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-Embed images and sentences into fixed-length vectors with CLIP
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@@ -37,8 +39,8 @@ CLIP-as-service is a low-latency high-scalability service for embedding images a
## Try it!
An always-online server `api.clip.jina.ai` loaded with `ViT-L-14-336::openai` is there for you to play & test.
-Before you start, make sure you have obtained an access token from our [console website](https://console.clip.jina.ai/get_started),
-or via CLI as described in [this guide](https://docs.jina.ai/jina-ai-cloud/login/#create-a-new-pat).
+Before you start, make sure you have obtained a personal access token from the [Jina AI Cloud](https://cloud.jina.ai/settings/tokens),
+or via CLI as described in [this guide](https://docs.jina.ai/jina-ai-cloud/login/#create-a-new-pat):
```bash
jina auth token create -e
@@ -750,11 +752,7 @@ Intrigued? That's only scratching the surface of what CLIP-as-service is capable
## Support
- Join our [Slack community](https://slack.jina.ai) and chat with other community members about ideas.
-- Join our [Engineering All Hands](https://youtube.com/playlist?list=PL3UBBWOUVhFYRUa_gpYYKBqEAkO4sxmne) meet-up to discuss your use case and learn Jina's new features.
- - **When?** The second Tuesday of every month
- - **Where?**
- Zoom ([see our public events calendar](https://calendar.google.com/calendar/embed?src=c_1t5ogfp2d45v8fit981j08mcm4%40group.calendar.google.com&ctz=Europe%2FBerlin)/[.ical](https://calendar.google.com/calendar/ical/c_1t5ogfp2d45v8fit981j08mcm4%40group.calendar.google.com/public/basic.ics))
- and [live stream on YouTube](https://youtube.com/c/jina-ai)
+- Watch our [Engineering All Hands](https://youtube.com/playlist?list=PL3UBBWOUVhFYRUa_gpYYKBqEAkO4sxmne) to learn Jina's new features and stay up-to-date with the latest AI techniques.
- Subscribe to the latest video tutorials on our [YouTube channel](https://youtube.com/c/jina-ai)
## Join Us
diff --git a/docs/hosting/by-jina.md b/docs/hosting/by-jina.md
index 39fe22cf4..497775ea2 100644
--- a/docs/hosting/by-jina.md
+++ b/docs/hosting/by-jina.md
@@ -1,14 +1,21 @@
# Hosted by Jina AI
+```{include} ../../README.md
+:start-after:
+:end-before:
+```
+
Just like any other machine learning models, CLIP models have better performance when running on GPU. However, it is not always possible to have a GPU machine at hand, and it could be costly to configure a GPU machine. To make CLIP models more accessible, we provide a hosted service for CLIP models. You can send requests to our hosted service and get the embedding results back.
An always-online server `api.clip.jina.ai` loaded with `ViT-L-14-336::openai` is there for you to play or develop your CLIP applications. The server is available for **encoding** and **ranking** tasks.
-`ViT-L-14-336::openai` was released in April 2022 and this is the best model within all models offered by [OpenAI](https://github.com/openai/CLIP/blob/main/clip/clip.py#L30) and also the best model when we developed this free service.
+`ViT-L-14-336::openai` was released in April 2022 and this is the best model within all models offered by [OpenAI](https://github.com/openai/CLIP/blob/main/clip/clip.py#L30) and also the best model when we developed this service.
-However, the "best model" is not always the best choice for your application. You may want to use a smaller model for faster response time, or a larger model for better accuracy. We provide the Inference API for you to customize your models, and this feature is currently in beta.
+However, the "best model" is not always the best choice for your application. You may want to use a smaller model for faster response time, or a larger model for better accuracy.
+With the [Inference](https://cloud.jina.ai/user/inference) in [Jina AI Cloud](https://cloud.jina.ai/), you have the flexibility to choose the model that best suits your specific needs.
-Before you start, make sure you have obtained an access token from our [console website](https://console.clip.jina.ai/get_started), or via CLI as described in [this guide](https://docs.jina.ai/jina-ai-cloud/login/#create-a-new-pat)
+Before you start, make sure you have obtained a personal access token from the [Jina AI Cloud](https://cloud.jina.ai/settings/tokens),
+or via CLI as described in [this guide](https://docs.jina.ai/jina-ai-cloud/login/#create-a-new-pat):
```bash
jina auth token create -e
diff --git a/docs/index.md b/docs/index.md
index 79e872786..6305b4f44 100644
--- a/docs/index.md
+++ b/docs/index.md
@@ -1,5 +1,10 @@
# Welcome to CLIP-as-service!
+```{include} ../README.md
+:start-after:
+:end-before:
+```
+
```{include} ../README.md
:start-after:
:end-before:
@@ -8,8 +13,8 @@
## Try it!
An always-online server `api.clip.jina.ai` loaded with `ViT-L-14-336::openai` is there for you to play & test.
-Before you start, make sure you have created an access token from our [console website](https://console.clip.jina.ai/get_started),
-or via CLI as described in [this guide](https://github.com/jina-ai/jina-hubble-sdk#create-a-new-pat).
+Before you start, make sure you have obtained a personal access token from the [Jina AI Cloud](https://cloud.jina.ai/settings/tokens),
+or via CLI as described in [this guide](https://docs.jina.ai/jina-ai-cloud/login/#create-a-new-pat):
```bash
jina auth token create -e