WIP

lib/live_beats/application.ex

@@ -5,12 +5,59 @@ defmodule LiveBeats.Application do
 
   use Application
 
+  def speech_to_text(serving, path, chunk_time_sec \\ 5) do
+    {:ok, stat} = LiveBeats.MP3Stat.parse(path)
+    chunks = trunc(Float.ceil(stat.duration / chunk_time_sec))
+
+    {ffmpeg_args, _} =
+      Enum.reduce(1..(chunks - 1), {[], 0}, fn _chunk, {args, ss} ->
+        chunk_args = ~w(
+            -i #{path}
+            -ac 1
+            -ar 16000
+            -f f32le
+            -ss #{ss}
+            -t #{chunk_time_sec}
+            -hide_banner
+            -loglevel quiet
+            pipe:1
+            )
+
+        {[chunk_args | args], ss + chunk_time_sec}
+      end)
+
+    ffmpeg_args
+    |> Enum.reverse()
+    |> Task.async_stream(
+      fn args ->
+        {data, 0} = System.cmd("ffmpeg", args)
+        Nx.Serving.batched_run(serving, Nx.from_binary(data, :f32))
+      end,
+      timeout: 20_000
+    )
+    |> Enum.each(fn {:ok, %{results: [%{text: text} | _]}} ->
+      IO.puts(">> #{text}")
+    end)
+  end
+
   @impl true
   def start(_type, _args) do
     LiveBeats.MediaLibrary.attach()
     topologies = Application.get_env(:libcluster, :topologies) || []
 
+    {:ok, whisper} = Bumblebee.load_model({:hf, "openai/whisper-tiny"})
+    {:ok, featurizer} = Bumblebee.load_featurizer({:hf, "openai/whisper-tiny"})
+    {:ok, tokenizer} = Bumblebee.load_tokenizer({:hf, "openai/whisper-tiny"})
+
     children = [
+      {Nx.Serving,
+       serving:
+         Bumblebee.Audio.speech_to_text(whisper, featurizer, tokenizer,
+           max_new_tokens: 100,
+           defn_options: [batch_size: 10, compiler: EXLA]
+         ),
+       name: WhisperServing,
+       batch_timeout: 100},
       {Cluster.Supervisor, [topologies, [name: LiveBeats.ClusterSupervisor]]},
       {Task.Supervisor, name: LiveBeats.TaskSupervisor},
       # Start the Ecto repository

lib/live_beats_web/live/profile_live.ex

@@ -84,7 +84,6 @@ defmodule LiveBeatsWeb.ProfileLive do
       rows={@streams.songs}
       row_id={fn {id, _song} -> id end}
       row_click={fn {_id, song} -> JS.push("play_or_pause", value: %{id: song.id}) end}
-      row_remove={fn {id, _song} -> hide("##{id}") end}
       streamable
       sortable_drop="row_dropped"
     >

mix.exs

@@ -54,7 +54,10 @@ defmodule LiveBeats.MixProject do
       {:heroicons, "~> 0.2.2"},
       {:castore, "~> 0.1.13"},
       {:tailwind, "~> 0.1"},
-      {:libcluster, "~> 3.3.1"}
+      {:libcluster, "~> 3.3.1"},
+      {:bumblebee, github: "elixir-nx/bumblebee"},
+      {:exla, "~> 0.5.1"},
+      {:erlexec, "~> 2.0"}
     ]
   end
 

