From 7784a8a3f7c32677358baebfdcf7469dc0c27e01 Mon Sep 17 00:00:00 2001 From: peterschmidt85 Date: Fri, 15 Sep 2023 20:39:06 +0200 Subject: [PATCH] - [Docs] Added the `RAG with Llama Index and Weaviate` example - [Docs] Minor edits --- README.md | 4 +- docs/assets/stylesheets/extra.css | 4 + docs/docs/guides/clouds.md | 10 +- docs/docs/guides/services.md | 10 +- docs/docs/index.md | 4 +- docs/docs/installation/docker.md | 2 +- docs/docs/installation/hf-spaces.md | 2 +- docs/docs/installation/pip.md | 2 +- docs/examples/finetuning-llama-2.md | 2 +- .../dstack-python-api-streamlit-example.png | Bin 123328 -> 239524 bytes docs/examples/llama-index-weaviate.md | 205 ++++++++++++++++++ docs/examples/python-api.md | 9 +- docs/examples/text-generation-inference.md | 68 +++--- docs/examples/vllm.md | 67 +++--- docs/overrides/examples.html | 62 +++--- docs/overrides/home.html | 65 +++--- mkdocs.yml | 12 +- 17 files changed, 355 insertions(+), 173 deletions(-) create mode 100644 docs/examples/llama-index-weaviate.md diff --git a/README.md b/README.md index 6814201d5..c55fd1cff 100644 --- a/README.md +++ b/README.md @@ -46,7 +46,7 @@ dstack start ## Configure clouds Upon startup, the server sets up the default project called `main`. -Prior to using `dstack`, make sure to [configure clouds](https://dstack.ai/docs/guides/clouds#configuring-backends). +Prior to using `dstack`, make sure to [configure clouds](https://dstack.ai/docs/guides/clouds#configure-backends). Once the server is up, you can orchestrate GPU workloads using either the CLI or Python API. @@ -110,7 +110,7 @@ commands: ``` Once the service is up, `dstack` makes it accessible from the Internet through -the [gateway](https://dstack.ai/docs/guides/clouds#configuring-gateways). +the [gateway](https://dstack.ai/docs/guides/clouds#configure-gateways). ### Run a configuration diff --git a/docs/assets/stylesheets/extra.css b/docs/assets/stylesheets/extra.css index 8a496d174..5bbd7a0d2 100644 --- a/docs/assets/stylesheets/extra.css +++ b/docs/assets/stylesheets/extra.css @@ -516,6 +516,10 @@ code .md-code__nav:hover .md-code__button { /*color: var(--md-code-fg-color) !important;*/ } +.highlight .sd { + color: var(--md-code-hl-string-color); +} + .highlight .na, .highlight .nv, .highlight .vc, .highlight .vg, .highlight .vi { color: #c6c052; } diff --git a/docs/docs/guides/clouds.md b/docs/docs/guides/clouds.md index a168bed90..44c838d13 100644 --- a/docs/docs/guides/clouds.md +++ b/docs/docs/guides/clouds.md @@ -13,7 +13,7 @@ their credentials to `dstack`. 3. **No vendor lock-in** An open-source and cloud-agnostic interface enables easy switching between cloud providers. -## Creating cloud accounts +## Create cloud accounts To use clouds with `dstack`, you need to first create an account with each cloud provider. @@ -27,7 +27,7 @@ relevant issues in [our tracker](https://github.com/dstackai/dstack/issues). Startups can apply for extra credits, usually by reaching out directly to the provider in the case of smaller providers, or through a partner program (such as [NVIDIA Inception](https://www.nvidia.com/en-us/startups/)) for larger providers. -??? info "Requesting GPU quotas" +??? info "Request GPU quotas" Larger providers require you to request GPU quotas, essentially obtaining permission from their support team, prior to utilizing GPUs with your account. If planning to use GPU through credits, approval for the request might @@ -38,7 +38,7 @@ relevant issues in [our tracker](https://github.com/dstackai/dstack/issues). To use spot instances with certain cloud providers (e.g. AWS), you should request quotes for such instances separately. -## Configuring backends +## Configure backends To use your cloud accounts with `dstack`, open the project settings and configure a backend for each cloud. @@ -62,7 +62,7 @@ Configuring backends involves providing cloud credentials, and specifying storag -## Configuring gateways +## Configure