[INFO] fetching crate ahuvista-nn 0.1.1...
[INFO] checking ahuvista-nn-0.1.1 against master#377656d3dd3f9c23a9c8713e163f4365a5261a84 for pr-146470-4
[INFO] extracting crate ahuvista-nn 0.1.1 into /workspace/builds/worker-3-tc1/source
[INFO] started tweaking crates.io crate ahuvista-nn 0.1.1
[INFO] removed 0 missing tests
[INFO] finished tweaking crates.io crate ahuvista-nn 0.1.1
[INFO] tweaked toml for crates.io crate ahuvista-nn 0.1.1 written to /workspace/builds/worker-3-tc1/source/Cargo.toml
[INFO] validating manifest of crates.io crate ahuvista-nn 0.1.1 on toolchain 377656d3dd3f9c23a9c8713e163f4365a5261a84
[INFO] running `Command { std: CARGO_HOME="/workspace/cargo-home" RUSTUP_HOME="/workspace/rustup-home" "/workspace/cargo-home/bin/cargo" "+377656d3dd3f9c23a9c8713e163f4365a5261a84" "metadata" "--manifest-path" "Cargo.toml" "--no-deps", kill_on_drop: false }`
[INFO] crate crates.io crate ahuvista-nn 0.1.1 already has a lockfile, it will not be regenerated
[INFO] running `Command { std: CARGO_HOME="/workspace/cargo-home" RUSTUP_HOME="/workspace/rustup-home" "/workspace/cargo-home/bin/cargo" "+377656d3dd3f9c23a9c8713e163f4365a5261a84" "fetch" "--manifest-path" "Cargo.toml", kill_on_drop: false }`
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[INFO] [stdout] aeff4bcb72a9a8409b5628a3996a063383cd2be3def4ec5e1d5bed5449e30b43
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[INFO] running `Command { std: "docker" "inspect" "aeff4bcb72a9a8409b5628a3996a063383cd2be3def4ec5e1d5bed5449e30b43", kill_on_drop: false }`
[INFO] running `Command { std: "docker" "rm" "-f" "aeff4bcb72a9a8409b5628a3996a063383cd2be3def4ec5e1d5bed5449e30b43", kill_on_drop: false }`
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[INFO] running `Command { std: "docker" "create" "-v" "/var/lib/crater-agent-workspace/builds/worker-3-tc1/target:/opt/rustwide/target:rw,Z" "-v" "/var/lib/crater-agent-workspace/builds/worker-3-tc1/source:/opt/rustwide/workdir:ro,Z" "-v" "/var/lib/crater-agent-workspace/cargo-home:/opt/rustwide/cargo-home:ro,Z" "-v" "/var/lib/crater-agent-workspace/rustup-home:/opt/rustwide/rustup-home:ro,Z" "-e" "SOURCE_DIR=/opt/rustwide/workdir" "-e" "CARGO_TARGET_DIR=/opt/rustwide/target" "-e" "CARGO_INCREMENTAL=0" "-e" "RUST_BACKTRACE=full" "-e" "RUSTFLAGS=--cap-lints=forbid" "-e" "RUSTDOCFLAGS=--cap-lints=forbid" "-e" "CARGO_HOME=/opt/rustwide/cargo-home" "-e" "RUSTUP_HOME=/opt/rustwide/rustup-home" "-w" "/opt/rustwide/workdir" "-m" "1610612736" "--user" "0:0" "--network" "none" "ghcr.io/rust-lang/crates-build-env/linux@sha256:845e597a41426bbf2703be69acdb67d10b6de511142d05cba7bbe119c898b2c7" "/opt/rustwide/cargo-home/bin/cargo" "+377656d3dd3f9c23a9c8713e163f4365a5261a84" "check" "--frozen" "--all" "--all-targets" "--message-format=json", kill_on_drop: false }`
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[INFO] [stdout] warning: unused import: `AppError`
[INFO] [stdout]  --> src/core/fusion.rs:4:27
[INFO] [stdout]   |
[INFO] [stdout] 4 | use crate::utils::error::{AppError, AppResult};
[INFO] [stdout]   |                           ^^^^^^^^
[INFO] [stdout]   |
[INFO] [stdout]   = note: `#[warn(unused_imports)]` (part of `#[warn(unused)]`) on by default
[INFO] [stdout] 
[INFO] [stdout] 
[INFO] [stdout] warning: unused import: `ArrayBase`
[INFO] [stdout]  --> src/core/fusion.rs:5:23
[INFO] [stdout]   |
[INFO] [stdout] 5 | use ndarray::{Array3, ArrayBase};
[INFO] [stdout]   |                       ^^^^^^^^^
[INFO] [stdout] 
[INFO] [stdout] 
[INFO] [stdout] warning: unused imports: `DynamicImage`, `ImageBuffer`, and `Rgb`
[INFO] [stdout]  --> src/data/image.rs:7:13
[INFO] [stdout]   |
[INFO] [stdout] 7 | use image::{DynamicImage, GenericImageView, ImageBuffer, ImageReader, Rgb};
[INFO] [stdout]   |             ^^^^^^^^^^^^                    ^^^^^^^^^^^               ^^^
[INFO] [stdout] 
[INFO] [stdout] 
[INFO] [stdout] warning: unused import: `std::fs::File`
