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⚡️ Speed up function get_default_conda_env by 43% #135

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⚡️ Speed up function get_default_conda_env by 43% #135

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11 changes: 10 additions & 1 deletion mlflow/utils/environment.py
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Original file line number Diff line number Diff line change
@@ -1,3 +1,4 @@
import copy
import hashlib
import importlib.metadata
import logging
Expand Down Expand Up @@ -43,6 +44,14 @@
from mlflow.utils.timeout import MlflowTimeoutError, run_with_timeout
from mlflow.version import VERSION

_conda_header_dict = yaml.safe_load(
"""\
name: mlflow-env
channels:
- conda-forge
"""
)

_logger = logging.getLogger(__name__)

_conda_header = """\
Expand Down Expand Up @@ -257,7 +266,7 @@ def _mlflow_conda_env(
)
conda_deps.append("pip")

env = yaml.safe_load(_conda_header)
env = copy.deepcopy(_conda_header_dict)
env["dependencies"] = [f"python={PYTHON_VERSION}"]
env["dependencies"] += conda_deps
env["dependencies"].append({"pip": pip_deps})
Expand Down