gateways If you intend to use [services](services.md) (e.g. to deploy public endpoints), you must also configure a gateway. Configuring a backend involves selecting a backend and a region. @@ -76,7 +76,7 @@ After the gateway is created (and assigned an external IP), set up an A record a Then, in the gateway's settings, specify the wildcard domain. -## Requesting resources +## Request resources You can request resources using the [`--gpu`](../reference/cli/run.md#GPU) and [`--memory`](../reference/cli/run.md#MEMORY) arguments with `dstack run`, diff --git a/docs/docs/guides/services.md b/docs/docs/guides/services.md index bab8fa9b3..e4838e7fc 100644 --- a/docs/docs/guides/services.md +++ b/docs/docs/guides/services.md @@ -93,8 +93,8 @@ For more details on the file syntax, refer to [`.dstack.yml`](../reference/dstac ## Run the configuration -!!! info "NOTE:" - Before running a service, ensure that you have configured a [gateway](clouds.md#configuring-gateways). +!!! info "Gateway" + Before running a service, ensure that you have configured a [gateway](clouds.md#configure-gateways). To run a service, use the `dstack run` command followed by the path to the directory you want to use as the working directory. @@ -119,14 +119,14 @@ Serving HTTP on https://yellow-cat-1.mydomain.com ... This command deploys the service, and forwards the traffic to the gateway's endpoint. -!!! info "Endoint URL" - If you've configured a [wildcard domain](clouds.md#configuring-gateways) for the gateway, +!!! info "Wildcard domain" + If you've configured a [wildcard domain](clouds.md#configure-gateways) for the gateway, `dstack` enables HTTPS automatically and serves the service at `https://.`. If you wish to customize the run name, you can use the `-n` argument with the `dstack run` command. -### Requesting resources +### Request resources You can request resources using the [`--gpu`](../reference/cli/run.md#GPU) and [`--memory`](../reference/cli/run.md#MEMORY) arguments with `dstack run`, diff --git a/docs/docs/index.md b/docs/docs/index.md index 7710952fd..56b727ca8 100644 --- a/docs/docs/index.md +++ b/docs/docs/index.md @@ -20,7 +20,7 @@ The server is available at http://127.0.0.1:3000?token=b934d226-e24a-4eab-eb92b3 !!! info "Configure clouds" Upon startup, the server sets up the default project called `main`. - Prior to using `dstack`, make sure to [configure clouds](guides/clouds.md#configuring-backends). + Prior to using `dstack`, make sure to [configure clouds](guides/clouds.md#configure-backends). Once the server is up, you can orchestrate LLM workloads using either the CLI or the Python API. @@ -111,7 +111,7 @@ commands: Once the service is up, `dstack` makes it accessible from the Internet through -the [gateway](guides/clouds.md#configuring-gateways). +the [gateway](guides/clouds.md#configure-gateways). For more details on the file syntax, refer to [`.dstack.yml`](../docs/reference/dstack.yml/index.md). diff --git a/docs/docs/installation/docker.md b/docs/docs/installation/docker.md index dbe7f2f29..9fb431d7f 100644 --- a/docs/docs/installation/docker.md +++ b/docs/docs/installation/docker.md @@ -14,7 +14,7 @@ $ docker run --name dstack -p <port-on-host>:3000 \ !!! info "Configure clouds" Upon startup, the server sets up the default project called `main`. - Prior to using `dstack`, make sure to [configure clouds](../guides/clouds.md#configuring-clouds-with-dstack). + Prior to using `dstack`, make sure to [configure clouds](../guides/clouds.md#configure-backends). ## Environment variables diff --git a/docs/docs/installation/hf-spaces.md b/docs/docs/installation/hf-spaces.md index 8fa5042e3..5acf6e6df 100644 --- a/docs/docs/installation/hf-spaces.md +++ b/docs/docs/installation/hf-spaces.md @@ -60,4 +60,4 @@ If you don't do that, `dstack` will generate it randomly and print it to the `Lo ## Configure clouds -Prior to using `dstack`, make sure to [configure