mix.lock

@@ -1,5 +1,8 @@
 %{
+  "axon": {:hex, :axon, "0.5.1", "1ae3a2193df45e51fca912158320b2ca87cb7fba4df242bd3ebe245504d0ea1a", [:mix], [{:kino, "~> 0.7", [hex: :kino, repo: "hexpm", optional: true]}, {:kino_vega_lite, "~> 0.1.7", [hex: :kino_vega_lite, repo: "hexpm", optional: true]}, {:nx, "~> 0.5.0", [hex: :nx, repo: "hexpm", optional: false]}, {:table_rex, "~> 3.1.1", [hex: :table_rex, repo: "hexpm", optional: true]}], "hexpm", "d36f2a11c34c6c2b458f54df5c71ffdb7ed91c6a9ccd908faba909c84cc6a38e"},
+  "bumblebee": {:git, "https://github.com/elixir-nx/bumblebee.git", "fd9a8b1d149cdcebd5170e103b49e9f6f64ee482", []},
   "castore": {:hex, :castore, "0.1.22", "4127549e411bedd012ca3a308dede574f43819fe9394254ca55ab4895abfa1a2", [:mix], [], "hexpm", "c17576df47eb5aa1ee40cc4134316a99f5cad3e215d5c77b8dd3cfef12a22cac"},
+  "complex": {:hex, :complex, "0.5.0", "af2d2331ff6170b61bb738695e481b27a66780e18763e066ee2cd863d0b1dd92", [:mix], [], "hexpm", "2683bd3c184466cfb94fad74cbfddfaa94b860e27ad4ca1bffe3bff169d91ef1"},
   "connection": {:hex, :connection, "1.1.0", "ff2a49c4b75b6fb3e674bfc5536451607270aac754ffd1bdfe175abe4a6d7a68", [:mix], [], "hexpm", "722c1eb0a418fbe91ba7bd59a47e28008a189d47e37e0e7bb85585a016b2869c"},
   "cowboy": {:hex, :cowboy, "2.9.0", "865dd8b6607e14cf03282e10e934023a1bd8be6f6bacf921a7e2a96d800cd452", [:make, :rebar3], [{:cowlib, "2.11.0", [hex: :cowlib, repo: "hexpm", optional: false]}, {:ranch, "1.8.0", [hex: :ranch, repo: "hexpm", optional: false]}], "hexpm", "2c729f934b4e1aa149aff882f57c6372c15399a20d54f65c8d67bef583021bde"},
   "cowboy_telemetry": {:hex, :cowboy_telemetry, "0.4.0", "f239f68b588efa7707abce16a84d0d2acf3a0f50571f8bb7f56a15865aae820c", [:rebar3], [{:cowboy, "~> 2.7", [hex: :cowboy, repo: "hexpm", optional: false]}, {:telemetry, "~> 1.0", [hex: :telemetry, repo: "hexpm", optional: false]}], "hexpm", "7d98bac1ee4565d31b62d59f8823dfd8356a169e7fcbb83831b8a5397404c9de"},
@@ -9,7 +12,10 @@
   "ecto": {:hex, :ecto, "3.9.1", "67173b1687afeb68ce805ee7420b4261649d5e2deed8fe5550df23bab0bc4396", [:mix], [{:decimal, "~> 1.6 or ~> 2.0", [hex: :decimal, repo: "hexpm", optional: false]}, {:jason, "~> 1.0", [hex: :jason, repo: "hexpm", optional: true]}, {:telemetry, "~> 0.4 or ~> 1.0", [hex: :telemetry, repo: "hexpm", optional: false]}], "hexpm", "c80bb3d736648df790f7f92f81b36c922d9dd3203ca65be4ff01d067f54eb304"},
   "ecto_network": {:hex, :ecto_network, "1.3.0", "1e77fa37c20e0f6a426d3862732f3317b0fa4c18f123d325f81752a491d7304e", [:mix], [{:ecto_sql, ">= 3.0.0", [hex: :ecto_sql, repo: "hexpm", optional: false]}, {:phoenix_html, ">= 0.0.0", [hex: :phoenix_html, repo: "hexpm", optional: true]}, {:postgrex, ">= 0.14.0", [hex: :postgrex, repo: "hexpm", optional: false]}], "hexpm", "053a5e46ef2837e8ea5ea97c82fa0f5494699209eddd764e663c85f11b2865bd"},
