From 4e7831294018c189da9fb7fa9954fe18a41c1caa Mon Sep 17 00:00:00 2001 From: Walter Baccinelli Date: Tue, 20 Aug 2024 15:06:18 +0200 Subject: [PATCH 01/10] added key points --- episodes/chap2_introduction_v6.md | 6 +++++- 1 file changed, 5 insertions(+), 1 deletion(-) diff --git a/episodes/chap2_introduction_v6.md b/episodes/chap2_introduction_v6.md index 15b96c04..c28b3975 100644 --- a/episodes/chap2_introduction_v6.md +++ b/episodes/chap2_introduction_v6.md @@ -191,5 +191,9 @@ Currently, vantage6 is focused on privacy enhancing techniques. Some of these te Algorithms in vantage6 are shipped as container images. Currently, this image can be built by the user or some external process. We want to extend vantage6 with a build service that can build the container image for you. This will make it easier to develop and deploy algorithms in vantage6 but more importantly, it will enhance the security of the platform as they are build in a controlled environment. ::: keypoints -These are the keypoints +- vantage6 is an open source platform to execute PET analysis. +- A client is used to interact with the system. +- A central server orchestrates the execution of algorithms. +- The nodes contain the data and execute the computation. +- The algorithms in vantage6 have a federated part, running on local data, and a central part, aggregating the results. ::: From 0cc7f1ee91293a2ee7f04e4a738e42f8ed031b04 Mon Sep 17 00:00:00 2001 From: Walter Baccinelli Date: Tue, 20 Aug 2024 15:19:36 +0200 Subject: [PATCH 02/10] renaming central server --- episodes/chap2_introduction_v6.md | 16 ++++++++-------- 1 file changed, 8 insertions(+), 8 deletions(-) diff --git a/episodes/chap2_introduction_v6.md b/episodes/chap2_introduction_v6.md index c28b3975..8dbdc7ef 100644 --- a/episodes/chap2_introduction_v6.md +++ b/episodes/chap2_introduction_v6.md @@ -22,9 +22,9 @@ title: "vantage6 basics" ::: -# Unique selling points of vantage6 +# Why choose vantage6 -vantage6 is a platform to execute privacy enhancing techniques (PETs). Several alternative platforms for PETs are available, but vantage6 provides some unique features: +vantage6 is a platform to execute privacy enhancing techniques (PETs). Several alternative platforms for PETs are available, but vantage6 is unique as it provides: - Open source and free to use. - Container orchestration for privacy enhancing techniques. @@ -36,7 +36,7 @@ vantage6 is a platform to execute privacy enhancing techniques (PETs). Several a # The vantage6 infrastructure -In vantage6, a **client** can pose a question to the central **server**. Each organization with sensitive data contributes one **node** to the network. The nodes collect the computation request from the server and fetches the **algorithm** to answer it. When the algorithm completes, the node sends the aggregated results back to the server. +In vantage6, a **client** can pose a question to the vantage6 **server**. Each organization with sensitive data contributes one **node** to the network. The nodes collect the computation request from the server and fetches the **algorithm** to answer it. When the algorithm completes, the node sends the aggregated results back to the server. ![High level overview of the vantage6 infrastructure. Client(s) and node(s) communicate through the Server. Nodes are able to communicate directly with each other when the optional VPN feature is enabled.](fig/v6_basic_schema.svg) @@ -46,11 +46,11 @@ Lets explain in some more detail what these network actors are responsible for, ### Server -The (central) **server** acts as communication hub between clients and nodes. The [server](https://docs.vantage6.ai/en/main/server/index.html) tracks the status of the computation requests and handles administrative functions such as authentication and authorization. It consists of multiple applications: +The vantage6 **server** acts as communication hub between clients and nodes. The [server](https://docs.vantage6.ai/en/main/server/index.html) tracks the status of the computation requests and handles administrative functions such as authentication and authorization. It consists of multiple applications: - **Vantage6 server**: Contains the users, organizations, collaborations, tasks and their results. It handles authentication and authorization to the system and acts as the communication hub for clients and nodes. -- **Docker registry**: Contains algorithms stored in images which can be used by clients to request a computation. The node will retrieve the algorithm from this registry and execute it. It is possible to use public registries for this purpose like [Docker hub](https://hub.docker.com/) or [Github Containers](https://ghcr.io). However it is also possible to host your own registry, for example a [Harbor](https://goharbor.io/) instance. +- **Docker registry**: Contains algorithms stored in container images which can be used by clients to request a computation. The node will retrieve the algorithm from this registry and execute it. It is possible to use public registries for this purpose like [Docker hub](https://hub.docker.com/) or [Github Containers](https://ghcr.io). However it is also possible to host your own registry, for example a [Harbor](https://goharbor.io/) instance. - **Algorithm store**: A repository for trusted algorithms within a certain project. [Algorithm stores](https://docs.vantage6.ai/en/main/algorithm_store/index.html) can be coupled to specific collaborations or to all collaborations on a given server. Note that one algorithm store can also be linked to multiple servers - you should only create one in your project if you