added notes about venvs to install docs. saner comma syntax in gallery.

aiqc · Aug 9, 2023 · aac007b · aac007b
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diff --git a/dev/PyPI_workflow.md b/dev/PyPI_workflow.md
@@ -2,8 +2,16 @@
 
 ### Dependencies for build process.
 
+Install pip
 ```bash
 pip install --upgrade pip
+```
+or
+```bash
+conda install pip
+```
+
+```bash
 pip install --upgrade wheel
 pip install --upgrade aiqc
 ```

diff --git a/docs/_build/doctrees/environment.pickle b/docs/_build/doctrees/environment.pickle
diff --git a/docs/_build/doctrees/index.doctree b/docs/_build/doctrees/index.doctree
diff --git a/docs/_build/doctrees/nbsphinx/notebooks/gallery/pytorch/bin_class.ipynb b/docs/_build/doctrees/nbsphinx/notebooks/gallery/pytorch/bin_class.ipynb
@@ -339,14 +339,14 @@
     "    ),\n",
     "        \n",
     "    Target(\n",
-    "        dataset   = shared_dataset\n",
-    "        , column  = 'object'\n",
-    "        , encoder = Target.Encoder(LabelBinarizer())\n",
+    "        dataset = shared_dataset,\n",
+    "        column  = 'object',\n",
+    "        encoder = Target.Encoder(LabelBinarizer())\n",
     "    ),\n",
     "\n",
     "    Stratifier(\n",
-    "        size_test         = 0.12\n",
-    "        , size_validation = 0.22\n",
+    "        size_test       = 0.12,\n",
+    "        size_validation = 0.22\n",
     "    )\n",
     ")"
    ]
@@ -534,7 +534,7 @@
  ],
  "metadata": {
   "kernelspec": {
-   "display_name": "Python 3",
+   "display_name": "Python 3 (ipykernel)",
    "language": "python",
    "name": "python3"
   },
@@ -548,7 +548,7 @@
    "name": "python",
    "nbconvert_exporter": "python",
    "pygments_lexer": "ipython3",
-   "version": "3.7.12"
+   "version": "3.7.16"
   }
  },
  "nbformat": 4,

diff --git a/docs/_build/doctrees/nbsphinx/notebooks/gallery/pytorch/img_class.ipynb b/docs/_build/doctrees/nbsphinx/notebooks/gallery/pytorch/img_class.ipynb
@@ -259,19 +259,19 @@
    "source": [
     "pipeline = Pipeline(\n",
     "    Input(\n",
-    "        dataset           = dataset_img\n",
-    "        , encoders        = Input.Encoder(FunctionTransformer(div255, inverse_func=mult255))\n",
-    "        , reshape_indices = (0,2,3)#reshape for Conv1D grayscale.\n",
+    "        dataset         = dataset_img,\n",
+    "        encoders        = Input.Encoder(FunctionTransformer(div255, inverse_func=mult255)),\n",
+    "        reshape_indices = (0,2,3)#reshape for Conv1D grayscale.\n",
     "    ),\n",
     "        \n",
     "    Target(\n",
-    "        dataset  = dataset_label\n",
-    "        , column = 'status'\n",
+    "        dataset = dataset_label,\n",
+    "        column  = 'status'\n",
     "    ),\n",
     "\n",
     "    Stratifier(\n",
-    "        size_test         = 0.14\n",
-    "        , size_validation = 0.22\n",
+    "        size_test       = 0.14,\n",
+    "        size_validation = 0.22\n",
     "    )\n",
     ")"
    ]
@@ -453,7 +453,7 @@
  ],
  "metadata": {
   "kernelspec": {
-   "display_name": "Python 3",
+   "display_name": "Python 3 (ipykernel)",
    "language": "python",
    "name": "python3"
   },
@@ -467,7 +467,7 @@
    "name": "python",
    "nbconvert_exporter": "python",
    "pygments_lexer": "ipython3",
-   "version": "3.7.12"
+   "version": "3.7.16"
   }
  },
  "nbformat": 4,

diff --git a/docs/_build/doctrees/nbsphinx/notebooks/gallery/pytorch/multi_class.ipynb b/docs/_build/doctrees/nbsphinx/notebooks/gallery/pytorch/multi_class.ipynb
@@ -224,15 +224,14 @@
     "    ),\n",
     "        \n",
     "    Target(\n",
-    "        dataset   = shared_dataset\n",
-    "        , column  = 'species'\n",
-    "        , encoder = Target.Encoder(OrdinalEncoder())\n",
+    "        dataset   = shared_dataset,\n",
+    "        column  = 'species',\n",
+    "        encoder = Target.Encoder(OrdinalEncoder())\n",
     "    ),\n",
     "\n",
     "    Stratifier(\n",
-    "        size_test         = 0.09\n",
-    "        , size_validation = 0.22\n",
-    "        #, fold_count     = 5\n",
+    "        size_test       = 0.09,\n",
+    "        size_validation = 0.22\n",
     "    )\n",
     ")"
    ]
@@ -416,7 +415,7 @@
  ],
  "metadata": {
   "kernelspec": {
-   "display_name": "Python 3",
+   "display_name": "Python 3 (ipykernel)",
    "language": "python",
    "name": "python3"
   },
@@ -430,7 +429,7 @@
    "name": "python",
    "nbconvert_exporter": "python",
    "pygments_lexer": "ipython3",
-   "version": "3.7.12"
+   "version": "3.7.16"
   }
  },
  "nbformat": 4,

