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module Transcribers
DOWNLOAD_SCRIPT_URL = "https://raw.githubusercontent.com/ggml-org/whisper.cpp/master/models/download-ggml-model.sh"
def self.resolve(name, cache_dir:)
case name
when "whisperx" then Whisperx.new
when "whisper-cpp-large" then WhisperCppLarge.new(cache_dir)
when "whisper-cpp-tdrz" then WhisperCppTdrz.new(cache_dir)
when "sous_chef" then SousChef.new
when "mlx" then Mlx.new
when "mlx-diarize" then MlxDiarize.new
when "parakeet" then Parakeet.new
else
abort "Unknown transcriber: #{name}. Use 'whisperx', 'whisper-cpp-large', 'whisper-cpp-tdrz', 'sous_chef', 'mlx', 'mlx-diarize', or 'parakeet'."
end
end
class Base
include Rake::DSL
def prereqs = []
def register
raise NotImplementedError, "#{self.class}#register not implemented"
end
def render(json_path, txt_path)
raise NotImplementedError, "#{self.class}#render not implemented"
end
end
class Whisperx < Base
def name = "whisperx"
def register; end
def call(audio_path, transcript_path)
hf_token = ENV.fetch("HUGGING_FACE_TOKEN") { abort "Set HUGGING_FACE_TOKEN for diarization." }
sh "uvx", "whisperx", audio_path,
"--model", "large-v3",
"--compute_type", "int8",
"--device", "cpu",
"--diarize", "--hf_token", hf_token,
"--output_dir", File.dirname(transcript_path),
"--output_format", "json"
end
end
class WhisperCpp < Base
# Milliseconds of silence between segments that triggers a paragraph break.
PARAGRAPH_GAP_MS = 500
def initialize(cache_dir)
@models_dir = cache_dir / "models"
@download_script = cache_dir / "download-ggml-model.sh"
@cache_dir = cache_dir
end
def render(json_path, txt_path)
data = JSON.parse(File.read(json_path))
segments = data["transcription"]
paragraphs = []
current = []
segments.each_with_index do |seg, i|
if i > 0
gap = seg["offsets"]["from"] - segments[i - 1]["offsets"]["to"]
if gap >= PARAGRAPH_GAP_MS
paragraphs << flush_paragraph(current)
current = []
end
end
current << seg
end
paragraphs << flush_paragraph(current) unless current.empty?
File.write(txt_path, paragraphs.join("\n\n"))
end
private
def model_path(name)
@models_dir / "ggml-#{name}.bin"
end
def flush_paragraph(segments)
timestamp = segments.first["timestamps"]["from"].sub(/^00:/, "")
text = segments.map { |s| s["text"].strip }.join(" ")
"[#{timestamp}] #{text}"
end
def register_model(name)
models_dir = @models_dir
script = @download_script
directory models_dir.to_s
file script.to_s => @cache_dir.to_s do
puts "Downloading whisper model script..."
CookingIssues::Download.fetch(DOWNLOAD_SCRIPT_URL, script.to_s)
script.chmod(0o755)
end
file model_path(name).to_s => [script.to_s, models_dir.to_s] do
sh script.to_s, name, models_dir.to_s
end
end
end
class WhisperCppLarge < WhisperCpp
MODEL = "large-v3-turbo"
def name = "whisper-cpp-large"
def prereqs = [model_path(MODEL).to_s]
def register
register_model(MODEL)
end
def call(audio_path, transcript_path)
sh "whisper-cli",
"--model", model_path(MODEL).to_s,
"--output-json",
"--output-file", transcript_path.delete_suffix(".json"),
audio_path
end
end
class WhisperCppTdrz < WhisperCpp
MODEL = "small.en-tdrz"
def name = "whisper-cpp-tdrz"
def prereqs = [model_path(MODEL).to_s]
def register
register_model(MODEL)
end
def call(audio_path, transcript_path)
sh "whisper-cli",
"--model", model_path(MODEL).to_s,
"-tdrz",
"--output-json",
"--output-file", transcript_path.delete_suffix(".json"),
audio_path
end
end
class SousChef < Base
BINARY = Pathname("sous_chef/.build/release/sous_chef")
