Finish markov chain generation impl

* Markov chains will train and generate chains correctly now
* Implement Markov.save_chains/0
* Add a couple more utils that help accomplish the above

Signed-off-by: Alek Ratzloff <alekratz@gmail.com>
This commit is contained in:
2020-07-15 16:25:25 -07:00
parent c43c075588
commit 4c93b42fdc
5 changed files with 150 additions and 21 deletions

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@@ -1,5 +1,5 @@
defmodule Omnibot.Contrib.Markov.Chain do defmodule Omnibot.Contrib.Markov.Chain do
alias Omnibot.Contrib.Markov.Chain alias Omnibot.{Contrib.Markov.Chain, Util}
@enforce_keys [:order] @enforce_keys [:order]
defstruct order: 2, chain: [] defstruct order: 2, chain: []
@@ -14,17 +14,18 @@ defmodule Omnibot.Contrib.Markov.Chain do
Enum.filter(words, &(String.length(&1) > 0)) Enum.filter(words, &(String.length(&1) > 0))
|> Enum.chunk_every(order + 1, 1) # this gives us a "sliding window" effect |> Enum.chunk_every(order + 1, 1) # this gives us a "sliding window" effect
|> Enum.reduce(chain, &case Enum.split(&1, order) do |> Enum.reduce(chain, &case Enum.split(&1, order) do
{words, []} -> if length(words) == order, {words, []} when length(words) == order -> add_weight(&2, words, nil)
# Null case for the chain; this is an "end" state {words, []} -> add_weight(&2, Util.pad_trailing(words, nil, order), nil)
do: add_weight(&2, words, nil),
else: &2 # TODO ? train [a, nil] -> b ?
{words, [next]} -> add_weight(&2, words, next) {words, [next]} -> add_weight(&2, words, next)
end) end)
end end
def add_weight(%Chain {chain: chain, order: order}, key, word, increment \\ 1) do def add_weight(%Chain {chain: chain, order: order}, key, word, increment \\ 1) do
if length(key) != order, do: raise(ArgumentError, message: "invalid key (length #{length(key)} vs. order #{order})") if length(key) != order do
chain = case Enum.find_index(chain, fn {listkey, _} -> listkey == key end) do raise(ArgumentError, message: "invalid key (length #{length(key)} vs. order #{order})")
end
chain = case find_index(chain, key) do
# Insert weight # Insert weight
nil -> [{key, %{word => increment}} | chain] nil -> [{key, %{word => increment}} | chain]
# Update weight # Update weight
@@ -36,4 +37,38 @@ defmodule Omnibot.Contrib.Markov.Chain do
end end
%Chain{chain: chain, order: order} %Chain{chain: chain, order: order}
end end
def get(chain, key) when is_list(chain) do
item = Enum.find(chain, fn {listkey, _} -> listkey == key end)
case item do
nil -> nil
{_, weights} -> weights
end
end
def get(chain, key), do: get(chain.chain, key)
def find_index(chain, key) when is_list(chain) do
Enum.find_index(chain, fn {listkey, _} -> listkey == key end)
end
def find_index(chain = %Chain{}, key), do: find_index(chain.chain, key)
def generate(chain) do
{seed, _} = Stream.filter(chain.chain, fn {key, _} -> length(key) == chain.order end)
|> Enum.random()
generate(chain, seed)
end
def generate(chain, key) do
do_generate(chain, key) |> Enum.join(" ")
end
defp do_generate(_chain, [nil | _]), do: []
defp do_generate(chain, key) do
weights = get(chain, key) || []
[next | key] = key ++ [Util.weighted_random(weights)]
[next | do_generate(chain, key)]
end
end end

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@@ -1,28 +1,44 @@
defmodule Omnibot.Contrib.Markov do defmodule Omnibot.Contrib.Markov do
use Omnibot.Plugin use Omnibot.Plugin
alias Omnibot.Contrib.Markov.Chain alias Omnibot.{Contrib.Markov.Chain, Util}
require Logger require Logger
@default_config path: "markov", order: 2, save_every: 5 * 60 @default_config path: "markov.ets", order: 2, save_every: 5 * 60
command "!markov", ["force"] do
# Choose a random value from the sender
Irc.send_to(irc, channel, "TODO")
end
command "!markov", ["all"] do
Irc.send_to(irc, channel, "TODO")
end
command "!markov", ["status"] do
Irc.send_to(irc, channel, "TODO")
end
@impl true @impl true
def children(cfg) do def children(cfg) do
[{Task, fn -> [
{Task, fn ->
Stream.timer(cfg[:save_every] * 1000) Stream.timer(cfg[:save_every] * 1000)
|> Stream.cycle() |> Stream.cycle()
|> Stream.each(fn _ -> save_chains() end) |> Stream.each(fn _ -> save_chains() end)
|> Stream.run() |> Stream.run()
end}] end}
]
end end
@impl true @impl true
def on_init(_cfg) do def on_init(_cfg) do
# Create the markov database # Create the markov database
path = String.to_atom(cfg()[:path]) path = String.to_atom(cfg()[:path])
{:ok, db} = :dets.open_file(path, [:named_table]) {:ok, db} = :dets.open_file(path, [])
chains = :ets.new(:markov_chains, [:public]) chains = :ets.new(:markov_chains, [:named_table, :public])
:dets.to_ets(db, chains) :dets.to_ets(db, chains)
:dets.close(db) :ok = :dets.close(db)
chains
end end
@impl true @impl true
@@ -48,7 +64,7 @@ defmodule Omnibot.Contrib.Markov do
db = state() db = state()
case user_chain(channel, user) do case user_chain(channel, user) do
nil -> :ets.insert_new(db, {{channel, user}, chain}) nil -> :ets.insert_new(db, {{channel, user}, chain})
chain -> :ets.insert(db, {{channel, user}, chain}) _old_chain -> :ets.insert(db, {{channel, user}, chain})
end end
end end
@@ -58,7 +74,14 @@ defmodule Omnibot.Contrib.Markov do
end end
def save_chains() do def save_chains() do
# TODO start = Util.now_unix()
Logger.info("Saved markov chains") Logger.debug("Saving markov chains")
{:ok, db} = :dets.open_file(cfg()[:path], [])
:ets.to_dets(state(), db)
:ok = :dets.close(db)
stop = Util.now_unix()
Logger.info("Saved markov chains in #{stop - start} seconds")
end end
end end