clouds](../guides/clouds.md#configuring-clouds-with-dstack). \ No newline at end of file +Prior to using `dstack`, make sure to [configure clouds](../guides/clouds.md#configure-backends). \ No newline at end of file diff --git a/docs/docs/installation/pip.md b/docs/docs/installation/pip.md index b304dc191..39f8ee10c 100644 --- a/docs/docs/installation/pip.md +++ b/docs/docs/installation/pip.md @@ -15,4 +15,4 @@ The server is available at http://127.0.0.1:3000?token=b934d226-e24a-4eab-eb92b3 !!! info "Configure clouds" Upon startup, the server sets up the default project called `main`. - Prior to using `dstack`, make sure to [configure clouds](../guides/clouds.md#configuring-clouds-with-dstack). \ No newline at end of file + Prior to using `dstack`, make sure to [configure clouds](../guides/clouds.md#configure-backends). \ No newline at end of file diff --git a/docs/examples/finetuning-llama-2.md b/docs/examples/finetuning-llama-2.md index 2e5bc2399..bc6ec5f98 100644 --- a/docs/examples/finetuning-llama-2.md +++ b/docs/examples/finetuning-llama-2.md @@ -1,4 +1,4 @@ -# Fine-tuning Llama 2 +# Fine-tuning Llama 2 using QLoRA The release of Llama 2 by Meta has caused quite a stir due to its impressive performance and its license that permits commercial use. 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z%r?yZtyFJ4yi^hq+L*eY^8?wjFDGU=6QgVM3e@<9*7hdpljh|cCQ8=Fj-KM1|NQa% zr@NSE+jzvUqf?xJc8dYopIyOQRzZUB{CW^Z+TA7QXHT<`&tf@{kviK&YQnkyzq@+vK5UiiugRNiRysTJ-KBSzmOh;IJbL=K{`&YnU@~`x zw$pxu{5_Gk-oJR`&L{IWuk3j{<9A5dTg5A-g7?k{Kf5TOY+O_hOk4~Mp00i_>zopr E0H5jHbN~PV diff --git a/docs/examples/llama-index-weaviate.md b/docs/examples/llama-index-weaviate.md new file mode 100644 index 000000000..502473cff --- /dev/null +++ b/docs/examples/llama-index-weaviate.md @@ -0,0 +1,205 @@ +# RAG with Llama Index and Weaviate + +RAG, or retrieval-augmented generation, empowers LLMs by providing them with access to your data. + +Here's an example of how to apply this technique using the [Llama Index](https://www.llamaindex.ai/) framework +and [Weaviate](https://weaviate.io/) vector database. + +??? info "About Llama Index" + Llama Index is an open-source framework that makes it easy extract data from different sources and connect + it to LLMs. It provides a variety of tools and APIs to help you ingest, structure, and access your data in a way that is + easy for LLMs to consume. + +??? info "About Weaviate" + Weaviate is an open-source vector database that allows you to store and query objects + using their vector representations, also known as embeddings. + A vector representation is a mathematical way of representing an object as a point in a high-dimensional space. + This allows Weaviate to perform semantic search, which is the ability to search for objects based on their meaning, + rather than just their exact match to a query. + +## How does it work? + +1. Llama Index loads data from local files, structures it into chunks, and ingests it into Weaviate. It uses local + embeddings through the [SentenceTransformers](https://www.sbert.net/) library. +2. `dstack` allows us to configure cloud accounts (e.g. AWS, GCP, Azure, or Lambda Cloud), + and deploy LLMs (e.g. Llama 2) there. In this example, it employs [Text Generation Inference](https://github.com/huggingface/text-generation-inference) + to serve the LLM. Refer to [Deploying LLMs using TGI](text-generation-inference.md) and [Deploying LLMs via Python API](python-api.md). +3. Llama Index allows us to prompt the LLM and automatically incorporates context from Weaviate. + +## Requirements + +Here's the list of Python libraries that we'll use: + +``` +weaviate-client +llama-index +sentence-transformers +text_generation +``` + +## Load data to Weaviate + +The first thing we do is load the data from local files and ingest it into Weaviate. + +!!! info "NOTE:" + To use Weaviate, you need to either [install](https://weaviate.io/developers/weaviate/installation) + it