#16490 closed enhancement (fixed)
Create a linear programming backend for cvxopt
Reported by: | ingolfured | Owned by: | ingolfured |
---|---|---|---|
Priority: | minor | Milestone: | sage-6.3 |
Component: | linear programming | Keywords: | |
Cc: | dimpase, ncohen | Merged in: | |
Authors: | Ingólfur Eðvarðsson | Reviewers: | Dima Pasechnik |
Report Upstream: | N/A | Work issues: | |
Branch: | 6e95304 (Commits) | Commit: | |
Dependencies: | Stopgaps: |
Description (last modified by )
CVXOPT gets a "regular" (MI)LP backend for its LP solver functionality; i.e. specifying solver="cvxopt"
should turn this solver on. This gives Sage an OSS LP solver which uses an interior point method to solve LPs.
Change History (53)
comment:1 Changed 7 years ago by
- Cc dimpase added
- Component changed from PLEASE CHANGE to linear programming
- Owner changed from (none) to ingolfured
- Priority changed from major to minor
- Type changed from PLEASE CHANGE to task
comment:2 Changed 7 years ago by
- Cc ncohen added
- Description modified (diff)
- Type changed from task to enhancement
comment:3 follow-up: ↓ 4 Changed 7 years ago by
- Branch set to u/ingolfured/create_a_linear_programming_backend_for_cvxopt
comment:4 in reply to: ↑ 3 Changed 7 years ago by
- Commit set to aefac98ab958c640769cbe91c8731c8911ef708a
comment:5 Changed 7 years ago by
- Commit changed from aefac98ab958c640769cbe91c8731c8911ef708a to aef3b0b4f112e0e19a984468eac60d84c3f0796a
Branch pushed to git repo; I updated commit sha1. New commits:
aef3b0b | added the missing cvxopt backend files
|
comment:6 Changed 7 years ago by
you should add the remaining stuff too, there are more files, as you know:
$ git diff 2b1d88becbc8cb30962e0995cc78e429e0f5589f | grep ^diff diff --git a/src/module_list.py b/src/module_list.py diff --git a/src/sage/numerical/backends/cvxopt_backend.pxd b/src/sage/numerical/backends/cvxopt_backend.pxd diff --git a/src/sage/numerical/backends/cvxopt_backend.pyx b/src/sage/numerical/backends/cvxopt_backend.pyx diff --git a/src/sage/numerical/backends/generic_backend.pyx b/src/sage/numerical/backends/generic_backend.pyx diff --git a/src/sage/numerical/backends/ppl_backend.pyx b/src/sage/numerical/backends/ppl_backend.pyx diff --git a/src/sage/numerical/mip.pyx b/src/sage/numerical/mip.pyx
comment:7 Changed 7 years ago by
- Commit changed from aef3b0b4f112e0e19a984468eac60d84c3f0796a to e3d56a83a925024799db11824c9af5da6cdabff4
comment:8 follow-up: ↓ 9 Changed 7 years ago by
could you add your new file to the doc index please ? :-)
SAGE_ROOT/src/doc/en/reference/numerical/index.rst
Nathann
comment:9 in reply to: ↑ 8 Changed 7 years ago by
Replying to ncohen:
could you add your new file to the doc index please ?
:-)
SAGE_ROOT/src/doc/en/reference/numerical/index.rst
and do not forget
src/sage/numerical/backends/generic_backend.pyx
(we are talking about stuff migrating from https://github.com/ingolfured/sageproject)
I am skeptical about the change to src/sage/numerical/backends/ppl_backend.pyx
.
Why do you need this?! PPL does not work with floats, it works with arbitrary precision integers!
comment:10 Changed 7 years ago by
- Commit changed from e3d56a83a925024799db11824c9af5da6cdabff4 to 36808b508e682fd2841b8948862b113abb68486c
comment:11 follow-up: ↓ 52 Changed 7 years ago by
A couple of things:
# optional - CVXOPT
tags should not be there, as CVXOPT is a standard part of Sage.
check the copyright notices on your .pxd and .pyx files - some of them list Nathann as the author :-)
comment:12 Changed 7 years ago by
please also add a mentioning of CVXOPT to src/doc/en/thematic_tutorials/linear_programming.rst
comment:13 Changed 7 years ago by
- Commit changed from 36808b508e682fd2841b8948862b113abb68486c to 1c719413ed3e70380d523554f39688b00cf08f6c
Branch pushed to git repo; I updated commit sha1. New commits:
1c71941 | doc for cvxopt
|
comment:14 Changed 7 years ago by
- Commit changed from 1c719413ed3e70380d523554f39688b00cf08f6c to 6ee5ef324b07b125e0242b43f0801103d1c996f3
Branch pushed to git repo; I updated commit sha1. New commits:
6ee5ef3 | added test to show the uniqueness of cvxopt
|
comment:15 Changed 7 years ago by
You do some damage to the documentation of generic_backend.pyx
if I may say.
