From 4ab3b7ec7c34afa6b6831d1a56ed646351794a31 Mon Sep 17 00:00:00 2001 From: Jacob Roberts Date: Fri, 3 Nov 2023 23:28:57 -0700 Subject: [PATCH] Add architecture and interface docs. --- README.md | 9 +++- docs/architecture.md | 62 +++++++++++++++++++++++ docs/architecture.png | Bin 0 -> 172195 bytes docs/interface.md | 55 ++++++++++++++++++++ docs/views/interface_admin_view.png | Bin 0 -> 110230 bytes docs/views/interface_dashboard_view.png | Bin 0 -> 339154 bytes docs/views/interface_new_fold_view.png | Bin 0 -> 254093 bytes docs/views/interface_rq_view.png | Bin 0 -> 189799 bytes docs/views/interface_structure_tools.png | Bin 0 -> 4740865 bytes docs/views/interface_structure_view.png | Bin 0 -> 1184696 bytes docs/views/interface_sudo_view.png | Bin 0 -> 226414 bytes docs/views/interface_tag_view.png | Bin 0 -> 269348 bytes 12 files changed, 125 insertions(+), 1 deletion(-) create mode 100644 docs/architecture.md create mode 100644 docs/architecture.png create mode 100644 docs/interface.md create mode 100644 docs/views/interface_admin_view.png create mode 100644 docs/views/interface_dashboard_view.png create mode 100644 docs/views/interface_new_fold_view.png create mode 100644 docs/views/interface_rq_view.png create mode 100644 docs/views/interface_structure_tools.png create mode 100644 docs/views/interface_structure_view.png create mode 100644 docs/views/interface_sudo_view.png create mode 100644 docs/views/interface_tag_view.png diff --git a/README.md b/README.md index 3e0328d..379f43f 100644 --- a/README.md +++ b/README.md @@ -19,11 +19,18 @@ You can find more information about employing the different deployment options i |Foldy-in-a-Box|All tools can run|Easy|[Instructions](deployment/foldy-in-a-box/README.md)| |Helm|Scalable to hundreds of users|Hard|[Instructions](deployment/helm/README.md)| +## The Interface + +See [docs/interface.md](docs/interface.md). + +## Architecture + +See [docs/architecture.md](docs/architecture.md). + ## Comparison to Other Tools There is a rich ecosystem for running structural biology tools, and Foldy is not the right structural biology wrapper for everyone! Please review the Foldy paper for a comparison to other useful structural biology tool wrappers. - ## Acknowledgements Foldy utilizes many separate libraries and packages including: diff --git a/docs/architecture.md b/docs/architecture.md new file mode 100644 index 0000000..64e9af5 --- /dev/null +++ b/docs/architecture.md @@ -0,0 +1,62 @@ +# Deployment Architecture + +This document describes the Helm deployment architecture, but the other deployment models have many of the same components. + +The Helm deployment of the Foldy website is a cloud based single page application deployed to Kubernetes, with autoscaling pools of compute workers. We discuss the function and interplay of the different components below, as a resource to administrators who wish to set up an instance of Foldy themselves. Some components are “cloud native,” meaning they are not a part of Kubernetes, and must be provisioned and managed manually. The rest are managed by Helm, a tool for managing large Kubernetes applications. Note that while many cloud providers have a Kubernetes service, some configuration and some code is dependent on Google Cloud. + +The last section discusses the use of local- and cluster-compute resources for predicting structures and other tasks. + + +![](architecture.png) +> The larger blue region indicates resources run on the cloud provider, and further instructions will assume this is run on Google Cloud. The smaller purple region denotes the Kubernetes cluster, and all resources within are created and managed by Helm. Local compute, outside the blue region, denotes the option to utilize cluster compute or local machines to do the compute tasks, like building MSAs for AlphaFold or running AutoDock Vina. + +## Cloud Native Components + +### External IP address & domain record +All user traffic into Foldy enters through a single static IP address, which is used by the Kubernetes Ingress. + +For the Foldy instance to be accessible by URL, there must be a CNAME record pointing to the static IP address either within Google Cloud or the hostname provider for public URLs (such as “myinstitutefoldy.com”), or through the institute’s IT team for institutional URLs (such as “foldy.myinstitute.edu”). + +### PostgreSQL database +The Postgres database has a few tables, keeping track of users, folds, docking runs, and “invocations.” The user table has email addresses. The folds