diff --git a/Overall-architecture.md b/Overall-architecture.md index 3e097a7..98996e3 100644 --- a/Overall-architecture.md +++ b/Overall-architecture.md @@ -7,245 +7,3 @@ ![Overall architecture](https://github.com/ReCodEx/wiki/blob/master/images/Overall_Architecture.png) **Web app** is main part of whole project from user point of view. It provides nice user interface and it is the only part, that interacts with outside world directly. **Web API** contains almost all logic of the app including _user management and authentication_, _storing and versioning files_ (with help of **File server**), _counting and assigning points_ to users etc. Advanced users may connect to the API directly or may create custom frontends. **Broker** is essential part of whole architecture. It maintains list of available **Workers**, receives submissions from the **Web API** and routes them further and reports progress of evaluations back to the **Web app**. **Worker** securely runs each received job and evaluate its results. **Monitor** resends evaluation progress messages to the **Web app** in order to be presented to users. - - -## Communication - -Detailed communication inside the ReCodEx system is captured in the following -image and described in sections below. Red connections are through ZeroMQ -sockets, blue are through WebSockets and green are through HTTP(S). All ZeroMQ -messages are sent as multipart with one string (command, option) per part, with -no empty frames (unles explicitly specified otherwise). - -![Communication schema](https://github.com/ReCodEx/wiki/raw/master/images/Backend_Connections.png) - - -### Broker - Worker communication - -Broker acts as server when communicating with worker. Listening IP address and port are configurable, protocol family is TCP. Worker socket is of DEALER type, broker one is ROUTER type. Because of that, very first part of every (multipart) message from broker to worker must be target worker's socket identity (which is saved on its **init** command). - -#### Commands from broker to worker: - -- **eval** -- evaluate a job. Requires 3 message frames: - - `job_id` -- identifier of the job (in ASCII representation -- we avoid - endianness issues and also support alphabetic ids) - - `job_url` -- URL of the archive with job configuration and submitted source - code - - `result_url` -- URL where the results should be stored after evaluation -- **intro** -- introduce yourself to the broker (with **init** command) -- this is - required when the broker loses track of the worker who sent the command. - Possible reasons for such event are e.g. that one of the communicating sides - shut down and restarted without the other side noticing. -- **pong** -- reply to **ping** command, no arguments - -#### Commands from worker to broker: - -- **init** -- introduce self to the broker. Useful on startup or after reestablishing lost connection. Requires at least 2 arguments: - - `hwgroup` -- hardware group of this worker - - `header` -- additional header describing worker capabilities. Format must - be `header_name=value`, every header shall be in a separate message frame. - There is no limit on number of headers. - - There is also an optional third argument -- additional information. If - present, it should be separated from the headers with an empty frame. The - format is the same as headers. Supported keys for additional information are: - - `description` -- a human readable description of the worker for - administrators (it will show up in broker logs) - - `current_job` -- an identifier of a job the worker is now processing. This - is useful when we are reassembling a connection to the broker and need it - to know the worker will not accept a new job. -- **done** -- notifying of finished job. Contains following message frames: - - `job_id` -- identifier of finished job - - `result` -- response result, possible values are: - - OK -- evaluation finished successfully - - FAILED -- job failed and cannot be reassigned to another worker (e.g. - due to error in configuration) - - INTERNAL_ERROR -- job failed due to internal worker error, but another - worker might be able to process it (e.g. downloading a file failed) - - `message` -- a human readable error message -- **progress** -- notice about current evaluation progress. Contains following message frames: - - `job_id` -- identifier of current job - - `state` -- what is happening now. - - DOWNLOADED -- submission successfuly fetched from fileserver - - FAILED -- something bad happened and job was not executed at all - - UPLOADED -- results are uploaded to fileserver - - STARTED -- evaluation of tasks started - - ENDED -- evaluation of tasks is finished - - ABORTED -- evaluation of job encountered internal error, job will be rescheduled to another worker - - FINISHED -- whole execution is finished and worker ready for another job execution - - TASK -- task state changed -- see below - - `task_id` -- only present for "TASK" state -- identifier of task in current job - - `task_state` -- only present for "TASK" state -- result of task evaluation. One of: - - COMPLETED -- task was successfully executed without any error, subsequent task will be executed - - FAILED -- task ended up with some error, subsequent task will be skipped - - SKIPPED -- some of the previous dependencies failed to execute, so this task will not be executed at all -- **ping** -- tell