[INFO] [stdout]  --> src/data/image.rs:9:5
[INFO] [stdout]   |
[INFO] [stdout] 9 | use std::fs::File;
[INFO] [stdout]   |     ^^^^^^^^^^^^^
[INFO] [stdout] 
[INFO] [stdout] 
[INFO] [stdout] warning: unused import: `Read`
[INFO] [stdout]   --> src/data/image.rs:10:21
[INFO] [stdout]    |
[INFO] [stdout] 10 | use std::io::{self, Read};
[INFO] [stdout]    |                     ^^^^
[INFO] [stdout] 
[INFO] [stdout] 
[INFO] [stdout] warning: unused import: `HashSet`
[INFO] [stdout]  --> src/data/text.rs:7:33
[INFO] [stdout]   |
[INFO] [stdout] 7 | use std::collections::{HashMap, HashSet};
[INFO] [stdout]   |                                 ^^^^^^^
[INFO] [stdout] 
[INFO] [stdout] 
[INFO] [stdout] warning: unused imports: `BufRead` and `BufReader`
[INFO] [stdout]  --> src/data/text.rs:9:21
[INFO] [stdout]   |
[INFO] [stdout] 9 | use std::io::{self, BufRead, BufReader, Read};
[INFO] [stdout]   |                     ^^^^^^^  ^^^^^^^^^
[INFO] [stdout] 
[INFO] [stdout] 
[INFO] [stdout] warning: unused import: `Axis`
[INFO] [stdout]  --> src/models/image.rs:2:49
[INFO] [stdout]   |
[INFO] [stdout] 2 | use ndarray::{s, Array, Array1, Array3, Array4, Axis};
[INFO] [stdout]   |                                                 ^^^^
[INFO] [stdout] 
[INFO] [stdout] 
[INFO] [stdout] warning: unused import: `Array1`
[INFO] [stdout]  --> src/training/balancing.rs:9:15
[INFO] [stdout]   |
[INFO] [stdout] 9 | use ndarray::{Array1, Array3};
[INFO] [stdout]   |               ^^^^^^
[INFO] [stdout] 
[INFO] [stdout] 
[INFO] [stdout] warning: unused import: `std::collections::HashMap`
[INFO] [stdout]   --> src/training/training_loop.rs:12:5
[INFO] [stdout]    |
[INFO] [stdout] 12 | use std::collections::HashMap;
[INFO] [stdout]    |     ^^^^^^^^^^^^^^^^^^^^^^^^^
[INFO] [stdout] 
[INFO] [stdout] 
[INFO] [stdout] warning: use of deprecated function `rand::thread_rng`: Renamed to `rng`
[INFO] [stdout]  --> src/core/feature_importance.rs:5:11
[INFO] [stdout]   |
[INFO] [stdout] 5 | use rand::thread_rng;
[INFO] [stdout]   |           ^^^^^^^^^^
[INFO] [stdout]   |
[INFO] [stdout]   = note: `#[warn(deprecated)]` on by default
[INFO] [stdout] 
[INFO] [stdout] 
[INFO] [stdout] warning: use of deprecated function `rand::thread_rng`: Renamed to `rng`
[INFO] [stdout]   --> src/core/feature_importance.rs:22:37
[INFO] [stdout]    |
[INFO] [stdout] 22 |         feature_column.shuffle(&mut thread_rng());
[INFO] [stdout]    |                                     ^^^^^^^^^^
[INFO] [stdout] 
[INFO] [stdout] 
[INFO] [stdout] warning: use of deprecated function `rand::thread_rng`: Renamed to `rng`
[INFO] [stdout]   --> src/models/image.rs:56:29
[INFO] [stdout]    |
[INFO] [stdout] 56 |         let mut rng = rand::thread_rng();
[INFO] [stdout]    |                             ^^^^^^^^^^
[INFO] [stdout] 
[INFO] [stdout] 
[INFO] [stdout] warning: use of deprecated function `rand::thread_rng`: Renamed to `rng`
[INFO] [stdout]   --> src/models/temporal.rs:45:29
[INFO] [stdout]    |
[INFO] [stdout] 45 |         let mut rng = rand::thread_rng();
[INFO] [stdout]    |                             ^^^^^^^^^^
[INFO] [stdout] 
[INFO] [stdout] 
[INFO] [stdout] warning: use of deprecated function `rand::thread_rng`: Renamed to `rng`
[INFO] [stdout]   --> src/models/text.rs:33:29
[INFO] [stdout]    |
[INFO] [stdout] 33 |         let mut rng = rand::thread_rng();
[INFO] [stdout]    |                             ^^^^^^^^^^
[INFO] [stdout] 
[INFO] [stdout] 
[INFO] [stdout] warning: unused import: `AppError`
[INFO] [stdout]  --> src/core/fusion.rs:4:27
[INFO] [stdout]   |
[INFO] [stdout] 4 | use crate::utils::error::{AppError, AppResult};
[INFO] [stdout]   |                           ^^^^^^^^
[INFO] [stdout]   |
[INFO] [stdout]   = note: `#[warn(unused_imports)]` (part of `#[warn(unused)]`) on by default
[INFO] [stdout] 
[INFO] [stdout] 
[INFO] [stdout] warning: unused import: `ArrayBase`
