Files
omnibot/lib/contrib/markov/chain.ex
Alek Ratzloff 9c69ca7b72 Markov chains appear to be training correctly
* Markov chains record words correctly from a single line to the end of
  their line with a couple of exceptions.
* Start working on using ETS for storing markov chains, and saving it as
  a DETS periodically

Signed-off-by: Alek Ratzloff <alekratz@gmail.com>
2020-07-08 17:25:26 -07:00

40 lines
1.3 KiB
Elixir

defmodule Omnibot.Contrib.Markov.Chain do
alias Omnibot.Contrib.Markov.Chain
@enforce_keys [:order]
defstruct order: 2, chain: []
def train(chain, line) when is_binary(line) do
train(chain, line |> String.split(~r/\s+/))
end
def train(chain, words) when is_list(words) do
order = chain.order
Enum.filter(words, &(String.length(&1) > 0))
|> Enum.chunk_every(order + 1, 1) # this gives us a "sliding window" effect
|> Enum.reduce(chain, &case Enum.split(&1, order) do
{words, []} -> if length(words) == order,
# Null case for the chain; this is an "end" state
do: add_weight(&2, words, nil),
else: &2 # TODO ? train [a, nil] -> b ?
{words, [next]} -> add_weight(&2, words, next)
end)
end
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})")
chain = case Enum.find_index(chain, fn {listkey, _} -> listkey == key end) do
# Insert weight
nil -> [{key, %{word => increment}} | chain]
# Update weight
index -> List.update_at(
chain,
index,
fn {key, mapping} -> {key, Map.update(mapping, word, increment, &(&1 + increment))} end
)
end
%Chain{chain: chain, order: order}
end
end