need a custom set of algorithms. @@ -70,7 +70,7 @@ The data station hosts the [node](https://docs.vantage6.ai/en/main/node/index.ht A user or application who interacts with the vantage6-server. They create tasks, retrieve their results, or manage entities at the server (i.e. creating or editing users, organizations and collaborations). -The vantage6 server is an API, which means that there are many ways to interact with it programatically. There are however a number of applications available that make is easier for users to interact with the vantage6 server: +The vantage6 server is an API, which means that there are many ways to interact with it programmatically. There are however a number of applications available that make is easier for users to interact with the vantage6 server: - **User interface**: The [user interface](https://docs.vantage6.ai/en/main/user/ui.html) is a web application (hosted at the server) that allows users to interact with the server. It is used to create and manage organizations, collaborations, users, tasks and algorithms. It also allows users to view and download the results of tasks. Use of the user interface recommended for ease of use. @@ -102,7 +102,7 @@ Now, let’s see what typically happens if a task is created in vantage6: ## vantage6-server vs central part of an algorithm -It is easy to confuse the central server with the central part of the algorithm: the server is the central part of the infrastructure but not the place where the central part of the algorithm is executed. The central part is actually executed at one of the nodes, because it gives more flexibility: for instance, an algorithm may need heavy compute resources to do the aggregation, and it is better to do this at a node that has these resources rather than having to upgrade the server whenever a new algorithm needs more resources. +It is easy to confuse the vantage6 server with the central part of the algorithm: the server is the central part of the infrastructure but not the place where the central part of the algorithm is executed. The central part is actually executed at one of the nodes, because it gives more flexibility: for instance, an algorithm may need heavy compute resources to do the aggregation, and it is better to do this at a node that has these resources rather than having to upgrade the server whenever a new algorithm needs more resources. ::: ::: challenge @@ -193,7 +193,7 @@ Algorithms in vantage6 are shipped as container images. Currently, this image ca ::: keypoints - vantage6 is an open source platform to execute PET analysis. - A client is used to interact with the system. -- A central server orchestrates the execution of algorithms. +- A vantage6 server orchestrates the execution of algorithms. - The nodes contain the data and execute the computation. - The algorithms in vantage6 have a federated part, running on local data, and a central part, aggregating the results. ::: From 5e1896626dd0a4ea0057d688a9bcef7c4520d6c1 Mon Sep 17 00:00:00 2001 From: Walter Baccinelli Date: Tue, 20 Aug 2024 16:19:11 +0200 Subject: [PATCH 03/10] small changes --- episodes/chap2_introduction_v6.md | 5 +++-- 1 file changed, 3 insertions(+), 2 deletions(-) diff --git a/episodes/chap2_introduction_v6.md b/episodes/chap2_introduction_v6.md index 8dbdc7ef..4e5f54a9 100644 --- a/episodes/chap2_introduction_v6.md +++ b/episodes/chap2_introduction_v6.md @@ -52,7 +52,8 @@ The vantage6 **server** acts as communication hub between clients and nodes. The - **Docker registry**: Contains algorithms stored in container images which can be used by clients to request a computation. The node will retrieve the algorithm from this registry and execute it. It is possible to use public registries for this purpose like [Docker hub](https://hub.docker.com/) or [Github Containers](https://ghcr.io). However it is also possible to host your own registry, for example a [Harbor](https://goharbor.io/) instance. -- **Algorithm store**: A repository for trusted algorithms within a certain project. [Algorithm stores](https://docs.vantage6.ai/en/main/algorithm_store/index.html) can be coupled to specific collaborations or to all collaborations on a given server. Note that one algorithm store can also be linked to multiple servers - you should only create one in your project if you need a custom set of algorithms. +- **Algorithm store**: A repository for trusted algorithms within a certain project. [Algorithm stores](https://docs.vantage6.ai/en/main/algorithm_store/index.html) can be coupled to specific collaborations or to all collaborations on a given server. Note that one algorithm store can also be linked to multiple servers - you should only create one in your project if you need a custom set of algorithms. +- While the container images of the algorithms are hosted in the aforementioned Docker registry, the algorithm store contains metadata for identifying and use such container images. - [**EduVPN instance**](https://docs.vantage6.ai/en/main/server/optional.html#eduvpn) (_optional_): If algorithms need to be able to engage in peer-to-peer communication, a VPN server can be set up to help them do so. @@ -62,7 +63,7 @@ The vantage6 **server** acts as communication hub between clients and nodes. The The data station hosts the [node](https://docs.vantage6.ai/en/main/node/index.html) (vantage6-node), that has access to the local data and execute algorithms, and one or more databases. -- **Vantage6 node**: The node is responsible for executing the algorithms on the local data. It protects the data by allowing only specified algorithms to be executed after