odahu · BPylypenko · Sep 24, 2021 · Sep 24, 2021 · Sep 24, 2021 · Sep 24, 2021
diff --git a/mlflow/keras/dogs_cats/MLproject b/mlflow/keras/dogs_cats/MLproject
@@ -1,6 +1,6 @@
 name: DogCatClassifier
 
-conda_env: conda.yaml
+conda_env: conda.lock.linux-64.yaml
 
 entry_points:
   # train Keras DL model

diff --git a/mlflow/keras/dogs_cats/conda.yaml → mlflow/keras/dogs_cats/conda.direct.yaml b/mlflow/keras/dogs_cats/conda.yaml → mlflow/keras/dogs_cats/conda.direct.yaml
diff --git a/mlflow/keras/dogs_cats/conda.lock.linux-64.yaml b/mlflow/keras/dogs_cats/conda.lock.linux-64.yaml
@@ -0,0 +1,135 @@
+name: keras-cats-dogs-linux-64
+channels:
+  - defaults
+dependencies:
+  - _libgcc_mutex=0.1=main
+  - _openmp_mutex=4.5=1_gnu
+  - _tflow_select=2.1.0=gpu
+  - absl-py=0.13.0=py37h06a4308_0
+  - aiohttp=3.7.4=py37h27cfd23_1
+  - astor=0.8.1=py37h06a4308_0
+  - astunparse=1.6.3=py_0
+  - async-timeout=3.0.1=py37h06a4308_0
+  - attrs=21.2.0=pyhd3eb1b0_0
+  - blas=1.0=mkl
+  - blinker=1.4=py37h06a4308_0
+  - brotlipy=0.7.0=py37h27cfd23_1003
+  - c-ares=1.17.1=h27cfd23_0
+  - ca-certificates=2021.7.5=h06a4308_1
+  - cachetools=4.2.2=pyhd3eb1b0_0
+  - certifi=2021.5.30=py37h06a4308_0
+  - cffi=1.14.6=py37h400218f_0
+  - chardet=3.0.4=py37h06a4308_1003
+  - charset-normalizer=2.0.4=pyhd3eb1b0_0
+  - click=8.0.1=pyhd3eb1b0_0
+  - coverage=5.5=py37h27cfd23_2
+  - cryptography=3.4.7=py37hd23ed53_0
+  - cudatoolkit=10.1.243=h6bb024c_0
+  - cudnn=7.6.5=cuda10.1_0
+  - cupti=10.1.168=0
+  - cython=0.29.24=py37h295c915_0
+  - dataclasses=0.8=pyh6d0b6a4_7
+  - gast=0.4.0=pyhd3eb1b0_0
+  - google-auth=1.33.0=pyhd3eb1b0_0
+  - google-auth-oauthlib=0.4.4=pyhd3eb1b0_0
+  - google-pasta=0.2.0=pyhd3eb1b0_0
+  - grpcio=1.36.1=py37h2157cd5_1
+  - h5py=2.10.0=py37hd6299e0_1
+  - hdf5=1.10.6=hb1b8bf9_0
+  - idna=3.2=pyhd3eb1b0_0
+  - importlib-metadata=4.8.1=py37h06a4308_0
+  - intel-openmp=2021.3.0=h06a4308_3350
+  - keras=2.4.3=hd3eb1b0_0
+  - keras-base=2.4.3=pyhd3eb1b0_0
+  - keras-preprocessing=1.1.2=pyhd3eb1b0_0
+  - ld_impl_linux-64=2.35.1=h7274673_9
+  - libffi=3.3=he6710b0_2
+  - libgcc-ng=9.3.0=h5101ec6_17
+  - libgfortran-ng=7.5.0=ha8ba4b0_17
+  - libgfortran4=7.5.0=ha8ba4b0_17
+  - libgomp=9.3.0=h5101ec6_17
+  - libprotobuf=3.17.2=h4ff587b_1
+  - libstdcxx-ng=9.3.0=hd4cf53a_17
+  - markdown=3.3.4=py37h06a4308_0
+  - mkl=2020.2=256
+  - mkl-service=2.3.0=py37he8ac12f_0
+  - mkl_fft=1.3.0=py37h54f3939_0
+  - mkl_random=1.1.1=py37h0573a6f_0