[INFO] [stdout]  --> src/core/fusion.rs:5:23
[INFO] [stdout]   |
[INFO] [stdout] 5 | use ndarray::{Array3, ArrayBase};
[INFO] [stdout]   |                       ^^^^^^^^^
[INFO] [stdout] 
[INFO] [stdout] 
[INFO] [stdout] warning: unused imports: `DynamicImage`, `ImageBuffer`, and `Rgb`
[INFO] [stdout]  --> src/data/image.rs:7:13
[INFO] [stdout]   |
[INFO] [stdout] 7 | use image::{DynamicImage, GenericImageView, ImageBuffer, ImageReader, Rgb};
[INFO] [stdout]   |             ^^^^^^^^^^^^                    ^^^^^^^^^^^               ^^^
[INFO] [stdout] 
[INFO] [stdout] 
[INFO] [stdout] warning: unused import: `std::fs::File`
[INFO] [stdout]  --> src/data/image.rs:9:5
[INFO] [stdout]   |
[INFO] [stdout] 9 | use std::fs::File;
[INFO] [stdout]   |     ^^^^^^^^^^^^^
[INFO] [stdout] 
[INFO] [stdout] 
[INFO] [stdout] warning: unused import: `Read`
[INFO] [stdout]   --> src/data/image.rs:10:21
[INFO] [stdout]    |
[INFO] [stdout] 10 | use std::io::{self, Read};
[INFO] [stdout]    |                     ^^^^
[INFO] [stdout] 
[INFO] [stdout] 
[INFO] [stdout] warning: unused import: `HashSet`
[INFO] [stdout]  --> src/data/text.rs:7:33
[INFO] [stdout]   |
[INFO] [stdout] 7 | use std::collections::{HashMap, HashSet};
[INFO] [stdout]   |                                 ^^^^^^^
[INFO] [stdout] 
[INFO] [stdout] 
[INFO] [stdout] warning: unused imports: `BufRead` and `BufReader`
[INFO] [stdout]  --> src/data/text.rs:9:21
[INFO] [stdout]   |
[INFO] [stdout] 9 | use std::io::{self, BufRead, BufReader, Read};
[INFO] [stdout]   |                     ^^^^^^^  ^^^^^^^^^
[INFO] [stdout] 
[INFO] [stdout] 
[INFO] [stdout] warning: unused import: `Axis`
[INFO] [stdout]  --> src/models/image.rs:2:49
[INFO] [stdout]   |
[INFO] [stdout] 2 | use ndarray::{s, Array, Array1, Array3, Array4, Axis};
[INFO] [stdout]   |                                                 ^^^^
[INFO] [stdout] 
[INFO] [stdout] 
[INFO] [stdout] warning: unused import: `Array1`
[INFO] [stdout]  --> src/training/balancing.rs:9:15
[INFO] [stdout]   |
[INFO] [stdout] 9 | use ndarray::{Array1, Array3};
[INFO] [stdout]   |               ^^^^^^
[INFO] [stdout] 
[INFO] [stdout] 
[INFO] [stdout] warning: unused import: `std::collections::HashMap`
[INFO] [stdout]   --> src/training/training_loop.rs:12:5
[INFO] [stdout]    |
[INFO] [stdout] 12 | use std::collections::HashMap;
[INFO] [stdout]    |     ^^^^^^^^^^^^^^^^^^^^^^^^^
[INFO] [stdout] 
[INFO] [stdout] 
[INFO] [stdout] warning: use of deprecated function `rand::thread_rng`: Renamed to `rng`
[INFO] [stdout]  --> src/core/feature_importance.rs:5:11
[INFO] [stdout]   |
[INFO] [stdout] 5 | use rand::thread_rng;
[INFO] [stdout]   |           ^^^^^^^^^^
[INFO] [stdout]   |
[INFO] [stdout]   = note: `#[warn(deprecated)]` on by default
[INFO] [stdout] 
[INFO] [stdout] 
[INFO] [stdout] warning: use of deprecated function `rand::thread_rng`: Renamed to `rng`
[INFO] [stdout]   --> src/core/feature_importance.rs:22:37
[INFO] [stdout]    |
[INFO] [stdout] 22 |         feature_column.shuffle(&mut thread_rng());
[INFO] [stdout]    |                                     ^^^^^^^^^^
[INFO] [stdout] 
[INFO] [stdout] 
[INFO] [stdout] warning: use of deprecated function `rand::thread_rng`: Renamed to `rng`
[INFO] [stdout]   --> src/models/image.rs:56:29
[INFO] [stdout]    |
[INFO] [stdout] 56 |         let mut rng = rand::thread_rng();
[INFO] [stdout]    |                             ^^^^^^^^^^
[INFO] [stdout] 
[INFO] [stdout] 
[INFO] [stdout] warning: use of deprecated function `rand::thread_rng`: Renamed to `rng`
[INFO] [stdout]   --> src/models/temporal.rs:45:29
[INFO] [stdout]    |
[INFO] [stdout] 45 |         let mut rng = rand::thread_rng();
[INFO] [stdout]    |                             ^^^^^^^^^^
[INFO] [stdout] 
[INFO] [stdout] 
[INFO] [stdout] warning: use of deprecated function `rand::thread_rng`: Renamed to `rng`
[INFO] [stdout]   --> src/models/text.rs:33:29
