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path: root/src/subtitle_extractor_aishit.rs
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use std::collections::BTreeMap;

use anyhow::Result;

use ffmpeg::Rational;
use log::{debug, error, info, warn};
use relm4::{ComponentSender, SharedState, Worker};

pub type StreamIndex = usize;

#[derive(Debug, Clone)]
pub struct SubtitleCue {
    pub start: gst::ClockTime,
    pub end: gst::ClockTime,
    pub text: String,
}

#[derive(Debug, Clone)]
pub struct SubtitleTrack {
    pub language: Option<isolang::Language>,
    pub title: Option<String>,
    pub cues: Vec<SubtitleCue>,
    pub is_generated: bool, // true if generated from audio
}

pub static TRACKS: SharedState<BTreeMap<StreamIndex, SubtitleTrack>> = SharedState::new();

pub struct SubtitleExtractor {}

#[derive(Debug)]
pub enum SubtitleExtractorMsg {
    ExtractFromUrl(String),
}

#[derive(Debug)]
pub enum SubtitleExtractorOutput {
    NewOrUpdatedTrackMetadata(StreamIndex),
    NewCue(StreamIndex, SubtitleCue),
    ExtractionComplete,
}

impl Worker for SubtitleExtractor {
    type Init = ();
    type Input = SubtitleExtractorMsg;
    type Output = SubtitleExtractorOutput;

    fn init(_init: Self::Init, _sender: ComponentSender<Self>) -> Self {
        Self {}
    }

    fn update(&mut self, msg: SubtitleExtractorMsg, sender: ComponentSender<Self>) {
        match msg {
            SubtitleExtractorMsg::ExtractFromUrl(url) => {
                self.handle_extract_from_url(url, sender);
            }
        }
    }
}

impl SubtitleExtractor {
    fn handle_extract_from_url(&mut self, url: String, sender: ComponentSender<Self>) {
        // Clear existing tracks
        TRACKS.write().clear();

        // Try to extract subtitles using ffmpeg
        match self.extract_subtitles_ffmpeg(&url, &sender) {
            Ok(_) => {
                info!("Subtitle extraction completed successfully");
                sender
                    .output(SubtitleExtractorOutput::ExtractionComplete)
                    .unwrap();
            }
            Err(e) => {
                error!("FFmpeg extraction failed: {}", e);
            }
        }
    }

    fn extract_subtitles_ffmpeg(&self, url: &str, sender: &ComponentSender<Self>) -> Result<()> {
        info!("Starting subtitle extraction from: {}", url);
        let mut input = ffmpeg::format::input(&url)?;

        // Log input format info
        info!(
            "Input format: {} ({} streams)",
            input.format().name(),
            input.streams().count()
        );

        // Check if whisper filter is available
        if let Some(whisper_filter) = ffmpeg::filter::find("whisper") {
            info!("Whisper filter found: {}", whisper_filter.name());
        } else {
            warn!("Whisper filter not found - audio transcription will be skipped");
        }

        let mut subtitle_decoders = BTreeMap::new();
        let mut audio_decoder: Option<ffmpeg::decoder::Audio> = None;
        let mut _whisper_filter_graph: Option<ffmpeg::filter::Graph> = None;
        let mut whisper_source: Option<ffmpeg::filter::Context> = None;
        let mut whisper_sink: Option<ffmpeg::filter::Context> = None;
        let mut best_audio_stream_index: Option<usize> = None;

        // Find best audio stream for whisper processing
        if let Some(audio_stream) = input.streams().best(ffmpeg::media::Type::Audio) {
            best_audio_stream_index = Some(audio_stream.index());

            // Get audio parameters safely
            let codec_id = audio_stream.parameters().id();
            let channels = if let Ok(context) =
                ffmpeg::codec::context::Context::from_parameters(audio_stream.parameters())
            {
                if let Ok(audio) = context.decoder().audio() {
                    audio.channels()
                } else {
                    0
                }
            } else {
                0
            };
            let sample_rate = if let Ok(context) =
                ffmpeg::codec::context::Context::from_parameters(audio_stream.parameters())
            {
                if let Ok(audio) = context.decoder().audio() {
                    audio.rate()
                } else {
                    0
                }
            } else {
                0
            };

            info!(
                "Found best audio stream: index {} (codec: {:?}, channels: {}, sample_rate: {})",
                audio_stream.index(),
                codec_id,
                channels,
                sample_rate
            );
        } else {
            info!("No audio stream found for whisper processing");
        }