# Sous_chef produces word-level segments, so gaps between words are
# much shorter than sentence-level transcribers. A higher threshold
# avoids splitting mid-sentence.
PARAGRAPH_GAP_S = 3
def name = "sous_chef"
def prereqs = [BINARY.to_s]
def register
sources = FileList["sous_chef/**/*.swift"].exclude(%r{/\.build/})
file BINARY.to_s => sources do
sh "cd sous_chef && swift build -c release"
end
end
def call(audio_path, transcript_path)
sh BINARY.to_s, audio_path, transcript_path
end
def render(json_path, txt_path)
segments = JSON.parse(File.read(json_path))
paragraphs = []
current = []
segments.each_with_index do |seg, i|
if i > 0 && seg["start"] && segments[i - 1]["end"]
gap = seg["start"] - segments[i - 1]["end"]
if gap >= PARAGRAPH_GAP_S
paragraphs << flush_paragraph(current)
current = []
end
end
current << seg
end
paragraphs << flush_paragraph(current) unless current.empty?
File.write(txt_path, paragraphs.join("\n\n"))
end
private
def flush_paragraph(segments)
timestamp = format_time(segments.first["start"])
text = segments.map { |s| s["text"].strip }.join(" ")
"[#{timestamp}] #{text}"
end
def format_time(seconds)
return "?:??" unless seconds
total = seconds.to_i
h = total / 3600
m = (total % 3600) / 60
s = total % 60
h > 0 ? format("%d:%02d:%02d", h, m, s) : format("%d:%02d", m, s)
end
end
class Mlx < Base
SCRIPT = Pathname("bin/mlx-transcribe")
PARAGRAPH_GAP_S = 0.5
def name = "mlx"
def register; end
def call(audio_path, transcript_path)
sh SCRIPT.to_s, audio_path, transcript_path
end
def render(json_path, txt_path)
data = JSON.parse(File.read(json_path))
segments = data["segments"]
paragraphs = []
current = []
segments.each_with_index do |seg, i|
if i > 0
gap = seg["start"] - segments[i - 1]["end"]
if gap >= PARAGRAPH_GAP_S
paragraphs << flush_paragraph(current)
current = []
end
end
current << seg
end
paragraphs << flush_paragraph(current) unless current.empty?
File.write(txt_path, paragraphs.join("\n\n"))
end
private
def flush_paragraph(segments)
timestamp = format_time(segments.first["start"])
text = segments.map { |s| s["text"].strip }.join(" ")
"[#{timestamp}] #{text}"
end
def format_time(seconds)
total = seconds.to_i
h = total / 3600
m = (total % 3600) / 60
s = total % 60
h > 0 ? format("%d:%02d:%02d", h, m, s) : format("%d:%02d", m, s)
end
end
class MlxDiarize < Mlx
def name = "mlx-diarize"
def call(audio_path, transcript_path)
hf_token = ENV.fetch("HUGGING_FACE_TOKEN") { abort "Set HUGGING_FACE_TOKEN for diarization." }
sh SCRIPT.to_s, audio_path, transcript_path, "--diarize", "--hf-token", hf_token
end
private
def flush_paragraph(segments)
timestamp = format_time(segments.first["start"])
speaker = segments.first["speaker"]
text = segments.map { |s| s["text"].strip }.join(" ")
speaker ? "[#{timestamp} | #{speaker}] #{text}" : "[#{timestamp}] #{text}"
end
end
class Parakeet < Base
SCRIPT = Pathname("bin/parakeet-transcribe")
# Chunking overlap produces negative gaps between sentences, so
# gap-based splitting doesn't work. Group by sentence count instead.
SENTENCES_PER_PARAGRAPH = 5
def name = "parakeet"
def register; end
def call(audio_path, transcript_path)
sh SCRIPT.to_s, audio_path, transcript_path
end
def render(json_path, txt_path)
data = JSON.parse(File.read(json_path))
paragraphs = data["sentences"].each_slice(SENTENCES_PER_PARAGRAPH).map do |group|
flush_paragraph(group)
end
File.write(txt_path, paragraphs.join("\n\n"))
end
private
def flush_paragraph(sentences)
timestamp = format_time(sentences.first["start"])
text = sentences.map { |s| s["text"].strip }.join(" ")
"[#{timestamp}] #{text}"
end
def format_time(seconds)
total = seconds.to_i
h = total / 3600
m = (total % 3600) / 60
s = total % 60
h > 0 ? format("%d:%02d:%02d", h, m, s) : format("%d:%02d", m, s)
end
end
end