on-premises or sign up for their managed service. + +Since we're going to load data into or from Weaviate, we'll need a `weaviate.Client`: + +```python +import os + +import weaviate + +auth_config = weaviate.AuthApiKey(api_key=os.getenv("WEAVIATE_API_TOKEN")) + +client = weaviate.Client(url=os.getenv("WEAVIATE_URL"), auth_client_secret=auth_config) + +client.schema.delete_class("llama-index-weaviate") +``` + +Next, prepare the Llama Index classes: `llama_index.ServiceContext` (for indexing and querying) and +`llama_index.StorageContext` (for loading and storing). Note that we're using +`langchain.embeddings.huggingface.HuggingFaceEmbeddings` for local embeddings instead of OpenAI. + +```python +from langchain.embeddings.huggingface import HuggingFaceEmbeddings + +from llama_index import ( + LangchainEmbedding, + ServiceContext, + StorageContext, +) +from llama_index.vector_stores import WeaviateVectorStore + +embed_model = LangchainEmbedding(HuggingFaceEmbeddings()) + +service_context = ServiceContext.from_defaults(embed_model=embed_model, llm=None) + +vector_store = WeaviateVectorStore(weaviate_client=client, index_name="llama-index-weaviate") + +storage_context = StorageContext.from_defaults(vector_store=vector_store) +``` + +Once the utility classes are configured, we can load the data from local files and pass it to +`llama_index.VectorStoreIndex`. Using its `from_documents` method will then store the data in the vector database. + +```python +from pathlib import Path + +from llama_index import ( + SimpleDirectoryReader, + VectorStoreIndex, +) + +documents = SimpleDirectoryReader(Path(__file__).parent / "data").load_data() + +index = VectorStoreIndex.from_documents( + documents, + service_context=service_context, + storage_context=storage_context, +) +``` + +The data is in the vector database! Now we can proceed with the part where we invoke an LLM using this data as context. + +## Deploy an LLM + +This example assumes we're using an LLM deployed with `dstack` which can be set up either as a task (for development) or +as a service (for production). + +For a detailed example on how to deploy an LLM as a service, check out +[Deploying LLMs using TGI](text-generation-inference.md). + +Alternatively, for development purposes, you can also check out [Deploying LLMs using Python API](python-api.md). The example comes with a simple +Streamlit app that allows you to deploy an LLM as a task with just one click. + +![llama-index-weaviate.md](images/python-api/dstack-python-api-streamlit-example.png) + +## Generate response + +Once the LLM is up, we can prompt it through Llama Index to automatically incorporate context from Weaviate. + +Since we'll invoke the actual LLM, when configuring `llama_index.ServiceContext`, we must include the LLM configuration. + +In our example, using an LLM deployed with dstack via TGI, we'll use the `langchain.HuggingFaceTextGenInference` wrapper. +This wrapper requires the LLM's URL and other LLM parameters. + +!!! info "NOTE:" + If you've deployed the LLM using [Deploying LLMs using Python API](python-api.md), + make sure to set the `TGI_ENDPOINT_URL` to `http://localhost:8080`. + +```python +import os + +from llama_index import ( + LangchainEmbedding, + ServiceContext, + VectorStoreIndex, +) + +from langchain import HuggingFaceTextGenInference +from langchain.embeddings.huggingface import HuggingFaceEmbeddings + +from llama_index.llm_predictor import LLMPredictor +from llama_index.vector_stores import WeaviateVectorStore + +embed_model = LangchainEmbedding(HuggingFaceEmbeddings()) + +llm_predictor = LLMPredictor( + llm=HuggingFaceTextGenInference( + inference_server_url=os.getenv("TGI_ENDPOINT_URL"), + max_new_tokens=512, + streaming=True, + ), +) + +service_context = ServiceContext.from_defaults( + embed_model=embed_model, + llm_predictor=llm_predictor, +) + +vector_store = WeaviateVectorStore(weaviate_client=client, index_name="llama-index-weaviate") + +index = VectorStoreIndex.from_vector_store( + vector_store, service_context=service_context +) +``` + +Once `llama_index.VectorStoreIndex` is ready, we can proceed with querying it. + +!!! info "NOTE:" + If we're deploying Llama 2, we have to ensure that the prompt format is correct. + +```python +from llama_index import QuestionAnswerPrompt + +prompt = QuestionAnswerPrompt( + """[INST] <> +We have provided context information below. + +{context_str} + +Given this information, please answer the question. +<> + +[/INST] +[INST]{query_str}[/INST]""" +) +query_engine = index.as_query_engine( + text_qa_template=prompt, + streaming=True, +) + +response = query_engine.query("What did the author do growing up?") +response.print_response_stream() +``` + +That's it! This basic example shows how straightforward it is to use Llama Index and Weaviate with the LLMs deployed +using `dstack`. For more in-depth information, we encourage you to explore the documentation for each tool. + +## Source code + +!!! info "Source code" + The complete, ready-to-run code is available in [dstackai/dstack-examples](https://github.com/dstackai/dstack-examples). \ No newline at end of file diff --git a/docs/examples/python-api.md b/docs/examples/python-api.md index 7e35810fc..6294b9ecc 100644 --- a/docs/examples/python-api.md +++ b/docs/examples/python-api.md @@ -1,8 +1,4 @@ ---- -title: Deploying LLMs with Python API ---- - -# Deploying LLMs with Python API +# Deploying LLMs using Python API The [Python API](../docs/reference/api/python/index.md) of `dstack` can be used to run [tasks](../docs/guides/tasks.md) and [services](../docs/guides/services.md) programmatically. @@ -20,8 +16,7 @@ with a simple click of a button. With `dstack.Client`, you can run [tasks](../docs/guides/tasks.md) and [services](../docs/guides/services.md). Running a task allows you to programmatically access its ports and forward traffic to your local machine. For example, if you run an LLM as a task, you can access it on localhost. - - For more details on the Python API, please refer to its [reference](../docs/reference/api/python/index.md). + Services on the other hand allow deploying applications as public endpoints. ## Prerequisites diff --git a/docs/examples/text-generation-inference.md b/docs/examples/text-generation-inference.md index 56916aead..140c57955 100644 --- a/docs/examples/text-generation-inference.md +++ b/docs/examples/text-generation-inference.md @@ -1,31 +1,18 @@ -# Serving LLMs with TGI +# Deploying LLMs using TGI -Serving LLMs can be slow. The example below demonstrates how to use -[Text Generation Inference](https://github.com/huggingface/text-generation-inference) (TGI) to serve LLMs with -optimized performance. +The example below demonstrates how to use `dstack` to deploy an LLM as a service using TGI. -## What is TGI? +??? info "About services" + [Services](../docs/guides/services.md) allow running web-based applications as public endpoints. This is the recommended way to deploy LLMs for + production purposes. If you want to run web applications for development purposes, you can also consider running them as [tasks](../docs/guides/tasks.md). -TGI is an open-source tool by Hugging Face that increases LLM throughput, thanks to the optimized memory-sharing -algorithms such as FlashAttention and PageAttention. - -The tool also provides other benefits such as continuous batching, -GPU parallelism, streaming output, quantization, water-marking, and more. - -To try TGI with `dstack`, follow the instructions below. +??? info "About TGI" + [Text Generation Inference](https://github.com/huggingface/text-generation-inference) (TGI) is an open-source framework by Hugging Face for serving LLMs that increases throughput, supports continuous batching, + GPU parallelism, streaming output, quantization, etc. ## Define the configuration -??? info "Tasks" - If you want to serve an application for development purposes only, you can use - [tasks](../docs/guides/services.md). - In this scenario, while the application runs in the cloud, - it is accessible from your local machine only. - -For production purposes, the optimal approach to serve an application is by using -[services](../docs/guides/services.md). In this case, the application can be accessed through a public endpoint. - -Here's the configuration that uses services: +To deploy an LLM as a service using TGI, you have to define the following configuration file:
@@ -47,7 +34,7 @@ commands: ## Run the configuration -!!! warning "NOTE:" +!!! warning "Gateway" Before running a service, ensure that you have configured a [gateway](../docs/guides/clouds.md#configuring-gateways).
@@ -58,14 +45,14 @@ $ dstack run . -f text-generation-inference/serve.dstack.yml --gpu 24GB
-!!! info "Endpoint URL" +!!! info "Wildcard domain" If you've configured a [wildcard domain](../docs/guides/clouds.md#configuring-gateways) for the gateway, `dstack` enables HTTPS automatically and serves the service at `https://.`. If you wish to customize the run name, you can use the `-n` argument with the `dstack run` command. -Once the service is up, you can query the endpoint: +Once the service is up, you can query it:
@@ -82,21 +69,21 @@ $ curl -X POST --location https://yellow-cat-1.mydomain.com \
-### Gated models - -To use a model with gated access, ensure configuring either the `HUGGING_FACE_HUB_TOKEN` secret -(using [`dstack secrets`](../docs/reference/cli/secrets.md#dstack-secrets-add)), -or environment variable (with [`--env`](../docs/reference/cli/run.md#ENV) in `dstack run` or -using [`env`](../docs/reference/dstack.yml/service.md#env) in the configuration file). - -
+!!! info "Hugging Face Hub token" -```shell -$ dstack run . -f text-generation-inference/serve.dstack.yml --env HUGGING_FACE_HUB_TOKEN=<token> --gpu 24GB -``` -
+ To use a model with gated access, ensure configuring either the `HUGGING_FACE_HUB_TOKEN` secret + (using [`dstack secrets`](../docs/reference/cli/secrets.md#dstack-secrets-add)), + or environment variable (with [`--env`](../docs/reference/cli/run.md#ENV) in `dstack run` or + using [`env`](../docs/reference/dstack.yml/service.md#env) in the configuration file). + +
+ + ```shell + $ dstack run . -f text-generation-inference/serve.dstack.yml --env HUGGING_FACE_HUB_TOKEN=<token> --gpu 24GB + ``` +
-### Memory usage and quantization +### Quantization An LLM typically requires twice the GPU memory compared to its parameter count. For instance, a model with `13B` parameters needs around `26GB` of GPU memory. To decrease memory usage and fit the model on a smaller GPU, consider using @@ -122,7 +109,7 @@ commands:
-A similar approach allows running the Llama 2 70B model on an `80GB` GPU (A100). +A similar approach allows running the Llama 2 70B model on an `40GB` GPU (A100). To calculate the exact GPU memory required for a specific model with different quantization methods, you can use the [hf-accelerate/memory-model-usage](https://huggingface.co/spaces/hf-accelerate/model-memory-usage) Space. @@ -150,4 +137,5 @@ To calculate the exact GPU memory required for a specific model with different q -[Source code](https://github.com/dstackai/dstack-examples){ .md-button .md-button--github } +!!! info "Source code" + The complete, ready-to-run code is available in [dstackai/dstack-examples](https://github.com/dstackai/dstack-examples). \ No newline at end of file diff --git a/docs/examples/vllm.md b/docs/examples/vllm.md index eb573141e..f593640bd 100644 --- a/docs/examples/vllm.md +++ b/docs/examples/vllm.md @@ -1,30 +1,18 @@ -# Serving LLMs with vLLM +# Deploying LLMs using vLLM -Serving LLMs can be slow. The example below demonstrates how to use the -[`vllm`](https://vllm.ai/) library to serve LLMs with optimized performance. +The example below demonstrates how to use `dstack` to deploy an LLM as a service