table has name, sequence, user, time of creation, and AlphaFold settings. The docking runs table has ligand name, ligand SMILES, receptor ID (a fold ID), information about a bounding box, link to an invocation, and the energy of the pose. The invocation table has a fold ID, a general “type” of invocation, the state of the run (either “queued,” “running,” “finished,” or “failed”), the time it took to run, and logs. + +The database has a private IP address, allowing direct access from any machine within the cloud VPN. + +### OAuth provider +All Foldy users are authenticated with a cloud IAM provider, and authorized by some logic within the site. Any user with a Google email address can be authenticated. There are two types of users: editors and viewers, and the user's email address is checked against a few command line flags to determine if they have edit privileges. Editors have full access to view, edit, and create folds and associated resources. Viewers only have permission to view folds explicitly marked "public", and have no write access. + + +### Cloud Storage +All AlphaFold outputs for every fold, as well as outputs of other tools, are stored in a single gcloud bucket, indexed by fold ID. + + +### Kubernetes Engine +Most services are run within Google Kubernetes Engine (GKE). + +## Helm-managed Kubernetes Resources +Every resource within Kubernetes is managed in the single “foldy/manifest.yaml” file. The important components include: +* frontend: a compiled React app is served by an nginx docker container in the frontend deployment +* backend: a single flask application serves all user and structure data, and puts jobs on the RedisQueue +* redisqueue: a Redis instance tracks multiple job queues, where jobs are separated by the necessary hardware, including: + + Queue | Jobs | Hardware + --- | --- | --- + emailparrot | Jobs requiring a tiny machine, such as sending an email | Minimal amount of CPU + cpu | Jobs that require CPU and not GPU, such as when running Pfam or building multiple sequence alignments | 60GB RAM, 6 CPU + gpu | Jobs that require moderate GPU, such as as solving a structure with a few hundred amino acids | Small GPU, such as NVIDIA Tesla K80 + biggpu | Jobs that require a large amount of GPU, such as structures with more than a few hundred amino acids | Big GPU, such as NVIDIA A100 with 80GB memory +* KEDA autoscaler: a Kubernetes Event Driven Autoscaler (KEDA) instance monitors the number of jobs in each job queue via metrics collected by the GKE Managed Prometheus Instance, via a Prometheus frontend, and scales up or down the number of worker threads in a few worker pools +* RQ Worker: one RedisQueue worker is executed per job on the RedisQueue, and it is run in a Kubernetes Job. The node for the worker is selected based on the specific queue +* AlphaFold & pfam data dependencies: all data dependencies are held in a single, read-only volume claim + +### Sub-tasks of a protein structure prediction task +Each new fold that is submitted is broken down into several sub-tasks: +* Features: the features sub-task performs a search of large genetic databases in order to generate a multiple sequence alignment (MSA) of the query protein sequences. This task is handled in the cpu queue. +* Models: the models sub-task performs protein structure prediction using AlphaFold given the MSA from the Features sub-task. This task is handled either in the gpu or biggpu queue depending on the size of the query protein. The threshold for a models sub-task to be sent to the biggpu queue is 900 amino acids. +* Annotate: the annotate sub-task performs sequence annotation with antiSMASH and pfam hmmscan. This task is handled in the cpu queue. +* Decompress Pickles: the decompress pickles sub-task extracts the intermediate information in the AlphaFold model that enables contact probability calculations. The contact probability calculations are performed using the residue-residue distance probability distribution function. This task is handled in the cpu queue. +* Furthermore, any docking tasks that are submitted get created as a sub-task of the parent fold task. Docking tasks are handled in the cpu queue. + +## Local Compute +Local resources can be enlisted as RedisQueue Workers by proxying the redis and postgres ports to local compute resources, and making new scripts akin to “worker/run_AlphaFold.sh”, “worker/run_dock.sh”, “worker/run_annotate.sh.” + diff --git a/docs/architecture.png b/docs/architecture.png new file mode 100644 index 0000000000000000000000000000000000000000..7c4978d52767f8195881131e0314486a5d02ca65 GIT binary patch literal 172195 zcmeFYhgVbC8!jBjQD#(h97j|T85Kb~Ql+aXNHa*48kF9V7Fr0(Afr;G_a-H@fDl3m zkVIvqhtOlFDuhS^K}vuCA>YB#nfd;KyY5=|hq5??bM}7sTc7vY`#d$iqsx1U{}2cS z;?