#[cfg(feature = "content-processing")]
use crate::content_processing::{
AudioEnergyMetrics, AudioFeatures, ContentExtractionConfig, ContentLocation, DocumentFormat,
DocumentStructure, ExtractedAudio, ExtractedContent, ExtractedImage, ExtractedVideo,
FormatHandler, MotionAnalysis, MusicAnalysis, PitchStatistics, ProcessingStats, SpeechAnalysis,
VideoAnalysis,
};
#[cfg(feature = "content-processing")]
use anyhow::{anyhow, Result};
#[cfg(feature = "content-processing")]
use base64::{engine::general_purpose::STANDARD, Engine as _};
#[cfg(feature = "content-processing")]
use std::collections::HashMap;
#[cfg(feature = "content-processing")]
pub struct ImageHandler;
#[cfg(feature = "content-processing")]
impl FormatHandler for ImageHandler {
fn extract_content(
&self,
data: &[u8],
config: &ContentExtractionConfig,
) -> Result<ExtractedContent> {
let mut metadata = HashMap::new();
let mut images = Vec::new();
let format = detect_image_format(data)?;
metadata.insert("format".to_string(), format.clone());
if config.extract_images || config.generate_image_embeddings {
let extracted_image = extract_image_features(data, config)?;
images.push(extracted_image);
}
if config.extract_metadata {
if let Ok(dimensions) = get_image_dimensions(data) {
metadata.insert("width".to_string(), dimensions.0.to_string());
metadata.insert("height".to_string(), dimensions.1.to_string());
}
}
let text = if config.extract_text {
format!("Image content: {} format, {} bytes", format, data.len())
} else {
String::new()
};
Ok(ExtractedContent {
format: DocumentFormat::Image,
text,
metadata,
images,
tables: Vec::new(),
links: Vec::new(),
structure: DocumentStructure {
title: None,
headings: Vec::new(),
page_count: 1,
section_count: 1,
table_of_contents: Vec::new(),
},
chunks: Vec::new(),
language: None,
processing_stats: ProcessingStats::default(),
audio_content: Vec::new(),
video_content: Vec::new(),
cross_modal_embeddings: Vec::new(),
})
}
fn can_handle(&self, data: &[u8]) -> bool {
detect_image_format(data).is_ok()
}
fn supported_extensions(&self) -> Vec<&'static str> {
vec![
"jpg", "jpeg", "png", "gif", "webp", "bmp", "tiff", "tif", "svg",
]
}
}
#[cfg(feature = "content-processing")]
pub struct AudioHandler;
#[cfg(feature = "content-processing")]
impl FormatHandler for AudioHandler {
fn extract_content(
&self,
data: &[u8],
config: &ContentExtractionConfig,
) -> Result<ExtractedContent> {
let mut metadata = HashMap::new();
let mut audio_content = Vec::new();
let format = detect_audio_format(data)?;
metadata.insert("format".to_string(), format.clone());
if config.extract_audio_features {
let extracted_audio = extract_audio_features(data, config)?;
audio_content.push(extracted_audio);
}
let text = if config.extract_text {
format!("Audio content: {} format, {} bytes", format, data.len())
} else {
String::new()
};
Ok(ExtractedContent {
format: DocumentFormat::Audio,
text,
metadata,
images: Vec::new(),
tables: Vec::new(),
links: Vec::new(),
structure: DocumentStructure {
title: None,
headings: Vec::new(),
page_count: 1,
section_count: 1,
table_of_contents: Vec::new(),
},
chunks: Vec::new(),
language: None,
processing_stats: ProcessingStats::default(),
audio_content,
video_content: Vec::new(),
cross_modal_embeddings: Vec::new(),
})
}
fn can_handle(&self, data: &[u8]) -> bool {
detect_audio_format(data).is_ok()
}
fn supported_extensions(&self) -> Vec<&'static str> {
vec!["mp3", "wav", "ogg", "flac", "aac", "m4a", "wma"]
}
}
#[cfg(feature = "content-processing")]
pub struct VideoHandler;
#[cfg(feature = "content-processing")]
impl FormatHandler for VideoHandler {
fn extract_content(
&self,
data: &[u8],
config: &ContentExtractionConfig,
) -> Result<ExtractedContent> {
let mut metadata = HashMap::new();
let mut video_content = Vec::new();
let format = detect_video_format(data)?;
metadata.insert("format".to_string(), format.clone());
if config.extract_video_features {
let extracted_video = extract_video_features(data, config)?;
video_content.push(extracted_video);
}
let text = if config.extract_text {
format!("Video content: {} format, {} bytes", format, data.len())
} else {
String::new()
};
Ok(ExtractedContent {
format: DocumentFormat::Video,
text,
metadata,
images: Vec::new(),
tables: Vec::new(),
links: Vec::new(),
structure: DocumentStructure {
title: None,
headings: Vec::new(),
page_count: 1,
section_count: 1,
table_of_contents: Vec::new(),
},
chunks: Vec::new(),
language: None,
processing_stats: ProcessingStats::default(),
audio_content: Vec::new(),
video_content,
cross_modal_embeddings: Vec::new(),
})
}
fn can_handle(&self, data: &[u8]) -> bool {
detect_video_format(data).is_ok()
}
fn supported_extensions(&self) -> Vec<&'static str> {
vec!["mp4", "avi", "mkv", "webm", "mov", "wmv", "flv", "m4v"]
}
}
#[cfg(feature = "content-processing")]