broker I am alive, no arguments - - -#### Heartbeating - -It is important for the broker and workers to know if the other side is still -working (and connected). This is achieved with a simple heartbeating protocol. - -The protocol requires the workers to send a **ping** command regularly (the -interval is configurable on both sides -- future releases might let the worker -send its ping interval with the **init** command). Upon receiving a **ping** -command, the broker responds with **pong**. - -Whenever a heartbeating message doesn't arrive, a counter called _liveness_ is -decreased. When this counter drops to zero, the other side is considered -disconnected. When a message arrives, the liveness counter is set back to its -maximum value, which is configurable for both sides. - -When the broker decides a worker disconnected, it tries to reschedule its jobs -to other workers. - -If a worker thinks the broker crashed, it tries to reconnect periodically, with -a bounded, exponentially increasing delay. - -This protocol proved great robustness in real world testing. Thus whole backend -is reliable and can outlive short term issues with connection without problems. -Also, increasing delay of ping messages does not flood the network when there -are problems. We experienced no issues since we are using this protocol. - -### Worker - File Server communication - -Worker is communicating with file server only from _execution thread_. Supported -protocol is HTTP optionally with SSL encryption (**recommended**). If supported -by server and used version of libcurl, HTTP/2 standard is also available. File -server should be set up to require basic HTTP authentication and worker is -capable to send corresponding credentials with each request. - -#### Worker side - -Workers comunicate with the file server in both directions -- they download -student's submissions and then upload evaluation results. Internally, worker is -using libcurl C library with very similar setup. In both cases it can verify -HTTPS certificate (on Linux against system cert list, on Windows against -downloaded one from CURL website during installation), support basic HTTP -authentication, offer HTTP/2 with fallback to HTTP/1.1 and fail on error -(returned HTTP status code is >=400). Worker have list of credentials to all -available file servers in its config file. - -- download file -- standard HTTP GET request to given URL expecting file content as response -- upload file -- standard HTTP PUT request to given URL with file data as body -- same as command line tool `curl` with option `--upload-file` - -#### File server side - -File server has its own internal directory structure, where all the files are stored. It provides simple REST API to get them or create new ones. File server does not provide authentication or secured connection by itself, but it is supposed to run file server as WSGI script inside a web server (like Apache) with proper configuration. Relevant commands for communication with workers: - -- **GET /submission_archives/\.\** -- gets an archive with submitted source code and corresponding configuration of this job evaluation -- **GET /exercises/\** -- gets a file, common usage is for input files or - reference result files -- **PUT /results/\.\** -- upload archive with evaluation results under specified name (should be same _id_ as name of submission archive). On successful upload returns JSON `{ "result": "OK" }` as body of returned page. - -If not specified otherwise, `zip` format of archives is used. Symbol `/` in API description is root of file server's domain. If the domain is for example `fs.recodex.org` with SSL support, getting input file for one task could look as GET request to `https://fs.recodex.org/tasks/8b31e12787bdae1b5766ebb8534b0adc10a1c34c`. - - -### Broker - Monitor communication - -Broker communicates with monitor also through ZeroMQ over TCP protocol. Type of -socket is same on both sides, ROUTER. Monitor is set to act as server in this -communication, its IP address and port are configurable in monitor's config -file. ZeroMQ socket ID (set on monitor's side) is "recodex-monitor" and must be -sent as first frame of every multipart message -- see ZeroMQ ROUTER socket -documentation for more info. - -Note that the monitor is designed so that it can receive data both from the -broker and workers. The current architecture prefers the broker to do all the -communication so that the workers do not have to know too many network services. - -Monitor is treated as a somewhat optional part of whole solution, so no special -effort on communication realibility was made. - -#### Commands from monitor to broker: - -Because there is no need for the monitor to communicate with the broker, there -are no commands so far. Any message from monitor to broker is logged and -discarded. - -Commands from broker to monitor: - -- **progress** -- notification about progress with job evaluation. See [Progress callback](#progress-callback) section for more info. - - -### Broker - Web API communication - -Broker communicates with main REST API through ZeroMQ connection over TCP. Socket -type on broker side is ROUTER, on frontend part it is DEALER. Broker acts as a -server, its IP address and port is configurable in the API. - -#### Commands from API to broker: - -- **eval** -- evaluate a job. Requires at least 4 frames: - - `job_id` -- identifier of this job (in ASCII representation -- we avoid endianness issues and also support alphabetic ids) - - `header` -- additional header describing worker capabilities. Format must be `header_name=value`, every header shall be in a separate message frame. There is no maximum limit on number of headers. There may be also no headers at all. A worker is considered suitable for the job if and only if it satisfies all of its headers. - - empty frame -- frame which contains only empty string and serves only as breakpoint after headers - - `job_url` -- URI location of archive with job configuration and submitted source code - - `result_url` -- remote URI where results will be pushed to - -#### Commands from broker to API (all are responses to **eval** command): - -- **ack** -- this is first message which is sent back to frontend right after eval command arrives, basically it means "Hi, I am all right and am capable of receiving job requests", after sending this broker will try to find acceptable worker for arrived request -- **accept** -- broker is capable of routing request to a worker -- **reject** -- broker cannot handle this job (for example when the requirements - specified by the headers cannot be met). There are (rare) cases when the - broker finds that it cannot handle the job after it was confirmed. In such - cases it uses the frontend REST API to mark the job as failed. - - -#### Asynchronous communication between broker and API - -Only a fraction of the errors that can happen during evaluation can be detected -while there is a ZeroMQ connection between the API and broker. To notify the -frontend of the rest, we need an asynchronous communication channel that can be -used by the broker when the status of a job changes (it's finished, it failed -permanently, the only worker capable of processing it disconnected...). - -This functionality is supplied by the `broker-reports/` API endpoint group -- -see its documentation for more details. - -### File Server - Web API communication - -File server has a REST API for interaction with other parts of ReCodEx. Description of communication with workers is in [File server side](#file-server-side) section. On top of that, there are other commands for interaction with the API: - -- **GET /results/\.\** -- download archive with evaluated results of job _id_ -- **POST /submissions/\** -- upload new submission with identifier _id_. Expects that the body of the POST request uses file paths as keys and the content of the files as values. On successful upload returns JSON `{ "archive_path": , "result_path": }` in response body. From _archive_path_ the submission can be downloaded (by worker) and corresponding evaluation results should be uploaded to _result_path_. -- **POST /tasks** -- upload new files, which will be available by names equal to `sha1sum` of their content. There can be uploaded more files at once. On successful upload returns JSON `{ "result": "OK", "files": }` in response body, where _file_list_ is dictionary of original file name as key and new URL with already hashed name as value. - -There are no plans yet to support deleting files from this API. This may change in time. - -Web API calls these fileserver endpoints with standard HTTP requests. There are no special commands involved. There is no communication in opposite direction. - - -### Monitor - Web app communication - -Monitor interacts with web application through WebSocket connection. Monitor acts as server and browsers are connecting to it. IP address and port are configurable. When client connects to the monitor, it sends a message with string representation of channel id (which messages are interested in, usually id of evaluating job). There can be multiple listeners per channel, even (shortly) delayed connections will receive all messages from the very beginning. - -When monitor receives **progress** message from broker there are two options: - -- there is no WebSocket connection for listed channel (job id) -- message is dropped -- there is active WebSocket connection for listed channel -- message is parsed into JSON format (see below) and send as string to that established channel. Messages for active connections are queued, so no messages are discarded even on heavy workload. - -Message JSON format is dictionary (associative array) with keys: - -- **command** -- type of progress, one of: - - DOWNLOADED -- submission successfuly fetched from fileserver - - FAILED -- something bad happened and job was not executed at all - - UPLOADED -- results are uploaded to fileserver - - STARTED -- evaluation of tasks started - - ENDED -- evaluation of all tasks finished, worker now just have to send results and cleanup after execution - - ABORTED -- evaluation of job encountered internal error, job will be rescheduled to another worker - - FINISHED -- whole execution finished and worker is ready for another job execution - - TASK -- task state changed, further information will be provided -- see below -- **task_id** -- id of currently evaluated task. Present only if **command** is "TASK". -- **task_state** -- state of task with id **task_id**. Present only if **command** is "TASK". Value is one of "COMPLETED", "FAILED" and "SKIPPED". - - COMPLETED -- task was successfully executed without any error, subsequent task will be executed - - FAILED -- task ended up with some error, subsequent