+  - multidict=5.1.0=py37h27cfd23_2
+  - ncurses=6.2=he6710b0_1
+  - numpy=1.19.2=py37h54aff64_0
+  - numpy-base=1.19.2=py37hfa32c7d_0
+  - oauthlib=3.1.1=pyhd3eb1b0_0
+  - openssl=1.1.1l=h7f8727e_0
+  - opt_einsum=3.3.0=pyhd3eb1b0_1
+  - pandas=1.1.3=py37he6710b0_0
+  - pip=21.2.2=py37h06a4308_0
+  - protobuf=3.17.2=py37h295c915_0
+  - pyasn1=0.4.8=pyhd3eb1b0_0
+  - pyasn1-modules=0.2.8=py_0
+  - pycparser=2.20=py_2
+  - pyjwt=2.1.0=py37h06a4308_0
+  - pyopenssl=20.0.1=pyhd3eb1b0_1
+  - pysocks=1.7.1=py37_1
+  - python=3.7.11=h12debd9_0
+  - python-dateutil=2.8.2=pyhd3eb1b0_0
+  - python-flatbuffers=1.12=pyhd3eb1b0_0
+  - pytz=2021.1=pyhd3eb1b0_0
+  - pyyaml=5.4.1=py37h27cfd23_1
+  - readline=8.1=h27cfd23_0
+  - requests=2.26.0=pyhd3eb1b0_0
+  - requests-oauthlib=1.3.0=py_0
+  - rsa=4.7.2=pyhd3eb1b0_1
+  - scipy=1.6.2=py37h91f5cce_0
+  - setuptools=58.0.4=py37h06a4308_0
+  - six=1.16.0=pyhd3eb1b0_0
+  - sqlite=3.36.0=hc218d9a_0
+  - tensorboard=2.4.0=pyhc547734_0
+  - tensorboard-plugin-wit=1.6.0=py_0
+  - tensorflow=2.4.1=gpu_py37ha2e99fa_0
+  - tensorflow-base=2.4.1=gpu_py37h29c2da4_0
+  - tensorflow-estimator=2.6.0=pyh7b7c402_0
+  - tensorflow-gpu=2.4.1=h30adc30_0
+  - termcolor=1.1.0=py37h06a4308_1
+  - tk=8.6.10=hbc83047_0
+  - typing-extensions=3.10.0.2=hd3eb1b0_0
+  - typing_extensions=3.10.0.2=pyh06a4308_0
+  - urllib3=1.26.6=pyhd3eb1b0_1
+  - werkzeug=2.0.1=pyhd3eb1b0_0
+  - wheel=0.37.0=pyhd3eb1b0_1
+  - wrapt=1.12.1=py37h7b6447c_1
+  - xz=5.2.5=h7b6447c_0
+  - yaml=0.2.5=h7b6447c_0
+  - yarl=1.6.3=py37h27cfd23_0
+  - zipp=3.5.0=pyhd3eb1b0_0
+  - zlib=1.2.11=h7b6447c_3
+  - pip:
+    - alembic==1.4.1
+    - azure-core==1.18.0
+    - azure-storage-blob==12.9.0
+    - cloudpickle==2.0.0
+    - databricks-cli==0.15.0
+    - docker==5.0.2
+    - entrypoints==0.3
+    - flask==2.0.1
+    - gitdb==4.0.7
+    - gitpython==3.1.24
+    - greenlet==1.1.1
+    - gunicorn==20.1.0
+    - isodate==0.6.0
+    - itsdangerous==2.0.1
+    - jinja2==3.0.1
+    - mako==1.1.5
+    - markupsafe==2.0.1
+    - mlflow==1.13.1
+    - msrest==0.6.21
+    - pillow==8.2.0
+    - prometheus-client==0.11.0
+    - prometheus-flask-exporter==0.18.2
+    - python-editor==1.0.4
+    - querystring-parser==1.2.4
+    - smmap==4.0.0
+    - sqlalchemy==1.4.25
+    - sqlparse==0.4.2
+    - tabulate==0.8.9
+    - websocket-client==1.2.1
diff --git a/mlflow/sklearn-triton/wine/MLproject b/mlflow/sklearn-triton/wine/MLproject
@@ -1,6 +1,6 @@
 name: wine-quality-example
 