        // Set up whisper filter graph if we found an audio stream
        if let Some(audio_index) = best_audio_stream_index {
            info!("Setting up whisper filter for audio stream {}", audio_index);

            let audio_stream = input.stream(audio_index).unwrap();
            if let Ok(context) =
                ffmpeg::codec::context::Context::from_parameters(audio_stream.parameters())
            {
                if let Ok(decoder) = context.decoder().audio() {
                    // Get decoder properties before moving it
                    let decoder_rate = decoder.rate();
                    let decoder_format = decoder.format();
                    let decoder_channel_layout = decoder.channel_layout().bits();

                    audio_decoder = Some(decoder);

                    // Set up whisper filter graph
                    debug!("Creating whisper filter graph...");
                    debug!(
                        "Audio stream time_base: {}, decoder rate: {}, format: {:?}, channel_layout: 0x{:x}",
                        audio_stream.time_base(),
                        decoder_rate,
                        decoder_format,
                        decoder_channel_layout
                    );
                    match self.setup_whisper_filter(&audio_stream) {
                        Ok((graph, source, sink)) => {
                            info!("Whisper filter graph created successfully");
                            _whisper_filter_graph = Some(graph);
                            whisper_source = Some(source);
                            whisper_sink = Some(sink);
                            debug!("Whisper source and sink contexts stored");

                            // Create a generated subtitle track
                            let track = SubtitleTrack {
                                language: Some(isolang::Language::from_639_1("en").unwrap_or_else(
                                    || isolang::Language::from_639_3("eng").unwrap(),
                                )),
                                title: Some("Generated from Audio (Whisper)".to_string()),
                                cues: Vec::new(),
                                is_generated: true,
                            };

                            let whisper_stream_index = 1000; // Use high index for generated tracks
                            TRACKS.write().insert(whisper_stream_index, track);

                            sender
                                .output(SubtitleExtractorOutput::NewOrUpdatedTrackMetadata(
                                    whisper_stream_index,
                                ))
                                .unwrap();
                        }
                        Err(e) => {
                            error!("Failed to setup whisper filter: {}", e);
                            debug!("Whisper filter error details: {:?}", e);
                            warn!(
                                "Audio transcription will be skipped due to filter setup failure"
                            );
                        }
                    }
                }
            }
        }

        // Create decoder for each subtitle stream
        for (stream_index, stream) in input.streams().enumerate() {
            if stream.parameters().medium() == ffmpeg::media::Type::Subtitle {
                let language_code = stream.metadata().get("language").map(|s| s.to_string());
                let title = stream.metadata().get("title").map(|s| s.to_string());

                let track = SubtitleTrack {
                    language: language_code.and_then(|code| isolang::Language::from_639_2b(&code)),
                    title,
                    cues: Vec::new(),
                    is_generated: false,
                };

                TRACKS.write().insert(stream_index, track);

                sender
                    .output(SubtitleExtractorOutput::NewOrUpdatedTrackMetadata(
                        stream_index,
                    ))
                    .unwrap();

                let context =
                    ffmpeg::codec::context::Context::from_parameters(stream.parameters())?;
                if let Ok(decoder) = context.decoder().subtitle() {
                    subtitle_decoders.insert(stream_index, decoder);
                    debug!("Created decoder for subtitle stream {}", stream_index);
                } else {
                    error!(
                        "Failed to create decoder for subtitle stream {}",
                        stream_index
                    );
                }
            } else {
                debug!(
                    "Failed to create context for subtitle stream {}",
                    stream_index
                );
            }
        }

        // Process packets
        for (stream, packet) in input.packets() {
            let stream_index = stream.index();