verifying their origin. The node is responsible for picking up the task, executing the algorithm and sending the results back to the server. The node needs access to local data. For more details see the technical documentation of the node. +- **Vantage6 node**: The node is responsible for executing the algorithms on the local data. It protects the data by allowing only specified algorithms to be executed after verifying their origin. The node is responsible for picking up the task and running them in parallel, executing the algorithm and sending the results back to the server. The node needs access to local data. For more details see the [technical documentation of the node](https://docs.vantage6.ai/en/main/node/index.html). - **Database**: The database may be in any format that the algorithms relevant to your use case support. The currently supported database types are csv, parquet, SQL, Sparql, Excel, and OMOP. From ba645e1a12461056f691f459c1f2f0e6750e51f6 Mon Sep 17 00:00:00 2001 From: Walter Baccinelli Date: Thu, 22 Aug 2024 13:49:37 +0200 Subject: [PATCH 04/10] addeded explanations to formulas --- episodes/chap2_introduction_v6.md | 15 ++++++++------- 1 file changed, 8 insertions(+), 7 deletions(-) diff --git a/episodes/chap2_introduction_v6.md b/episodes/chap2_introduction_v6.md index 4e5f54a9..acf3f9cd 100644 --- a/episodes/chap2_introduction_v6.md +++ b/episodes/chap2_introduction_v6.md @@ -108,21 +108,22 @@ It is easy to confuse the vantage6 server with the central part of the algorithm ::: challenge Two centers $A$ and $B$ have the following data regarding the age of a set of patients: + $a = [34, 42, 28, 49]$ $b = [51, 23, 44]$ -Each center has a data station and We want to compute the overall average age of the patients. +Each center has a data station and we want to compute the overall average age of the patients. ![Architecture.](fig/schema_exercise.png) -Given that we that the the central average can be computed using the following equation: +Given that we that the central average can be computed by summing up all the values and dividing the sum by the number of values, using the following equation: -$\overline{x} =\dfrac{1}n \sum_{i=1}^{n} x_i$ +$\overline{x} =\dfrac{1}n \sum_{i=1}^{n} x_i = \dfrac{34+42+28+49+51+23+44}7$ -It can be written as follows, to make it ready for a federate computation: +To make it ready for a federate computation, the equation can be rewritten as the sum of the elements of A plus the sum of the elements of B, divided by the number of elements of A plus the number of elements of B: -$\overline{x} =\dfrac{1}{n_a+n_b} (\sum_{i=1}^{n_a} a_i+\sum_{i=1}^{n_b} b_i)$ +$\overline{x} =\dfrac{1}{n_a+n_b} (\sum_{i=1}^{n_a} a_i+\sum_{i=1}^{n_b} b_i) = \dfrac{1}{4+3}[(34+42+28+49)+(51+23+44)]$ Can you determine which part of the infrastructure will execute each part of the computation, and which is the result returned by the different parts? @@ -132,7 +133,7 @@ The Server starts the central task on one of the two nodes (e.g. Data station A) The node A starts two subtasks, one per node. Node A will run the following computation: -$S_a =\sum_{i=1}^{n_a} a_i$ +$S_a =\sum_{i=1}^{n_a} a_i = (34+42+28+49)$ and it will return the following results to the central task: @@ -142,7 +143,7 @@ $n_a=4$ Node B will run the following computation: -$S_b =\sum_{i=1}^{n_b} a_i$ +$S_b =\sum_{i=1}^{n_b} a_i = (51+23+44)$ and it will return the following results to the central task: From 463b885b1ed9601c95a21da0178e72158b79b717 Mon Sep 17 00:00:00 2001 From: Walter Baccinelli Date: Thu, 22 Aug 2024 14:27:48 +0200 Subject: [PATCH 05/10] simplify technical details --- episodes/chap2_introduction_v6.md | 12 +----------- 1 file changed, 1 insertion(+), 11 deletions(-) diff --git a/episodes/chap2_introduction_v6.md b/episodes/chap2_introduction_v6.md index acf3f9cd..0a2bdc4e 100644 --- a/episodes/chap2_introduction_v6.md +++ b/episodes/chap2_introduction_v6.md @@ -55,17 +55,9 @@ The vantage6 **server** acts as communication hub between clients and nodes. The - **Algorithm store**: A repository for trusted algorithms within a certain project. [Algorithm stores](https://docs.vantage6.ai/en/main/algorithm_store/index.html) can be coupled to specific collaborations or to all collaborations on a given server. Note that one algorithm store can also be linked to multiple servers - you should only create one in your project if you need a custom set of algorithms. - While the container images of the algorithms are hosted in the aforementioned Docker registry, the algorithm store contains metadata for identifying and use such container images. -- [**EduVPN instance**](https://docs.vantage6.ai/en/main/server/optional.html#eduvpn) (_optional_): If algorithms need to be able to engage in peer-to-peer communication, a VPN server can be set up to help them do so. - -- [**RabbitMQ**](https://docs.vantage6.ai/en/main/server/optional.html#rabbitmq) (_optional_): Is used to synchronize the messages between multiple vantage6 server instances. This is useful when you have high workloads and need to run multiple instances of the server on different machines. - ### Data Station -The data station hosts the [node](https://docs.vantage6.ai/en/main/node/index.html) (vantage6-node), that has access to the local data and execute algorithms, and one or more databases. - -- **Vantage6 node**: The node is responsible for executing the algorithms on the local data. It protects the data by allowing only specified algorithms to be executed after verifying their origin. The node is responsible for picking up the task and running them in parallel, executing the