conda env

MLProject

@@ -1,6 +1,6 @@
 name: Skin cancer classification
 
-conda_env: conda.yaml
+conda_env: environment.yml
 entry_points:
   train:
     command: "python train.py"

conda.yaml

@@ -1,12 +0,0 @@
-name: mlflow-env
-
-channels:
-  - defaults
-
-dependencies:
-  - python=3.11
-  - pip
-  - pip:
-    - mlflow
-    - torch
-    - torchvision

environment.yml

@@ -0,0 +1,108 @@
+name: ium
+channels:
+  - defaults
+dependencies:
+  - _libgcc_mutex=0.1=main
+  - _openmp_mutex=5.1=1_gnu
+  - bzip2=1.0.8=h5eee18b_6
+  - ca-certificates=2024.3.11=h06a4308_0
+  - expat=2.6.2=h6a678d5_0
+  - ld_impl_linux-64=2.38=h1181459_1
+  - libffi=3.4.4=h6a678d5_1
+  - libgcc-ng=11.2.0=h1234567_1
+  - libgomp=11.2.0=h1234567_1
+  - libstdcxx-ng=11.2.0=h1234567_1
+  - libuuid=1.41.5=h5eee18b_0
+  - ncurses=6.4=h6a678d5_0
+  - openssl=3.0.13=h7f8727e_1
+  - pip=23.3.1=py311h06a4308_0
+  - python=3.11.8=h955ad1f_0
+  - readline=8.2=h5eee18b_0
+  - setuptools=69.5.1=py311h06a4308_0
+  - sqlite=3.45.3=h5eee18b_0
+  - tk=8.6.14=h39e8969_0
+  - wheel=0.43.0=py311h06a4308_0
+  - xz=5.4.6=h5eee18b_1
+  - zlib=1.2.13=h5eee18b_1
+  - pip:
+      - alembic==1.13.1
+      - aniso8601==9.0.1
+      - blinker==1.8.2
+      - cachetools==5.3.3
+      - certifi==2024.2.2
+      - charset-normalizer==3.3.2
+      - click==8.1.7
+      - cloudpickle==3.0.0
+      - contourpy==1.2.1
+      - cycler==0.12.1
+      - deprecated==1.2.14
+      - docker==7.0.0
+      - entrypoints==0.4
+      - filelock==3.14.0
+      - flask==3.0.3
+      - fonttools==4.51.0
+      - fsspec==2024.5.0
+      - gitdb==4.0.11
+      - gitpython==3.1.43
+      - graphene==3.3
+      - graphql-core==3.2.3
+      - graphql-relay==3.2.0
+      - greenlet==3.0.3
+      - gunicorn==22.0.0
+      - idna==3.7
+      - importlib-metadata==7.0.0
+      - itsdangerous==2.2.0
+      - jinja2==3.1.4
+      - joblib==1.4.2
+      - kiwisolver==1.4.5
+      - mako==1.3.5
+      - markdown==3.6
+      - markupsafe==2.1.5
+      - matplotlib==3.9.0
+      - mlflow==2.13.0
+      - mpmath==1.3.0
+      - networkx==3.3
+      - numpy==1.26.4
+      - nvidia-cublas-cu12==12.1.3.1
+      - nvidia-cuda-cupti-cu12==12.1.105
+      - nvidia-cuda-nvrtc-cu12==12.1.105
+      - nvidia-cuda-runtime-cu12==12.1.105
+      - nvidia-cudnn-cu12==8.9.2.26
+      - nvidia-cufft-cu12==11.0.2.54
+      - nvidia-curand-cu12==10.3.2.106
+      - nvidia-cusolver-cu12==11.4.5.107
+      - nvidia-cusparse-cu12==12.1.0.106
+      - nvidia-nccl-cu12==2.20.5
+      - nvidia-nvjitlink-cu12==12.4.127
+      - nvidia-nvtx-cu12==12.1.105
+      - opentelemetry-api==1.24.0
+      - opentelemetry-sdk==1.24.0
+      - opentelemetry-semantic-conventions==0.45b0
+      - packaging==24.0
+      - pandas==2.2.2
+      - pillow==10.3.0
+      - protobuf==4.25.3
+      - pyarrow==15.0.2
+      - pyparsing==3.1.2
+      - python-dateutil==2.9.0.post0
+      - pytz==2024.1
+      - pyyaml==6.0.1
+      - querystring-parser==1.2.4
+      - requests==2.32.1
+      - scikit-learn==1.4.2
+      - scipy==1.13.0
+      - six==1.16.0
+      - smmap==5.0.1
+      - sqlalchemy==2.0.30
+      - sqlparse==0.5.0
+      - sympy==1.12
+      - threadpoolctl==3.5.0
+      - torch==2.3.0
+      - torchvision==0.18.0
+      - triton==2.3.0
+      - typing-extensions==4.11.0
+      - tzdata==2024.1
+      - urllib3==2.2.1
+      - werkzeug==3.0.3
+      - wrapt==1.16.0
+      - zipp==3.18.2

requirements.txt

@@ -1,5 +1,3 @@
-matplotlib==3.8.3
+mlflow==2.12.2
-numpy==1.26.4
-torchvision==0.17.1
 torch==2.2.1
-
+torchvision==0.17.1