Nathann
comment:16 Changed 7 years ago by
- Commit changed from 6ee5ef324b07b125e0242b43f0801103d1c996f3 to f3610428768043332520403ccc840ca235d8adf3
Branch pushed to git repo; I updated commit sha1. New commits:
f361042 | fixed the indentation for generic_backend.pyx
|
comment:17 Changed 7 years ago by
there is a little thing we never got around to fix in generic_backend
:
+ ValueError: 'solver' should be set to 'GLPK', 'Coin', 'CPLEX', 'Gurobi', 'CVXOPT' or None. sage: default_mip_solver(former_solver) """ global default_solver @@ -917,7 +921,7 @@ def default_mip_solver(solver = None): return default_solver else: - for s in ["Cplex", "Gurobi", "Coin", "Glpk"]: + for s in ["Cplex", "Gurobi", "Coin", "Glpk", "Cvxopt"]:
here the lists of solvers (in both +
lines) should mention PPL, too. Please fix this.
comment:18 Changed 7 years ago by
Ingo, did you try building docs? I get
[numerical] docstring of sage.numerical.backends.cvxopt_backend.CVXOPTBackend.add_col:16: ERROR: Unexpected indentation. [numerical] docstring of sage.numerical.backends.cvxopt_backend.CVXOPTBackend.add_col:17: WARNING: Block quote ends without a blank line; unexpected unindent. [numerical] docstring of sage.numerical.backends.cvxopt_backend.CVXOPTBackend.add_col:24: WARNING: Block quote ends without a blank line; unexpected unindent. [numerical] docstring of sage.numerical.backends.cvxopt_backend.CVXOPTBackend.add_col:26: WARNING: Block quote ends without a blank line; unexpected unindent.
(there is some silly formatting error in cvxopt_backend
, apparently)
comment:19 Changed 7 years ago by
- Commit changed from f3610428768043332520403ccc840ca235d8adf3 to 2fc6f054ae7f6faa36782ba85829540c15e3720b
Branch pushed to git repo; I updated commit sha1. New commits:
2fc6f05 | added ppl to a few places in generic_backend
|
comment:20 follow-up: ↓ 21 Changed 7 years ago by
Yo !
You put cvxopt before gurobi in the ordering of LP solvers: this list is meant to be "use the fastest solver available installed on this computer". Is CVXOPT faster than Gurobi ?
Besides:
1) It is useless to put anything after a solver which is installed by default
2) PPL cannot really be a "default solver" as it misses the important feature of being able to solve integer linear programs.
Nathann
comment:21 in reply to: ↑ 20 ; follow-up: ↓ 22 Changed 7 years ago by
Replying to ncohen:
You put cvxopt before gurobi in the ordering of LP solvers: this list is meant to be "use the fastest solver available installed on this computer". Is CVXOPT faster than Gurobi ?
This list for making the most suitable for the task solver the default. For the duration of a Sage session. E.g. it can be PPL, if you need to solve badly conditioned LPs with huge coefficients, or it can be CVXOPT, if you need an interior point solver as opposed to a simplex algorithm solver.
Besides:
1) It is useless to put anything after a solver which is installed by default
huh?
2) PPL cannot really be a "default solver" as it misses the important feature of being able to solve integer linear programs.
We have discussed this in April: let me quote your email dated 22.04.14:
DP 1) I'd like this:
DP sage: sage.numerical.backends.generic_backend.default_mip_solver(solver='PPL')
DP to work...
NC Well. PPL is just missing from the list of keywords, it should only be
NC added there. Can you write the patch ? I will review it, it takes ten
NC seconds.
comment:22 in reply to: ↑ 21 ; follow-up: ↓ 23 Changed 7 years ago by
Yo !
You put cvxopt before gurobi in the ordering of LP solvers: this list is meant to be "use the fastest solver available installed on this computer". Is CVXOPT faster than Gurobi ?
