def guess_bad_solve(self, specs):
# TODO: Check features as well
from conda.console import setup_verbose_handlers
setup_verbose_handlers()
def mysat(specs):
dists = self.get_dists(specs)
groups = build_groups(dists)
m, v, w = self.build_vw(groups)
clauses = set(self.gen_clauses(v, groups, specs))
return sat(clauses)
# Don't show the dots from solve2 in normal mode but do show the
# dotlog messages with --debug
dotlog.setLevel(logging.INFO)
specs = [s for s in specs if not s.optional]
hint = minimal_unsatisfiable_subset(specs, sat=mysat, log=True)
if not hint:
return ''
hint = list(map(str, hint))
if len(hint) == 1:
# TODO: Generate a hint from the dependencies.
ret = (("\nHint: '{0}' has unsatisfiable dependencies (see 'conda "
"info {0}')").format(hint[0].split()[0]))
else:
ret = """
Hint: the following packages conflict with each other:
- %s
Use 'conda info %s' etc. to see the dependencies for each package.""" % ('\n - '.join(hint), hint[0].split()[0])
return ret
def guess_bad_solve(self, specs, features):
# TODO: Check features as well
from conda.console import setup_verbose_handlers
setup_verbose_handlers()
# Don't show the dots from solve2 in normal mode but do show the
# dotlog messages with --debug
dotlog.setLevel(logging.WARN)
def sat(specs):
try:
self.solve2(specs, features, guess=False, unsat_only=True)
except RuntimeError:
return False
return True
hint = minimal_unsatisfiable_subset(specs, sat=sat, log=True)
if not hint:
return ''
if len(hint) == 1:
# TODO: Generate a hint from the dependencies.
return ((
"\nHint: '{0}' has unsatisfiable dependencies (see 'conda "
"info {0}')").format(hint[0].split()[0]))
return ("""
Hint: the following packages conflict with each other:
- %s""" % '\n - '.join(hint))
def guess_bad_solve(self, specs):
# TODO: Check features as well
from conda.console import setup_verbose_handlers
setup_verbose_handlers()
def mysat(specs):
dists = self.get_dists(specs)
groups = build_groups(dists)
m, v, w = self.build_vw(groups)
clauses = set(self.gen_clauses(v, groups, specs))
return sat(clauses)
# Don't show the dots from solve2 in normal mode but do show the
# dotlog messages with --debug
dotlog.setLevel(logging.INFO)
specs = [s for s in specs if not s.optional]
hint = minimal_unsatisfiable_subset(specs, sat=mysat, log=True)
if not hint:
return ''
hint = list(map(str, hint))
if len(hint) == 1:
# TODO: Generate a hint from the dependencies.
ret = (("\nHint: '{0}' has unsatisfiable dependencies (see 'conda "
"info {0}')").format(hint[0].split()[0]))
else:
ret = """
Hint: the following packages conflict with each other:
- %s
Use 'conda info %s' etc. to see the dependencies for each package.""" % ('\n - '.join(hint), hint[0].split()[0])
return ret
def guess_bad_solve(self, specs, features):
# TODO: Check features as well
from conda.console import setup_verbose_handlers
setup_verbose_handlers()
# Don't show the dots from solve2 in normal mode but do show the
# dotlog messages with --debug
dotlog.setLevel(logging.WARN)
def sat(specs):
try:
self.solve2(specs, features, guess=False, unsat_only=True)
except RuntimeError:
return False
return True
hint = minimal_unsatisfiable_subset(specs, sat=sat, log=True)
if not hint:
return ''
if len(hint) == 1:
# TODO: Generate a hint from the dependencies.
return (("\nHint: '{0}' has unsatisfiable dependencies (see 'conda "
"info {0}')").format(hint[0].split()[0]))
return ("""
Hint: the following packages conflict with each other:
- %s""" % '\n - '.join(hint))
def minimal_unsatisfiable_subset(self, clauses, v, w):
clauses = minimal_unsatisfiable_subset(clauses, log=True)
pretty_clauses = []
for clause in clauses:
if clause[0] < 0 and len(clause) > 1:
pretty_clauses.append('%s => %s' %
(self.clause_pkg_name(-clause[0], w), ' or '.join([self.clause_pkg_name(j, w) for j in clause[1:]])))
else:
pretty_clauses.append(' or '.join([self.clause_pkg_name(j, w) for j in clause]))
return "The following set of clauses is unsatisfiable:\n\n%s" % '\n'.join(pretty_clauses)
def minimal_unsatisfiable_subset(self, clauses, v, w):
clauses = minimal_unsatisfiable_subset(clauses, log=True)
pretty_clauses = []
for clause in clauses:
if clause[0] < 0 and len(clause) > 1:
pretty_clauses.append('%s => %s' %
(self.clause_pkg_name(-clause[0], w), ' or '.join([self.clause_pkg_name(j, w) for j in clause[1:]])))
else:
pretty_clauses.append(' or '.join([self.clause_pkg_name(j, w) for j in clause]))
return "The following set of clauses is unsatisfiable:\n\n%s" % '\n'.join(pretty_clauses)
def test_minimal_unsatisfiable_subset():
assert raises(ValueError, lambda: minimal_unsatisfiable_subset([[1]]))
clauses = [[-10], [1], [5], [2, 3], [3, 4], [5, 2], [-7], [2], [3],
[-2, -3, 5], [7, 8, 9, 10], [-8], [-9]]
res = minimal_unsatisfiable_subset(clauses)
assert sorted(res) == [[-10], [-9], [-8], [-7], [7, 8, 9, 10]]
assert not sat(res)
clauses = [[1, 3], [2, 3], [-1], [4], [3], [-3]]
for perm in permutations(clauses):
res = minimal_unsatisfiable_subset(clauses)
assert sorted(res) == [[-3], [3]]
assert not sat(res)
clauses = [[1], [-1], [2], [-2], [3, 4], [4]]
for perm in permutations(clauses):
res = minimal_unsatisfiable_subset(perm)
assert sorted(res) in [[[-1], [1]], [[-2], [2]]]
assert not sat(res)
def test_minimal_unsatisfiable_subset():
assert raises(ValueError, lambda: minimal_unsatisfiable_subset([[1]]))
clauses = [[-10], [1], [5], [2, 3], [3, 4], [5, 2], [-7], [2], [3], [-2,
-3, 5], [7, 8, 9, 10], [-8], [-9]]
res = minimal_unsatisfiable_subset(clauses)
assert sorted(res) == [[-10], [-9], [-8], [-7], [7, 8, 9, 10]]
assert not sat(res)
clauses = [[1, 3], [2, 3], [-1], [4], [3], [-3]]
for perm in permutations(clauses):
res = minimal_unsatisfiable_subset(clauses)
assert sorted(res) == [[-3], [3]]
assert not sat(res)
clauses = [[1], [-1], [2], [-2], [3, 4], [4]]
for perm in permutations(clauses):
res = minimal_unsatisfiable_subset(perm)
assert sorted(res) in [[[-1], [1]], [[-2], [2]]]
assert not sat(res)
def test_minimal_unsatisfiable_subset():
def sat(val):
return Clauses(max(abs(v) for v in chain(*val))).sat(val)
assert raises(ValueError, lambda: minimal_unsatisfiable_subset([[1]], sat))
clauses = [[-10], [1], [5], [2, 3], [3, 4], [5, 2], [-7], [2], [3],
[-2, -3, 5], [7, 8, 9, 10], [-8], [-9]]
res = minimal_unsatisfiable_subset(clauses, sat)
assert sorted(res) == [[-10], [-9], [-8], [-7], [7, 8, 9, 10]]
assert not sat(res)
clauses = [[1, 3], [2, 3], [-1], [4], [3], [-3]]
for perm in permutations(clauses):
res = minimal_unsatisfiable_subset(clauses, sat)
assert sorted(res) == [[-3], [3]]
assert not sat(res)
clauses = [[1], [-1], [2], [-2], [3, 4], [4]]
for perm in permutations(clauses):
res = minimal_unsatisfiable_subset(perm, sat)
assert sorted(res) in [[[-1], [1]], [[-2], [2]]]
assert not sat(res)
def test_minimal_unsatisfiable_subset():
def sat(val):
return Clauses(max(abs(v) for v in chain(*val))).sat(val)
assert raises(ValueError, lambda: minimal_unsatisfiable_subset([[1]], sat))
clauses = [[-10], [1], [5], [2, 3], [3, 4], [5, 2], [-7], [2], [3],
[-2, -3, 5], [7, 8, 9, 10], [-8], [-9]]