algorithm and sending the results back to the server. The node needs access to local data. For more details see the [technical documentation of the node](https://docs.vantage6.ai/en/main/node/index.html). - -- **Database**: The database may be in any format that the algorithms relevant to your use case support. The currently supported database types are csv, parquet, SQL, Sparql, Excel, and OMOP. +The data station hosts the local data and the [node](https://docs.vantage6.ai/en/main/node/index.html) (vantage6-node). The **Vantage6 node** is responsible for executing the algorithms on the local data. It protects the data by allowing only specified algorithms to be executed after verifying their origin. The node is responsible for picking up the task and running them in parallel, executing the algorithm and sending the results back to the server. For more details see the [technical documentation of the node](https://docs.vantage6.ai/en/main/node/index.html). ### Client @@ -77,8 +69,6 @@ The vantage6 server is an API, which means that there are many ways to interact - **Python client**: The [vantage6 python client](https://docs.vantage6.ai/en/main/user/pyclient.html) is a Python package that allows users to interact with the server from a Python environment. This is especially usefull for data scientists who want to integrate vantage6 into their workflow. -- **API**: It is also possible to interact with the vantage6-server using the [API](https://docs.vantage6.ai/en/main/user/api.html) directly. - ## How algorithms run in vantage6 Federated algorithms can be split in a **federated** and a **central** part: From 38cdf0e5537ef8c9a532fc61a142852d20f3f7ea Mon Sep 17 00:00:00 2001 From: Walter Baccinelli Date: Fri, 23 Aug 2024 11:27:39 +0200 Subject: [PATCH 06/10] moved admin from chapter 3 to chapter 2 --- episodes/chap2_introduction_v6.md | 74 ++++++++++++++++-- episodes/chap3_run_analysis_ui.md | 67 +--------------- .../collaboration_animated_exp.gif | Bin .../v6-concepts-study.png | Bin .../v6-core-concepts-illustrated.drawio.png | Bin .../v6-infrastructure-illustrated.png | Bin 0 -> 741335 bytes 6 files changed, 70 insertions(+), 71 deletions(-) rename episodes/fig/{chapter3 => chapter2}/collaboration_animated_exp.gif (100%) rename episodes/fig/{chapter3 => chapter2}/v6-concepts-study.png (100%) rename episodes/fig/{chapter3 => chapter2}/v6-core-concepts-illustrated.drawio.png (100%) create mode 100644 episodes/fig/chapter2/v6-infrastructure-illustrated.png diff --git a/episodes/chap2_introduction_v6.md b/episodes/chap2_introduction_v6.md index 0a2bdc4e..6b911763 100644 --- a/episodes/chap2_introduction_v6.md +++ b/episodes/chap2_introduction_v6.md @@ -34,15 +34,75 @@ vantage6 is a platform to execute privacy enhancing techniques (PETs). Several a - Managing and enforcing collaboration policies - Minimal network requirements at data stations +# Project administration in vantage6 +vantage6 encompasses a project administration system that allows the user to manage permissions and access to the resources, while assuring the protection of the data. The fundamental concepts of the administration system are defined as follows: + +- An **Organization** is a group of users that share a common goal or interest (e.g., a consortium, an institute, etc.). +- A **Collaboration** involves one or more **organizations** working together towards a shared objective. +- A **Node** is a vantage6 component with access to the **organization** data, which is capable of executes algorithms on it. It represents the organization's contributions to the network. +- A **Task** is a request for the execution of a given analysis **algorithm** on one or more **organizations** within a **collaboration**. These execution requests are handled by the corresponding organizations' **nodes**. +- A **user** is a person that belongs to one **organization** who can create **tasks** for one or more **organizations** within a **collaboration**. +- An **algorithm** is a computational model or process -that adhere to the vantage6 framework-, which can be securely distributed to **nodes** for execution on the corresponding organization's data. +- An **algorithm store** is a centralized platform for managing pre-registered **algorithms**. This serves as an alternative to using algorithms from unknown authors or those lacking transparency regarding their development process and status. + +The diagram below illustrates a collaboration between two organizations. In this scenario, users from `Organization 1` and `Organization 3` — with the appropriate credentials — can request the execution of **tasks** within *Collaboration A*. In this case, a user from `Organization 1` might request the execution of an **algorithm** (previously registered in an **algorithm store** trusted by the collaboration) across all participating organization nodes. In response, each node from the involved organizations executes the **algorithm** on its local data. The resulting (aggregated) data is then sent back to the server, where it can be accessed by the requesting user. + + +![](fig/chapter2/collaboration_animated_exp.gif) + + +The following diagram expand the previous scenario further: what if `Organization 1` needs to participate on an additional **collaboration** with another **organization** (e.g., `Organization 2`)? In this case, `Organization 1` will have two running nodes, one for each collaboration. Moreover, as also depicted on the diagram below, each **collaboration** can make use of one or more **algorithm stores**: + +![](fig/chapter2/v6-core-concepts-illustrated.drawio.png) + + +Finally, the