From 127e482ac88223f5bedf561bd3dbe731fba65984 Mon Sep 17 00:00:00 2001
From: Zvi Baratz <z.baratz@gmail.com>
Date: Fri, 24 Jun 2022 04:45:42 +0300
Subject: [PATCH] Replaced !pip calls with %pip magic command. (#604)

Closes #603.
---
 notebook/automl_classification.ipynb | 4 ++--
 notebook/automl_lightgbm.ipynb       | 4 ++--
 notebook/automl_nlp.ipynb            | 2 +-
 notebook/automl_xgboost.ipynb        | 2 +-
 notebook/autovw.ipynb                | 2 +-
 notebook/integrate_azureml.ipynb     | 2 +-
 notebook/integrate_sklearn.ipynb     | 2 +-
 notebook/research/acl2021.ipynb      | 4 ++--
 notebook/tune_huggingface.ipynb      | 2 +-
 notebook/tune_pytorch.ipynb          | 2 +-
 10 files changed, 13 insertions(+), 13 deletions(-)

diff --git a/notebook/automl_classification.ipynb b/notebook/automl_classification.ipynb
index fc145cf67..a84c0aa05 100644
--- a/notebook/automl_classification.ipynb
+++ b/notebook/automl_classification.ipynb
@@ -38,10 +38,10 @@
    "metadata": {},
    "outputs": [],
    "source": [
-    "!pip install flaml[notebook];\n",
+    "%pip install flaml[notebook]\n",
     "# from v0.6.6, catboost is made an optional dependency to build conda package.\n",
     "# to install catboost without installing the notebook option, you can run:\n",
-    "# !pip install flaml[catboost]"
+    "# %pip install flaml[catboost]"
    ]
   },
   {
diff --git a/notebook/automl_lightgbm.ipynb b/notebook/automl_lightgbm.ipynb
index c043a6778..2171f6c9d 100644
--- a/notebook/automl_lightgbm.ipynb
+++ b/notebook/automl_lightgbm.ipynb
@@ -39,7 +39,7 @@
    "metadata": {},
    "outputs": [],
    "source": [
-    "!pip install flaml[notebook];"
+    "%pip install flaml[notebook]"
    ]
   },
   {
@@ -569,7 +569,7 @@
    "metadata": {},
    "outputs": [],
    "source": [
-    "# !pip install optuna==2.8.0;"
+    "# %pip install optuna==2.8.0"
    ]
   },
   {
diff --git a/notebook/automl_nlp.ipynb b/notebook/automl_nlp.ipynb
index 0076de3ce..3f1ef2356 100644
--- a/notebook/automl_nlp.ipynb
+++ b/notebook/automl_nlp.ipynb
@@ -192,7 +192,7 @@
     }
    ],
    "source": [
-    "!pip install flaml[nlp,ray,notebook,blendsearch];"
+    "%pip install flaml[nlp,ray,notebook,blendsearch]"
    ]
   },
   {
diff --git a/notebook/automl_xgboost.ipynb b/notebook/automl_xgboost.ipynb
index 8e6697de7..bd6a12b87 100644
--- a/notebook/automl_xgboost.ipynb
+++ b/notebook/automl_xgboost.ipynb
@@ -39,7 +39,7 @@
    "metadata": {},
    "outputs": [],
    "source": [
-    "!pip install flaml[notebook];"
+    "%pip install flaml[notebook]"
    ]
   },
   {
diff --git a/notebook/autovw.ipynb b/notebook/autovw.ipynb
index 5ee95d9d4..1d00d3d80 100644
--- a/notebook/autovw.ipynb
+++ b/notebook/autovw.ipynb
@@ -31,7 +31,7 @@
    "metadata": {},
    "outputs": [],
    "source": [
-    "!pip install flaml[notebook,vw];"
+    "%pip install flaml[notebook,vw]"
    ]
   },
   {
diff --git a/notebook/integrate_azureml.ipynb b/notebook/integrate_azureml.ipynb
index da4bcafe5..224ca2b53 100644
--- a/notebook/integrate_azureml.ipynb
+++ b/notebook/integrate_azureml.ipynb
@@ -39,7 +39,7 @@
    "metadata": {},
    "outputs": [],
    "source": [
-    "!pip install flaml[azureml]"
+    "%pip install flaml[azureml]"
    ]
   },
   {
diff --git a/notebook/integrate_sklearn.ipynb b/notebook/integrate_sklearn.ipynb
index 5601b791a..83667543e 100644
--- a/notebook/integrate_sklearn.ipynb
+++ b/notebook/integrate_sklearn.ipynb
@@ -78,7 +78,7 @@
    "metadata": {},
    "outputs": [],
    "source": [
-    "!pip install flaml[notebook];"
+    "%pip install flaml[notebook]"
    ]
   },
   {
diff --git a/notebook/research/acl2021.ipynb b/notebook/research/acl2021.ipynb
index d1374eba5..4069f61d1 100644
--- a/notebook/research/acl2021.ipynb
+++ b/notebook/research/acl2021.ipynb
@@ -41,8 +41,8 @@
    },
    "outputs": [],
    "source": [
-    "!pip install flaml[nlp]==0.7.1 # in higher version of flaml, the API for nlp tasks changed\n",
-    "!pip install transformers==3.4.0\n",
+    "%pip install flaml[nlp]==0.7.1 # in higher version of flaml, the API for nlp tasks changed\n",
+    "%pip install transformers==3.4.0\n",
     "from flaml.nlp import AutoTransformers\n"
    ]
   },
diff --git a/notebook/tune_huggingface.ipynb b/notebook/tune_huggingface.ipynb
index e02fb2a2a..35b7e78c2 100644
--- a/notebook/tune_huggingface.ipynb
+++ b/notebook/tune_huggingface.ipynb
@@ -17,7 +17,7 @@
    },
    "outputs": [],
    "source": [
-    "#!pip install torch transformers datasets ipywidgets flaml[blendsearch,ray];"
+    "# %pip install torch transformers datasets ipywidgets flaml[blendsearch,ray]"
    ]
   },
   {
diff --git a/notebook/tune_pytorch.ipynb b/notebook/tune_pytorch.ipynb
index aac0cdbc3..d90f4fb9c 100644
--- a/notebook/tune_pytorch.ipynb
+++ b/notebook/tune_pytorch.ipynb
@@ -18,7 +18,7 @@
    },
    "outputs": [],
    "source": [
-    "!pip install torchvision flaml[blendsearch,ray];"
+    "%pip install torchvision flaml[blendsearch,ray]"
    ]
   },
   {