[INFO] [stdout]    |
[INFO] [stdout] 33 |         let mut rng = rand::thread_rng();
[INFO] [stdout]    |                             ^^^^^^^^^^
[INFO] [stdout] 
[INFO] [stdout] 
[INFO] [stdout] warning: use of deprecated method `rand::Rng::gen_range`: Renamed to `random_range`
[INFO] [stdout]   --> src/models/text.rs:42:30
[INFO] [stdout]    |
[INFO] [stdout] 42 |                 .map(|_| rng.gen_range(-scale..scale))
[INFO] [stdout]    |                              ^^^^^^^^^
[INFO] [stdout] 
[INFO] [stdout] 
[INFO] [stdout] warning: unused import: `rand::Rng`
[INFO] [stdout]  --> src/core/recurrent_layers.rs:3:5
[INFO] [stdout]   |
[INFO] [stdout] 3 | use rand::Rng;
[INFO] [stdout]   |     ^^^^^^^^^
[INFO] [stdout] 
[INFO] [stdout] 
[INFO] [stdout] warning: unused import: `GenericImageView`
[INFO] [stdout]  --> src/data/image.rs:7:27
[INFO] [stdout]   |
[INFO] [stdout] 7 | use image::{DynamicImage, GenericImageView, ImageBuffer, ImageReader, Rgb};
[INFO] [stdout]   |                           ^^^^^^^^^^^^^^^^
[INFO] [stdout] 
[INFO] [stdout] 
[INFO] [stdout] warning: unused variable: `input`
[INFO] [stdout]    --> src/core/recurrent_layers.rs:190:13
[INFO] [stdout]     |
[INFO] [stdout] 190 |         let input = self.cached_inputs.pop().unwrap();
[INFO] [stdout]     |             ^^^^^ help: if this is intentional, prefix it with an underscore: `_input`
[INFO] [stdout]     |
[INFO] [stdout]     = note: `#[warn(unused_variables)]` (part of `#[warn(unused)]`) on by default
[INFO] [stdout] 
[INFO] [stdout] 
[INFO] [stdout] warning: use of deprecated method `rand::Rng::gen_range`: Renamed to `random_range`
[INFO] [stdout]   --> src/models/text.rs:42:30
[INFO] [stdout]    |
[INFO] [stdout] 42 |                 .map(|_| rng.gen_range(-scale..scale))
[INFO] [stdout]    |                              ^^^^^^^^^
[INFO] [stdout] 
[INFO] [stdout] 
[INFO] [stdout] warning: unused variable: `config`
[INFO] [stdout]    --> src/data/loader.rs:428:44
[INFO] [stdout]     |
[INFO] [stdout] 428 | fn merge_temporal_files(files: &[PathBuf], config: &DataConfig) -> AppResult<TemporalData> {
[INFO] [stdout]     |                                            ^^^^^^ help: if this is intentional, prefix it with an underscore: `_config`
[INFO] [stdout] 
[INFO] [stdout] 
[INFO] [stdout] warning: unused variable: `i`
[INFO] [stdout]    --> src/data/tabular.rs:241:14
[INFO] [stdout]     |
[INFO] [stdout] 241 |         for (i, (name, value)) in feature_names.iter().zip(row.iter()).enumerate() {
[INFO] [stdout]     |              ^ help: if this is intentional, prefix it with an underscore: `_i`
[INFO] [stdout] 
[INFO] [stdout] 
[INFO] [stdout] warning: unused variable: `num_categories`
[INFO] [stdout]    --> src/data/tabular.rs:246:21
[INFO] [stdout]     |
[INFO] [stdout] 246 |                 let num_categories = mapping.len();
[INFO] [stdout]     |                     ^^^^^^^^^^^^^^ help: if this is intentional, prefix it with an underscore: `_num_categories`
[INFO] [stdout] 
[INFO] [stdout] 
[INFO] [stdout] warning: unused variable: `padded_height`
[INFO] [stdout]    --> src/models/image.rs:188:13
[INFO] [stdout]     |
[INFO] [stdout] 188 |         let padded_height = padded_input.shape()[1];
[INFO] [stdout]     |             ^^^^^^^^^^^^^ help: if this is intentional, prefix it with an underscore: `_padded_height`
[INFO] [stdout] 
[INFO] [stdout] 
[INFO] [stdout] warning: unused variable: `padded_width`
[INFO] [stdout]    --> src/models/image.rs:189:13
[INFO] [stdout]     |
[INFO] [stdout] 189 |         let padded_width = padded_input.shape()[2];
[INFO] [stdout]     |             ^^^^^^^^^^^^ help: if this is intentional, prefix it with an underscore: `_padded_width`
[INFO] [stdout] 
[INFO] [stdout] 
[INFO] [stdout] warning: variable does not need to be mutable
[INFO] [stdout]    --> src/models/image.rs:243:13
[INFO] [stdout]     |
[INFO] [stdout] 243 |         let mut grad_pre_activation = &grad_output * &relu_grad;