   "ecto_sql": {:hex, :ecto_sql, "3.9.0", "2bb21210a2a13317e098a420a8c1cc58b0c3421ab8e3acfa96417dab7817918c", [:mix], [{:db_connection, "~> 2.5 or ~> 2.4.1", [hex: :db_connection, repo: "hexpm", optional: false]}, {:ecto, "~> 3.9.0", [hex: :ecto, repo: "hexpm", optional: false]}, {:myxql, "~> 0.6.0", [hex: :myxql, repo: "hexpm", optional: true]}, {:postgrex, "~> 0.16.0 or ~> 1.0", [hex: :postgrex, repo: "hexpm", optional: true]}, {:tds, "~> 2.1.1 or ~> 2.2", [hex: :tds, repo: "hexpm", optional: true]}, {:telemetry, "~> 0.4.0 or ~> 1.0", [hex: :telemetry, repo: "hexpm", optional: false]}], "hexpm", "a8f3f720073b8b1ac4c978be25fa7960ed7fd44997420c304a4a2e200b596453"},
+  "elixir_make": {:hex, :elixir_make, "0.7.5", "784cc00f5fa24239067cc04d449437dcc5f59353c44eb08f188b2b146568738a", [:mix], [{:castore, "~> 0.1", [hex: :castore, repo: "hexpm", optional: true]}], "hexpm", "c3d63e8d5c92fa3880d89ecd41de59473fa2e83eeb68148155e25e8b95aa2887"},
+  "erlexec": {:hex, :erlexec, "2.0.2", "995e40477de94c37ec1264cc3e52eb6273938e80c9bcc4f94110a3f1c0d9aba3", [:rebar3], [], "hexpm", "cc829a7c6c23d399832da2e998ea5ebc552232a6fe3eb1edb400178ec8287dcb"},
   "esbuild": {:hex, :esbuild, "0.5.0", "d5bb08ff049d7880ee3609ed5c4b864bd2f46445ea40b16b4acead724fb4c4a3", [:mix], [{:castore, ">= 0.0.0", [hex: :castore, repo: "hexpm", optional: false]}], "hexpm", "f183a0b332d963c4cfaf585477695ea59eef9a6f2204fdd0efa00e099694ffe5"},
+  "exla": {:hex, :exla, "0.5.1", "8832aa299fe06ed9b772e004760b7c97e9d8dcbe40e9a4bfcbbe10b320b9c342", [:make, :mix], [{:elixir_make, "~> 0.6", [hex: :elixir_make, repo: "hexpm", optional: false]}, {:nx, "~> 0.5.1", [hex: :nx, repo: "hexpm", optional: false]}, {:telemetry, "~> 0.4.0 or ~> 1.0", [hex: :telemetry, repo: "hexpm", optional: false]}, {:xla, "~> 0.4.4", [hex: :xla, repo: "hexpm", optional: false]}], "hexpm", "48a990dbaf02bf5f288aa1360b5237c2f55db8bf52d4f63072f2b6a15d4e8375"},
   "file_system": {:hex, :file_system, "0.2.10", "fb082005a9cd1711c05b5248710f8826b02d7d1784e7c3451f9c1231d4fc162d", [:mix], [], "hexpm", "41195edbfb562a593726eda3b3e8b103a309b733ad25f3d642ba49696bf715dc"},
   "finch": {:hex, :finch, "0.13.0", "c881e5460ec563bf02d4f4584079e62201db676ed4c0ef3e59189331c4eddf7b", [:mix], [{:castore, "~> 0.1", [hex: :castore, repo: "hexpm", optional: false]}, {:mime, "~> 1.0 or ~> 2.0", [hex: :mime, repo: "hexpm", optional: false]}, {:mint, "~> 1.3", [hex: :mint, repo: "hexpm", optional: false]}, {:nimble_options, "~> 0.4.0", [hex: :nimble_options, repo: "hexpm", optional: false]}, {:nimble_pool, "~> 0.2.6", [hex: :nimble_pool, repo: "hexpm", optional: false]}, {:telemetry, "~> 0.4 or ~> 1.0", [hex: :telemetry, repo: "hexpm", optional: false]}], "hexpm", "49957dcde10dcdc042a123a507a9c5ec5a803f53646d451db2f7dea696fba6cc"},
   "floki": {:hex, :floki, "0.34.0", "002d0cc194b48794d74711731db004fafeb328fe676976f160685262d43706a8", [:mix], [], "hexpm", "9c3a9f43f40dde00332a589bd9d389b90c1f518aef500364d00636acc5ebc99c"},
@@ -22,6 +28,9 @@
   "mint": {:hex, :mint, "1.4.2", "50330223429a6e1260b2ca5415f69b0ab086141bc76dc2fbf34d7c389a6675b2", [:mix], [{:castore, "~> 0.1.0", [hex: :castore, repo: "hexpm", optional: true]}, {:hpax, "~> 0.1.1", [hex: :hpax, repo: "hexpm", optional: false]}], "hexpm", "ce75a5bbcc59b4d7d8d70f8b2fc284b1751ffb35c7b6a6302b5192f8ab4ddd80"},
