move files to src dir. add env.yml

Makefile

@@ -1,8 +1,8 @@
 all:
-	python pipeline.py train
+	python src/pipeline.py train
 
 data:
-	python data.py
+	python src/data.py
 
 batch:
-	python batch.py
+	python src/batch.py

environment.yml

@@ -0,0 +1,111 @@
+name: ml
+channels:
+  - pytorch
+  - conda-forge
+  - defaults
+dependencies:
+  - _libgcc_mutex=0.1=conda_forge
+  - _openmp_mutex=4.5=2_gnu
+  - black=22.6.0=py310h06a4308_0
+  - blas=1.0=mkl
+  - brotli=1.0.9=h5eee18b_7
+  - brotli-bin=1.0.9=h5eee18b_7
+  - bzip2=1.0.8=h7f98852_4
+  - ca-certificates=2022.10.11=h06a4308_0
+  - click=8.0.3=pyhd3eb1b0_0
+  - colorama=0.4.6=pyhd8ed1ab_0
+  - cycler=0.11.0=pyhd3eb1b0_0
+  - dbus=1.13.18=hb2f20db_0
+  - einops=0.4.1=pyhd8ed1ab_0
+  - expat=2.4.9=h6a678d5_0
+  - fontconfig=2.13.1=h6c09931_0
+  - fonttools=4.25.0=pyhd3eb1b0_0
+  - freetype=2.12.1=h4a9f257_0
+  - giflib=5.2.1=h7b6447c_0
+  - glib=2.69.1=h4ff587b_1
+  - gst-plugins-base=1.14.0=h8213a91_2
+  - gstreamer=1.14.0=h28cd5cc_2
+  - icu=58.2=he6710b0_3
+  - intel-openmp=2021.4.0=h06a4308_3561
+  - jpeg=9e=h7f8727e_0
+  - kiwisolver=1.4.2=py310h295c915_0
+  - krb5=1.19.2=hac12032_0
+  - lcms2=2.12=h3be6417_0
+  - ld_impl_linux-64=2.39=hc81fddc_0
+  - lerc=3.0=h295c915_0
+  - libbrotlicommon=1.0.9=h5eee18b_7
+  - libbrotlidec=1.0.9=h5eee18b_7
+  - libbrotlienc=1.0.9=h5eee18b_7
+  - libclang=10.0.1=default_hb85057a_2
+  - libdeflate=1.8=h7f8727e_5
+  - libedit=3.1.20210910=h7f8727e_0
+  - libevent=2.1.12=h8f2d780_0
+  - libffi=3.3=he6710b0_2
+  - libgcc-ng=12.2.0=h65d4601_19
+  - libgfortran-ng=12.2.0=h69a702a_19
+  - libgfortran5=12.2.0=h337968e_19
+  - libgomp=12.2.0=h65d4601_19
+  - libllvm10=10.0.1=hbcb73fb_5
+  - libnsl=2.0.0=h7f98852_0
+  - libopenblas=0.3.21=pthreads_h78a6416_3
+  - libpng=1.6.37=hbc83047_0
+  - libpq=12.9=h16c4e8d_3
+  - libstdcxx-ng=12.2.0=h46fd767_19
+  - libtiff=4.4.0=hecacb30_0
+  - libuuid=1.0.3=h7f8727e_2
+  - libwebp=1.2.4=h11a3e52_0
+  - libwebp-base=1.2.4=h5eee18b_0
+  - libxcb=1.15=h7f8727e_0
+  - libxkbcommon=1.0.1=hfa300c1_0
+  - libxml2=2.9.14=h74e7548_0
+  - libxslt=1.1.35=h4e12654_0
+  - lz4-c=1.9.3=h295c915_1
+  - matplotlib=3.5.2=py310h06a4308_0
+  - matplotlib-base=3.5.2=py310hf590b9c_0
+  - mkl=2021.4.0=h06a4308_640
+  - mkl-service=2.4.0=py310h7f8727e_0
+  - mkl_fft=1.3.1=py310hd6ae3a3_0
+  - mkl_random=1.2.2=py310h00e6091_0
+  - munkres=1.1.4=py_0
+  - mypy_extensions=0.4.3=py310h06a4308_0
+  - ncurses=6.3=h27087fc_1
+  - nspr=4.33=h295c915_0
+  - nss=3.74=h0370c37_0
+  - numpy=1.23.3=py310hd5efca6_0
+  - numpy-base=1.23.3=py310h8e6c178_0
+  - openssl=1.1.1q=h7f8727e_0
+  - packaging=21.3=pyhd3eb1b0_0
+  - pathspec=0.10.1=pyhd8ed1ab_0
+  - pcre=8.45=h295c915_0
+  - pillow=9.2.0=py310hace64e9_1
+  - pip=22.3=pyhd8ed1ab_0
+  - platformdirs=2.5.2=pyhd8ed1ab_1
+  - ply=3.11=py310h06a4308_0
+  - pyparsing=3.0.9=py310h06a4308_0
+  - pyqt=5.15.7=py310h6a678d5_1
+  - python=3.10.6=haa1d7c7_1
+  - python-dateutil=2.8.2=pyhd3eb1b0_0
+  - pytorch=1.13.0=py3.10_cpu_0
+  - pytorch-mutex=1.0=cpu
+  - qt-main=5.15.2=h327a75a_7
+  - qt-webengine=5.15.9=hd2b0992_4
+  - qtwebkit=5.212=h4eab89a_4
+  - readline=8.1.2=h0f457ee_0
+  - setuptools=65.5.0=pyhd8ed1ab_0
+  - sip=6.6.2=py310h6a678d5_0
+  - six=1.16.0=pyhd3eb1b0_1
+  - sqlite=3.39.3=h5082296_0
+  - tk=8.6.12=h1ccaba5_0
+  - toml=0.10.2=pyhd3eb1b0_0
+  - tomli=2.0.1=py310h06a4308_0
+  - tornado=6.2=py310h5eee18b_0
+  - tqdm=4.64.1=pyhd8ed1ab_0
+  - typing_extensions=4.3.0=py310h06a4308_0
+  - tzdata=2022e=h191b570_0
+  - wheel=0.37.1=pyhd8ed1ab_0
+  - xz=5.2.6=h166bdaf_0
+  - zlib=1.2.13=h5eee18b_0
+  - zstd=1.5.2=ha4553b6_0
+  - pip:
+    - pyqt5-sip==12.11.0
+prefix: /home/personal/Dev/conda/envs/ml

src/batch.py

@@ -11,8 +11,7 @@ class Batch:
     def __init__(
         self,
         stage: Stage,
-        model: nn.Module,
-        device,
+        model: nn.Module, device,
         loader: DataLoader,
         optimizer: optim.Optimizer,
         criterion: nn.Module,

src/pipeline.py

@@ -1,3 +1,8 @@
+"""
+main class for building a DL pipeline.
+
+"""
+
 import click
 from batch import Batch
 from model.linear import DNN