[INFO] [stdout]     |             ----^^^^^^^^^^^^^^^^^^^
[INFO] [stdout]     |             |
[INFO] [stdout]     |             help: remove this `mut`
[INFO] [stdout]     |
[INFO] [stdout]     = note: `#[warn(unused_mut)]` (part of `#[warn(unused)]`) on by default
[INFO] [stdout] 
[INFO] [stdout] 
[INFO] [stdout] warning: unused import: `rand::Rng`
[INFO] [stdout]  --> src/core/recurrent_layers.rs:3:5
[INFO] [stdout]   |
[INFO] [stdout] 3 | use rand::Rng;
[INFO] [stdout]   |     ^^^^^^^^^
[INFO] [stdout] 
[INFO] [stdout] 
[INFO] [stdout] warning: unused import: `GenericImageView`
[INFO] [stdout]  --> src/data/image.rs:7:27
[INFO] [stdout]   |
[INFO] [stdout] 7 | use image::{DynamicImage, GenericImageView, ImageBuffer, ImageReader, Rgb};
[INFO] [stdout]   |                           ^^^^^^^^^^^^^^^^
[INFO] [stdout] 
[INFO] [stdout] 
[INFO] [stdout] warning: unused variable: `output_size`
[INFO] [stdout]    --> src/models/image.rs:528:13
[INFO] [stdout]     |
[INFO] [stdout] 528 |         let output_size = 128;
[INFO] [stdout]     |             ^^^^^^^^^^^ help: if this is intentional, prefix it with an underscore: `_output_size`
[INFO] [stdout] 
[INFO] [stdout] 
[INFO] [stdout] warning: unused variable: `predictions`
[INFO] [stdout]    --> src/training/metrics.rs:111:24
[INFO] [stdout]     |
[INFO] [stdout] 111 | pub fn calculate_auroc(predictions: &[f32], targets: &[f32]) -> f32 {
[INFO] [stdout]     |                        ^^^^^^^^^^^ help: if this is intentional, prefix it with an underscore: `_predictions`
[INFO] [stdout] 
[INFO] [stdout] 
[INFO] [stdout] warning: unused variable: `targets`
[INFO] [stdout]    --> src/training/metrics.rs:111:45
[INFO] [stdout]     |
[INFO] [stdout] 111 | pub fn calculate_auroc(predictions: &[f32], targets: &[f32]) -> f32 {
[INFO] [stdout]     |                                             ^^^^^^^ help: if this is intentional, prefix it with an underscore: `_targets`
[INFO] [stdout] 
[INFO] [stdout] 
[INFO] [stdout] warning: unused variable: `model`
[INFO] [stdout]    --> src/training/metrics.rs:121:5
[INFO] [stdout]     |
[INFO] [stdout] 121 |     model: &mut impl Module<I, O>,
[INFO] [stdout]     |     ^^^^^ help: if this is intentional, prefix it with an underscore: `_model`
[INFO] [stdout] 
[INFO] [stdout] 
[INFO] [stdout] warning: unused variable: `validation_data`
[INFO] [stdout]    --> src/training/metrics.rs:122:5
[INFO] [stdout]     |
[INFO] [stdout] 122 |     validation_data: &mut MultiModalBatch,
[INFO] [stdout]     |     ^^^^^^^^^^^^^^^ help: if this is intentional, prefix it with an underscore: `_validation_data`
[INFO] [stdout] 
[INFO] [stdout] 
[INFO] [stdout] warning: unused variable: `input`
[INFO] [stdout]    --> src/core/recurrent_layers.rs:190:13
[INFO] [stdout]     |
[INFO] [stdout] 190 |         let input = self.cached_inputs.pop().unwrap();
[INFO] [stdout]     |             ^^^^^ help: if this is intentional, prefix it with an underscore: `_input`
[INFO] [stdout]     |
[INFO] [stdout]     = note: `#[warn(unused_variables)]` (part of `#[warn(unused)]`) on by default
[INFO] [stdout] 
[INFO] [stdout] 
[INFO] [stdout] warning: unused variable: `config`
[INFO] [stdout]    --> src/data/loader.rs:428:44
[INFO] [stdout]     |
[INFO] [stdout] 428 | fn merge_temporal_files(files: &[PathBuf], config: &DataConfig) -> AppResult<TemporalData> {
[INFO] [stdout]     |                                            ^^^^^^ help: if this is intentional, prefix it with an underscore: `_config`
[INFO] [stdout] 
[INFO] [stdout] 
[INFO] [stdout] warning: fields `tabular_output_size`, `temporal_output_size`, `text_output_size`, and `image_output_size` are never read
[INFO] [stdout]    --> src/core/fusion.rs:106:5
[INFO] [stdout]     |
[INFO] [stdout]  77 | pub struct LateFusionNet {
[INFO] [stdout]     |            ------------- fields in this struct
[INFO] [stdout] ...