concept of **study** is an important one when using vantage6 for data analysis. A **study** represents a subset of organizations within a given collaboration that are engaged in a specific research question. By setting up studies, you can more efficiently assign tasks to a specific group of organizations within a collaboration and better manage the results of these analyses. + +For example, consider the `Collaboration W` below, which includes six organizations. This collaboration might involve two distinct research questions: one that requires data from organizations 1, 2, 3, and 4, and another that focuses on data from organizations 4, 5, and 6. By establishing `Study Alpha` and `Study Beta`, you, as a researcher, can target your data analysis tasks in three different ways: you can address the entire `Collaboration W` (including nodes `A` to `F`), focus on `Study Alpha` (nodes `A` to `D`), or concentrate on `Study Beta` (nodes `D` to `F`). + + +![](fig/chapter2/v6-concepts-study.png) + + + +::::::::::::::::::::::::::::::::::::: challenge + +## Mapping vantage6 to "real life" + +Let's consider a scenario where you, on behalf of your research institute, want to conduct a new study on a particular illness across three major academic hospitals in the Netherlands: VUmc in Amsterdam, Maastricht UMC+, and UMC Utrecht, as these have valuable data related to the illness. Consider the following: + +- Your research institute has an existing collaboration (with a different purpose, not related with yours) with UMC Utrecht and UMC Groningen. Hence, there is a vantage6 node already running on your institution for the said collaboration. +- You will be conducting this study with a colleague from your institute named Daphne. Both of you are already registered on the organization but without access to the existing collaborations. + +How would the concepts described above map to your potential use case? + +1. Which organizations will you need to add to your collaboration? +2. How many new nodes would you need to set up and on which organizations? +3. How many users would be created? + +:::::::::::::::::::::::::::::::::::::::::::::::: + +:::::::::::::::::::::::: solution + +## Solution + +1. In this case the organizations would be the academic hospitals as well as your own organization: VUmc, Maastricht UMC+, UMC Utrecht *and* your research institute. Note that UMC Utrecht must be added to the new collaboration despite being already part of an existing one. +2. One node for every academic hospital, so 3. Note that UMC Utrecht needs a new node despite already having one, as the existing one is for a different collaboration. +3. There is no need to create new users, as these are already registered on the organization. Note that the users are linked only to the organization, not to the nodes. + +::::::::::::::::::::::::::::::::: + # The vantage6 infrastructure -In vantage6, a **client** can pose a question to the vantage6 **server**. Each organization with sensitive data contributes one **node** to the network. The nodes collect the computation request from the server and fetches the **algorithm** to answer it. When the algorithm completes, the node sends the aggregated results back to the server. +Now that we have an overview of how vantage6 manages the project resources and how it can be used to setup the analysis framework, we can see how vantage6 works on a technical level and how the infrastructure maps the aforementioned concepts. +In vantage6, a user can pose a question through a **client** to the vantage6 **server**. Each organization with sensitive data contributes one **node** to the network. +The nodes collect the computation request from the server and fetches the **algorithm** from the **algorithm store** to answer it. When the algorithm completes, the node sends the aggregated results back to the server. -![High level overview of the vantage6 infrastructure. Client(s) and node(s) communicate through the Server. Nodes are able to communicate directly with each other when the optional VPN feature is enabled.](fig/v6_basic_schema.svg) +![High level overview of the vantage6 infrastructure. Client(s) and node(s) communicate through the Server. Nodes are able to communicate directly with each other when the optional VPN feature is enabled.](fig/chapter2/v6-infrastructure-illustrated.png) On a technical level, vantage6 may be seen as a container orchestration tool for privacy preserving analyses. It deploys a network of containerized applications that together ensure insights can be exchanged without sharing record-level data. -Lets explain in some more detail what these network actors are responsible for, and which subcomponents they contain. +Let's explain in some more detail what these network actors are responsible for, and which subcomponents they contain. ### Server @@ -52,8 +112,6 @@ The vantage6 **server** acts as communication hub between clients and nodes. The - **Docker registry**: Contains algorithms stored in container images which can be used by clients to request a computation. The node will retrieve the algorithm from this registry and execute it. It is possible to use public registries for this purpose like [Docker hub](https://hub.docker.com/) or [Github Containers](https://ghcr.io). However it is also possible to host your own registry, for example a [Harbor](https://goharbor.io/) instance. -- **Algorithm store**: A repository for trusted algorithms within a certain project. [Algorithm stores](https://docs.vantage6.ai/en/main/algorithm_store/index.html) can be coupled to specific collaborations or to all collaborations