-conda_env: conda.yaml
+conda_env: conda.lock.linux-64.yaml
 
 entry_points:
   main:

diff --git a/mlflow/sklearn-triton/wine/conda.yaml → mlflow/sklearn-triton/wine/conda.direct.yaml b/mlflow/sklearn-triton/wine/conda.yaml → mlflow/sklearn-triton/wine/conda.direct.yaml
diff --git a/mlflow/sklearn-triton/wine/conda.lock.linux-64.yaml b/mlflow/sklearn-triton/wine/conda.lock.linux-64.yaml
@@ -0,0 +1,81 @@
+name: wine-triton-linux-64
+channels:
+  - defaults
+dependencies:
+  - _libgcc_mutex=0.1=main
+  - _openmp_mutex=4.5=1_gnu
+  - blas=1.0=mkl
+  - ca-certificates=2021.7.5=h06a4308_1
+  - certifi=2021.5.30=py36h06a4308_0
+  - intel-openmp=2021.3.0=h06a4308_3350
+  - joblib=1.0.0=pyhd3eb1b0_0
+  - ld_impl_linux-64=2.35.1=h7274673_9
+  - libffi=3.3=he6710b0_2
+  - libgcc-ng=9.3.0=h5101ec6_17
+  - libgfortran-ng=7.5.0=ha8ba4b0_17
+  - libgfortran4=7.5.0=ha8ba4b0_17
+  - libgomp=9.3.0=h5101ec6_17
+  - libstdcxx-ng=9.3.0=hd4cf53a_17
+  - mkl=2018.0.3=1
+  - mkl_fft=1.0.6=py36h7dd41cf_0
+  - mkl_random=1.0.1=py36h4414c95_1
+  - ncurses=6.2=he6710b0_1
+  - numpy=1.14.3=py36hcd700cb_1
+  - numpy-base=1.14.3=py36h9be14a7_1
+  - openssl=1.1.1l=h7f8727e_0
+  - pandas=0.25.3=py36he6710b0_0
+  - pip=21.2.2=py36h06a4308_0
+  - python=3.6.13=h12debd9_1
+  - python-dateutil=2.8.2=pyhd3eb1b0_0
+  - pytz=2021.1=pyhd3eb1b0_0
+  - readline=8.1=h27cfd23_0
+  - scikit-learn=0.19.1=py36hedc7406_0
+  - scipy=1.1.0=py36hd20e5f9_0
+  - setuptools=58.0.4=py36h06a4308_0
+  - six=1.16.0=pyhd3eb1b0_0
+  - sqlite=3.36.0=hc218d9a_0
+  - tbb=2021.3.0=hd09550d_0
+  - tbb4py=2021.3.0=py36hd09550d_0
+  - tk=8.6.10=hbc83047_0
+  - wheel=0.37.0=pyhd3eb1b0_1
+  - xz=5.2.5=h7b6447c_0
+  - zlib=1.2.11=h7b6447c_3
+  - pip:
+    - alembic==1.4.1
+    - charset-normalizer==2.0.6
+    - click==8.0.1
+    - cloudpickle==2.0.0
+    - databricks-cli==0.15.0
+    - dataclasses==0.8
+    - docker==5.0.2
+    - entrypoints==0.3
+    - flask==2.0.1
+    - gitdb==4.0.7
+    - gitpython==3.1.18
+    - greenlet==1.1.1
+    - gunicorn==20.1.0
+    - idna==3.2
+    - importlib-metadata==4.8.1
+    - itsdangerous==2.0.1
+    - jinja2==3.0.1
+    - mako==1.1.5
+    - markupsafe==2.0.1
+    - mlflow==1.20.2
+    - packaging==21.0
+    - prometheus-client==0.11.0
+    - prometheus-flask-exporter==0.18.2
+    - protobuf==3.18.0
+    - pyparsing==2.4.7
+    - python-editor==1.0.4
+    - pyyaml==5.4.1
+    - querystring-parser==1.2.4
+    - requests==2.26.0
+    - smmap==4.0.0
+    - sqlalchemy==1.4.25
+    - sqlparse==0.4.2
+    - tabulate==0.8.9
+    - typing-extensions==3.10.0.2
+    - urllib3==1.26.7
+    - websocket-client==1.2.1
+    - werkzeug==2.0.1
+    - zipp==3.5.0
diff --git a/mlflow/sklearn/wine/MLproject b/mlflow/sklearn/wine/MLproject
@@ -1,6 +1,6 @@
 name: wine-quality-example
 