diff --git a/docs/_build/doctrees/nbsphinx/notebooks/gallery/pytorch/reg.ipynb b/docs/_build/doctrees/nbsphinx/notebooks/gallery/pytorch/reg.ipynb
@@ -484,7 +484,7 @@
  ],
  "metadata": {
   "kernelspec": {
-   "display_name": "Python 3",
+   "display_name": "Python 3 (ipykernel)",
    "language": "python",
    "name": "python3"
   },
@@ -498,7 +498,7 @@
    "name": "python",
    "nbconvert_exporter": "python",
    "pygments_lexer": "ipython3",
-   "version": "3.7.12"
+   "version": "3.7.16"
   }
  },
  "nbformat": 4,

diff --git a/docs/_build/doctrees/nbsphinx/notebooks/gallery/pytorch/seq_class.ipynb b/docs/_build/doctrees/nbsphinx/notebooks/gallery/pytorch/seq_class.ipynb
@@ -565,7 +565,7 @@
  ],
  "metadata": {
   "kernelspec": {
-   "display_name": "Python 3",
+   "display_name": "Python 3 (ipykernel)",
    "language": "python",
    "name": "python3"
   },
@@ -579,7 +579,7 @@
    "name": "python",
    "nbconvert_exporter": "python",
    "pygments_lexer": "ipython3",
-   "version": "3.7.12"
+   "version": "3.7.16"
   }
  },
  "nbformat": 4,

diff --git a/docs/_build/doctrees/nbsphinx/notebooks/gallery/tensorflow/bin_class.ipynb b/docs/_build/doctrees/nbsphinx/notebooks/gallery/tensorflow/bin_class.ipynb
@@ -131,14 +131,14 @@
     "    ),\n",
     "        \n",
     "    Target(\n",
-    "        dataset   = shared_dataset\n",
-    "        , column  = 'object'\n",
-    "        , encoder = Target.Encoder(LabelBinarizer(sparse_output=False))\n",
+    "        dataset = shared_dataset,\n",
+    "        column  = 'object',\n",
+    "        encoder = Target.Encoder(LabelBinarizer(sparse_output=False))\n",
     "    ),\n",
     "\n",
     "    Stratifier(\n",
-    "        size_test         = 0.12\n",
-    "        , size_validation = 0.22\n",
+    "        size_test       = 0.12,\n",
+    "        size_validation = 0.22\n",
     "    )\n",
     ")"
    ]
@@ -211,9 +211,9 @@
     "    **hp\n",
     "):\n",
     "    model.compile(\n",
-    "        loss        = loser\n",
-    "        , optimizer = optimizer\n",
-    "        , metrics   = ['accuracy']\n",
+    "        loss      = loser,\n",
+    "        optimizer = optimizer,\n",
+    "        metrics   = ['accuracy']\n",
     "    )\n",
     "    model.fit(\n",
     "        train_features, train_label\n",
@@ -256,8 +256,8 @@
     "    ),\n",
     "    \n",
     "    Trainer(\n",
-    "        pipeline       = pipeline\n",
-    "        , repeat_count = 2\n",
+    "        pipeline     = pipeline,\n",
+    "        repeat_count = 2\n",
     "    )\n",
     ")"
    ]
@@ -308,7 +308,7 @@
  ],
  "metadata": {
   "kernelspec": {
-   "display_name": "Python 3",
+   "display_name": "Python 3 (ipykernel)",
    "language": "python",
    "name": "python3"
   },
@@ -322,7 +322,7 @@
    "name": "python",
    "nbconvert_exporter": "python",
    "pygments_lexer": "ipython3",
-   "version": "3.7.12"
+   "version": "3.7.16"
   }
  },
  "nbformat": 4,

