Fix multiple quadratic complexity issues in environments (#38771)
1. Fix O(n^2) iteration in `_get_overwrite_specs` 2. Early exit `get_by_hash` on full hash 3. Fix O(n^2) double lookup in `all_matching_specs` with hashes 4. Fix some legibility issues
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3 changed files with 57 additions and 63 deletions
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@ -39,7 +39,6 @@
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import spack.stage
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import spack.store
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import spack.subprocess_context
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import spack.traverse
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import spack.user_environment as uenv
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import spack.util.cpus
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import spack.util.environment
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@ -51,6 +50,7 @@
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import spack.util.spack_yaml as syaml
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import spack.util.url
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import spack.version
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from spack import traverse
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from spack.filesystem_view import SimpleFilesystemView, inverse_view_func_parser, view_func_parser
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from spack.installer import PackageInstaller
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from spack.schema.env import TOP_LEVEL_KEY
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@ -426,32 +426,6 @@ def _is_dev_spec_and_has_changed(spec):
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return mtime > record.installation_time
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def _spec_needs_overwrite(spec, changed_dev_specs):
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"""Check whether the current spec needs to be overwritten because either it has
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changed itself or one of its dependencies have changed
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"""
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# if it's not installed, we don't need to overwrite it
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if not spec.installed:
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return False
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# If the spec itself has changed this is a trivial decision
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if spec in changed_dev_specs:
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return True
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# if spec and all deps aren't dev builds, we don't need to overwrite it
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if not any(spec.satisfies(c) for c in ("dev_path=*", "^dev_path=*")):
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return False
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# If any dep needs overwrite, or any dep is missing and is a dev build then
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# overwrite this package
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if any(
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((not dep.installed) and dep.satisfies("dev_path=*"))
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or _spec_needs_overwrite(dep, changed_dev_specs)
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for dep in spec.traverse(root=False)
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):
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return True
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def _error_on_nonempty_view_dir(new_root):
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"""Defensively error when the target view path already exists and is not an
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empty directory. This usually happens when the view symlink was removed, but
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@ -636,18 +610,16 @@ def specs_for_view(self, concretized_root_specs):
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From the list of concretized user specs in the environment, flatten
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the dags, and filter selected, installed specs, remove duplicates on dag hash.
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"""
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dag_hash = lambda spec: spec.dag_hash()
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# With deps, requires traversal
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if self.link == "all" or self.link == "run":
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deptype = ("run") if self.link == "run" else ("link", "run")
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specs = list(
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spack.traverse.traverse_nodes(
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concretized_root_specs, deptype=deptype, key=dag_hash
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traverse.traverse_nodes(
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concretized_root_specs, deptype=deptype, key=traverse.by_dag_hash
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)
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)
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else:
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specs = list(dedupe(concretized_root_specs, key=dag_hash))
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specs = list(dedupe(concretized_root_specs, key=traverse.by_dag_hash))
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# Filter selected, installed specs
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with spack.store.db.read_transaction():
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@ -1808,17 +1780,29 @@ def _add_concrete_spec(self, spec, concrete, new=True):
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self.specs_by_hash[h] = concrete
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def _get_overwrite_specs(self):
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# Collect all specs in the environment first before checking which ones
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# to rebuild to avoid checking the same specs multiple times
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specs_to_check = set()
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for dag_hash in self.concretized_order:
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root_spec = self.specs_by_hash[dag_hash]
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specs_to_check.update(root_spec.traverse(root=True))
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changed_dev_specs = set(s for s in specs_to_check if _is_dev_spec_and_has_changed(s))
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# Find all dev specs that were modified.
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changed_dev_specs = [
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s
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for s in traverse.traverse_nodes(
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self.concrete_roots(), order="breadth", key=traverse.by_dag_hash
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)
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if _is_dev_spec_and_has_changed(s)
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]
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# Collect their hashes, and the hashes of their installed parents.
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# Notice: with order=breadth all changed dev specs are at depth 0,
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# even if they occur as parents of one another.
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return [
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s.dag_hash() for s in specs_to_check if _spec_needs_overwrite(s, changed_dev_specs)
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spec.dag_hash()
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for depth, spec in traverse.traverse_nodes(
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changed_dev_specs,
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root=True,
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order="breadth",
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depth=True,
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direction="parents",
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key=traverse.by_dag_hash,
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)
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if depth == 0 or spec.installed
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]
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def _install_log_links(self, spec):
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@ -1925,7 +1909,7 @@ def install_specs(self, specs=None, **install_args):
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def all_specs(self):
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"""Return all specs, even those a user spec would shadow."""
