Removed duplicated cells from the llm notebook

Author: mathieuroques

python-client/docs/reference/notebooks/llm_comment_generation.ipynb

@@ -178,226 +178,14 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "outputs": [],
-   "source": [
-    "results = giskard.scan(model, dataset)#%% md\n",
-    "# Newspaper comments generation [LangChain, OpenAI]"
-   ],
-   "metadata": {
-    "collapsed": false
-   }
-  },
-  {
-   "cell_type": "markdown",
-   "source": [
-    "## Install Giskard"
-   ],
-   "metadata": {
-    "collapsed": false
-   }
-  },
-  {
-   "cell_type": "markdown",
-   "source": [
-    "**⚠️ LLM support is in Alpha version** - It may be unstable, and detection capabilities are still limited.\n",
-    "\n",
-    "We're interested in your feedback to improve it 🙏"
-   ],
-   "metadata": {
-    "collapsed": false
-   }
-  },
-  {
-   "cell_type": "code",
-   "execution_count": null,
-   "outputs": [],
-   "source": [
-    "pip install \"giskard[llm]>=2.0.0b\" -U"
-   ],
-   "metadata": {
-    "collapsed": false
-   }
-  },
-  {
-   "cell_type": "markdown",
-   "source": [
-    "## Install additional libraries"
-   ],
-   "metadata": {
-    "collapsed": false
-   }
-  },
-  {
-   "cell_type": "code",
-   "execution_count": null,
-   "outputs": [],
-   "source": [
-    "!pip install openai"
-   ],
-   "metadata": {
-    "collapsed": false
-   }
-  },
-  {
-   "cell_type": "markdown",
-   "source": [
-    "## Import libraries"
-   ],
-   "metadata": {
-    "collapsed": false
-   }
-  },
-  {
-   "cell_type": "code",
-   "execution_count": null,
-   "outputs": [],
-   "source": [
-    "import pandas as pd\n",
-    "from langchain.llms import OpenAI\n",
-    "from langchain import PromptTemplate, LLMChain\n",
-    "\n",
-    "import giskard"
-   ],
-   "metadata": {
-    "collapsed": false
-   }
-  },
-  {
-   "cell_type": "markdown",
-   "source": [
-    "## Load and filter dataframe from Github"
-   ],
-   "metadata": {
-    "collapsed": false
-   }
-  },
-  {
-   "cell_type": "code",
-   "execution_count": null,
-   "outputs": [],
-   "source": [
-    "df = pd.read_csv('https://github.com/__raw/sunnysai12345/News_Summary/master/news_summary_more.csv')"
-   ],
-   "metadata": {
-    "collapsed": false
-   }
-  },
-  {
-   "cell_type": "code",
-   "execution_count": null,
-   "outputs": [],
-   "source": [
-    "df_filtered = pd.DataFrame(df[\"text\"].sample(10, random_state=11))"
-   ],
-   "metadata": {
-    "collapsed": false
-   }
-  },
-  {
-   "cell_type": "markdown",
-   "source": [
-    "## Initialize Prompt, LLM and Chain from LangChain"
-   ],
-   "metadata": {
-    "collapsed": false
-   }
-  },
-  {
-   "cell_type": "code",
-   "execution_count": null,
-   "outputs": [],
-   "source": [
-    "prompt = PromptTemplate(template=\"Create a reader comment according to the following article summary: '{text}''\",\n",
-    "                        input_variables=[\"text\"])"
-   ],
-   "metadata": {
-    "collapsed": false
-   }
-  },
-  {
-   "cell_type": "code",
-   "execution_count": null,
-   "outputs": [],
-   "source": [
-    "llm = OpenAI(openai_api_key=\"${OPENAI_KEY}\", request_timeout=15, max_retries=50, temperature=0)"
-   ],
-   "metadata": {
-    "collapsed": false
-   }
-  },
-  {
-   "cell_type": "code",
-   "execution_count": null,
-   "outputs": [],
-   "source": [
-    "chain = LLMChain(prompt=prompt, llm=llm)"
-   ],
-   "metadata": {
-    "collapsed": false
-   }
-  },
-  {
-   "cell_type": "markdown",
-   "source": [
-    "## Dataset and Model preparation"
-   ],
    "metadata": {
     "collapsed": false
-   }
-  },
-  {
-   "cell_type": "code",
-   "execution_count": null,
-   "outputs": [],
-   "source": [
-    "dataset = giskard.Dataset(df=df_filtered, column_types={\"text\": \"text\"})"
-   ],
-   "metadata": {
-    "collapsed": false
-   }
-  },
-  {
-   "cell_type": "code",
-   "execution_count": null,
-   "outputs": [],
-   "source": [
-    "model = giskard.Model(chain, model_type='text_generation')"
-   ],
-   "metadata": {
-    "collapsed": false
-   }
-  },
-  {
-   "cell_type": "markdown",
-   "source": [
-    "## Scan your model to find vulnerabilities"
-   ],
-   "metadata": {
-    "collapsed": false
-   }
-  },
-  {
-   "cell_type": "code",
-   "execution_count": null,
-   "outputs": [],
-   "source": [
-    "results = giskard.scan(model, dataset)"
-   ],
-   "metadata": {
-    "collapsed": false
-   }
-  },
-  {
-   "cell_type": "code",
-   "execution_count": null,
+   },
    "outputs": [],
    "source": [
-    "display(results)#%%\n",
-    "display(results)"
-   ],
-   "metadata": {
-    "collapsed": false
-   }
+    "results = giskard.scan(model, dataset)#%% md\n",
+    "# Newspaper comments generation [LangChain, OpenAI]"
+   ]
   }
  ],
  "metadata": {