Merge pull request #998 from vespa-engine/kkraune-patch-1

typos
vespa-engine · Dec 20, 2024 · 2ef3e4a · 2ef3e4a
2 parents 7df4dd1 + c0ee10b
commit 2ef3e4a
Showing 1 changed file with 7 additions and 7 deletions.
diff --git a/docs/sphinx/source/examples/feed_performance_cloud.ipynb b/docs/sphinx/source/examples/feed_performance_cloud.ipynb
@@ -14,10 +14,10 @@
                 "# Feeding to Vespa Cloud\n",
                 "\n",
                 "Our [previous notebook](https://pyvespa.readthedocs.io/en/latest/examples/feed_performance.html), we demonstrated one way of benchmarking feed performance to a local Vespa instance running in Docker.\n",
-                "In this notebook, we will llok at the same methods, but how feeding to [Vespa Cloud](https://cloud.vespa.ai) affects performance of the different methods.\n",
+                "In this notebook, we will look at the same methods but how feeding to [Vespa Cloud](https://cloud.vespa.ai) affects the performance of the different methods.\n",
                 "\n",
                 "The key difference between feeding to a local Vespa instance and a Vespa Cloud instance is the network latency.\n",
-                "Additionally, we will introduce embedding in Vespa at feed time, which is a realistic scenario for many use-cases.\n",
+                "Additionally, we will introduce embedding in Vespa at feed time, which is a realistic scenario for many use cases.\n",
                 "\n",
                 "We will look at these 3 different methods:\n",
                 "\n",
@@ -169,7 +169,7 @@
             "id": "6f74324a",
             "metadata": {},
             "source": [
-                "Follow the instrauctions from the output above and add the control-plane key in the console at `https://console.vespa-cloud.com/tenant/TENANT_NAME/account/keys`\n",
+                "Follow the instructions from the output above and add the control-plane key in the console at `https://console.vespa-cloud.com/tenant/TENANT_NAME/account/keys`\n",
                 "(replace TENANT_NAME with your tenant name).\n"
             ]
         },
@@ -347,9 +347,9 @@
                 "In this example we use [HF Datasets](https://huggingface.co/docs/datasets/index) library to stream the\n",
                 "[\"Cohere/wikipedia-2023-11-embed-multilingual-v3\"](https://huggingface.co/datasets/Cohere/wikipedia-2023-11-embed-multilingual-v3) dataset and index in our newly deployed Vespa instance.\n",
                 "\n",
-                "The dataset contains wikipedia-pages, and their corresponding embeddings.\n",
+                "The dataset contains Wikipedia-pages, and their corresponding embeddings.\n",
                 "\n",
-                "> For this exploration we will use the `id` , `text` and `embedding`-fields\n",
+                "> For this exploration, we will use the `id`, `text` and `embedding`-fields\n",
                 "\n",
                 "The following uses the [stream](https://huggingface.co/docs/datasets/stream) option of datasets to stream the data without\n",
                 "downloading all the contents locally.\n",
@@ -384,7 +384,7 @@
             "id": "e2b68592",
             "metadata": {},
             "source": [
-                "## Utility function to create dataset with different number of documents\n"
+                "## Utility function to create a dataset with different number of documents\n"
             ]
         },
         {
@@ -2068,4 +2068,4 @@
     },
     "nbformat": 4,
     "nbformat_minor": 5
-}
+}