Skip to content

pbayer/erjulix

Repository files navigation

Erjulix

Connecting Erlang, Julia, Elixir

Stable Dev Build Status Coverage

Project

This is my ambitious little project to connect the different worlds of Erlang/Elixir and Julia:

  • Provide one package for three platforms/languages,
  • Allow them to talk to and call each other.

Now Erlang and Elixir processes can send messages to each other since they run on the same BEAM platform and share PIDs. But how about sending messages to Julia and back to Erlang/Elixir?

A sample session

In the Julia REPL we start a pServer task, which on demand spawns an EvalServer task with its own module namespace.

julia> using Erjulix, Sockets

julia> pServer(6000)
Task (runnable) @0x0000000110b30ab0

In the Elixir REPL we request a Julia EvalServer and use it to evaluate Julia expressions or to call Julia functions.

iex(1)> {:ok, jl, _} = :ejx_udp.srv(6000)  # get an eval server from Julia
{:ok, {{127, 0, 0, 1}, 54465}, "Main.##esm#257"}
iex(2)> :ejx_udp.eval(jl, "using .Threads")
{:ok, []}
iex(3)> :ejx_udp.call(jl, :threadid)
{:ok, 3}
iex(4)> :ejx_udp.call(jl, :factorial, [50])
{:error,
 "OverflowError(\"50 is too large to look up in the table; consider using `factorial(big(50))` instead\")"}
iex(5)> :ejx_udp.eval(jl, """    # define a function on the Julia server
...(5)> function fact(x)
...(5)>     factorial(big(x))
...(5)> end
...(5)> """)
{:ok, "Main.##esm#257.fact"}
iex(6)> :ejx_udp.call(jl, :fact, [50])
{:ok, 30414093201713378043612608166064768844377641568960512000000000000}
iex(7)> :timer.tc(:ejx_udp, :call, [jl, :fact, [55]])
{527,
 {:ok,
  12696403353658275925965100847566516959580321051449436762275840000000000000}}

The last timing shows that the ping-pong for calling the created Julia fact function with data from Elixir and getting the result back takes roughly 500 µs with both sessions running on the same machine (MacBook Pro).

iex(8)> a = Enum.map(1..10, fn _ -> :rand.uniform() end)
[0.9414436609049482, 0.08244595999142224, 0.6727398779368937,
 0.18612089183158875, 0.7414592106015152, 0.7340558985797445,
 0.9511971092470349, 0.7139960750204088, 0.31514816254491884, 0.94168140313657]
iex(9)> :ejx_udp.set(jl, :a, a)  # create variable a on the Julia server
{:ok, []}

Back in the Julia REPL:

julia> exmod = Erjulix._ESM[1]  # get access to the server module
Main.##esm#257

julia> exmod.a                  # and to the created variable a
10-element Vector{Any}:
 0.9414436609049482
 0.08244595999142224
 0.6727398779368937
 0.18612089183158875
 
 0.9511971092470349
 0.7139960750204088
 0.31514816254491884
 0.94168140313657

julia> using Plots ....

Working remotely

If we start our pServer with the machine's IP address and a key, communication with remote clients gets SHA-256 encrypted:

julia> getipaddr()
ip"192.168.2.113"

julia> key = Erjulix.genpasswd(12)
"1XQeFem2NUNw"

julia> pServer(getipaddr(), 6000, key)
Task (runnable) @0x00000001110e7b90

We use the machine's IP address and that key to access the pServer from a Raspberry Pi in the local network:

iex(1)> :inet.gethostname()
{:ok, 'raspberrypi'}
iex(2)> key = "1XQeFem2NUNw"
"1XQeFem2NUNw"
iex(3)> {:ok, jl, _} = :ejx_udp.srv({{192,168,2,113}, 6000, key})
{:ok, {{192, 168, 2, 113}, 55052, "j8Gh3G6dPfJm28UpthL0dXew"}, "Main.##esm#258"}
iex(4)> :ejx_udp.call(jl, :factorial, [20])
{:ok, 2432902008176640000}
iex(5)> :timer.tc(:ejx_udp, :call, [jl, :factorial, [20]])
{86620, {:ok, 2432902008176640000}}

The pServer generated a new key for encrypted network access to the Julia EvalServer. The timing shows that network ping-pong took under 100 ms between the two machines (without encryption it takes around 70 ms).

iex(9)> :ejx_udp.client(jl, :exit)
{:ok, :done}

Rationale

This is a prototype for interoperability based on Erlang`s Term Format over UDP.

  • It is aimed at experimenting and learning before providing Julia Actors with functionality for sharing messages with Erlang/Elixir.
  • It allows applications in Web services, IoT or microservices.
  • A more general application, providing message-based interop also with other languages should be done with OSC.

Caveats

Thread-safety: Of course accessing the server module as demonstrated is not thread-safe and thus should not be done concurrently.

Security: If you share UDP-Server addresses and ports, a remote client can get access to the filesystem. If you provide a key to the pServer, data transmissions will use SHA-256 encryption.

ToDo

  • Implement JWT tokenized secure data transmission,
  • Implement an Elixir server to serve Julia with Elixir/Erlang functionality.

Dependencies

  • The Julia package currently depends on ErlangTerm.jl.
  • The Erlang/Elixir part depends on a fork of jwerl, compatible with Erlang/OTP 24. There is an issue to update the main repo.

Installation

When available in the Julia registry, you can install the package with

pkg> add Erjulix

If available in Hex, the package can be installed in Elixir by adding erjulix to your list of dependencies in mix.exs:

def deps do
  [
    {:erjulix, "~> 0.1.0"}
  ]
end

Documentation can be generated with ExDoc and published on HexDocs. Once published, the docs can be found at https://hexdocs.pm/erjulix.