fn detect_image_format(data: &[u8]) -> Result<String> {
if data.len() < 8 {
return Err(anyhow!("Data too short to determine image format"));
}
match &data[0..4] {
[0xFF, 0xD8, 0xFF, _] => Ok("JPEG".to_string()),
[0x89, 0x50, 0x4E, 0x47] => Ok("PNG".to_string()),
[0x47, 0x49, 0x46, 0x38] => Ok("GIF".to_string()),
_ => {
if data.starts_with(b"RIFF") && data[8..12] == *b"WEBP" {
Ok("WebP".to_string())
} else if data.starts_with(b"BM") {
Ok("BMP".to_string())
} else if data.starts_with(b"II*\0") || data.starts_with(b"MM\0*") {
Ok("TIFF".to_string())
} else if data.starts_with(b"<svg") || data.starts_with(b"<?xml") {
Ok("SVG".to_string())
} else {
Err(anyhow!("Unknown image format"))
}
}
}
}
#[cfg(feature = "content-processing")]
fn detect_audio_format(data: &[u8]) -> Result<String> {
if data.len() < 12 {
return Err(anyhow!("Data too short to determine audio format"));
}
if data.starts_with(b"ID3") || (data.len() > 2 && data[0] == 0xFF && (data[1] & 0xE0) == 0xE0) {
Ok("MP3".to_string())
} else if data.starts_with(b"RIFF") && data[8..12] == *b"WAVE" {
Ok("WAV".to_string())
} else if data.starts_with(b"OggS") {
Ok("OGG".to_string())
} else if data.starts_with(b"fLaC") {
Ok("FLAC".to_string())
} else if data[4..8] == *b"ftyp" {
Ok("M4A/AAC".to_string())
} else {
Err(anyhow!("Unknown audio format"))
}
}
#[cfg(feature = "content-processing")]
fn detect_video_format(data: &[u8]) -> Result<String> {
if data.len() < 12 {
return Err(anyhow!("Data too short to determine video format"));
}
if data[4..8] == *b"ftyp" {
Ok("MP4".to_string())
} else if data.starts_with(b"RIFF") && data[8..12] == *b"AVI " {
Ok("AVI".to_string())
} else if data.starts_with(&[0x1A, 0x45, 0xDF, 0xA3]) {
Ok("MKV".to_string())
} else if data.starts_with(&[0x1A, 0x45, 0xDF, 0xA3]) {
Ok("WebM".to_string())
} else {
Err(anyhow!("Unknown video format"))
}
}
#[cfg(feature = "content-processing")]
fn get_image_dimensions(data: &[u8]) -> Result<(u32, u32)> {
match detect_image_format(data)?.as_str() {
"PNG" => extract_png_dimensions(data),
"JPEG" => extract_jpeg_dimensions(data),
_ => Err(anyhow!(
"Dimension extraction not implemented for this format"
)),
}
}
#[cfg(feature = "content-processing")]
fn extract_png_dimensions(data: &[u8]) -> Result<(u32, u32)> {
if data.len() < 24 {
return Err(anyhow!("PNG data too short"));
}
let width = u32::from_be_bytes([data[16], data[17], data[18], data[19]]);
let height = u32::from_be_bytes([data[20], data[21], data[22], data[23]]);
Ok((width, height))
}
#[cfg(feature = "content-processing")]
fn extract_jpeg_dimensions(_data: &[u8]) -> Result<(u32, u32)> {
Ok((0, 0))
}
#[cfg(feature = "content-processing")]
fn extract_image_features(
data: &[u8],
_config: &ContentExtractionConfig,
) -> Result<ExtractedImage> {
let format = detect_image_format(data)?;
let dimensions = get_image_dimensions(data).unwrap_or((0, 0));
Ok(ExtractedImage {
data: STANDARD.encode(data),
format,
width: dimensions.0,
height: dimensions.1,
alt_text: None,
caption: None,
location: ContentLocation {
page: None,
section: None,
char_offset: None,
line: None,
column: None,
},
visual_features: None,
embedding: None, detected_objects: Vec::new(),
classification_labels: Vec::new(),
})
}
#[cfg(feature = "content-processing")]
fn extract_audio_features(
data: &[u8],
_config: &ContentExtractionConfig,
) -> Result<ExtractedAudio> {
let format = detect_audio_format(data)?;
Ok(ExtractedAudio {
data: STANDARD.encode(data),
format,
duration: 0.0, sample_rate: 44100, channels: 2, audio_features: Some(AudioFeatures {
mfcc: None,
spectral_features: None,
rhythm_features: None,
harmonic_features: None,
zero_crossing_rate: 0.0,
energy_metrics: AudioEnergyMetrics {
rms_energy: 0.0,
peak_amplitude: 0.0,
average_loudness: 0.0,
dynamic_range: 0.0,
},
}),
embedding: None,
transcription: None,
music_analysis: Some(MusicAnalysis {
tempo: None,
key: None,
time_signature: None,
genre: None,
valence: None,
energy: None,
}),
speech_analysis: Some(SpeechAnalysis {
language: None,
speaker_gender: None,
emotion: None,
speech_rate: None,
pitch_stats: Some(PitchStatistics {
mean_pitch: 0.0,
pitch_std: 0.0,
pitch_range: 0.0,
}),
}),
})
}
#[cfg(feature = "content-processing")]
fn extract_video_features(
data: &[u8],
_config: &ContentExtractionConfig,
) -> Result<ExtractedVideo> {
let format = detect_video_format(data)?;
Ok(ExtractedVideo {
data: STANDARD.encode(data),
format,
duration: 0.0, frame_rate: 30.0, resolution: (1920, 1080), keyframes: Vec::new(),
embedding: None,
audio_analysis: None,
video_analysis: Some(VideoAnalysis {
scenes: Vec::new(),
motion_analysis: Some(MotionAnalysis {
average_motion: 0.0,
motion_variance: 0.0,
camera_motion: None,
object_motion: Vec::new(),
}),
activity_level: 0.0,
color_timeline: Vec::new(),
}),
})
}