-conda_env: conda.yaml
+conda_env: conda.lock.linux-64.yaml
 
 entry_points:
   main:

diff --git a/mlflow/sklearn/wine/conda.yaml → mlflow/sklearn/wine/conda.direct.yaml b/mlflow/sklearn/wine/conda.yaml → mlflow/sklearn/wine/conda.direct.yaml
diff --git a/mlflow/sklearn/wine/conda.lock.linux-64.yaml b/mlflow/sklearn/wine/conda.lock.linux-64.yaml
@@ -0,0 +1,87 @@
+name: wine-mlflow-linux-64
+channels:
+  - defaults
+dependencies:
+  - _libgcc_mutex=0.1=main
+  - _openmp_mutex=4.5=1_gnu
+  - blas=1.0=mkl
+  - ca-certificates=2021.7.5=h06a4308_1
+  - certifi=2021.5.30=py36h06a4308_0
+  - intel-openmp=2021.3.0=h06a4308_3350
+  - ld_impl_linux-64=2.35.1=h7274673_9
+  - libffi=3.3=he6710b0_2
+  - libgcc-ng=9.3.0=h5101ec6_17
+  - libgfortran-ng=7.5.0=ha8ba4b0_17
+  - libgfortran4=7.5.0=ha8ba4b0_17
+  - libgomp=9.3.0=h5101ec6_17
+  - libstdcxx-ng=9.3.0=hd4cf53a_17
+  - mkl=2018.0.3=1
+  - mkl_fft=1.0.6=py36h7dd41cf_0
+  - mkl_random=1.0.1=py36h4414c95_1
+  - ncurses=6.2=he6710b0_1
+  - numpy=1.14.3=py36hcd700cb_1
+  - numpy-base=1.14.3=py36h9be14a7_1
+  - openssl=1.1.1l=h7f8727e_0
+  - pandas=0.25.3=py36he6710b0_0
+  - pip=21.2.2=py36h06a4308_0
+  - python=3.6.13=h12debd9_1
+  - python-dateutil=2.8.2=pyhd3eb1b0_0
+  - pytz=2021.1=pyhd3eb1b0_0
+  - readline=8.1=h27cfd23_0
+  - scikit-learn=0.19.1=py36hedc7406_0
+  - scipy=1.1.0=py36hd20e5f9_0
+  - setuptools=58.0.4=py36h06a4308_0
+  - six=1.16.0=pyhd3eb1b0_0
+  - sqlite=3.36.0=hc218d9a_0
+  - tbb=2021.3.0=hd09550d_0
+  - tbb4py=2021.3.0=py36hd09550d_0
+  - tk=8.6.10=hbc83047_0
+  - wheel=0.37.0=pyhd3eb1b0_1
+  - xz=5.2.5=h7b6447c_0
+  - zlib=1.2.11=h7b6447c_3
+  - pip:
+    - alembic==1.4.1
+    - azure-core==1.18.0
+    - azure-storage-blob==12.9.0
+    - cffi==1.14.6
+    - charset-normalizer==2.0.6
+    - click==8.0.1
+    - cloudpickle==2.0.0
+    - cryptography==3.4.8
+    - databricks-cli==0.15.0
+    - dataclasses==0.8
+    - docker==5.0.2
+    - entrypoints==0.3
+    - flask==2.0.1
+    - gitdb==4.0.7
+    - gitpython==3.1.18
+    - greenlet==1.1.1
+    - gunicorn==20.1.0
+    - idna==3.2
+    - importlib-metadata==4.8.1
+    - isodate==0.6.0
+    - itsdangerous==2.0.1
+    - jinja2==3.0.1
+    - mako==1.1.5
+    - markupsafe==2.0.1
+    - mlflow==1.13
+    - msrest==0.6.21
+    - oauthlib==3.1.1
+    - prometheus-client==0.11.0
+    - prometheus-flask-exporter==0.18.2
+    - protobuf==3.18.0
+    - pycparser==2.20
+    - python-editor==1.0.4
+    - pyyaml==5.4.1
+    - querystring-parser==1.2.4
+    - requests==2.26.0
+    - requests-oauthlib==1.3.0
+    - smmap==4.0.0
+    - sqlalchemy==1.4.25
+    - sqlparse==0.4.2
+    - tabulate==0.8.9
+    - typing-extensions==3.10.0.2
+    - urllib3==1.26.7
+    - websocket-client==1.2.1
+    - werkzeug==2.0.1
+    - zipp==3.5.0
diff --git a/mlflow/tensorflow/flower_classifier/MLproject b/mlflow/tensorflow/flower_classifier/MLproject
@@ -1,6 +1,6 @@
 name: FlowerClassifier
 
-conda_env: conda.yaml
+conda_env: conda.lock.linux-64.yaml
 
 entry_points:
   # train Keras DL model

diff --git a/...w/tensorflow/flower_classifier/conda.yaml → ...rflow/flower_classifier/conda.direct.yaml b/...w/tensorflow/flower_classifier/conda.yaml → ...rflow/flower_classifier/conda.direct.yaml