   "nimble_options": {:hex, :nimble_options, "0.4.0", "c89babbab52221a24b8d1ff9e7d838be70f0d871be823165c94dd3418eea728f", [:mix], [], "hexpm", "e6701c1af326a11eea9634a3b1c62b475339ace9456c1a23ec3bc9a847bca02d"},
   "nimble_pool": {:hex, :nimble_pool, "0.2.6", "91f2f4c357da4c4a0a548286c84a3a28004f68f05609b4534526871a22053cde", [:mix], [], "hexpm", "1c715055095d3f2705c4e236c18b618420a35490da94149ff8b580a2144f653f"},
+  "nx": {:hex, :nx, "0.5.1", "118134b8c97c2a8f86c87aa8434994c1cbbe139a306b89cca04e08dd46228067", [:mix], [{:complex, "~> 0.5", [hex: :complex, repo: "hexpm", optional: false]}, {:telemetry, "~> 0.4.0 or ~> 1.0", [hex: :telemetry, repo: "hexpm", optional: false]}], "hexpm", "ceb8fbbe19b3c4252a7188d8b0e059fac9da0f4a4f3bb770fc665fdd0b29f0c5"},
+  "nx_image": {:hex, :nx_image, "0.1.0", "ae10fa41fa95126f934d6160ef4320f7db583535fb868415f2562fe19969d245", [:mix], [{:nx, "~> 0.4", [hex: :nx, repo: "hexpm", optional: false]}], "hexpm", "60a2928164cdca540b4c180ff25579b97a5f2a650fc890d40db3e1a7798c93ad"},
+  "nx_signal": {:hex, :nx_signal, "0.1.0", "403ac73140e2f368e827e0aca1a3035abaf6d890b00376742b359a6838e00d7f", [:mix], [{:nx, "~> 0.5", [hex: :nx, repo: "hexpm", optional: false]}], "hexpm", "1c68f2f0d186700819287f37ee6154a11e06bf5dbb30b73fcc92776293309a05"},
   "phoenix": {:hex, :phoenix, "1.7.1", "a029bde19d9c3b559e5c3d06c78b76e81396bedd456a6acedb42f9c7b2e535a9", [:mix], [{:castore, ">= 0.0.0", [hex: :castore, repo: "hexpm", optional: false]}, {:jason, "~> 1.0", [hex: :jason, repo: "hexpm", optional: true]}, {:phoenix_pubsub, "~> 2.1", [hex: :phoenix_pubsub, repo: "hexpm", optional: false]}, {:phoenix_template, "~> 1.0", [hex: :phoenix_template, repo: "hexpm", optional: false]}, {:phoenix_view, "~> 2.0", [hex: :phoenix_view, repo: "hexpm", optional: true]}, {:plug, "~> 1.14", [hex: :plug, repo: "hexpm", optional: false]}, {:plug_cowboy, "~> 2.6", [hex: :plug_cowboy, repo: "hexpm", optional: true]}, {:plug_crypto, "~> 1.2", [hex: :plug_crypto, repo: "hexpm", optional: false]}, {:telemetry, "~> 0.4 or ~> 1.0", [hex: :telemetry, repo: "hexpm", optional: false]}, {:websock_adapter, "~> 0.4", [hex: :websock_adapter, repo: "hexpm", optional: false]}], "hexpm", "ea9d4a85c3592e37efa07d0dc013254fda445885facaefddcbf646375c116457"},
   "phoenix_ecto": {:hex, :phoenix_ecto, "4.4.0", "0672ed4e4808b3fbed494dded89958e22fb882de47a97634c0b13e7b0b5f7720", [:mix], [{:ecto, "~> 3.3", [hex: :ecto, repo: "hexpm", optional: false]}, {:phoenix_html, "~> 2.14.2 or ~> 3.0", [hex: :phoenix_html, repo: "hexpm", optional: true]}, {:plug, "~> 1.9", [hex: :plug, repo: "hexpm", optional: false]}], "hexpm", "09864e558ed31ee00bd48fcc1d4fc58ae9678c9e81649075431e69dbabb43cc1"},
   "phoenix_html": {:hex, :phoenix_html, "3.3.1", "4788757e804a30baac6b3fc9695bf5562465dd3f1da8eb8460ad5b404d9a2178", [:mix], [{:plug, "~> 1.5", [hex: :plug, repo: "hexpm", optional: true]}], "hexpm", "bed1906edd4906a15fd7b412b85b05e521e1f67c9a85418c55999277e553d0d3"},