res = minimal_unsatisfiable_subset(clauses, sat)
assert sorted(res) == [[-10], [-9], [-8], [-7], [7, 8, 9, 10]]
assert not sat(res)
clauses = [[1, 3], [2, 3], [-1], [4], [3], [-3]]
for perm in permutations(clauses):
res = minimal_unsatisfiable_subset(clauses, sat)
assert sorted(res) == [[-3], [3]]
assert not sat(res)
clauses = [[1], [-1], [2], [-2], [3, 4], [4]]
for perm in permutations(clauses):
res = minimal_unsatisfiable_subset(perm, sat)
assert sorted(res) in [[[-1], [1]], [[-2], [2]]]
assert not sat(res)
def get_dists(self, specs, sat_only=False):
log.debug('Beginning the pruning process')
specs = list(map(MatchSpec, specs))
active = self.feats.copy()
len0 = len(specs)
bad_deps = []
valid = {}
unsat = []
def filter_group(matches, top):
# If no packages exist with this name, it's a fatal error
match1 = next(x for x in matches)
name = match1.name
group = self.groups.get(name,[])
if not group:
bad_deps.append((matches,top))
return False
# If we are here, then this dependency is mandatory,
# so add it to the master list. That way it is still
# participates in the pruning even if one of its
# parents is pruned away
if all(name != ms.name for ms in specs):
specs.append(MatchSpec(name, parent=str(top)))
# Prune packages that don't match any of the patterns
# or which may be missing dependencies
nold = nnew = 0
first = False
notfound = set()
for fn in group:
sat = valid.get(fn, None)
if sat is None:
first = sat = valid[fn] = True
nold += sat
if sat:
if name[-1] == '@':
sat = name[:-1] in self.track_features(fn)
else:
sat = self.match_any(matches, fn)
if sat:
sat = all(any(valid.get(f2, True)
for f2 in self.find_matches(ms))
for ms in self.ms_depends(fn) if not ms.optional)
if not sat:
notfound.update(ms for ms in self.ms_depends(fn) if ms.name not in self.groups)
nnew += sat
valid[fn] = sat
reduced = nnew < nold
if reduced:
log.debug('%s: pruned from %d -> %d' % (name, nold, nnew))
if nnew == 0:
if notfound:
bad_deps.append((notfound,matches))
unsat.extend(matches)
return True
elif not first:
return False
# Perform the same filtering steps on any dependencies shared across
# *all* packages in the group. Even if just one of the packages does
# not have a particular dependency, it must be ignored in this pass.
cdeps = defaultdict(list)
for fn in group:
if valid[fn]:
for m2 in self.ms_depends(fn):
cdeps[m2.name].append(m2)
if top is None:
top = match1
cdeps = {mname:set(deps) for mname,deps in iteritems(cdeps) if len(deps)==nnew}
if cdeps:
top = top if top else match1
if sum(filter_group(deps, top) for deps in itervalues(cdeps)):
reduced = True
return reduced
# Look through all of the non-optional specs (which at this point
# should include the installed packages) for any features which *might*
# be installed. Prune away any packages that depend on features other
# than this subset.
def prune_features():
feats = set()
for ms in specs:
for fn in self.groups.get(ms.name, []):
if valid.get(fn, True):
feats.update(self.track_features(fn))
pruned = False
for feat in active - feats:
active.remove(feat)
for fn in self.groups[feat+'@']:
if valid.get(fn,True):
valid[fn] = False
pruned = True
for name, group in iteritems(self.groups):
nold = npruned = 0
for fn in group:
if valid.get(fn, True):
nold += 1
if self.features(fn) - feats:
valid[fn] = False
npruned += 1
if npruned:
pruned = True
log.debug('%s: pruned from %d -> %d for missing features'%(name,nold,nold-npruned))
if npruned == nold:
for ms in specs:
if ms.name == name and not ms.optional:
bad_deps.append((ms,name+'@'))
return pruned
# Initial scan to add tracked features and rule out missing packages
for feat in self.feats:
valid[feat + '@'] = False
for ms in specs:
if ms.name[-1] == '@':
feat = ms.name[:-1]
self.add_feature(feat)
valid[feat + '@'] = True
elif not ms.optional:
if not any(True for _ in self.find_matches(ms)):