            // Process subtitle packets
            if let Some(decoder) = subtitle_decoders.get_mut(&stream_index) {
                let mut subtitle = ffmpeg::Subtitle::new();
                if decoder.decode(&packet, &mut subtitle).is_ok() {
                    if let Some(cue) = Self::subtitle_to_cue(&subtitle, &packet, stream.time_base())
                    {
                        if let Some(track) = TRACKS.write().get_mut(&stream_index) {
                            track.cues.push(cue.clone());
                        }

                        sender
                            .output(SubtitleExtractorOutput::NewCue(stream_index, cue))
                            .unwrap();
                    }
                }
            }

            // Process audio packets for whisper
            if Some(stream_index) == best_audio_stream_index {
                debug!(
                    "Processing audio packet for whisper (stream: {}, pts: {:?}, duration: {:?})",
                    stream_index,
                    packet.pts(),
                    packet.duration()
                );
                debug!(
                    "Audio decoder available: {}, Whisper source available: {}",
                    audio_decoder.is_some(),
                    whisper_source.is_some()
                );
                if let (Some(decoder), Some(source)) = (&mut audio_decoder, &mut whisper_source) {
                    debug!("Both audio decoder and whisper source are available, processing...");
                    // Send packet to audio decoder
                    if let Err(e) = decoder.send_packet(&packet) {
                        debug!("Failed to send packet to audio decoder: {}", e);
                    }

                    // Get decoded frames and send to whisper filter
                    let mut frame = unsafe { ffmpeg::Frame::empty() };
                    let mut frame_count = 0;
                    while decoder.receive_frame(&mut frame).is_ok() {
                        frame_count += 1;
                        debug!(
                            "Decoded audio frame {} (pts: {:?})",
                            frame_count,
                            frame.pts()
                        );

                        // Add frame to whisper filter
                        if let Err(e) = source.source().add(&frame) {
                            error!("Failed to add frame to whisper filter: {}", e);
                        } else {
                            debug!("Successfully added frame to whisper filter");
                        }

                        // Check for whisper output after adding each frame
                        if let Some(sink) = &mut whisper_sink {
                            self.check_whisper_output(sink, sender)?;
                        }
                    }
                    if frame_count > 0 {
                        debug!("Processed {} audio frames for whisper", frame_count);
                    }
                } else {
                    debug!("Skipping audio packet - decoder or whisper source not available");
                }
            }
        }

        // Flush audio decoder and whisper filter
        if let (Some(decoder), Some(source), Some(sink)) =
            (&mut audio_decoder, &mut whisper_source, &mut whisper_sink)
        {
            info!("Flushing audio decoder and whisper filter...");
            // Flush decoder
            if let Err(e) = decoder.send_eof() {
                debug!("Failed to send EOF to decoder: {}", e);
            }
            let mut frame = unsafe { ffmpeg::Frame::empty() };
            let mut final_frame_count = 0;
            while decoder.receive_frame(&mut frame).is_ok() {
                final_frame_count += 1;
                source.source().add(&frame).ok();
            }
            debug!("Flushed {} final frames from decoder", final_frame_count);

            // Flush filter and get results
            debug!("Flushing whisper filter...");
            if let Err(e) = source.source().flush() {
                error!("Failed to flush whisper filter: {}", e);
            }

            info!("Processing final whisper filter output...");
            self.check_whisper_output(sink, sender)?;
        }

        Ok(())
    }

    fn setup_whisper_filter(
        &self,
        audio_stream: &ffmpeg::Stream,
    ) -> Result<(
        ffmpeg::filter::Graph,
        ffmpeg::filter::Context,
        ffmpeg::filter::Context,
    )> {
        debug!("Setting up whisper filter graph...");
        let mut filter_graph = ffmpeg::filter::Graph::new();
        debug!("Filter graph created successfully");

        // Get audio parameters
        debug!("Getting audio parameters...");
        let time_base = audio_stream.time_base();
        let audio_params = audio_stream.parameters();
        debug!("Creating context from parameters...");
        let context = ffmpeg::codec::context::Context::from_parameters(audio_params)?;
        debug!("Getting audio decoder from context...");
        let audio_decoder = context.decoder().audio()?;
        debug!("Audio decoder created successfully");