using vLLM. -## What is vLLM? +??? info "About services" + [Services](../docs/guides/services.md) allow running web-based applications as public endpoints. This is the recommended way to deploy LLMs for + production purposes. If you want to run web applications for development purposes, you can also consider running them as [tasks](../docs/guides/tasks.md). -`vllm` is an open-source library that significantly increases LLM throughput, thanks to the optimized memory-sharing -algorithm called PageAttention. - -The library also offers other benefits such as continuous batching, -GPU parallelism, streaming output, OpenAI-compatibility, and more. - -To try `vllm` with `dstack`, follow the instructions below. +??? info "About vLLM" + [vLLM](https://vllm.ai/) is an open-source library for serving LLMs that increases throughput, supports continuous batching, + GPU parallelism, streaming output, OpenAI-compatibility, and more. ## Define the configuration -??? info "Tasks" - If you want to serve an application for development purposes only, you can use - [tasks](../docs/guides/services.md). - In this scenario, while the application runs in the cloud, - it is accessible from your local machine only. - -For production purposes, the optimal approach to serve an application is by using -[services](../docs/guides/services.md). In this case, the application can be accessed through a public endpoint. - -Here's the configuration that uses services to run an LLM as an OpenAI-compatible endpoint: +To deploy an LLM as a service using vLLM, you have to define the following configuration file:
@@ -47,7 +35,7 @@ commands: ## Run the configuration -!!! warning "NOTE:" +!!! warning "Gateway" Before running a service, ensure that you have configured a [gateway](../docs/guides/clouds.md#configuring-gateways).
@@ -58,14 +46,14 @@ $ dstack run . -f vllm/serve.dstack.yml --gpu 24GB
-!!! info "Endpoint URL" +!!! info "Wildcard domain" If you've configured a [wildcard domain](../docs/guides/clouds.md#configuring-gateways) for the gateway, `dstack` enables HTTPS automatically and serves the service at `https://.`. If you wish to customize the run name, you can use the `-n` argument with the `dstack run` command. -Once the service is up, you can query the endpoint: +Once the service is up, you can query it:
@@ -82,18 +70,19 @@ $ curl -X POST --location https://yellow-cat-1.mydomain.com/v1/completions \
-### Gated models - -To use a gated-access model from Hugging Face Hub, make sure to set up either the `HUGGING_FACE_HUB_TOKEN` secret -(using [`dstack secrets`](../docs/reference/cli/secrets.md#dstack-secrets-add)), -or environment variable (with [`--env`](../docs/reference/cli/run.md#ENV) in `dstack run` or -using [`env`](../docs/reference/dstack.yml/service.md#env) in the configuration file). - -
- -```shell -$ dstack run . -f vllm/serve.dstack.yml --env HUGGING_FACE_HUB_TOKEN=<token> --gpu 24GB -``` -
- -[Source code](https://github.com/dstackai/dstack-examples){ .md-button .md-button--github } \ No newline at end of file +!!! info "Hugging Face Hub token" + + To use a model with gated access, ensure configuring either the `HUGGING_FACE_HUB_TOKEN` secret + (using [`dstack secrets`](../docs/reference/cli/secrets.md#dstack-secrets-add)), + or environment variable (with [`--env`](../docs/reference/cli/run.md#ENV) in `dstack run` or + using [`env`](../docs/reference/dstack.yml/service.md#env) in the configuration file). + +
+ + ```shell + $ dstack run . -f vllm/serve.dstack.yml --env HUGGING_FACE_HUB_TOKEN=<token> --gpu 24GB + ``` +
+ +!!! info "Source code" + The complete, ready-to-run code is available in [dstackai/dstack-examples](https://github.com/dstackai/dstack-examples). \ No newline at end of file diff --git a/docs/overrides/examples.html b/docs/overrides/examples.html index bd82b259d..f049bcfc1 100644 --- a/docs/overrides/examples.html +++ b/docs/overrides/examples.html @@ -9,6 +9,24 @@