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@@ -14,4 +14,27 @@ defmodule Omnibot.Util do
def denotify_nick(nick) do def denotify_nick(nick) do
String.graphemes(nick) |> Enum.join("\u200b") String.graphemes(nick) |> Enum.join("\u200b")
end end
def weighted_random(items) when is_map(items) do
Enum.to_list(items) |> weighted_random()
end
def weighted_random([]), do: nil
def weighted_random(items) do
value = items
|> Enum.reduce(0, fn {_, weight}, total -> total + weight end)
|> :rand.uniform()
select_item(items, value)
end
defp select_item([{item, _}], _), do: item
defp select_item([{item, weight} | _], index) when weight >= index, do: item
defp select_item([{_, weight} | tail], index), do: select_item(tail, index - weight)
def pad_trailing(list, _what, len) when length(list) >= len, do: list
def pad_trailing(list, what, len), do: pad_trailing(list ++ [what], what, len)
end end

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@@ -9,6 +9,32 @@ defmodule MarkovChainTest do
{["bar", "baz"], %{nil => 1}}, {["bar", "baz"], %{nil => 1}},
{["foo", "bar"], %{"baz" => 1}}, {["foo", "bar"], %{"baz" => 1}},
] ]
chain = chain |> Chain.train(~w(foo bar baz))
assert chain.chain == [
{["bar", "baz"], %{nil => 2}},
{["foo", "bar"], %{"baz" => 2}},
]
chain = chain |> Chain.train(~w(baz bar foo))
assert chain.chain == [
{["bar", "foo"], %{nil => 1}},
{["baz", "bar"], %{"foo" => 1}},
{["bar", "baz"], %{nil => 2}},
{["foo", "bar"], %{"baz" => 2}},
]
chain = chain |> Chain.train(~w(a b c))
assert chain.chain == [
{["b", "c"], %{nil => 1}},
{["a", "b"], %{"c" => 1}},
{["bar", "foo"], %{nil => 1}},
{["baz", "bar"], %{"foo" => 1}},
{["bar", "baz"], %{nil => 2}},
{["foo", "bar"], %{"baz" => 2}},
]
end end
test "chain add_weight works correctly" do test "chain add_weight works correctly" do
@@ -28,5 +54,17 @@ defmodule MarkovChainTest do
assert chain.chain == [ assert chain.chain == [
{["foo", "bar"], %{"baz" => 3, "qux" => 1}} {["foo", "bar"], %{"baz" => 3, "qux" => 1}}
] ]
chain = chain |> Chain.add_weight(["bar", "baz"], "qux")
assert chain.chain == [
{["bar", "baz"], %{"qux" => 1}},
{["foo", "bar"], %{"baz" => 3, "qux" => 1}},
]
chain = chain |> Chain.add_weight(["bar", "baz"], nil)
assert chain.chain == [
{["bar", "baz"], %{"qux" => 1, nil => 1}},
{["foo", "bar"], %{"baz" => 3, "qux" => 1}},
]
end end
end end

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@@ -12,4 +12,14 @@ defmodule Omnibot.UtilTest do
assert Util.string_or_nil("") == nil assert Util.string_or_nil("") == nil
assert Util.string_or_nil("asdf") == "asdf" assert Util.string_or_nil("asdf") == "asdf"
end end
test "pad_trailing" do
assert Util.pad_trailing([1, 2, 3, 4], nil, 7) == [1, 2, 3, 4, nil, nil, nil]
assert Util.pad_trailing([1, 2, 3, 4], nil, 6) == [1, 2, 3, 4, nil, nil]
assert Util.pad_trailing([1, 2, 3, 4], nil, 5) == [1, 2, 3, 4, nil]
assert Util.pad_trailing([1, 2, 3, 4], nil, 4) == [1, 2, 3, 4]
assert Util.pad_trailing([1, 2, 3, 4], nil, 3) == [1, 2, 3, 4]
assert Util.pad_trailing([1, 2, 3, 4], nil, 2) == [1, 2, 3, 4]
assert Util.pad_trailing([1, 2, 3, 4], nil, 1) == [1, 2, 3, 4]
end
end end