        // Create buffer source
        let buffer_args = format!(
            "time_base={}:sample_rate={}:sample_fmt={}:channel_layout=0x{:x}",
            time_base,
            audio_decoder.rate(),
            audio_decoder.format().name(),
            audio_decoder.channel_layout().bits()
        );
        debug!("Buffer args: {}", buffer_args);

        debug!("Looking for abuffer filter...");
        let abuffer_filter = ffmpeg::filter::find("abuffer")
            .ok_or_else(|| anyhow::anyhow!("abuffer filter not found"))?;
        debug!("abuffer filter found: {}", abuffer_filter.name());

        debug!("Adding abuffer filter...");
        match filter_graph.add(&abuffer_filter, "src", &buffer_args) {
            Ok(_) => debug!("abuffer filter added successfully"),
            Err(e) => {
                error!("Failed to add abuffer filter: {}", e);
                return Err(anyhow::anyhow!("Failed to add abuffer filter: {}", e));
            }
        }

        // Create whisper filter with parameters
        // Try absolute path and different parameter formats
        let model_path = std::path::Path::new("./whisper-models/ggml-large-v3.bin");
        let absolute_path = if model_path.exists() {
            model_path
                .canonicalize()
                .map(|p| p.to_string_lossy().to_string())
                .unwrap_or_else(|_| "./whisper-models/ggml-large-v3.bin".to_string())
        } else {
            warn!("Whisper model file not found at: {:?}", model_path);
            "./whisper-models/ggml-large-v3.bin".to_string()
        };

        debug!("Model path exists: {}", model_path.exists());
        debug!("Using absolute path: {}", absolute_path);

        debug!("Looking for whisper filter...");
        let whisper_filter = ffmpeg::filter::find("whisper").ok_or_else(|| {
            error!("Whisper filter not found! Make sure FFmpeg was compiled with whisper support");
            anyhow::anyhow!("Whisper filter not available")
        })?;

        debug!("Whisper filter found: {}", whisper_filter.name());
        // We'll create the whisper filter through the parse method instead of adding it manually

        // Create audio buffer sink for whisper output (whisper outputs audio + metadata)
        debug!("Looking for abuffersink filter for audio output...");
        let abuffersink_filter = ffmpeg::filter::find("abuffersink")
            .ok_or_else(|| anyhow::anyhow!("abuffersink filter not found"))?;
        debug!("abuffersink filter found: {}", abuffersink_filter.name());

        debug!("Adding abuffersink filter...");
        match filter_graph.add(&abuffersink_filter, "sink", "") {
            Ok(_) => debug!("abuffersink filter added successfully"),
            Err(e) => {
                error!("Failed to add abuffersink filter: {}", e);
                return Err(anyhow::anyhow!("Failed to add abuffersink filter: {}", e));
            }
        }

        // Connect filters using the complete filter chain description
        debug!("Connecting filter graph with complete chain: src -> whisper -> sink");

        let filter_chain = format!(
            "[src]whisper=model={}:queue=30:format=json[sink]",
            "/Users/malte/repos/lleap/whisper-models/ggml-large-v3.bin",
            //"/Users/malte/repos/lleap/whisper-models/ggml-silero-v5.1.2.bin"
        );
        debug!("Using filter chain: {}", filter_chain);

        if let Err(e) = filter_graph
            .output("src", 0)
            .and_then(|o| o.input("sink", 0))
            .and_then(|i| i.parse(&filter_chain))
        {
            error!("Failed to connect filter graph: {}", e);
            return Err(anyhow::anyhow!("Failed to connect filter graph: {}", e));
        }
        debug!("Filter graph connected successfully");

        // Validate filter graph
        debug!("Validating filter graph...");
        match filter_graph.validate() {
            Ok(_) => {
                info!("Filter graph validated successfully");
                debug!("Filter graph dump:\n{}", filter_graph.dump());
            }
            Err(e) => {
                error!("Filter graph validation failed: {}", e);
                debug!(
                    "Filter graph dump before validation failure:\n{}",
                    filter_graph.dump()
                );
                return Err(anyhow::anyhow!("Filter graph validation failed: {}", e));
            }
        }

        debug!("Getting final source and sink contexts...");
        let source_ctx = filter_graph
            .get("src")
            .ok_or_else(|| anyhow::anyhow!("Source context not found"))?;
        let sink_ctx = filter_graph
            .get("sink")
            .ok_or_else(|| anyhow::anyhow!("Sink context not found"))?;
        debug!("Final contexts retrieved successfully");

