ClearML/clearml-agent
1
0
Fork 0
mirror of https://github.com/clearml/clearml-agent synced 2025-02-07 13:26:08 +00:00
Code Issues Actions Packages Projects Releases Wiki Activity

Improve conda support for .post versions and bad packages

Browse Source
This commit is contained in:
allegroai 2020-01-26 13:58:50 +02:00
parent a88262c097
commit 97f446d523
1 changed files with 54 additions and 24 deletions
Show Stats Download Patch File Download Diff File Expand all files Collapse all files

78
trains_agent/helper/package/conda_api.py
View File

@ -263,37 +263,59 @@ class CondaAPI(PackageManager):
conda_supported_req = requirements['pip'] if requirements.get('conda', None) is None else requirements['conda']
conda_supported_req_names = []
for r in conda_supported_req:
marker = list(parse(r))
if marker:
m = MarkerRequirement(marker[0])
conda_supported_req_names.append(m.name.lower())
if m.req.name.lower() == 'matplotlib':
has_matplotlib = True
elif m.req.name.lower().startswith('torch'):
has_torch = True
try:
marker = list(parse(r))
except:
marker = None
if not marker:
continue
if m.req.name.lower() in ('torch', 'pytorch'):
has_torch = True
m.req.name = 'pytorch'
m = MarkerRequirement(marker[0])
conda_supported_req_names.append(m.name.lower())
if m.req.name.lower() == 'matplotlib':
has_matplotlib = True
elif m.req.name.lower().startswith('torch'):
has_torch = True
if m.req.name.lower() in ('tensorflow_gpu', 'tensorflow-gpu', 'tensorflow'):
has_torch = True
m.req.name = 'tensorflow-gpu' if cuda_version > 0 else 'tensorflow'
if m.req.name.lower() in ('torch', 'pytorch'):
has_torch = True
m.req.name = 'pytorch'
# conda always likes - not _
m.req.name = m.req.name.replace('_', '-')
if m.req.name.lower() in ('tensorflow_gpu', 'tensorflow-gpu', 'tensorflow'):
has_torch = True
m.req.name = 'tensorflow-gpu' if cuda_version > 0 else 'tensorflow'
reqs.append(m)
reqs.append(m)
pip_requirements = []
# if we have a conda list, the rest should be installed with pip,
if requirements.get('conda', None) is not None:
for r in requirements['pip']:
marker = list(parse(r))
if marker:
m = MarkerRequirement(marker[0])
if m.name.lower() not in conda_supported_req_names:
pip_requirements.append(m)
try:
marker = list(parse(r))
except:
marker = None
if not marker:
continue
m = MarkerRequirement(marker[0])
m_name = m.name.lower()
if m_name in conda_supported_req_names:
# this package is in the conda list,
# make sure that if we changed version and we match it in conda
conda_supported_req_names.remove(m_name)
for cr in reqs:
if m_name == cr.name.lower():
# match versions
cr.specs = m.specs
break
else:
# not in conda, it is a pip package
pip_requirements.append(m)
# remove any leftover conda packages (they were removed from the pip list)
if conda_supported_req_names:
reqs = [r for r in reqs if r.name.lower() not in conda_supported_req_names]
# Conda requirements Hacks:
if has_matplotlib:
@ -302,9 +324,17 @@ class CondaAPI(PackageManager):
if has_torch and cuda_version == 0:
reqs.append(MarkerRequirement(Requirement.parse('cpuonly')))
# conform conda packages (version/name)
for r in reqs:
# remove .post from version numbers, it fails ~= version, and change == to ~=
if r.specs and r.specs[0]:
r.specs = [(r.specs[0][0].replace('==', '~='), r.specs[0][1].split('.post')[0])]
# conda always likes "-" not "_"
r.req.name = r.req.name.replace('_', '-')
while reqs:
# notice, we give conda more freedom in version selection, to help it choose best combination
conda_env['dependencies'] = [r.tostr().replace('==', '~=') for r in reqs]
conda_env['dependencies'] = [r.tostr() for r in reqs]
with self.temp_file("conda_env", yaml.dump(conda_env), suffix=".yml") as name:
print('Conda: Trying to install requirements:\n{}'.format(conda_env['dependencies']))
result = self._run_command(
@ -317,7 +347,7 @@ class CondaAPI(PackageManager):
solved = False
for bad_r in bad_req:
name = bad_r.split('[')[0].split('=')[0]
name = bad_r.split('[')[0].split('=')[0].split('~')[0].split('<')[0].split('>')[0]
# look for name in requirements
for r in reqs:
if r.name.lower() == name.lower():