[INFO] [stdout] 106 |     tabular_output_size: usize,
[INFO] [stdout]     |     ^^^^^^^^^^^^^^^^^^^
[INFO] [stdout] 107 |     temporal_output_size: usize,
[INFO] [stdout]     |     ^^^^^^^^^^^^^^^^^^^^
[INFO] [stdout] 108 |     text_output_size: usize,
[INFO] [stdout]     |     ^^^^^^^^^^^^^^^^
[INFO] [stdout] 109 |     image_output_size: usize,
[INFO] [stdout]     |     ^^^^^^^^^^^^^^^^^
[INFO] [stdout]     |
[INFO] [stdout]     = note: `LateFusionNet` has a derived impl for the trait `Debug`, but this is intentionally ignored during dead code analysis
[INFO] [stdout]     = note: `#[warn(dead_code)]` (part of `#[warn(unused)]`) on by default
[INFO] [stdout] 
[INFO] [stdout] 
[INFO] [stdout] warning: field `k_neighbors` is never read
[INFO] [stdout]    --> src/training/balancing.rs:161:5
[INFO] [stdout]     |
[INFO] [stdout] 159 | pub struct SmoteSynthesizer {
[INFO] [stdout]     |            ---------------- field in this struct
[INFO] [stdout] 160 |     /// Number of nearest neighbors to consider
[INFO] [stdout] 161 |     k_neighbors: usize,
[INFO] [stdout]     |     ^^^^^^^^^^^
[INFO] [stdout] 
[INFO] [stdout] 
[INFO] [stdout] warning: unused variable: `i`
[INFO] [stdout]    --> src/data/tabular.rs:241:14
[INFO] [stdout]     |
[INFO] [stdout] 241 |         for (i, (name, value)) in feature_names.iter().zip(row.iter()).enumerate() {
[INFO] [stdout]     |              ^ help: if this is intentional, prefix it with an underscore: `_i`
[INFO] [stdout] 
[INFO] [stdout] 
[INFO] [stdout] warning: unused variable: `num_categories`
[INFO] [stdout]    --> src/data/tabular.rs:246:21
[INFO] [stdout]     |
[INFO] [stdout] 246 |                 let num_categories = mapping.len();
[INFO] [stdout]     |                     ^^^^^^^^^^^^^^ help: if this is intentional, prefix it with an underscore: `_num_categories`
[INFO] [stdout] 
[INFO] [stdout] 
[INFO] [stdout] warning: unused variable: `padded_height`
[INFO] [stdout]    --> src/models/image.rs:188:13
[INFO] [stdout]     |
[INFO] [stdout] 188 |         let padded_height = padded_input.shape()[1];
[INFO] [stdout]     |             ^^^^^^^^^^^^^ help: if this is intentional, prefix it with an underscore: `_padded_height`
[INFO] [stdout] 
[INFO] [stdout] 
[INFO] [stdout] warning: unused variable: `padded_width`
[INFO] [stdout]    --> src/models/image.rs:189:13
[INFO] [stdout]     |
[INFO] [stdout] 189 |         let padded_width = padded_input.shape()[2];
[INFO] [stdout]     |             ^^^^^^^^^^^^ help: if this is intentional, prefix it with an underscore: `_padded_width`
[INFO] [stdout] 
[INFO] [stdout] 
[INFO] [stdout] warning: variable does not need to be mutable
[INFO] [stdout]    --> src/models/image.rs:243:13
[INFO] [stdout]     |
[INFO] [stdout] 243 |         let mut grad_pre_activation = &grad_output * &relu_grad;
[INFO] [stdout]     |             ----^^^^^^^^^^^^^^^^^^^
[INFO] [stdout]     |             |
[INFO] [stdout]     |             help: remove this `mut`
[INFO] [stdout]     |
[INFO] [stdout]     = note: `#[warn(unused_mut)]` (part of `#[warn(unused)]`) on by default
[INFO] [stdout] 
[INFO] [stdout] 
[INFO] [stdout] warning: unused variable: `output_size`
[INFO] [stdout]    --> src/models/image.rs:528:13
[INFO] [stdout]     |
[INFO] [stdout] 528 |         let output_size = 128;
[INFO] [stdout]     |             ^^^^^^^^^^^ help: if this is intentional, prefix it with an underscore: `_output_size`
[INFO] [stdout] 
[INFO] [stdout] 
[INFO] [stdout] warning: unused variable: `predictions`
[INFO] [stdout]    --> src/training/metrics.rs:111:24
[INFO] [stdout]     |
[INFO] [stdout] 111 | pub fn calculate_auroc(predictions: &[f32], targets: &[f32]) -> f32 {
[INFO] [stdout]     |                        ^^^^^^^^^^^ help: if this is intentional, prefix it with an underscore: `_predictions`
[INFO] [stdout] 