This list for making the most suitable for the task solver the default.
No, this list is a linear ordering that makes Sage's default the first solver that can be called and that appears in the list. If CVXOPT is the second, and as it is available by default, then none of the others will ever become the default. And unless you tell me that CVXOPT is faster than gurobi it should appear afterwards.
1) It is useless to put anything after a solver which is installed by default
huh?
2) PPL cannot really be a "default solver" as it misses the important feature of being able to solve integer linear programs.
We have discussed this in April: let me quote your email dated 22.04.14:
DP 1) I'd like this:
DP sage: sage.numerical.backends.generic_backend.default_mip_solver(solver='PPL')
DP to work...
NC Well. PPL is just missing from the list of keywords, it should only be
NC added there. Can you write the patch ? I will review it, it takes ten
NC seconds.
I don't see what you intend by quoting me against myself. Just read the code :
if solver is None: if default_solver is not None: return default_solver else: for s in ["Cplex", "Cvxopt", "Gurobi", "Coin", "Glpk", "Ppl"]: try: default_mip_solver(s) return s except ValueError: pass
If CPLEX is available, Cplex will be used. If CVXOPT is available, it will be used. And CVXOPT is always available, so none of the others LP will ever be used.
If you want to be able to make CVXOPT the default solver all you need is this part of your branch
elif solver == "Cvxopt": try: from sage.numerical.backends.cvxopt_backend import CVXOPTBackend default_solver = solver except ImportError: raise ValueError("CVXOPT is not available. Please refer to the documentation to install it.")
Touching the list changes the "automatically defined" default solver of Sage. And as the code shows, by puting cvxopt second you may as well remove anything that appears after it. Similarly, it's useless to put anything after Glpk. In the current state the function will only test Cplex and CVXOPT.
Nathann
comment:23 in reply to: ↑ 22 Changed 7 years ago by
comment:24 Changed 7 years ago by
- Branch changed from u/ingolfured/create_a_linear_programming_backend_for_cvxopt to u/dimpase/create_a_linear_programming_backend_for_cvxopt
comment:25 Changed 7 years ago by
- Commit changed from 2fc6f054ae7f6faa36782ba85829540c15e3720b to d0cdab2291f832ab3d615b991f15a4ae83a290b0
Branch pushed to git repo; I updated commit sha1. New commits:
d0cdab2 | fixing links in generic_backend - finally docs build
|
comment:26 Changed 7 years ago by
- Commit changed from d0cdab2291f832ab3d615b991f15a4ae83a290b0 to 6d17e0014dd4cb7c9ac4888af2c7966aad3d612d
Branch pushed to git repo; I updated commit sha1. New commits:
6d17e00 | giving the correct description of CVXOPT in the thematic tute
|
comment:27 Changed 7 years ago by
- Status changed from new to needs_review
I hope the last commits fix all the remaining issues. Review?
comment:28 Changed 7 years ago by
- Branch changed from u/dimpase/create_a_linear_programming_backend_for_cvxopt to u/ingolfured/create_a_linear_programming_backend_for_cvxopt
comment:29 follow-up: ↓ 34 Changed 7 years ago by
- Commit changed from 6d17e0014dd4cb7c9ac4888af2c7966aad3d612d to 470d0cb5193d7d7f4118a20ea45791ddaef1aa9b
I'm trying to finish this off now, and I get
sage -t src/sage/numerical/backends/cvxopt_backend.pyx ********************************************************************** File "src/sage/numerical/backends/cvxopt_backend.pyx", line 467, in sage.numerical.backends.cvxopt_backend.CVXOPTBackend.solve Failed example: round(p.solve(), 2) Expected: pcost dcost gap pres dres k/t 0: -7.3165e+00 -2.3038e+01 6e+00 0e+00 2e+00 1e+00 1: -7.8209e+00 -1.0635e+01 1e+00 1e-16 3e-01 2e-01 2: -8.4714e+00 -1.0546e+01 1e+00 4e-16 2e-01 2e-01 3: -8.7876e+00 -8.8459e+00 3e-02 1e-16 6e-03 4e-03 4: -8.7999e+00 -8.8005e+00 3e-04 2e-16 6e-05 4e-05 5: -8.8000e+00 -8.8000e+00 3e-06 2e-16 6e-07 4e-07 6: -8.8000e+00 -8.8000e+00 3e-08 1e-16 6e-09 4e-09 Optimal solution found. 8.8 Got: pcost dcost gap pres dres k/t 0: -7.3165e+00 -2.3038e+01 6e+00 0e+00 2e+00 1e+00 1: -7.8209e+00 -1.0635e+01 1e+00 1e-16 3e-01 2e-01 2: -8.4714e+00 -1.0546e+01 1e+00 3e-16 2e-01 2e-01 3: -8.7876e+00 -8.8459e+00 3e-02 6e-17 6e-03 4e-03 4: -8.7999e+00 -8.8005e+00 3e-04 2e-16 6e-05 4e-05 5: -8.8000e+00 -8.8000e+00 3e-06 2e-16 6e-07 4e-07 6: -8.8000e+00 -8.8000e+00 3e-08 1e-16 6e-09 4e-09 Optimal solution found. 8.8 ********************************************************************** 1 item had failures: 1 of 53 in sage.numerical.backends.cvxopt_backend.CVXOPTBackend.solve [201 tests, 1 failure, 0.11 s]
when I merge with the latest version, 6.3.beta6. Any idea why? (It's of course easy to fix, looks like spacing has changed for some reason).