bad_deps.append(ms)
if bad_deps:
raise NoPackagesFound(
"No packages found in current %s channels matching: %s" %
(config.subdir, ' '.join(map(str,bad_deps))), bad_deps)
# Iterate in the filtering process until no more progress is made
pruned = True
while pruned:
pruned = False
for s in list(specs):
if not s.optional:
pruned += filter_group([s], None)
if unsat and sat_only:
return False
pruned += prune_features()
log.debug('Potential feature set: %r'%(active,))
# Touch all packages
touched = {}
def is_valid(fn, notfound=None):
val = valid.get(fn)
if val is None or (notfound and not val):
valid[fn] = True # ensure cycles terminate
val = valid[fn] = all(any(is_valid(f2)
for f2 in self.find_matches(ms))
for ms in self.ms_depends(fn))
if notfound and not val:
notfound.append(ms)
return val
def touch(fn, notfound=None):
val = touched.get(fn)
if val is None or (notfound is not None and not val):
val = touched[fn] = is_valid(fn, notfound)
if val:
for ms in self.ms_depends(fn):
for f2 in self.find_matches(ms):
touch(f2, notfound)
return val
for ms in specs[:len0]:
notfound = []
if sum(touch(fn, notfound) for fn in self.find_matches(ms)) == 0 and not ms.optional and notfound:
bad_deps.extend((notfound,(ms)))
if bad_deps:
res = []
specs = set()
for spec, src in bad_deps:
specs.update(spec)
res.append(' - %s: %s' % ('|'.join(map(str,src)),', '.join(map(str,spec))))
raise NoPackagesFound('\n'.join([
"Could not find some dependencies for one or more packages:"]
+ res), specs)
# Throw an error for missing packages or dependencies
if sat_only and (unsat or bad_deps):
return False
# For weak dependency conflicts, generate a hint
if unsat:
def mysat(specs):
self.get_dists(specs, sat_only=True)
stderrlog.info('\nError: Unsatisfiable package specifications.\nGenerating hint: \n')
hint = minimal_unsatisfiable_subset(specs, sat=mysat, log=True)
hint = [' - %s'%str(x) for x in set(chain(unsat, hint))]
hint = (['The following specifications were found to be in conflict:'] + hint
+ ['Use "conda info <package>" to see the dependencies for each package.'])
sys.exit('\n'.join(hint))
dists = {fn:info for fn,info in iteritems(self.index) if touched.get(fn)}
return dists, specs
def get_dists(self, specs):
log.debug('Retrieving packages for: %s' % specs)
specs, optional, features = self.verify_specs(specs)
filter = {}
touched = {}
snames = set()
nspecs = set()
unsat = set()
def filter_group(matches, chains=None):
# If we are here, then this dependency is mandatory,
# so add it to the master list. That way it is still
# participates in the pruning even if one of its
# parents is pruned away
if unsat:
return False
match1 = next(ms for ms in matches)
name = match1.name
first = name not in snames
group = self.groups.get(name, [])
# Prune packages that don't match any of the patterns
# or which have unsatisfiable dependencies
nold = 0
bad_deps = []
for fkey in group:
if filter.setdefault(fkey, True):
nold += 1
sat = self.match_any(matches, fkey)
sat = sat and all(any(filter.get(f2, True) for f2 in self.find_matches(ms))
for ms in self.ms_depends(fkey))
filter[fkey] = sat
if not sat:
bad_deps.append(fkey)
# Build dependency chains if we detect unsatisfiability
nnew = nold - len(bad_deps)
reduced = nnew < nold
if reduced:
log.debug('%s: pruned from %d -> %d' % (name, nold, nnew))
if nnew == 0:
if name in snames:
snames.remove(name)
bad_deps = [fkey for fkey in bad_deps if self.match_any(matches, fkey)]
matches = [(ms,) for ms in matches]
chains = [a + b for a in chains for b in matches] if chains else matches
if bad_deps:
dep2 = set()
for fkey in bad_deps:
for ms in self.ms_depends(fkey):
if not any(filter.get(f2, True) for f2 in self.find_matches(ms)):
dep2.add(ms)
chains = [a + (b,) for a in chains for b in dep2]
unsat.update(chains)
return nnew != 0
if not reduced and not first:
return False
# Perform the same filtering steps on any dependencies shared across
# *all* packages in the group. Even if just one of the packages does
# not have a particular dependency, it must be ignored in this pass.
if first:
snames.add(name)
if match1 not in specs:
nspecs.add(MatchSpec(name))
cdeps = defaultdict(list)
for fkey in group:
if filter[fkey]:
for m2 in self.ms_depends(fkey):
if m2.name[0] != '@' and not m2.optional:
cdeps[m2.name].append(m2)
cdeps = {mname: set(deps) for mname, deps in iteritems(cdeps) if len(deps) >= nnew}
if cdeps:
matches = [(ms,) for ms in matches]
if chains:
matches = [a + b for a in chains for b in matches]
if sum(filter_group(deps, chains) for deps in itervalues(cdeps)):
reduced = True
return reduced
# Iterate in the filtering process until no more progress is made
def full_prune(specs, optional, features):
self.default_filter(features, filter)
for ms in optional:
for fkey in self.groups.get(ms.name, []):
if not self.match_fast(ms, fkey):
filter[fkey] = False
feats = set(self.trackers.keys())
snames.clear()
specs = slist = list(specs)
onames = set(s.name for s in specs)
for iter in range(10):
first = True
while sum(filter_group([s]) for s in slist) and not unsat:
slist = specs + [MatchSpec(n) for n in snames - onames]
first = False
if unsat:
return False
if first and iter:
return True
touched.clear()
for fstr in features:
touched[fstr+'@'] = True
for spec in chain(specs, optional):
self.touch(spec, touched, filter)
nfeats = set()
for fkey, val in iteritems(touched):
if val:
nfeats.update(self.track_features(fkey))
if len(nfeats) >= len(feats):
return True
pruned = False
for feat in feats - nfeats:
feats.remove(feat)
for fkey in self.trackers[feat]:
if filter.get(fkey, True):
filter[fkey] = False
pruned = True
if not pruned:
return True
#
# In the case of a conflict, look for the minimum satisfiable subset
#
if not full_prune(specs, optional, features):
def minsat_prune(specs):
return full_prune(specs, optional, features)
save_unsat = set(s for s in unsat if s[0] in specs)
stderrlog.info('...')
hint = minimal_unsatisfiable_subset(specs, sat=minsat_prune, log=False)
save_unsat.update((ms,) for ms in hint)
raise Unsatisfiable(save_unsat)
dists = {fkey: self.index[fkey] for fkey, val in iteritems(touched) if val}
return dists, list(map(MatchSpec, snames - {ms.name for ms in specs}))
def get_dists(self, specs):
log.debug('Retrieving packages for: %s' % specs)
specs, optional, features = self.verify_specs(specs)
filter = {}
touched = {}
snames = set()
nspecs = set()
unsat = set()
def filter_group(matches, chains=None):
# If we are here, then this dependency is mandatory,
# so add it to the master list. That way it is still
# participates in the pruning even if one of its
# parents is pruned away
if unsat:
return False
match1 = next(ms for ms in matches)
name = match1.name
first = name not in snames
group = self.groups.get(name, [])
# Prune packages that don't match any of the patterns
# or which have unsatisfiable dependencies
nold = 0
bad_deps = []
for fkey in group:
if filter.setdefault(fkey, True):
nold += 1
sat = self.match_any(matches, fkey)
sat = sat and all(any(filter.get(f2, True) for f2 in self.find_matches(ms))
for ms in self.ms_depends(fkey))
filter[fkey] = sat
if not sat:
bad_deps.append(fkey)
# Build dependency chains if we detect unsatisfiability
nnew = nold - len(bad_deps)
reduced = nnew < nold
if reduced:
log.debug('%s: pruned from %d -> %d' % (name, nold, nnew))
if nnew == 0:
if name in snames:
snames.remove(name)
bad_deps = [fkey for fkey in bad_deps if self.match_any(matches, fkey)]
matches = [(ms,) for ms in matches]
chains = [a + b for a in chains for b in matches] if chains else matches
if bad_deps:
dep2 = set()
for fkey in bad_deps:
for ms in self.ms_depends(fkey):
if not any(filter.get(f2, True) for f2 in self.find_matches(ms)):
dep2.add(ms)
chains = [a + (b,) for a in chains for b in dep2]
unsat.update(chains)
return nnew != 0
if not reduced and not first:
return False
# Perform the same filtering steps on any dependencies shared across
# *all* packages in the group. Even if just one of the packages does
# not have a particular dependency, it must be ignored in this pass.
if first:
snames.add(name)
if match1 not in specs:
nspecs.add(MatchSpec(name))
cdeps = defaultdict(list)
for fkey in group:
if filter[fkey]:
for m2 in self.ms_depends(fkey):
if m2.name[0] != '@' and not m2.optional:
cdeps[m2.name].append(m2)
cdeps = {mname: set(deps) for mname, deps in iteritems(cdeps) if len(deps) >= nnew}
if cdeps:
matches = [(ms,) for ms in matches]
if chains:
matches = [a + b for a in chains for b in matches]
if sum(filter_group(deps, chains) for deps in itervalues(cdeps)):
reduced = True
return reduced
# Iterate in the filtering process until no more progress is made
def full_prune(specs, optional, features):
self.default_filter(features, filter)
for ms in optional:
for fkey in self.groups.get(ms.name, []):
if not self.match_fast(ms, fkey):
filter[fkey] = False
feats = set(self.trackers.keys())
snames.clear()
specs = slist = list(specs)
onames = set(s.name for s in specs)
for iter in range(10):
first = True
while sum(filter_group([s]) for s in slist) and not unsat:
slist = specs + [MatchSpec(n) for n in snames - onames]
first = False
if unsat:
return False
if first and iter:
return True
touched.clear()
for fstr in features:
touched[fstr+'@'] = True
for spec in chain(specs, optional):
self.touch(spec, touched, filter)
nfeats = set()
for fkey, val in iteritems(touched):
if val:
nfeats.update(self.track_features(fkey))
if len(nfeats) >= len(feats):
return True
pruned = False
for feat in feats - nfeats:
feats.remove(feat)
for fkey in self.trackers[feat]:
if filter.get(fkey, True):
filter[fkey] = False
pruned = True
if not pruned:
return True
#
# In the case of a conflict, look for the minimum satisfiable subset
#
if not full_prune(specs, optional, features):
def minsat_prune(specs):
return full_prune(specs, optional, features)
save_unsat = set(s for s in unsat if s[0] in specs)
stderrlog.info('...')
hint = minimal_unsatisfiable_subset(specs, sat=minsat_prune, log=False)
save_unsat.update((ms,) for ms in hint)
raise Unsatisfiable(save_unsat)
dists = {fkey: self.index[fkey] for fkey, val in iteritems(touched) if val}
return dists, list(map(MatchSpec, snames - {ms.name for ms in specs}))
def get_dists(self, specs, sat_only=False):
log.debug('Beginning the pruning process')
specs = list(map(MatchSpec, specs))
active = self.feats.copy()
len0 = len(specs)
bad_deps = []
valid = {}
unsat = []
def filter_group(matches, top):
# If no packages exist with this name, it's a fatal error
match1 = next(x for x in matches)
name = match1.name
group = self.groups.get(name,[])
if not group:
bad_deps.append((matches,top))
return False
# If we are here, then this dependency is mandatory,
# so add it to the master list. That way it is still
# participates in the pruning even if one of its
# parents is pruned away
if all(name != ms.name for ms in specs):
specs.append(MatchSpec(name, parent=str(top)))
# Prune packages that don't match any of the patterns
# or which may be missing dependencies
nold = nnew = 0
first = False
notfound = set()
for fn in group:
sat = valid.get(fn, None)
if sat is None:
first = sat = valid[fn] = True
nold += sat
if sat:
if name[-1] == '@':
sat = name[:-1] in self.track_features(fn)
else:
sat = self.match_any(matches, fn)
if sat:
sat = all(any(valid.get(f2, True)
for f2 in self.find_matches(ms))
for ms in self.ms_depends(fn) if not ms.optional)
if not sat:
notfound.update(ms for ms in self.ms_depends(fn) if ms.name not in self.groups)
nnew += sat
valid[fn] = sat
reduced = nnew < nold
if reduced:
log.debug('%s: pruned from %d -> %d' % (name, nold, nnew))
if nnew == 0:
if notfound:
bad_deps.append((notfound,matches))
unsat.extend(matches)
return True
elif not first:
return False
# Perform the same filtering steps on any dependencies shared across
# *all* packages in the group. Even if just one of the packages does
# not have a particular dependency, it must be ignored in this pass.
cdeps = defaultdict(list)
for fn in group:
if valid[fn]:
for m2 in self.ms_depends(fn):
cdeps[m2.name].append(m2)
if top is None:
top = match1
cdeps = {mname:set(deps) for mname,deps in iteritems(cdeps) if len(deps)==nnew}
if cdeps:
top = top if top else match1
if sum(filter_group(deps, top) for deps in itervalues(cdeps)):