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roots = [self.specs_by_hash[h] for h in self.concretized_order]
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specs = [s for s in spack.traverse.traverse_nodes(roots, lambda s: s.dag_hash())]
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specs = [s for s in traverse.traverse_nodes(roots, key=traverse.by_dag_hash)]
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specs.sort()
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return specs
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@ -1971,13 +1955,18 @@ def concrete_roots(self):
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roots *without* associated user spec"""
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return [root for _, root in self.concretized_specs()]
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def get_by_hash(self, dag_hash):
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matches = {}
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roots = [self.specs_by_hash[h] for h in self.concretized_order]
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for spec in spack.traverse.traverse_nodes(roots, key=lambda s: s.dag_hash()):
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def get_by_hash(self, dag_hash: str) -> List[Spec]:
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# If it's not a partial hash prefix we can early exit
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early_exit = len(dag_hash) == 32
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matches = []
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for spec in traverse.traverse_nodes(
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self.concrete_roots(), key=traverse.by_dag_hash, order="breadth"
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):
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if spec.dag_hash().startswith(dag_hash):
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matches[spec.dag_hash()] = spec
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return list(matches.values())
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matches.append(spec)
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if early_exit:
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break
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return matches
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def get_one_by_hash(self, dag_hash):
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"""Returns the single spec from the environment which matches the
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@ -1989,11 +1978,14 @@ def get_one_by_hash(self, dag_hash):
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def all_matching_specs(self, *specs: spack.spec.Spec) -> List[Spec]:
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"""Returns all concretized specs in the environment satisfying any of the input specs"""
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key = lambda s: s.dag_hash()
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# Look up abstract hashes ahead of time, to avoid O(n^2) traversal.
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specs = [s.lookup_hash() for s in specs]
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# Avoid double lookup by directly calling _satisfies.
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return [
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s
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for s in spack.traverse.traverse_nodes(self.concrete_roots(), key=key)
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if any(s.satisfies(t) for t in specs)
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for s in traverse.traverse_nodes(self.concrete_roots(), key=traverse.by_dag_hash)
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if any(s._satisfies(t) for t in specs)
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]
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@spack.repo.autospec
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@ -2017,9 +2009,9 @@ def matching_spec(self, spec):
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env_root_to_user = {root.dag_hash(): user for user, root in self.concretized_specs()}
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root_matches, dep_matches = [], []
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for env_spec in spack.traverse.traverse_nodes(
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for env_spec in traverse.traverse_nodes(
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specs=[root for _, root in self.concretized_specs()],
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key=lambda s: s.dag_hash(),
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key=traverse.by_dag_hash,
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order="breadth",
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):
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if not env_spec.satisfies(spec):
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@ -2093,8 +2085,8 @@ def _get_environment_specs(self, recurse_dependencies=True):
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if recurse_dependencies:
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specs.extend(
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spack.traverse.traverse_nodes(
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specs, root=False, deptype=("link", "run"), key=lambda s: s.dag_hash()
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traverse.traverse_nodes(
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specs, root=False, deptype=("link", "run"), key=traverse.by_dag_hash
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)
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)
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@ -2103,9 +2095,7 @@ def _get_environment_specs(self, recurse_dependencies=True):
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def _to_lockfile_dict(self):
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"""Create a dictionary to store a lockfile for this environment."""
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concrete_specs = {}
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for s in spack.traverse.traverse_nodes(
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self.specs_by_hash.values(), key=lambda s: s.dag_hash()
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):
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for s in traverse.traverse_nodes(self.specs_by_hash.values(), key=traverse.by_dag_hash):
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spec_dict = s.node_dict_with_hashes(hash=ht.dag_hash)
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# Assumes no legacy formats, since this was just created.
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spec_dict[ht.dag_hash.name] = s.dag_hash()
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@ -2262,7 +2252,7 @@ def ensure_env_directory_exists(self, dot_env: bool = False) -> None:
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def update_environment_repository(self) -> None:
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"""Updates the repository associated with the environment."""
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for spec in spack.traverse.traverse_nodes(self.new_specs):
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for spec in traverse.traverse_nodes(self.new_specs):
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if not spec.concrete:
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raise ValueError("specs passed to environment.write() must be concrete!")
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@ -396,17 +396,16 @@ def reset_string():
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with envdir.as_cwd():
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with open("spack.yaml", "w") as f:
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f.write(
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"""\
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f"""\
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spack:
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specs:
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- %s@0.0.0
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- {test_spec}@0.0.0
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develop:
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dev-build-test-install:
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spec: dev-build-test-install@0.0.0
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path: %s
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path: {build_dir}
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"""
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% (test_spec, build_dir)
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)
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env("create", "test", "./spack.yaml")
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@ -554,3 +554,8 @@ def traverse_tree(specs, cover="nodes", deptype="all", key=id, depth_first=True)
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return traverse_breadth_first_tree_nodes(None, edges)
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return traverse_edges(specs, order="pre", cover=cover, deptype=deptype, key=key, depth=True)
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def by_dag_hash(s: "spack.spec.Spec") -> str:
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"""Used very often as a key function for traversals."""
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return s.dag_hash()
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