        Ok((filter_graph, source_ctx, sink_ctx))
    }

    fn check_whisper_output(
        &self,
        sink: &mut ffmpeg::filter::Context,
        sender: &ComponentSender<Self>,
    ) -> Result<()> {
        debug!("Attempting to read audio frames from whisper filter output...");

        // The whisper filter outputs audio frames with subtitle data in "lavfi.whisper.text" metadata
        let mut frame = unsafe { ffmpeg::Frame::empty() };
        let mut output_count = 0;

        while sink.sink().frame(&mut frame).is_ok() {
            output_count += 1;
            debug!(
                "Received audio frame {} from whisper filter (pts: {:?})",
                output_count,
                frame.pts()
            );

            // Look specifically for lavfi.whisper.text metadata
            if let Some(whisper_text) = frame.metadata().get("lavfi.whisper.text") {
                info!("Found whisper transcription: {}", whisper_text);

                let start_time = if let Some(pts) = frame.pts() {
                    // Convert PTS to nanoseconds based on whisper filter's time base (16kHz)
                    gst::ClockTime::from_nseconds((pts as u64 * 1_000_000_000) / 16000)
                } else {
                    gst::ClockTime::ZERO
                };

                // Log all available metadata keys to help debug
                let metadata_entries: Vec<(String, String)> = frame
                    .metadata()
                    .iter()
                    .map(|(k, v)| (k.to_string(), v.to_string()))
                    .collect();
                if !metadata_entries.is_empty() {
                    let metadata_keys: Vec<String> =
                        metadata_entries.iter().map(|(k, _)| k.clone()).collect();
                    debug!("Frame metadata keys: {:?}", metadata_keys);
                }

                // Parse the whisper text (might be JSON format)
                self.parse_whisper_text(whisper_text, start_time, sender)?;
            }
        }

        if output_count > 0 {
            info!("Processed {} frames from whisper filter", output_count);
        } else {
            debug!("No frames available from whisper filter");
        }

        Ok(())
    }

    fn parse_whisper_text(
        &self,
        whisper_text: &str,
        base_time: gst::ClockTime,
        sender: &ComponentSender<Self>,
    ) -> Result<()> {
        debug!("Parsing whisper text: {}", whisper_text);

        // The whisper text might be in different formats depending on the filter configuration
        // For now, treat it as plain text and create a single cue
        let cue = SubtitleCue {
            start: base_time,
            end: base_time + gst::ClockTime::from_seconds(3), // Default 3 second duration
            text: whisper_text.to_string(),
        };

        let whisper_stream_index = 1000;
        if let Some(track) = TRACKS.write().get_mut(&whisper_stream_index) {
            track.cues.push(cue.clone());
        }

        sender
            .output(SubtitleExtractorOutput::NewCue(whisper_stream_index, cue))
            .unwrap();

        Ok(())
    }

    fn parse_whisper_subtitle_data(
        &self,
        subtitle_data: &str,
        sender: &ComponentSender<Self>,
    ) -> Result<()> {
        // Parse SRT-format output from whisper
        info!(
            "Parsing whisper subtitle data ({} characters)",
            subtitle_data.len()
        );
        debug!("Subtitle data content:\n{}", subtitle_data);
        let lines: Vec<&str> = subtitle_data.lines().collect();
        let mut i = 0;

        while i < lines.len() {
            // Skip subtitle number
            if lines[i].trim().parse::<i32>().is_ok() {
                i += 1;
            }

            // Parse timestamp line
            if i < lines.len() {
                if let Some((start, end)) = self.parse_srt_timestamp(lines[i]) {
                    i += 1;

                    // Collect text lines
                    let mut text_lines = Vec::new();
                    while i < lines.len() && !lines[i].trim().is_empty() {
                        text_lines.push(lines[i].to_string());
                        i += 1;
                    }

                    if !text_lines.is_empty() {
                        let cue = SubtitleCue {
                            start,
                            end,
                            text: text_lines.join("\n"),
                        };