reduced = True
return reduced
# Look through all of the non-optional specs (which at this point
# should include the installed packages) for any features which *might*
# be installed. Prune away any packages that depend on features other
# than this subset.
def prune_features():
feats = set()
for ms in specs:
for fn in self.groups.get(ms.name, []):
if valid.get(fn, True):
feats.update(self.track_features(fn))
pruned = False
for feat in active - feats:
active.remove(feat)
for fn in self.groups[feat+'@']:
if valid.get(fn,True):
valid[fn] = False
pruned = True
for name, group in iteritems(self.groups):
nold = npruned = 0
for fn in group:
if valid.get(fn, True):
nold += 1
if self.features(fn) - feats:
valid[fn] = False
npruned += 1
if npruned:
pruned = True
log.debug('%s: pruned from %d -> %d for missing features'%(name,nold,nold-npruned))
if npruned == nold:
for ms in specs:
if ms.name == name and not ms.optional:
bad_deps.append((ms,name+'@'))
return pruned
# Initial scan to add tracked features and rule out missing packages
for feat in self.feats:
valid[feat + '@'] = False
for ms in specs:
if ms.name[-1] == '@':
feat = ms.name[:-1]
self.add_feature(feat)
valid[feat + '@'] = True
elif not ms.optional:
if not any(True for _ in self.find_matches(ms)):
bad_deps.append(ms)
if bad_deps:
raise NoPackagesFound(
"No packages found in current %s channels matching: %s" %
(config.subdir, ' '.join(map(str,bad_deps))), bad_deps)
# Iterate in the filtering process until no more progress is made
pruned = True
while pruned:
pruned = False
for s in list(specs):
if not s.optional:
pruned += filter_group([s], None)
if unsat and sat_only:
return False
pruned += prune_features()
log.debug('Potential feature set: %r'%(active,))
# Touch all packages
touched = {}
def is_valid(fn, notfound=None):
val = valid.get(fn)
if val is None or (notfound and not val):
valid[fn] = True # ensure cycles terminate
val = valid[fn] = all(any(is_valid(f2)
for f2 in self.find_matches(ms))
for ms in self.ms_depends(fn))
if notfound and not val:
notfound.append(ms)
return val
def touch(fn, notfound=None):
val = touched.get(fn)
if val is None or (notfound is not None and not val):
val = touched[fn] = is_valid(fn, notfound)
if val:
for ms in self.ms_depends(fn):
for f2 in self.find_matches(ms):
touch(f2, notfound)
return val
for ms in specs[:len0]:
notfound = []
if sum(touch(fn, notfound) for fn in self.find_matches(ms)) == 0 and not ms.optional and notfound:
bad_deps.extend((notfound,(ms)))
if bad_deps:
res = []
specs = set()
for spec, src in bad_deps:
specs.update(spec)
res.append(' - %s: %s' % ('|'.join(map(str,src)),', '.join(map(str,spec))))
raise NoPackagesFound('\n'.join([
"Could not find some dependencies for one or more packages:"]
+ res), specs)
# Throw an error for missing packages or dependencies
if sat_only and (unsat or bad_deps):
return False
# For weak dependency conflicts, generate a hint
if unsat:
def mysat(specs):
self.get_dists(specs, sat_only=True)
stderrlog.info('\nError: Unsatisfiable package specifications.\nGenerating hint: \n')
hint = minimal_unsatisfiable_subset(specs, sat=mysat, log=True)
hint = [' - %s'%str(x) for x in set(chain(unsat, hint))]
hint = (['The following specifications were found to be in conflict:'] + hint
+ ['Use "conda info <package>" to see the dependencies for each package.'])
sys.exit('\n'.join(hint))
dists = {fn:info for fn,info in iteritems(self.index) if touched.get(fn)}
return dists, specs
def solve(self, specs, len0=None, returnall=False):
try:
stdoutlog.info("Solving package specifications ...")
dotlog.debug("Solving for %s" % (specs,))
# Find the compliant packages
specs = list(map(MatchSpec, specs))
if len0 is None:
len0 = len(specs)
dists, new_specs, unsat = self.get_dists(specs, True)
if not dists and not unsat:
return False if dists is None else ([[]] if returnall else [])
# Check if satisfiable
dotlog.debug('Checking satisfiability')
r2 = Resolve(dists, True, True)
C = r2.gen_clauses()
constraints = r2.generate_spec_constraints(C, specs)
solution = C.sat(constraints, True)
if not solution:
# Generate hint. First we determine a minimum unsat subset. This is the
# smallest set of specs that conflict with each other
def mysat(specs):
constraints = r2.generate_spec_constraints(C, specs)
res = C.sat(constraints, False) is not None
return res
stdoutlog.info("\nUnsatisfiable specifications detected; generating hint ...")