diff --git a/docs/_build/doctrees/nbsphinx/notebooks/gallery/tensorflow/bin_mapk.ipynb b/docs/_build/doctrees/nbsphinx/notebooks/gallery/tensorflow/bin_mapk.ipynb
@@ -197,9 +197,9 @@
     "    ),\n",
     "    \n",
     "    Target(\n",
-    "        dataset   = shared_dataset\n",
-    "        , column  = 'Outcome'\n",
-    "        , encoder = Target.Encoder(LabelBinarizer())\n",
+    "        dataset = shared_dataset,\n",
+    "        column  = 'Outcome',\n",
+    "        encoder = Target.Encoder(LabelBinarizer())\n",
     "    ),\n",
     "    \n",
     "    Stratifier(size_test=0.26)\n",
@@ -296,9 +296,9 @@
     "    **hp\n",
     "):\n",
     "    model.compile(\n",
-    "        loss        = loser\n",
-    "        , optimizer = optimizer\n",
-    "        , metrics   = ['accuracy', tf.keras.metrics.Precision()]\n",
+    "        loss      = loser,\n",
+    "        optimizer = optimizer,\n",
+    "        metrics   = ['accuracy', tf.keras.metrics.Precision()]\n",
     "    )\n",
     "    \n",
     "    # Early stopping.\n",
@@ -689,7 +689,7 @@
  ],
  "metadata": {
   "kernelspec": {
-   "display_name": "Python 3",
+   "display_name": "Python 3 (ipykernel)",
    "language": "python",
    "name": "python3"
   },
@@ -703,7 +703,7 @@
    "name": "python",
    "nbconvert_exporter": "python",
    "pygments_lexer": "ipython3",
-   "version": "3.7.12"
+   "version": "3.7.16"
   }
  },
  "nbformat": 4,

diff --git a/docs/_build/doctrees/nbsphinx/notebooks/gallery/tensorflow/classic_bin_class.ipynb b/docs/_build/doctrees/nbsphinx/notebooks/gallery/tensorflow/classic_bin_class.ipynb
@@ -569,7 +569,7 @@
  ],
  "metadata": {
   "kernelspec": {
-   "display_name": "Python 3",
+   "display_name": "Python 3 (ipykernel)",
    "language": "python",
    "name": "python3"
   },
@@ -583,7 +583,7 @@
    "name": "python",
    "nbconvert_exporter": "python",
    "pygments_lexer": "ipython3",
-   "version": "3.7.12"
+   "version": "3.7.16"
   }
  },
  "nbformat": 4,

diff --git a/docs/_build/doctrees/nbsphinx/notebooks/gallery/tensorflow/heterogeneous.ipynb b/docs/_build/doctrees/nbsphinx/notebooks/gallery/tensorflow/heterogeneous.ipynb
@@ -661,8 +661,8 @@
     "    ),\n",
     "    \n",
     "    Trainer(\n",
-    "        pipeline       = pipeline\n",
-    "        , repeat_count = 2\n",
+    "        pipeline     = pipeline,\n",
+    "        repeat_count = 2\n",
     "    )\n",
     ")"
    ]
@@ -759,7 +759,7 @@
  ],
  "metadata": {
   "kernelspec": {
-   "display_name": "Python 3",
+   "display_name": "Python 3 (ipykernel)",
    "language": "python",
    "name": "python3"
   },
@@ -773,7 +773,7 @@
    "name": "python",
    "nbconvert_exporter": "python",
    "pygments_lexer": "ipython3",
-   "version": "3.7.12"
+   "version": "3.7.16"
   }
  },
  "nbformat": 4,

diff --git a/docs/_build/doctrees/nbsphinx/notebooks/gallery/tensorflow/img_class.ipynb b/docs/_build/doctrees/nbsphinx/notebooks/gallery/tensorflow/img_class.ipynb
@@ -251,19 +251,19 @@
    "source": [
     "pipeline = Pipeline(\n",
     "    Input(\n",
-    "        dataset           = dataset_img\n",
-    "        , encoders        = Input.Encoder(FunctionTransformer(div255, inverse_func=mult255))\n",
-    "        , reshape_indices = (0,2,3)#reshape for Conv1D grayscale.\n",
+    "        dataset         = dataset_img,\n",
+    "        encoders        = Input.Encoder(FunctionTransformer(div255, inverse_func=mult255)),\n",
+    "        reshape_indices = (0,2,3)#reshape for Conv1D grayscale.\n",
     "    ),\n",
     "        \n",
     "    Target(\n",
-    "        dataset  = dataset_label\n",
-    "        , column = 'status'\n",
+    "        dataset = dataset_label,\n",
+    "        column  = 'status'\n",
     "    ),\n",
     "\n",
     "    Stratifier(\n",
-    "        size_test         = 0.14\n",
-    "        , size_validation = 0.22\n",
+    "        size_test       = 0.14,\n",
+    "        size_validation = 0.22\n",
     "    )\n",
     ")"
    ]
@@ -424,8 +424,8 @@
     "    ),\n",
     "    \n",
     "    Trainer(\n",
-    "        pipeline       = pipeline\n",
-    "        , repeat_count = 2\n",
+    "        pipeline     = pipeline,\n",
+    "        repeat_count = 2\n",
     "    )\n",
     ")"
    ]
@@ -471,7 +471,7 @@
  ],
  "metadata": {
   "kernelspec": {
-   "display_name": "Python 3",
+   "display_name": "Python 3 (ipykernel)",
    "language": "python",
    "name": "python3"
   },
@@ -485,7 +485,7 @@
    "name": "python",
    "nbconvert_exporter": "python",
    "pygments_lexer": "ipython3",
-   "version": "3.7.12"
+   "version": "3.7.16"
   }
  },
  "nbformat": 4,