New commits:
470d0cb | Refactored the tests for solve in cvxopt_backend
|
comment:30 Changed 7 years ago by
and another easy to fix thing:
sage -t src/sage/numerical/backends/generic_backend.pyx ********************************************************************** File "src/sage/numerical/backends/generic_backend.pyx", line 913, in sage.numerical.backends.generic_backend.default_mip_solver Failed example: default_mip_solver("Yeahhhhhhhhhhh") Expected: Traceback (most recent call last): ... ValueError: 'solver' should be set to 'GLPK', 'Coin', 'CPLEX', 'CVXOPT', 'Gurobi', 'PPL' or None. Got: <BLANKLINE> Traceback (most recent call last): File "/home/scratch/dimpase/sage/sage-6.3.beta2/local/lib/python2.7/site-packages/sage/doctest/forker.py", line 480, in _run self.execute(example, compiled, test.globs) File "/home/scratch/dimpase/sage/sage-6.3.beta2/local/lib/python2.7/site-packages/sage/doctest/forker.py", line 839, in execute exec compiled in globs File "<doctest sage.numerical.backends.generic_backend.default_mip_solver[3]>", line 1, in <module> default_mip_solver("Yeahhhhhhhhhhh") File "generic_backend.pyx", line 975, in sage.numerical.backends.generic_backend.default_mip_solver (build/cythonized/sage/numerical/backends/generic_backend.c:7373) ValueError: 'solver' should be set to 'GLPK', 'Coin', 'CPLEX', 'Gurobi', 'CVXOPT', 'PPL' or None.
here the problem is that the output does not match the doctest, as in the doctest the order of solvers is different : CVXOPT and Gurobi are swapped.
The best way to create a proper docstring is to run the command, in this case default_mip_solver("Yeahhhhhhhhhhh")
, at the Sage prompt and then paste the output into the source.
comment:31 Changed 7 years ago by
- Status changed from needs_review to needs_work
comment:32 Changed 7 years ago by
Ingo, and please add your full name to the copyright notices, not just your given name. (Risan, my student from Indonesia, who wrote PPL interface, officially has just one name, and this might have confused you).