=u-(*y+KaRz}7YW#E%_+(ccvR&kTLiEh?W5GDVjyn0Q-U-Q#xjtd#u4y6U;DrQtOXYS%(rI7I?T8##!At=0YX)JFFw{222YT~P4 zt?{*v%l??AZ=%St+FOx>LM54T=BnTC+w1Etq#8T-VSy}7)~uwxpNCIP`nGxM2Ufq-6>hacAXM@pN zyBrfS?B`ZxT1i)mwZ^Y;)&NYYtr~Ef9T2r}<+Mv>Df-%%kunG9NqbL4%~adhQYnc1 zJ4=0eDoYEuR5%Up$a6pITmmK|yD8;_IplJ9*U9+A)AX}6p!Q?k-d0$8 zR$$^%cZDd}9Z+^dR{ZD&BL|xq);s-w1CwJaP#Wc~J|y*nwq|HFF4CD=c;oVb?#B 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0000000..d804e0b --- /dev/null +++ b/docs/interface.md @@ -0,0 +1,55 @@ +# Foldy Interface + +There are four main views in the Foldy interface, and a few views accessible just to admins. + +## Main Views + +### Dashboard View + +This is the landing page after authentication displaying a table of fold tasks. The table includes information about the status of each fold. The search bar at the top of the page enables searching and filtering folds based on their name, sequence, or tag. + +![](views/interface_dashboard_view.png) + +### New Fold View + +This is the submission page for protein structure prediction tasks. There is a monomer mode for individual polypeptide chains and a multimer mode for more than one polypeptide chain. The canonicalize sequence tool can correct common formatting errors in pasted sequences. There are required fields to specify a protein name and amino acid sequence for each mode. Additionally, there is an optional tags field that can be specified for organizational purposes, as they can later be searched and filtered. Lastly, the advanced settings include fields to toggle bulk csv entry, delayed execution, email notifications, and amber relaxation. + +![](views/interface_new_fold_view.png) + +### Tag View + +All structures with a given tag can be viewed in the tag view. Some actions are available at the bottom of the page which apply to all folds with the Tag, including buttons to restart failed tasks, downloading results as a csv file, and bulk ligand docking. + +![](views/interface_tag_view.png) + +### Structure View + +The Structure view displays an example predicted structure of a homo-dimeric polyketide synthase module with the docking tool selected. Pfam domains are highlighted on the peptide structure. We docked NADPH with the docking tool, and its predicted binding affinity and pose are displayed. + +![](views/interface_structure_view.png) + +#### Structure View Tools + +**Structure View Toolbar Tabs.** **A. Sequence:** this tab displays the peptide sequences, optionally annotated with domain predictions, such as the pfam annotations displayed here. **B. Logging:** this tab displays real-time logs of each sub-task within a protein structure prediction task. **C. Actions:** this tab allows a user to download the top ranked pdb structure file of a given fold as well as all the intermediate files generated by the fold pipeline **D. PAE:** this tab shows the predicted alignment error heatmap, measured in Ångstroms, between each residue and between each chain. The PAE is derived from the AlphaFold model. **E. Contact Probability:** this tab shows the contact probability heatmap between each residue and between each chain. The contact probabilities are derived from the AlphaFold model. **F. Docking:** this tab shows a table with any docking results as well as a submission form for new docking tasks. The docking submission form requires a ligand name and SMILES string, and optionally a bounding box can be specified of a particular radius around a particular residue (Vina only). + +![](views/interface_structure_tools.png) + +## Admin Views + +### Redis Queue View + +This view exposes information about the Redis Queue, which manages queued jobs. You can view which queues exist, how many jobs are on each queue, how many works are running on each queue, view logs for failed jobs, and retry failed jobs. + +![](views/interface_rq_view.png) + +### Admin View + +Build on Flask-Admin, this view exposes the underlying databases directly. Flask-Admin is very configurable: to change the features, modify `backend/backend/app/app.py`. Here you can correct underlying data mistakes or make changes under the hood. Very useful in development mode. + +![](views/interface_admin_view.png) + +### Sudo View + +Miscellany of admin related tools. 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