[INFO] [stdout] 
[INFO] [stdout] warning: unused variable: `targets`
[INFO] [stdout]    --> src/training/metrics.rs:111:45
[INFO] [stdout]     |
[INFO] [stdout] 111 | pub fn calculate_auroc(predictions: &[f32], targets: &[f32]) -> f32 {
[INFO] [stdout]     |                                             ^^^^^^^ help: if this is intentional, prefix it with an underscore: `_targets`
[INFO] [stdout] 
[INFO] [stdout] 
[INFO] [stdout] warning: unused variable: `model`
[INFO] [stdout]    --> src/training/metrics.rs:121:5
[INFO] [stdout]     |
[INFO] [stdout] 121 |     model: &mut impl Module<I, O>,
[INFO] [stdout]     |     ^^^^^ help: if this is intentional, prefix it with an underscore: `_model`
[INFO] [stdout] 
[INFO] [stdout] 
[INFO] [stdout] warning: unused variable: `validation_data`
[INFO] [stdout]    --> src/training/metrics.rs:122:5
[INFO] [stdout]     |
[INFO] [stdout] 122 |     validation_data: &mut MultiModalBatch,
[INFO] [stdout]     |     ^^^^^^^^^^^^^^^ help: if this is intentional, prefix it with an underscore: `_validation_data`
[INFO] [stdout] 
[INFO] [stdout] 
[INFO] [stdout] warning: fields `tabular_output_size`, `temporal_output_size`, `text_output_size`, and `image_output_size` are never read
[INFO] [stdout]    --> src/core/fusion.rs:106:5
[INFO] [stdout]     |
[INFO] [stdout]  77 | pub struct LateFusionNet {
[INFO] [stdout]     |            ------------- fields in this struct
[INFO] [stdout] ...
[INFO] [stdout] 106 |     tabular_output_size: usize,
[INFO] [stdout]     |     ^^^^^^^^^^^^^^^^^^^
[INFO] [stdout] 107 |     temporal_output_size: usize,
[INFO] [stdout]     |     ^^^^^^^^^^^^^^^^^^^^
[INFO] [stdout] 108 |     text_output_size: usize,
[INFO] [stdout]     |     ^^^^^^^^^^^^^^^^
[INFO] [stdout] 109 |     image_output_size: usize,
[INFO] [stdout]     |     ^^^^^^^^^^^^^^^^^
[INFO] [stdout]     |
[INFO] [stdout]     = note: `LateFusionNet` has a derived impl for the trait `Debug`, but this is intentionally ignored during dead code analysis
[INFO] [stdout]     = note: `#[warn(dead_code)]` (part of `#[warn(unused)]`) on by default
[INFO] [stdout] 
[INFO] [stdout] 
[INFO] [stdout] warning: field `k_neighbors` is never read
[INFO] [stdout]    --> src/training/balancing.rs:161:5
[INFO] [stdout]     |
[INFO] [stdout] 159 | pub struct SmoteSynthesizer {
[INFO] [stdout]     |            ---------------- field in this struct
[INFO] [stdout] 160 |     /// Number of nearest neighbors to consider
[INFO] [stdout] 161 |     k_neighbors: usize,
[INFO] [stdout]     |     ^^^^^^^^^^^
[INFO] [stdout] 
[INFO] [stdout] 
[INFO] [stdout] warning: unused import: `ahuvista_nn::training::*`
[INFO] [stdout]  --> tests/processing_tests.rs:4:5
[INFO] [stdout]   |
[INFO] [stdout] 4 | use ahuvista_nn::training::*;
[INFO] [stdout]   |     ^^^^^^^^^^^^^^^^^^^^^^^^
[INFO] [stdout]   |
[INFO] [stdout]   = note: `#[warn(unused_imports)]` (part of `#[warn(unused)]`) on by default
[INFO] [stdout] 
[INFO] [stdout] 
[INFO] [stdout] warning: unused import: `ahuvista_nn::core::Layer`
[INFO] [stdout]    --> tests/processing_tests.rs:187:9
[INFO] [stdout]     |
[INFO] [stdout] 187 |     use ahuvista_nn::core::Layer;
[INFO] [stdout]     |         ^^^^^^^^^^^^^^^^^^^^^^^^
[INFO] [stdout] 
[INFO] [stdout] 
[INFO] [stdout] warning: unused import: `super::*`
[INFO] [stdout]    --> tests/processing_tests.rs:369:9
[INFO] [stdout]     |
[INFO] [stdout] 369 |     use super::*;
[INFO] [stdout]     |         ^^^^^^^^
[INFO] [stdout] 
[INFO] [stdout] 
[INFO] [stdout] warning: unused import: `std::path::PathBuf`
[INFO] [stdout]  --> tests/data_tests.rs:9:5
[INFO] [stdout]   |
[INFO] [stdout] 9 | use std::path::PathBuf;
[INFO] [stdout]   |     ^^^^^^^^^^^^^^^^^^
[INFO] [stdout]   |
[INFO] [stdout]   = note: `#[warn(unused_imports)]` (part of `#[warn(unused)]`) on by default
[INFO] [stdout] 