@@ -34,12 +43,18 @@
   "plug_cowboy": {:hex, :plug_cowboy, "2.6.0", "d1cf12ff96a1ca4f52207c5271a6c351a4733f413803488d75b70ccf44aebec2", [:mix], [{:cowboy, "~> 2.7", [hex: :cowboy, repo: "hexpm", optional: false]}, {:cowboy_telemetry, "~> 0.3", [hex: :cowboy_telemetry, repo: "hexpm", optional: false]}, {:plug, "~> 1.14", [hex: :plug, repo: "hexpm", optional: false]}], "hexpm", "073cf20b753ce6682ed72905cd62a2d4bd9bad1bf9f7feb02a1b8e525bd94fa6"},
   "plug_crypto": {:hex, :plug_crypto, "1.2.3", "8f77d13aeb32bfd9e654cb68f0af517b371fb34c56c9f2b58fe3df1235c1251a", [:mix], [], "hexpm", "b5672099c6ad5c202c45f5a403f21a3411247f164e4a8fab056e5cd8a290f4a2"},
   "postgrex": {:hex, :postgrex, "0.16.5", "fcc4035cc90e23933c5d69a9cd686e329469446ef7abba2cf70f08e2c4b69810", [:mix], [{:connection, "~> 1.1", [hex: :connection, repo: "hexpm", optional: false]}, {:db_connection, "~> 2.1", [hex: :db_connection, repo: "hexpm", optional: false]}, {:decimal, "~> 1.5 or ~> 2.0", [hex: :decimal, repo: "hexpm", optional: false]}, {:jason, "~> 1.0", [hex: :jason, repo: "hexpm", optional: true]}, {:table, "~> 0.1.0", [hex: :table, repo: "hexpm", optional: true]}], "hexpm", "edead639dc6e882618c01d8fc891214c481ab9a3788dfe38dd5e37fd1d5fb2e8"},
+  "progress_bar": {:hex, :progress_bar, "2.0.1", "7b40200112ae533d5adceb80ff75fbe66dc753bca5f6c55c073bfc122d71896d", [:mix], [{:decimal, "~> 2.0", [hex: :decimal, repo: "hexpm", optional: false]}], "hexpm", "2519eb58a2f149a3a094e729378256d8cb6d96a259ec94841bd69fdc71f18f87"},
   "ranch": {:hex, :ranch, "1.8.0", "8c7a100a139fd57f17327b6413e4167ac559fbc04ca7448e9be9057311597a1d", [:make, :rebar3], [], "hexpm", "49fbcfd3682fab1f5d109351b61257676da1a2fdbe295904176d5e521a2ddfe5"},
+  "rustler_precompiled": {:hex, :rustler_precompiled, "0.6.1", "160b545bce8bf9a3f1b436b2c10f53574036a0db628e40f393328cbbe593602f", [:mix], [{:castore, "~> 0.1 or ~> 1.0", [hex: :castore, repo: "hexpm", optional: false]}, {:rustler, "~> 0.23", [hex: :rustler, repo: "hexpm", optional: true]}], "hexpm", "0dd269fa261c4e3df290b12031c575fff07a542749f7b0e8b744d72d66c43600"},
   "swoosh": {:hex, :swoosh, "1.8.2", "af9a22ab2c0d20b266f61acca737fa11a121902de9466a39e91bacdce012101c", [:mix], [{:cowboy, "~> 1.1 or ~> 2.4", [hex: :cowboy, repo: "hexpm", optional: true]}, {:ex_aws, "~> 2.1", [hex: :ex_aws, repo: "hexpm", optional: true]}, {:finch, "~> 0.6", [hex: :finch, repo: "hexpm", optional: true]}, {:gen_smtp, "~> 0.13 or ~> 1.0", [hex: :gen_smtp, repo: "hexpm", optional: true]}, {:hackney, "~> 1.9", [hex: :hackney, repo: "hexpm", optional: true]}, {:jason, "~> 1.0", [hex: :jason, repo: "hexpm", optional: false]}, {:mail, "~> 0.2", [hex: :mail, repo: "hexpm", optional: true]}, {:mime, "~> 1.1 or ~> 2.0", [hex: :mime, repo: "hexpm", optional: false]}, {:plug_cowboy, ">= 1.0.0", [hex: :plug_cowboy, repo: "hexpm", optional: true]}, {:telemetry, "~> 0.4.2 or ~> 1.0", [hex: :telemetry, repo: "hexpm", optional: false]}], "hexpm", "d058ba750eafadb6c09a84a352c14c5d1eeeda6e84945fcc95785b7f3067b7db"},