comment:33 Changed 7 years ago by
- Commit changed from 470d0cb5193d7d7f4118a20ea45791ddaef1aa9b to fb45d8b3ee022ef10fd546f79aa5febfb95790c1
Branch pushed to git repo; I updated commit sha1. New commits:
fb45d8b | in generic_backend, ppl fixed, test added and another test fixed
|
comment:34 in reply to: ↑ 29 Changed 7 years ago by
Replying to dimpase:
I'm trying to finish this off now, and I get
sage -t src/sage/numerical/backends/cvxopt_backend.pyx ********************************************************************** File "src/sage/numerical/backends/cvxopt_backend.pyx", line 467, in sage.numerical.backends.cvxopt_backend.CVXOPTBackend.solve Failed example: round(p.solve(), 2) Expected: pcost dcost gap pres dres k/t 0: -7.3165e+00 -2.3038e+01 6e+00 0e+00 2e+00 1e+00 1: -7.8209e+00 -1.0635e+01 1e+00 1e-16 3e-01 2e-01 2: -8.4714e+00 -1.0546e+01 1e+00 4e-16 2e-01 2e-01 3: -8.7876e+00 -8.8459e+00 3e-02 1e-16 6e-03 4e-03 4: -8.7999e+00 -8.8005e+00 3e-04 2e-16 6e-05 4e-05 5: -8.8000e+00 -8.8000e+00 3e-06 2e-16 6e-07 4e-07 6: -8.8000e+00 -8.8000e+00 3e-08 1e-16 6e-09 4e-09 Optimal solution found. 8.8 Got: pcost dcost gap pres dres k/t 0: -7.3165e+00 -2.3038e+01 6e+00 0e+00 2e+00 1e+00 1: -7.8209e+00 -1.0635e+01 1e+00 1e-16 3e-01 2e-01 2: -8.4714e+00 -1.0546e+01 1e+00 3e-16 2e-01 2e-01 3: -8.7876e+00 -8.8459e+00 3e-02 6e-17 6e-03 4e-03 4: -8.7999e+00 -8.8005e+00 3e-04 2e-16 6e-05 4e-05 5: -8.8000e+00 -8.8000e+00 3e-06 2e-16 6e-07 4e-07 6: -8.8000e+00 -8.8000e+00 3e-08 1e-16 6e-09 4e-09 Optimal solution found. 8.8 ********************************************************************** 1 item had failures: 1 of 53 in sage.numerical.backends.cvxopt_backend.CVXOPTBackend.solve [201 tests, 1 failure, 0.11 s]when I merge with the latest version, 6.3.beta6. Any idea why? (It's of course easy to fix, looks like spacing has changed for some reason).
The latest commit (fb45d8b in generic_backend, ppl fixed, test added and another test fixed ) fixes all the problems, except this one (indeed, it doesn't even touch the cvxopt backend). Please look into it.
comment:35 Changed 7 years ago by
- Commit changed from fb45d8b3ee022ef10fd546f79aa5febfb95790c1 to a5c5613d28de1ff079862959f9a8a78d6aca3ef4
Branch pushed to git repo; I updated commit sha1. New commits:
a5c5613 | potential fix for the test in cvxopt_backend.pyx
|
comment:36 Changed 7 years ago by
- Status changed from needs_work to positive_review
OK, looks good now. Tested by merging over 6.3.beta6.
comment:37 Changed 7 years ago by
- Status changed from positive_review to needs_work
Author & Reviewer name
comment:38 Changed 7 years ago by
- Reviewers set to Dima Pasechnik
- Status changed from needs_work to positive_review
comment:39 follow-up: ↓ 42 Changed 7 years ago by
- Status changed from positive_review to needs_info
Hey guys, what the hell is this ?
def solve(self): ... return 0 # it should be the value of the objective function def set_variable_type(...): ... pass
comment:40 Changed 7 years ago by
And the doc of set_verbosity
is wrong if it does nothing. Even though that's nothing compared to the wrong results of the two functions above.
Nathann
comment:41 Changed 7 years ago by
- Commit changed from a5c5613d28de1ff079862959f9a8a78d6aca3ef4 to 3f133331394911218d22d3a298fc049c86a8c034
Branch pushed to git repo; I updated commit sha1. New commits:
3f13333 | fixed the doc for set_verbosity and set_variable_type
|
comment:42 in reply to: ↑ 39 ; follow-up: ↓ 43 Changed 7 years ago by
Replying to ncohen:
Hey guys, what the hell is this ?
def solve(self): ... return 0 # it should be the value of the objective function def set_variable_type(...): ... pass
set_variable_type is cont. by default and cannot be changed. I fixed the doc for that. The solve method in the backend returns 0 if everything went ok and the solve in mip.pyx returns the actual value. Therefore this is anormal behavior (see the ppl or glpk backends for further info) I also changed the doc for set_verbosity (does not apply for the cvxopt backend). Let me know if this is sufficient or not.
Best, Ingo
comment:43 in reply to: ↑ 42 Changed 7 years ago by
- Status changed from needs_info to needs_work
Replying to ingolfured:
Replying to ncohen:
Hey guys, what the hell is this ?
def solve(self): ... return 0 # it should be the value of the objective function def set_variable_type(...): ... passset_variable_type is cont. by default and cannot be changed. I fixed the doc for that. The solve method in the backend returns 0 if everything went ok and the solve in mip.pyx returns the actual value. Therefore this is anormal behavior (see the ppl or glpk backends for further info) I also changed the doc for set_verbosity (does not apply for the cvxopt backend). Let me know if this is sufficient or not.
for consistency, set_variable_type()
should behave as in ppl_backend
, I think. Otherwise, it looks OK.