task will be skipped - - SKIPPED -- some of the previous dependencies failed to execute, so this task will not be executed at all - - -### Web app - Web API communication - -Provided web application runs as javascript client inside user's browser. It communicates with REST API on the server through standard HTTP requests. Documentation of the main REST API is in separate [document](https://recodex.github.io/api/) due to its extensiveness. Results are returned as JSON payload, which is simply parsed in web application and presented to the users. - diff --git a/Rewritten-docs.md b/Rewritten-docs.md index 5059c83..33ea7b1 100644 --- a/Rewritten-docs.md +++ b/Rewritten-docs.md @@ -2712,11 +2712,305 @@ Swagger UI can be used to access the API directly. ## Communication protocol -@todo: describe the exact methods and respective commands for the -communication +Detailed communication inside the ReCodEx system is captured in the following +image and described in sections below. Red connections are through ZeroMQ +sockets, blue are through WebSockets and green are through HTTP(S). All ZeroMQ +messages are sent as multipart with one string (command, option) per part, with +no empty frames (unles explicitly specified otherwise). -@todo: How does the Frontend initiate the evaluation and how the Backend -can accept it or decline it +![Communication schema](https://github.com/ReCodEx/wiki/raw/master/images/Backend_Connections.png) + + +### Broker - Worker communication + +Broker acts as server when communicating with worker. Listening IP address and +port are configurable, protocol family is TCP. Worker socket is of DEALER type, +broker one is ROUTER type. Because of that, very first part of every (multipart) +message from broker to worker must be target worker's socket identity (which is +saved on its **init** command). + +#### Commands from broker to worker: + +- **eval** -- evaluate a job. Requires 3 message frames: + - `job_id` -- identifier of the job (in ASCII representation -- we avoid + endianness issues and also support alphabetic ids) + - `job_url` -- URL of the archive with job configuration and submitted + source code + - `result_url` -- URL where the results should be stored after evaluation +- **intro** -- introduce yourself to the broker (with **init** command) -- this + is required when the broker loses track of the worker who sent the command. + Possible reasons for such event are e.g. that one of the communicating sides + shut down and restarted without the other side noticing. +- **pong** -- reply to **ping** command, no arguments + +#### Commands from worker to broker: + +- **init** -- introduce self to the broker. Useful on startup or after + reestablishing lost connection. Requires at least 2 arguments: + - `hwgroup` -- hardware group of this worker + - `header` -- additional header describing worker capabilities. Format must + be `header_name=value`, every header shall be in a separate message frame. + There is no limit on number of headers. There is also an optional third + argument -- additional information. If present, it should be separated + from the headers with an empty frame. The format is the same as headers. + Supported keys for additional information are: + - `description` -- a human readable description of the worker for + administrators (it will show up in broker logs) + - `current_job` -- an identifier of a job the worker is now processing. This + is useful when we are reassembling a connection to the broker and need it + to know the worker will not accept a new job. +- **done** -- notifying of finished job. Contains following message frames: + - `job_id` -- identifier of finished job + - `result` -- response result, possible values are: + - OK -- evaluation finished successfully + - FAILED -- job failed and cannot be reassigned to another worker (e.g. + due to error in configuration) + - INTERNAL_ERROR -- job failed due to internal worker error, but another + worker might be able to process it (e.g. downloading a file failed) + - `message` -- a human readable error message +- **progress** -- notice about current evaluation progress. Contains following + message frames: + - `job_id` -- identifier of current job + - `command` -- what is happening now. + - DOWNLOADED -- submission successfuly fetched from fileserver + - FAILED -- something bad happened and job was not executed at all + - UPLOADED -- results are uploaded to fileserver + - STARTED -- evaluation of tasks started + - ENDED -- evaluation of tasks is finished + - ABORTED -- evaluation of job encountered internal error, job will be + rescheduled to another worker + - FINISHED -- whole execution is finished and worker ready for another + job execution + - TASK -- task state changed -- see below + - `task_id` -- only present for "TASK" state -- identifier of task in + current job + - `task_state` -- only present for "TASK" state -- result of task + evaluation. One of: + - COMPLETED -- task was successfully executed without any error, + subsequent task will be executed + - FAILED -- task ended up with some error, subsequent task will be + skipped + - SKIPPED -- some of the previous dependencies failed to execute, so + this task will not be executed at all +- **ping** -- tell broker I am alive, no arguments + + +#### Heartbeating + +It is important for the broker and workers to know if the other side is still +working (and