Examples

@@ -53,13 +71,13 @@

- Serving LLMs with TGI + Deploying LLMs using TGI +

- Serve open-source LLMs as APIs with optimized performance using TGI, an - open-source tool by - Hugging Face. + Deploy LLMs as services with optimized performance using TGI, an + open-source serving framework by Hugging Face.

@@ -72,12 +90,12 @@

- Serving SDXL with FastAPI + Deploying SDXL using FastAPI

- Serving Stable Diffusion XL with FastAPI to generate - and refine images via a REST endpoint. + Deploy Stable Diffusion XL as a service using FastAPI. +

@@ -90,35 +108,17 @@

- Serving LLMs with vLLM + Deploying LLMs using vLLM +

- Serve open-source LLMs as OpenAI-compatible APIs with up to 24 times higher throughput using + Deploy LLMs as services with up to 24 times higher throughput using the vLLM library.

- - -
-
- - - -
-

- LLM as Chatbot -

- -

- Run an open-source LLM of your choice, either as a Gradio app or as a - Discord bot, with - internet search capability. -

-
-
diff --git a/docs/overrides/home.html b/docs/overrides/home.html index 903fc7e12..c65c26c42 100644 --- a/docs/overrides/home.html +++ b/docs/overrides/home.html @@ -226,6 +226,24 @@

Featured examples

@@ -271,13 +288,13 @@

- Serving LLMs with TGI + Deploying LLMs using TGI +

- Serve open-source LLMs as APIs with optimized performance using TGI, an - open-source tool by - Hugging Face. + Deploy LLMs as services with optimized performance using TGI, an + open-source serving framework by Hugging Face.

@@ -290,12 +307,12 @@

- Serving SDXL with FastAPI + Deploying SDXL using FastAPI

- Serving Stable Diffusion XL with FastAPI to generate - and refine images via a REST endpoint. + Deploy Stable Diffusion XL as a service using FastAPI. +

@@ -308,30 +325,14 @@

- Serving LLMs with vLLM -

- -

- Serve open-source LLMs as OpenAI-compatible APIs with up to 24 times higher throughput using - the vLLM library. -

- - - - -
-
- - - -
-

- LLM as Chatbot + Deploying LLMs using vLLM +

- Run an open-source LLM of your choice, either as a Gradio app or as a - Discord bot, with internet search capability. + Deploy LLMs as services with up to 24 times higher throughput using + the + vLLM library.

diff --git a/mkdocs.yml b/mkdocs.yml index 01517b958..367e8a65a 100644 --- a/mkdocs.yml +++ b/mkdocs.yml @@ -179,12 +179,12 @@ nav: - Examples: - examples/index.md - Examples: - - Deploying LLMs with API: examples/python-api.md - - Fine-tuning Llama 2: examples/finetuning-llama-2.md - - Serving LLMs with TGI: examples/text-generation-inference.md - - Serving SDXL with FastAPI: examples/stable-diffusion-xl.md - - Serving LLMs with vLLM: examples/vllm.md - - LLM as Chatbot: examples/llmchat.md + - RAG with Llama Index and Weaviate: examples/llama-index-weaviate.md + - Deploying LLMs using Python API: examples/python-api.md + - Fine-tuning Llama 2 using QLoRA: examples/finetuning-llama-2.md + - Deploying LLMs using TGI: examples/text-generation-inference.md + - Deploying SDXL using FastAPI: examples/stable-diffusion-xl.md + - Deploying LLMs using vLLM: examples/vllm.md - Blog: - blog/index.md - Slack: https://join.slack.com/t/dstackai/shared_invite/zt-xdnsytie-D4qU9BvJP8vkbkHXdi6clQ