Update notebooks to use dict instead of yaml and remove dataloaders (#1075)

notebooks/elasticsearch.ipynb

@@ -26,7 +26,7 @@
       },
       "outputs": [],
       "source": [
-        "!pip install embedchain[dataloaders,elasticsearch]"
+        "!pip install embedchain[elasticsearch]"
       ]
     },
     {
@@ -54,45 +54,13 @@
         "os.environ[\"OPENAI_API_KEY\"] = \"sk-xxx\""
       ]
     },
-    {
-      "cell_type": "markdown",
-      "metadata": {
-        "id": "Ns6RhPfbiitr"
-      },
-      "source": [
-        "### Step-3: Define your Vector Database config"
-      ]
-    },
-    {
-      "cell_type": "code",
-      "execution_count": null,
-      "metadata": {
-        "id": "S9CkxVjriotB"
-      },
-      "outputs": [],
-      "source": [
-        "config = \"\"\"\n",
-        "vectordb:\n",
-        "  provider: elasticsearch\n",
-        "  config:\n",
-        "    collection_name: 'es-index'\n",
-        "    es_url: your-elasticsearch-url.com\n",
-        "    allow_reset: true\n",
-        "    api_key: xxx\n",
-        "\"\"\"\n",
-        "\n",
-        "# Write the multi-line string to a YAML file\n",
-        "with open('elasticsearch.yaml', 'w') as file:\n",
-        "    file.write(config)"
-      ]
-    },
     {
       "cell_type": "markdown",
       "metadata": {
         "id": "PGt6uPLIi1CS"
       },
       "source": [
-        "### Step-4 Create embedchain app based on the config"
+        "### Step-3 Create embedchain app and define your config"
       ]
     },
     {
@@ -103,7 +71,15 @@
       },
       "outputs": [],
       "source": [
-        "app = App.from_config(config_path=\"elasticsearch.yaml\")"
+        "app = App.from_config(config={\n",
+        "    \"provider\": \"elasticsearch\",\n",
+        "    \"config\": {\n",
+        "        \"collection_name\": \"es-index\",\n",
+        "        \"es_url\": \"your-elasticsearch-url.com\",\n",
+        "        \"allow_reset\": True,\n",
+        "        \"api_key\": \"xxx\"\n",
+        "    }\n",
+        "})"
       ]
     },
     {
@@ -112,7 +88,7 @@
         "id": "XNXv4yZwi7ef"
       },
       "source": [
-        "### Step-5: Add data sources to your app"
+        "### Step-4: Add data sources to your app"
       ]
     },
     {
@@ -132,7 +108,7 @@
         "id": "_7W6fDeAjMAP"
       },
       "source": [
-        "### Step-6: All set. Now start asking questions related to your data"
+        "### Step-5: All set. Now start asking questions related to your data"
       ]
     },
     {