connected). This is achieved with a simple heartbeating protocol. + +The protocol requires the workers to send a **ping** command regularly (the +interval is configurable on both sides -- future releases might let the worker +send its ping interval with the **init** command). Upon receiving a **ping** +command, the broker responds with **pong**. + +Whenever a heartbeating message doesn't arrive, a counter called _liveness_ is +decreased. When this counter drops to zero, the other side is considered +disconnected. When a message arrives, the liveness counter is set back to its +maximum value, which is configurable for both sides. + +When the broker decides a worker disconnected, it tries to reschedule its jobs +to other workers. + +If a worker thinks the broker crashed, it tries to reconnect periodically, with +a bounded, exponentially increasing delay. + +This protocol proved great robustness in real world testing. Thus whole backend +is reliable and can outlive short term issues with connection without problems. +Also, increasing delay of ping messages does not flood the network when there +are problems. We experienced no issues since we are using this protocol. + +### Worker - File Server communication + +Worker is communicating with file server only from _execution thread_. Supported +protocol is HTTP optionally with SSL encryption (**recommended**). If supported +by server and used version of libcurl, HTTP/2 standard is also available. File +server should be set up to require basic HTTP authentication and worker is +capable to send corresponding credentials with each request. + +#### Worker side + +Workers comunicate with the file server in both directions -- they download +student's submissions and then upload evaluation results. Internally, worker is +using libcurl C library with very similar setup. In both cases it can verify +HTTPS certificate (on Linux against system cert list, on Windows against +downloaded one from CURL website during installation), support basic HTTP +authentication, offer HTTP/2 with fallback to HTTP/1.1 and fail on error +(returned HTTP status code is >=400). Worker have list of credentials to all +available file servers in its config file. + +- download file -- standard HTTP GET request to given URL expecting file content + as response +- upload file -- standard HTTP PUT request to given URL with file data as body + -- same as command line tool `curl` with option `--upload-file` + +#### File server side + +File server has its own internal directory structure, where all the files are +stored. It provides simple REST API to get them or create new ones. File server +does not provide authentication or secured connection by itself, but it is +supposed to run file server as WSGI script inside a web server (like Apache) +with proper configuration. Relevant commands for communication with workers: + +- **GET /submission_archives/\.\** -- gets an archive with submitted + source code and corresponding configuration of this job evaluation +- **GET /exercises/\** -- gets a file, common usage is for input files or + reference result files +- **PUT /results/\.\** -- upload archive with evaluation results + under specified name (should be same _id_ as name of submission archive). On + successful upload returns JSON `{ "result": "OK" }` as body of returned page. + +If not specified otherwise, `zip` format of archives is used. Symbol `/` in API +description is root of file server's domain. If the domain is for example +`fs.recodex.org` with SSL support, getting input file for one task could look as +GET request to +`https://fs.recodex.org/tasks/8b31e12787bdae1b5766ebb8534b0adc10a1c34c`. + + +### Broker - Monitor communication + +Broker communicates with monitor also through ZeroMQ over TCP protocol. Type of +socket is same on both sides, ROUTER. Monitor is set to act as server in this +communication, its IP address and port are configurable in monitor's config +file. ZeroMQ socket ID (set on monitor's side) is "recodex-monitor" and must be +sent as first frame of every multipart message -- see ZeroMQ ROUTER socket +documentation for more info. + +Note that the monitor is designed so that it can receive data both from the +broker and workers. The current architecture prefers the broker to do all the +communication so that the workers do not have to know too many network services. + +Monitor is treated as a somewhat optional part of whole solution, so no special +effort on communication realibility was made. + +#### Commands from monitor to broker: + +Because there is no need for the monitor to communicate with the broker, there +are no commands so far. Any message from monitor to broker is logged and +discarded. + +#### Commands from broker to monitor: + +- **progress** -- notification about progress with job evaluation. This + communication is only redirected as is from worker, more info can be found in + "Broker - Worker Communication" chapter above. + + +### Broker - Web API communication + +Broker communicates with main REST API through ZeroMQ connection over TCP. +Socket type on broker side is ROUTER, on frontend part it is DEALER. Broker acts +as a server, its IP address and port is configurable in the API. + +#### Commands from API to broker: + +- **eval** -- evaluate a job. Requires at least 4 frames: + - `job_id` -- identifier of this job (in ASCII representation -- we avoid + endianness issues and also support alphabetic ids) + - `header` -- additional header describing worker capabilities. Format must + be `header_name=value`, every header shall be in a separate message frame. + There is no maximum limit on number of headers. There may be also no + headers at all. A worker is considered suitable for the job if and only if + it satisfies all of its headers. + - empty frame -- frame which contains only empty string and serves only as + breakpoint after headers + - `job_url` -- URI location of archive with job configuration and submitted + source code + - `result_url` -- remote URI where results will be pushed to + +#### Commands from broker to API (all are responses to **eval** command): + +- **ack** -- this is first message which is sent back to frontend right after + eval command arrives, basically it means "Hi, I am all right and am capable of + receiving job requests", after sending this broker will try to find acceptable + worker for arrived request +- **accept** -- broker is capable of routing request to a worker +- **reject** -- broker cannot handle this job (for example when the requirements + specified by the headers cannot be met). There are (rare) cases when the + broker finds that it cannot handle the job after it was confirmed. In such + cases it uses the frontend REST API to mark the job as failed. + + +#### Asynchronous communication between broker and API + +Only a fraction of the errors that can happen during evaluation can be detected +while there is a ZeroMQ connection between the API and broker. To notify the +frontend of the rest, we need an asynchronous communication channel that can be +used by the broker when the status of a job changes (it's finished, it failed +permanently, the only worker capable of processing it disconnected...). + +This functionality is supplied by the `broker-reports/` API endpoint group -- +see its documentation for more details. + +### File Server - Web API communication + +File server has a REST API for interaction with other parts of ReCodEx. +Description of communication with workers is in "Worker - File Server +Communication" chapter above. On top of that, there are other commands for +interaction with the API: + +- **GET /results/\.\** -- download archive with evaluated results of + job _id_ +- **POST /submissions/\** -- upload new submission with identifier _id_. + Expects that the body of the POST request uses file paths as keys and the + content of the files as values. On successful upload returns JSON `{ + "archive_path": , "result_path": }` in response + body. From _archive_path_ the submission can be downloaded (by worker) and + corresponding evaluation results should be uploaded to _result_path_. +- **POST /tasks** -- upload new files, which will be available by names equal to + `sha1sum` of their content. There can be uploaded more files at once. On + successful upload returns JSON `{ "result": "OK", "files": }` in + response body, where _file_list_ is dictionary of original file name as key + and new URL with already hashed name as value. + +There are no plans yet to support deleting files from this API. This may change +in time. + +Web API calls these fileserver endpoints with standard HTTP requests. There are +no special commands involved. There is no communication in opposite direction. + +### Monitor - Web app communication + +Monitor interacts with web application through WebSocket connection. Monitor +acts as server and browsers are connecting to it. IP address and port are +configurable. When client connects to the monitor, it sends a message with +string representation of channel id (which messages are interested in, usually +id of evaluating job). There can be multiple listeners per channel, even +(shortly) delayed connections will receive all messages from the very beginning. + +When monitor receives **progress** message from broker there are two options: + +- there is no WebSocket connection for listed channel (job id) -- message is + dropped +- there is active WebSocket connection for listed channel -- message is parsed + into JSON format (see below) and send as string to that established channel. + Messages for active connections are queued, so no messages are discarded even + on heavy workload. + +Message from monitor to web application is in JSON format and it has form of +dictionary (associative array). Information contained in this message should +correspond with the ones given by worker to broker. For further description +please read more in "Broker - Worker communication" chapter under "progress" +command. + +Message format: + +- **command** -- type of progress, one of: DOWNLOADED, FAILED, UPLOADED, + STARTED, ENDED, ABORTED, FINISHED, TASK +- **task_id** -- id of currently evaluated task. Present only if **command** is + "TASK". +- **task_state** -- state of task with id **task_id**. Present only if + **command** is "TASK". Value is one of "COMPLETED", "FAILED" and "SKIPPED". + +### Web app - Web API communication + +Provided web application runs as javascript client inside user's browser. It +communicates with REST API on the server through standard HTTP requests. +Documentation of the main REST API is in separate +[document](https://recodex.github.io/api/) due to its extensiveness. Results are +returned as JSON payload, which is simply parsed in web application and +presented to the users.