvxportfolio/cvxportfolio/simulator.py in run_multiple_backtest(self, initial_portf, start_time, end_time, policies, loglevel, parallel) 150 if parallel: 151 workers = multiprocess.Pool(num_workers) --> 152 results = workers.map(_run_backtest, policies) 153 workers.close() 154 return results
~/opt/anaconda3/lib/python3.7/site-packages/multiprocess/pool.py in map(self, func, iterable, chunksize) 266 in a list that is returned. 267 ''' --> 268 return self._map_async(func, iterable, mapstar, chunksize).get() 269 270 def starmap(self, func, iterable, chunksize=None):
~/opt/anaconda3/lib/python3.7/site-packages/multiprocess/pool.py in get(self, timeout) 655 return self._value 656 else: --> 657 raise self._value 658 659 def _set(self, i, obj):
ValueError: Cannot broadcast dimensions (60, 432) (432,)
I'm also having issues trying to run a backtest with a FactorModelSigma bombing because of incompatible dimensions and the mul_shapes_promote code in cvxpy shapes.py using cvxpy 1.0.25.
Perhaps this is caused by the objects I'm passing in and their shapes. Can someone provide clear examples of the DataFrame dimensions for each of the componnts Exposures, FactorCov, Idyos?
Currently I have Factor expoxsure Multiindex DataFrame Index = date, ids Columns = Factors
FactorCov Multiindex DataFrame (square in time) Index = Date, facid Columns = facid
Idyos Single Index DataFrame Index = date Columns = ids
Cheers!