hint = minimal_unsatisfiable_subset(specs, sat=mysat, log=False)
# Find dependency chains that establish invalidity
hnames = set(h.name for h in hint)
filter = {}
for ms2 in hint:
for fkey in r2.find_matches(ms2.name):
if not self.match_fast(ms2, fkey):
filter[fkey] = False
if unsat:
hnames.add(unsat)
for fkey in r2.find_matches(unsat):
filter[fkey] = False
chains = []
for ms in hint:
# This ensures the chains see the same filter; produces more hints
res = self.invalid_chains(ms, filter.copy())
# Only consider chains that end in one of the packages we care about
res = [r for r in res if str(r[-1]).split(' ', 1)[0] in hnames]
chains.extend(res or [(ms.spec,)])
raise Unsatisfiable(chains)
speco = [] # optional packages
specr = [] # requested packages
speca = [] # all other packages
specm = set(r2.groups) # missing from specs
for k, s in enumerate(chain(specs, new_specs)):
if s.name in specm:
specm.remove(s.name)
if not s.optional:
(specr if k < len0 else speca).append(s)
elif any(r2.find_matches(s)):
s = MatchSpec(s.name, optional=True, target=s.target)
speco.append(s)
speca.append(s)
speca.extend(MatchSpec(s) for s in specm)
# Removed packages: minimize count
eq_optional_c = r2.generate_removal_count(C, speco)
solution, obj7 = C.minimize(eq_optional_c, solution)
dotlog.debug('Package removal metric: %d' % obj7)
# Requested packages: maximize versions, then builds
eq_req_v, eq_req_b = r2.generate_version_metrics(C, specr)
solution, obj3 = C.minimize(eq_req_v, solution)
solution, obj4 = C.minimize(eq_req_b, solution)
dotlog.debug('Initial package version/build metrics: %d/%d' % (obj3, obj4))
# Track features: minimize feature count
eq_feature_count = r2.generate_feature_count(C)
solution, obj1 = C.minimize(eq_feature_count, solution)
dotlog.debug('Track feature count: %d' % obj1)
# Featured packages: maximize featured package count
eq_feature_metric, ftotal = r2.generate_feature_metric(C)
solution, obj2 = C.minimize(eq_feature_metric, solution)
obj2 = ftotal - obj2
dotlog.debug('Package feature count: %d' % obj2)
# Remaining packages: maximize versions, then builds, then count
eq_v, eq_b = r2.generate_version_metrics(C, speca)
solution, obj5 = C.minimize(eq_v, solution)
solution, obj6 = C.minimize(eq_b, solution)
dotlog.debug('Additional package version/build metrics: %d/%d' % (obj5, obj6))
# Prune unnecessary packages
eq_c = r2.generate_package_count(C, specm)
solution, obj7 = C.minimize(eq_c, solution, trymax=True)
dotlog.debug('Weak dependency count: %d' % obj7)
def clean(sol):
return [q for q in (C.from_index(s) for s in sol)
if q and q[0] != '!' and '@' not in q]
dotlog.debug('Looking for alternate solutions')
nsol = 1
psolutions = []
psolution = clean(solution)
psolutions.append(psolution)
while True:
nclause = tuple(C.Not(C.from_name(q)) for q in psolution)
solution = C.sat((nclause,), True)
if solution is None:
break
nsol += 1
if nsol > 10:
dotlog.debug('Too many solutions; terminating')
break
psolution = clean(solution)
psolutions.append(psolution)
if nsol > 1:
psols2 = list(map(set, psolutions))
common = set.intersection(*psols2)
diffs = [sorted(set(sol) - common) for sol in psols2]
stdoutlog.info(
'\nWarning: %s possible package resolutions '
'(only showing differing packages):%s%s' %
('>10' if nsol > 10 else nsol,
dashlist(', '.join(diff) for diff in diffs),
'\n ... and others' if nsol > 10 else ''))
def stripfeat(sol):
return sol.split('[')[0]
stdoutlog.info('\n')
if returnall:
return [sorted(map(stripfeat, psol)) for psol in psolutions]
else:
return sorted(map(stripfeat, psolutions[0]))
except:
stdoutlog.info('\n')
raise
