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@ -4,17 +4,19 @@ use std::time::Duration; |
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use anyhow::Context; |
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use anyhow::Context; |
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use chrono::{NaiveDateTime, Utc}; |
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use chrono::{NaiveDateTime, Utc}; |
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use image::{GenericImageView, Pixel}; |
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use image::{DynamicImage, GenericImageView, Pixel}; |
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use log::{debug, error, info}; |
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use log::{debug, error, info}; |
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/// Folder the camera images are uploaded to
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/// Folder the camera images are uploaded to
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const FOLDER_WITH_NEW_IMAGES: &str = "/dev/shm/camera"; |
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const FOLDER_WITH_NEW_IMAGES: &str = "/dev/shm/camera"; |
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//const FOLDER_WITH_NEW_IMAGES: &str = "/tmp/camera";
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/// File created in the uploads directory when the upload finishes.
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/// File created in the uploads directory when the upload finishes.
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const COMMIT_FILENAME : &str = "commit"; |
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const COMMIT_FILENAME : &str = "commit"; |
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/// Folder where the cropped bird pics are saved
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/// Folder where the cropped bird pics are saved
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const FOLDER_WITH_BIRD_IMAGES: &str = "/backup/krmitko"; |
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const FOLDER_WITH_BIRD_IMAGES: &str = "/backup/krmitko"; |
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//const FOLDER_WITH_BIRD_IMAGES: &str = "/tmp/ptaci";
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/// Image cropping config: left top X
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/// Image cropping config: left top X
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const CROP_X : u32 = 1872; |
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const CROP_X : u32 = 1872; |
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@ -47,7 +49,7 @@ fn main() { |
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loop { |
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loop { |
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if !commit_file.exists() { |
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if !commit_file.exists() { |
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debug!("No commit file, wait."); |
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debug!("No commit file, wait."); |
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std::thread::sleep(Duration::from_secs(10)); |
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std::thread::sleep(Duration::from_secs(5)); |
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continue; |
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continue; |
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} |
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} |
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@ -55,7 +57,16 @@ fn main() { |
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error!("Error processing pics: {e}"); |
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error!("Error processing pics: {e}"); |
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} |
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} |
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let _ = std::fs::remove_dir_all(FOLDER_WITH_NEW_IMAGES); |
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// clean up. The assumption is that the bird processing is much faster than photo capture,
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// so we dont need to be super careful with the timing
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if let Ok(paths) = std::fs::read_dir(FOLDER_WITH_NEW_IMAGES) { |
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for dir_entry in paths { |
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let Ok(dir_entry) = dir_entry else { continue; }; |
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if dir_entry.path().is_file() { |
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let _ = std::fs::remove_file(dir_entry.path()); |
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} |
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} |
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} |
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} |
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} |
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} |
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} |
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@ -64,9 +75,16 @@ fn process_camera_pics() -> anyhow::Result<()> { |
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let paths = std::fs::read_dir(FOLDER_WITH_NEW_IMAGES).context("Read folder with images")?; |
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let paths = std::fs::read_dir(FOLDER_WITH_NEW_IMAGES).context("Read folder with images")?; |
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let mut crops = vec![]; |
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let mut thumbs = vec![]; |
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struct Pic { |
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let mut timestamps = vec![]; |
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crop: DynamicImage, |
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// the actual thumb is sized to fit here, it can be a bit smaller
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thumb: [u8; THUMB_H * THUMB_W], |
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timestamp: i64, |
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filename: String, |
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} |
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let mut pics = vec![]; |
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info!("Loading files"); |
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info!("Loading files"); |
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for dir_entry in paths { |
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for dir_entry in paths { |
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@ -78,32 +96,38 @@ fn process_camera_pics() -> anyhow::Result<()> { |
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debug!("{}", dir_entry.path().display()); |
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debug!("{}", dir_entry.path().display()); |
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// load the pic as is
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let Ok(img) = image::open(dir_entry.path()) else { |
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let Ok(img) = image::open(dir_entry.path()) else { |
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continue; |
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continue; |
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}; |
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}; |
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// File loaded fine, assume it's OK
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// extract the interesting rectangle
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timestamps.push(meta.ctime()); |
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let crop = img.crop_imm(CROP_X, CROP_Y, CROP_W, CROP_H); |
