From c0ee10b4180a5d93440758ffeeec781a7201b9e6 Mon Sep 17 00:00:00 2001 From: Kristian Aune Date: Fri, 20 Dec 2024 08:52:59 +0100 Subject: [PATCH] typos --- .../source/examples/feed_performance_cloud.ipynb | 14 +++++++------- 1 file changed, 7 insertions(+), 7 deletions(-) diff --git a/docs/sphinx/source/examples/feed_performance_cloud.ipynb b/docs/sphinx/source/examples/feed_performance_cloud.ipynb index 608b39de..8538e5ea 100644 --- 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 -} \ No newline at end of file +}