   "tailwind": {:hex, :tailwind, "0.1.9", "25ba09d42f7bfabe170eb67683a76d6ec2061952dc9bd263a52a99ba3d24bd4d", [:mix], [{:castore, ">= 0.0.0", [hex: :castore, repo: "hexpm", optional: false]}], "hexpm", "9213f87709c458aaec313bb5f2df2b4d2cedc2b630e4ae821bf3c54c47a56d0b"},
   "telemetry": {:hex, :telemetry, "1.2.1", "68fdfe8d8f05a8428483a97d7aab2f268aaff24b49e0f599faa091f1d4e7f61c", [:rebar3], [], "hexpm", "dad9ce9d8effc621708f99eac538ef1cbe05d6a874dd741de2e689c47feafed5"},
   "telemetry_metrics": {:hex, :telemetry_metrics, "0.6.1", "315d9163a1d4660aedc3fee73f33f1d355dcc76c5c3ab3d59e76e3edf80eef1f", [:mix], [{:telemetry, "~> 0.4 or ~> 1.0", [hex: :telemetry, repo: "hexpm", optional: false]}], "hexpm", "7be9e0871c41732c233be71e4be11b96e56177bf15dde64a8ac9ce72ac9834c6"},
   "telemetry_poller": {:hex, :telemetry_poller, "1.0.0", "db91bb424e07f2bb6e73926fcafbfcbcb295f0193e0a00e825e589a0a47e8453", [:rebar3], [{:telemetry, "~> 1.0", [hex: :telemetry, repo: "hexpm", optional: false]}], "hexpm", "b3a24eafd66c3f42da30fc3ca7dda1e9d546c12250a2d60d7b81d264fbec4f6e"},
+  "tokenizers": {:hex, :tokenizers, "0.3.0", "1aebe61c68cf36e3ea4423a357b196e226c18a8b3206afe59d257f038833deb4", [:mix], [{:castore, "~> 0.1 or ~> 1.0", [hex: :castore, repo: "hexpm", optional: false]}, {:rustler, ">= 0.0.0", [hex: :rustler, repo: "hexpm", optional: true]}, {:rustler_precompiled, "~> 0.6", [hex: :rustler_precompiled, repo: "hexpm", optional: false]}], "hexpm", "6c6de26911fd875fc1aead92ee40efb3e4271f54a312cc52f073012f2a134201"},
+  "unpickler": {:hex, :unpickler, "0.1.0", "c2262c0819e6985b761e7107546cef96a485f401816be5304a65fdd200d5bd6a", [:mix], [], "hexpm", "e2b3f61e62406187ac52afead8a63bfb4e49394028993f3c4c42712743cab79e"},
+  "unzip": {:hex, :unzip, "0.8.0", "ee21d87c21b01567317387dab4228ac570ca15b41cfc221a067354cbf8e68c4d", [:mix], [], "hexpm", "ffa67a483efcedcb5876971a50947222e104d5f8fea2c4a0441e6f7967854827"},
   "websock": {:hex, :websock, "0.5.0", "f6bbce90226121d62a0715bca7c986c5e43de0ccc9475d79c55381d1796368cc", [:mix], [], "hexpm", "b51ac706df8a7a48a2c622ee02d09d68be8c40418698ffa909d73ae207eb5fb8"},
   "websock_adapter": {:hex, :websock_adapter, "0.4.5", "30038a3715067f51a9580562c05a3a8d501126030336ffc6edb53bf57d6d2d26", [:mix], [{:bandit, "~> 0.6", [hex: :bandit, repo: "hexpm", optional: true]}, {:plug, "~> 1.14", [hex: :plug, repo: "hexpm", optional: false]}, {:plug_cowboy, "~> 2.6", [hex: :plug_cowboy, repo: "hexpm", optional: true]}, {:websock, "~> 0.4", [hex: :websock, repo: "hexpm", optional: false]}], "hexpm", "1d9812dc7e703c205049426fd4fe0852a247a825f91b099e53dc96f68bafe4c8"},
+  "xla": {:hex, :xla, "0.4.4", "c3a8ed1f579bda949df505e49ff65415c8281d991fbd6ae1d8f3c5d0fd155f54", [:make, :mix], [{:elixir_make, "~> 0.4", [hex: :elixir_make, repo: "hexpm", optional: false]}], "hexpm", "484f3f9011db3c9f1ff1e98eecefd382f3882a07ada540fd58803db1d2dab671"},
 }