on a given server. Note that one algorithm store can also be linked to multiple servers - you should only create one in your project if you need a custom set of algorithms. -- While the container images of the algorithms are hosted in the aforementioned Docker registry, the algorithm store contains metadata for identifying and use such container images. ### Data Station @@ -69,6 +127,12 @@ The vantage6 server is an API, which means that there are many ways to interact - **Python client**: The [vantage6 python client](https://docs.vantage6.ai/en/main/user/pyclient.html) is a Python package that allows users to interact with the server from a Python environment. This is especially usefull for data scientists who want to integrate vantage6 into their workflow. +### Algorithm store + +While a vantage6-supported research infrastructure offers a strong defense against many data privacy risks, there remains one crucial security aspect that falls outside the platform's scope: the validation of the code that will run on this infrastructure. For instance, the administrators of the nodes running within each organization are responsible for defining which algorithms (i.e., [which container images](https://docs.vantage6.ai/en/main/node/configure.html#all-configuration-options)) will be allowed for execution on the respective collaborations. As this is a critical and complex task that entails activities like code analysis and verification, working with algorithms from trusted sources is the primary line of defense against potential threats. + +Vantage6's algorithm store is a repository for trusted algorithms within a certain project that aims to enhance trustworthiness by offering a centralized platform for managing pre-registered algorithms. This serves as an alternative to using algorithms from unknown authors or those lacking transparency regarding their development process and status. The algorithm store currently allows researchers to explore which algorithms are available and how to run them. This, streamlines task execution requests within collaborations. Also, the algorithm store integrates additional information to the algorithm metadata such who developed and reviewed the algorithm. Only after complying with the review policies of a store, a new algorithm will be published in the store. + ## How algorithms run in vantage6 Federated algorithms can be split in a **federated** and a **central** part: diff --git a/episodes/chap3_run_analysis_ui.md b/episodes/chap3_run_analysis_ui.md index 6a4c8ec9..77fb06f8 100644 --- a/episodes/chap3_run_analysis_ui.md +++ b/episodes/chap3_run_analysis_ui.md @@ -22,67 +22,8 @@ exercises: 3 :::::::::::::::::::::::::::::::::::::::::::::::: -## Vantage6 user interface basics -To navigate vantage6's UI seamlessly, it's essential to grasp the platform's fundamental concepts and their interconnections, as the UI design reflects these relationships. These fundamental concepts are defined as follows: - -- An **Organization** is a group of users that share a common goal or interest (e.g., a consortium, an institute, etc.). -- A **Collaboration** involves one or more **organizations** working together towards a shared objective. -- A **Node** is a vantage6 component with access to the **organization** data, which is capable of executes algorithms on it. It represents the organization's contributions to the network. -- A **Task** is a request for the execution of a given analysis **algorithm** on one or more **organizations** within a **collaboration**. These execution requests are handled by the corresponding organizations' **nodes**. -- An **user** is a person that belongs to one **organization** who can create **tasks** for one or more **organizations** within a **collaboration**. -- An **algorithm** is a computational model or process -that adhere to the vantage6 framework-, which can be securely distributed to **nodes** for execution on the corresponding organization's data. -- An **algorithm store** is a centralized platform for managing pre-registered **algorithms**. This serves as an alternative to using algorithms from unknown authors or those lacking transparency regarding their development process and status. - -The diagram below illustrates a collaboration between two organizations. In this scenario, users from `Organization 1` and `Organization 3` — with the appropriate credentials — can request the execution of **tasks** within *Collaboration A*. In this case, a user from `Organization 1` might request the execution of an **algorithm** (previously registered in an **algorithm store** trusted by the collaboration) across all participating organization nodes. In response, each node from the involved organizations executes the **algorithm** on its local data. The resulting (aggregated) data is then sent back to the server, where it can be accessed by the requesting user. - - -![](fig/chapter3/collaboration_animated_exp.gif) - - -The following diagram expand the previous scenario further: what if `Organization 1` needs to participate on an additional **collaboration** with another **organization** (e.g., `Organization 2`)? In this case, `Organization 1` will have two running nodes, one for each collaboration. Moreover, as also depicted on the diagram below, each **collaboration** can make use of one or more **algorithm stores**: - -![](fig/chapter3/v6-core-concepts-illustrated.drawio.png) - - -Finally, the concept of **study** is an important one when using vantage6 for data analysis. A **study** represents a subset of organizations within a given collaboration that are engaged in a specific research