Regarding solve()
in the backend returning 0, Nathann writes so much Sage code that he forgets what he wrote himself, e.g. in the GLPK backend... :-)
comment:44 Changed 7 years ago by
- Commit changed from 3f133331394911218d22d3a298fc049c86a8c034 to f123734477134dcc85a2ce797a901fa191ac238f
Branch pushed to git repo; I updated commit sha1. New commits:
f123734 | set_variable_type() is now like the one in the PPL backend
|
comment:45 Changed 7 years ago by
Yoooooooooooooooo !!
Yep, sorry for the "solve()" thing, it is my mistake. And indeed the set_variable_type
is better with an exception, as the user could mistakingly believe that the solver supports integer variables if it reports nothing ^^;
Nathann
comment:46 Changed 7 years ago by
- Status changed from needs_work to positive_review
comment:47 follow-up: ↓ 48 Changed 7 years ago by
- Status changed from positive_review to needs_work
You should probably use # abs tol 1e-16
or so:
sage -t --long src/sage/numerical/backends/cvxopt_backend.pyx ********************************************************************** File "src/sage/numerical/backends/cvxopt_backend.pyx", line 448, in sage.numerical.backends.cvxopt_backend.CVXOPTBackend.solve Failed example: round(p.solve(), 2) Expected: pcost dcost gap pres dres k/t 0: -7.3165e+00 -2.3038e+01 6e+00 0e+00 2e+00 1e+00 ... 8.8 Got: pcost dcost gap pres dres k/t 0: -7.3165e+00 -2.3038e+01 6e+00 5e-17 2e+00 1e+00 1: -7.8209e+00 -1.0635e+01 1e+00 4e-16 3e-01 2e-01 2: -8.4714e+00 -1.0546e+01 1e+00 3e-16 2e-01 2e-01 3: -8.7876e+00 -8.8459e+00 3e-02 5e-16 6e-03 4e-03 4: -8.7999e+00 -8.8005e+00 3e-04 7e-22 6e-05 4e-05 5: -8.8000e+00 -8.8000e+00 3e-06 5e-16 6e-07 4e-07 6: -8.8000e+00 -8.8000e+00 3e-08 2e-16 6e-09 4e-09 Optimal solution found. 8.8 **********************************************************************
comment:48 in reply to: ↑ 47 Changed 7 years ago by
Replying to vbraun:
You should probably use
# abs tol 1e-16
or so:sage -t --long src/sage/numerical/backends/cvxopt_backend.pyx ********************************************************************** File "src/sage/numerical/backends/cvxopt_backend.pyx", line 448, in sage.numerical.backends.cvxopt_backend.CVXOPTBackend.solve Failed example: round(p.solve(), 2) Expected: pcost dcost gap pres dres k/t 0: -7.3165e+00 -2.3038e+01 6e+00 0e+00 2e+00 1e+00 ... 8.8 Got: pcost dcost gap pres dres k/t 0: -7.3165e+00 -2.3038e+01 6e+00 5e-17 2e+00 1e+00
yeah, this line in the doctest
0: -7.3165e+00 -2.3038e+01 6e+00 0e+00 2e+00 1e+00
should be removed, as it is just output of the log of the convergence towards a solution, nothing important.
comment:49 Changed 6 years ago by
- Commit changed from f123734477134dcc85a2ce797a901fa191ac238f to 6e9530496b38b6a12e4c14c42533785c74761ebe
Branch pushed to git repo; I updated commit sha1. New commits:
6e95304 | removed a line for a doctest solve cvxopt
|
comment:50 Changed 6 years ago by
- Status changed from needs_work to positive_review
comment:51 Changed 6 years ago by
- Branch changed from u/ingolfured/create_a_linear_programming_backend_for_cvxopt to 6e9530496b38b6a12e4c14c42533785c74761ebe
- Resolution set to fixed
- Status changed from positive_review to closed
comment:52 in reply to: ↑ 11 ; follow-up: ↓ 53 Changed 6 years ago by
- Commit 6e9530496b38b6a12e4c14c42533785c74761ebe deleted
Replying to dimpase:
A couple of things:
# optional - CVXOPT
tags should not be there, as CVXOPT is a standard part of Sage.
This was never fixed... :-(
Replying to ingolfured: this didn't seem to create anything on the trac git repo...