                        let whisper_stream_index = 1000;
                        if let Some(track) = TRACKS.write().get_mut(&whisper_stream_index) {
                            track.cues.push(cue.clone());
                        }

                        sender
                            .output(SubtitleExtractorOutput::NewCue(whisper_stream_index, cue))
                            .unwrap();
                    }
                }
            }
            i += 1;
        }

        Ok(())
    }

    fn parse_srt_timestamp(&self, line: &str) -> Option<(gst::ClockTime, gst::ClockTime)> {
        // Parse SRT timestamp format: "00:00:01,234 --> 00:00:05,678"
        let parts: Vec<&str> = line.split(" --> ").collect();
        if parts.len() != 2 {
            return None;
        }

        let start = self.parse_srt_time(parts[0])?;
        let end = self.parse_srt_time(parts[1])?;

        Some((start, end))
    }

    fn parse_srt_time(&self, time_str: &str) -> Option<gst::ClockTime> {
        // Parse SRT time format: "00:00:01,234"
        let parts: Vec<&str> = time_str.split(',').collect();
        if parts.len() != 2 {
            return None;
        }

        let time_part = parts[0];
        let millis: u32 = parts[1].parse().ok()?;

        let time_components: Vec<&str> = time_part.split(':').collect();
        if time_components.len() != 3 {
            return None;
        }

        let hours: u32 = time_components[0].parse().ok()?;
        let minutes: u32 = time_components[1].parse().ok()?;
        let seconds: u32 = time_components[2].parse().ok()?;

        let total_millis = hours * 3600000 + minutes * 60000 + seconds * 1000 + millis;
        let nanoseconds = total_millis as u64 * 1_000_000;

        Some(gst::ClockTime::from_nseconds(nanoseconds))
    }

    fn subtitle_to_cue(
        subtitle: &ffmpeg::Subtitle,
        packet: &ffmpeg::Packet,
        time_base: Rational,
    ) -> Option<SubtitleCue> {
        let time_to_clock_time = |time: i64| {
            let nseconds: i64 = (time * time_base.numerator() as i64 * 1_000_000_000)
                / time_base.denominator() as i64;
            gst::ClockTime::from_nseconds(nseconds as u64)
        };

        let text = subtitle
            .rects()
            .into_iter()
            .map(|rect| match rect {
                ffmpeg::subtitle::Rect::Text(text) => text.get().to_string(),
                ffmpeg::subtitle::Rect::Ass(ass) => {
                    Self::extract_dialogue_text(ass.get()).unwrap_or(String::new())
                }
                _ => String::new(),
            })
            .collect::<Vec<String>>()
            .join("\n— ");

        let start = time_to_clock_time(packet.pts()?);
        let end = time_to_clock_time(packet.pts()? + packet.duration());

        Some(SubtitleCue { start, end, text })
    }

    fn extract_dialogue_text(dialogue_line: &str) -> Option<String> {
        // ASS dialogue format: ReadOrder,Layer,Style,Name,MarginL,MarginR,MarginV,Effect,Text
        // we need the 9th field (Text), so split on comma but only take first 9 splits
        // see also https://github.com/FFmpeg/FFmpeg/blob/a700f0f72d1f073e5adcfbb16f4633850b0ef51c/libavcodec/ass_split.c#L433
        let text = dialogue_line.splitn(9, ',').last()?;

        // remove ASS override codes (formatting tags) like {\b1}, {\i1}, {\c&Hffffff&}, etc.
        let mut result = String::new();
        let mut in_tag = false;
        let mut char_iter = text.chars().peekable();

        while let Some(c) = char_iter.next() {
            if c == '{' && char_iter.peek() == Some(&'\\') {
                in_tag = true;
            } else if c == '}' {
                in_tag = false;
            } else if !in_tag {
                // process line breaks and hard spaces
                if c == '\\' {
                    match char_iter.peek() {
                        Some(&'N') => {
                            char_iter.next();
                            result.push('\n');
                        }
                        Some(&'n') | Some(&'h') => {
                            char_iter.next();
                            result.push(' ');
                        }
                        _ => result.push(c),
                    }
                } else {
                    result.push(c);
                }
            }
        }

        Some(result)
    }
}