question. By setting up studies, you can more efficiently assign tasks to a specific group of organizations within a collaboration and better manage the results of these analyses. - -For example, consider the `Collaboration W` below, which includes six organizations. This collaboration might involve two distinct research questions: one that requires data from organizations 1, 2, 3, and 4, and another that focuses on data from organizations 4, 5, and 6. By establishing `Study Alpha` and `Study Beta`, you, as a researcher, can target your data analysis tasks in three different ways: you can address the entire `Collaboration W` (including nodes `A` to `F`), focus on `Study Alpha` (nodes `A` to `D`), or concentrate on `Study Beta` (nodes `D` to `F`). - - -![](fig/chapter3/v6-concepts-study.png) - - - -::::::::::::::::::::::::::::::::::::: challenge - -## Mapping vantage6 to "real life" - -Let's consider a scenario where you, on behalf of your research institute, want to conduct a new study on a particular illness across three major academic hospitals in the Netherlands: VUmc in Amsterdam, Maastricht UMC+, and UMC Utrecht, as these have valuable data related to the illness. Consider the following: - -- Your research institute has an existing collaboration (with a different purpose, not related with yours) with UMC Utrecht and UMC Groningen. Hence, there is a vantage6 node already running on your institution for the said collaboration. -- You will be conducting this study with a colleague from your institute named Daphne. Both of you are already registered on the organization but without access to the existing collaborations. - -How would the concepts described above map to your potential use case? - -1. Which organizations will you need to add to your collaboration? -2. How many new nodes would you need to set up and on which organizations? -3. How many users would be created? - -:::::::::::::::::::::::::::::::::::::::::::::::: - -:::::::::::::::::::::::: solution - -## Solution - -1. In this case the organizations would be the academic hospitals as well as your own organization: VUmc, Maastricht UMC+, UMC Utrecht *and* your research institue. Note that UMC Utrecht must be added to the new collaboration despite being already part of an existing one. -2. One node for every academic hospital, so 3. Note that UMC Utrecht needs a new node despite already having one, as the existing one is for a different collaboration. -3. There is no need to create new users, as these are already registered on the organization. Note that the users are linked only to the organization, not to the nodes. - -::::::::::::::::::::::::::::::::: - - -### Where are these concepts in the UI? +### Administration concepts in the UI After logging in to the vantage6 UI, you will see the start page. @@ -132,12 +73,6 @@ The first study, **AGOT2024**, involves the analysis of age and weight-related d ![Hypothetical collaborations scenario](fig/chapter3/case-study-example.drawio.png) -### Algorithms trustworthiness in a federated setting - -While a vantage6-supported research infrastructure like the one described above offers a strong defense against many data privacy risks, there remains one crucial security aspect that falls outside the platform's scope: the validation of the code that will run on this infrastructure. For instance, the administrators of the nodes running within each organization are responsible for defining which algorithms (i.e., [which container images](https://docs.vantage6.ai/en/main/node/configure.html#all-configuration-options)) will be allowed for execution on the respective collaborations. As this is a critical and complex task that entails activities like code analysis and verification, working with algorithms from trusted sources is the primary line of defense against potential threats. - -Vantage6's algorithm store aims to enhance trustworthiness by offering a centralized platform for managing pre-registered algorithms. This serves as an alternative to using algorithms from unknown authors or those lacking transparency regarding their development process and status. The algorithm store currently allows researchers to explore which algorithms are available and how to run them. This, along with its integration with vantage6's UI, streamlines task execution requests within collaborations. Also, the algorithm store integrates additional information to the algorithm metadata such who developed and reviewed the algorithm. Only after complying with the review policies of a store, a new algorithmn will be published in the store. - ### Running a PET (privacy-enhancing technology) analysis without programming! In this episode, you will perform a PET analysis on an existing vantage6 collaboration (based on 'dummy' nodes) that resembles the two described above. For reference, the datasets of each organization can be seen here (TODO). diff --git a/episodes/fig/chapter3/collaboration_animated_exp.gif b/episodes/fig/chapter2/collaboration_animated_exp.gif similarity index 100% rename from episodes/fig/chapter3/collaboration_animated_exp.gif rename to episodes/fig/chapter2/collaboration_animated_exp.gif diff --git a/episodes/fig/chapter3/v6-concepts-study.png b/episodes/fig/chapter2/v6-concepts-study.png similarity index 100% rename from episodes/fig/chapter3/v6-concepts-study.png rename to episodes/fig/chapter2/v6-concepts-study.png diff --git a/episodes/fig/chapter3/v6-core-concepts-illustrated.drawio.png b/episodes/fig/chapter2/v6-core-concepts-illustrated.drawio.png similarity index 100% rename from episodes/fig/chapter3/v6-core-concepts-illustrated.drawio.png