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let crop = img.crop_imm(CROP_X, CROP_Y, CROP_W, CROP_H); |
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// resize for change detection. This is a very small bitmap
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let thumb = crop.thumbnail(THUMB_W as u32, THUMB_H as u32); |
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let thumb = crop.thumbnail(THUMB_W as u32, THUMB_H as u32); |
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crops.push(crop); |
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let mut pic = Pic { |
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crop, |
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thumb: [0u8; THUMB_H * THUMB_W], |
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timestamp: meta.ctime(), |
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filename: dir_entry.path().file_name().unwrap_or_default() |
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.to_string_lossy().to_string(), |
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}; |
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let mut thumb_ar = [0u8; THUMB_H * THUMB_W]; |
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// extract all pixels
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for y in 0..thumb.height() { |
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for (x, y, val) in thumb.pixels() { |
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for x in 0..thumb.width() { |
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pic.thumb[(y * thumb.width() + x) as usize] = val.to_luma().0[0]; |
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thumb_ar[(y * thumb.width() + x) as usize] = thumb.get_pixel(x, y).to_luma().0[0]; |
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} |
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} |
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} |
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thumbs.push(thumb_ar); |
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pics.push(pic); |
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} |
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} |
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info!("Computing digests & medians"); |
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info!("Computing digests & medians"); |
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// transpose the thumb vecs so we can compute medians
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let mut transposed = vec![]; |
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let mut transposed = vec![]; |
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for thumb in thumbs.iter() { |
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for pic in &pics { |
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for (b, item) in thumb.iter().enumerate() { |
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for (b, item) in pic.thumb.iter().enumerate() { |
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if transposed.len() <= b { |
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if transposed.len() <= b { |
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transposed.push(vec![]); |
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transposed.push(vec![]); |
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} |
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} |
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@ -111,25 +135,26 @@ fn process_camera_pics() -> anyhow::Result<()> { |
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} |
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} |
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} |
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} |
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// compute medians
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let mut medians = [0; THUMB_H * THUMB_W]; |
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let mut medians = [0; THUMB_H * THUMB_W]; |
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for (a, mut column) in transposed.into_iter().enumerate() { |
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for (a, column) in transposed.iter().enumerate() { |
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column.sort(); |
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medians[a] = column[column.len() / 2]; // approximately median ...
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medians[a] = column[column.len() / 2]; // approximately median ...
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} |
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} |
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debug!("Medians: {:?}", medians); |
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debug!("Medians: {:?}", medians); |
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info!("Finding deviations"); |
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info!("Finding deviations"); |
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for (thumb_num, thumb) in thumbs.iter().enumerate() { |
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for pic in pics { |
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let deviation = thumb.iter().zip(medians.iter()) |
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let deviation = pic.thumb.iter().zip(medians.iter()) |
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.map(|(a, b)| (*a as i16 - *b as i16).abs() as u32).fold(0u32, |a, b| a + b); |
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.map(|(a, b)| (*a as i16 - *b as i16).abs() as u32).fold(0u32, |a, b| a + b); |
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debug!("Thumb {thumb_num} summary diff from median is: {deviation}"); |
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debug!("Picture {} summary diff from median is: {deviation}", pic.filename); |
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if deviation > THRESHOLD_DEVIATION { |
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if deviation > THRESHOLD_DEVIATION { |
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info!("LIKELY BIRD!!!! in picture #{thumb_num}"); |
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info!("LIKELY BIRD!!!! in picture {}", pic.filename); |
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let datetime_str = parse_unix_ts(timestamps[thumb_num]).format("%Y-%m-%d_%H-%M-%S"); |
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let datetime_str = parse_unix_ts(pic.timestamp).format("%Y-%m-%d_%H-%M-%S"); |
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let path = format!("{}/{}.jpg", FOLDER_WITH_BIRD_IMAGES, datetime_str); |
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let path = format!("{}/{}.jpg", FOLDER_WITH_BIRD_IMAGES, datetime_str); |
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let mut pb = PathBuf::from(path); |
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let mut pb = PathBuf::from(path); |
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@ -141,7 +166,7 @@ fn process_camera_pics() -> anyhow::Result<()> { |
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cnt += 1; |
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cnt += 1; |
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} |
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} |
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if let Err(e) = crops[thumb_num].save(pb) { |
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if let Err(e) = pic.crop.save(pb) { |
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error!("Fail to save pic: {e}"); |
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error!("Fail to save pic: {e}"); |
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} |
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} |
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} |
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} |
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