rename to episodes/fig/chapter2/v6-core-concepts-illustrated.drawio.png diff --git a/episodes/fig/chapter2/v6-infrastructure-illustrated.png 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This serves as an alternative to using algorithms from unknown authors or those lacking transparency regarding their development process and status. The diagram below illustrates a collaboration between two organizations. In this scenario, users from `Organization 1` and `Organization 3` — with the appropriate credentials — can request the execution of **tasks** within *Collaboration A*. In this case, a user from `Organization 1` might request the execution of an **algorithm** (previously registered in an **algorithm store** trusted by the collaboration) across all participating organization nodes. In response, each node from the involved organizations executes the **algorithm** on its local data. The resulting (aggregated) data is then sent back to the server, where it can be accessed by the requesting user. +To enhance the security of the communication, messages between organizations can be encrypted. In this case, an organization can have a public key that the other collaborating organizations have to use in order to exchange messages. ![](fig/chapter2/collaboration_animated_exp.gif) From 239e3f0cf242b9d5ae04024452bcb954a38b8269 Mon Sep 17 00:00:00 2001 From: Walter Baccinelli Date: Fri, 23 Aug 2024 14:37:04 +0200 Subject: [PATCH 08/10] simplified future changes --- episodes/chap2_introduction_v6.md | 11 ----------- 1 file changed, 11 deletions(-) diff --git a/episodes/chap2_introduction_v6.md b/episodes/chap2_introduction_v6.md index 4f0ff3aa..cce3dd52 100644 --- a/episodes/chap2_introduction_v6.md +++ b/episodes/chap2_introduction_v6.md @@ -237,20 +237,9 @@ For example, it would be possible: - Which algorithms are allowed in a collaboration/study - Define privacy guards at algorithm level -In order to avoid that policies need to be set manually at the nodes, we envision a distributed policy system (possibly using blockchain technology) in which policies are distributed to the nodes by the server. ## Model Repository Currently, vantage6 is focused on privacy enhancing techniques. Some of these techniques result in a model that can be used to make predictions. We want to extend vantage6 with a model repository in which these models can be stored, shared and used. This will make it easier to reuse models and to compare the performance of different models. -## Build Services - -Algorithms in vantage6 are shipped as container images. Currently, this image can be built by the user or some external process. We want to extend vantage6 with a build service that can build the container image for you. This will make it easier to develop and deploy algorithms in vantage6 but more importantly, it will enhance the security of the platform as they are build in a controlled environment. - -::: keypoints -- vantage6 is an open source platform to execute PET analysis. -- A client is used to interact with the system. -- A vantage6 server orchestrates the execution of algorithms. -- The nodes contain the data and execute the computation. -- The algorithms in vantage6 have a federated part, running on local data, and a central part, aggregating the results. ::: From 36e3de7a289c6b36baa091986a72a843039352f0 Mon Sep 17 00:00:00 2001 From: Walter Baccinelli Date: Fri, 23 Aug 2024 14:48:24 +0200 Subject: [PATCH 09/10] fixing unwanted deletion --- episodes/chap2_introduction_v6.md | 6 ++++++ 1 file changed, 6 insertions(+) diff --git a/episodes/chap2_introduction_v6.md b/episodes/chap2_introduction_v6.md index cce3dd52..d60a0f73 100644 --- a/episodes/chap2_introduction_v6.md +++ b/episodes/chap2_introduction_v6.md @@ -242,4 +242,10 @@ For example, it would be possible: Currently, vantage6 is focused on privacy enhancing techniques. Some of these techniques result in a model that can be used to make predictions. We want to extend vantage6 with a model repository in which these models can be stored, shared and used. This will make it easier to reuse models and to compare the performance of different models. +::: keypoints +- vantage6 is an open source platform to execute PET analysis. +- A client is used to interact with the system. +- A vantage6 server orchestrates the execution of algorithms. +- The nodes contain the data and execute the computation. +- The algorithms in vantage6 have a federated part, running on local data, and a central part, aggregating the results. ::: From fd26c6ed0be43c54fc03988cdc3db6e82fb0514c Mon Sep 17 00:00:00 2001 From: Walter Baccinelli <100706999+wbaccinelli@users.noreply.github.com> Date: Mon, 2 Sep 2024 16:41:12 +0200 Subject: [PATCH 10/10] Update episodes/chap2_introduction_v6.md Co-authored-by: Djura --- episodes/chap2_introduction_v6.md | 3 ++- 1 file changed, 2 insertions(+), 1 deletion(-) diff --git a/episodes/chap2_introduction_v6.md b/episodes/chap2_introduction_v6.md index d60a0f73..b5b6aafd 100644 --- a/episodes/chap2_introduction_v6.md +++ b/episodes/chap2_introduction_v6.md @@ -172,7 +172,8 @@ Each center has a data station and we want to compute the overall average age of ![Architecture.](fig/schema_exercise.png) -Given that we that the central average can be computed by summing up all the values and dividing the sum by the number of values, using the following equation: +Given that the central average can be computed by summing up all the values and dividing the sum by the number of values, using the following equation: + $\overline{x} =\dfrac{1}n \sum_{i=1}^{n} x_i = \dfrac{34+42+28+49+51+23+44}7$