[INFO] [stdout] 
[INFO] [stdout] warning: unused import: `tracing::info`
[INFO] [stdout]    --> tests/core_tests.rs:199:9
[INFO] [stdout]     |
[INFO] [stdout] 199 |     use tracing::info;
[INFO] [stdout]     |         ^^^^^^^^^^^^^
[INFO] [stdout]     |
[INFO] [stdout]     = note: `#[warn(unused_imports)]` (part of `#[warn(unused)]`) on by default
[INFO] [stdout] 
[INFO] [stdout] 
[INFO] [stdout] warning: unused variable: `output`
[INFO] [stdout]   --> tests/core_tests.rs:31:13
[INFO] [stdout]    |
[INFO] [stdout] 31 |         let output = neuron.forward(inputs.clone());
[INFO] [stdout]    |             ^^^^^^ help: if this is intentional, prefix it with an underscore: `_output`
[INFO] [stdout]    |
[INFO] [stdout]    = note: `#[warn(unused_variables)]` (part of `#[warn(unused)]`) on by default
[INFO] [stdout] 
[INFO] [stdout] 
[INFO] [stdout] warning: unused variable: `outputs`
[INFO] [stdout]    --> tests/core_tests.rs:245:13
[INFO] [stdout]     |
[INFO] [stdout] 245 |         let outputs = network.forward(inputs.clone());
[INFO] [stdout]     |             ^^^^^^^ help: if this is intentional, prefix it with an underscore: `_outputs`
[INFO] [stdout] 
[INFO] [stdout] 
[INFO] [stdout] warning: unused variable: `engine`
[INFO] [stdout]    --> tests/core_tests.rs:443:13
[INFO] [stdout]     |
[INFO] [stdout] 443 |         let engine = PrivacyEngine::new(1.0, 1e-5, 1000, 32, 10);
[INFO] [stdout]     |             ^^^^^^ help: if this is intentional, prefix it with an underscore: `_engine`
[INFO] [stdout] 
[INFO] [stdout] 
[INFO] [stdout] warning: unused variable: `l2_norm`
[INFO] [stdout]    --> tests/core_tests.rs:476:13
[INFO] [stdout]     |
[INFO] [stdout] 476 |         let l2_norm = gradients.iter().map(|g| g.powi(2)).sum::<f32>().sqrt();
[INFO] [stdout]     |             ^^^^^^^ help: if this is intentional, prefix it with an underscore: `_l2_norm`
[INFO] [stdout] 
[INFO] [stdout] 
[INFO] [stdout] warning: unused import: `AppError`
[INFO] [stdout]  --> src/core/fusion.rs:4:27
[INFO] [stdout]   |
[INFO] [stdout] 4 | use crate::utils::error::{AppError, AppResult};
[INFO] [stdout]   |                           ^^^^^^^^
[INFO] [stdout]   |
[INFO] [stdout]   = note: `#[warn(unused_imports)]` (part of `#[warn(unused)]`) on by default
[INFO] [stdout] 
[INFO] [stdout] 
[INFO] [stdout] warning: unused import: `ArrayBase`
[INFO] [stdout]  --> src/core/fusion.rs:5:23
[INFO] [stdout]   |
[INFO] [stdout] 5 | use ndarray::{Array3, ArrayBase};
[INFO] [stdout]   |                       ^^^^^^^^^
[INFO] [stdout] 
[INFO] [stdout] 
[INFO] [stdout] warning: unused import: `fusion::*`
[INFO] [stdout]   --> src/core/mod.rs:10:9
[INFO] [stdout]    |
[INFO] [stdout] 10 | pub use fusion::*;
[INFO] [stdout]    |         ^^^^^^^^^
[INFO] [stdout] 
[INFO] [stdout] 
[INFO] [stdout] warning: unused import: `feature_importance::*`
[INFO] [stdout]   --> src/core/mod.rs:16:9
[INFO] [stdout]    |
[INFO] [stdout] 16 | pub use feature_importance::*;
[INFO] [stdout]    |         ^^^^^^^^^^^^^^^^^^^^^
[INFO] [stdout] 
[INFO] [stdout] 
[INFO] [stdout] warning: unused imports: `DynamicImage`, `ImageBuffer`, and `Rgb`
[INFO] [stdout]  --> src/data/image.rs:7:13
[INFO] [stdout]   |
[INFO] [stdout] 7 | use image::{DynamicImage, GenericImageView, ImageBuffer, ImageReader, Rgb};
[INFO] [stdout]   |             ^^^^^^^^^^^^                    ^^^^^^^^^^^               ^^^
[INFO] [stdout] 
[INFO] [stdout] 
[INFO] [stdout] warning: unused import: `std::fs::File`
[INFO] [stdout]  --> src/data/image.rs:9:5
[INFO] [stdout]   |
[INFO] [stdout] 9 | use std::fs::File;
[INFO] [stdout]   |     ^^^^^^^^^^^^^
[INFO] [stdout] 
[INFO] [stdout] 
[INFO] [stdout] warning: unused import: `Read`
[INFO] [stdout]   --> src/data/image.rs:10:21
[INFO] [stdout]    |
[INFO] [stdout] 10 | use std::io::{self, Read};
[INFO] [stdout]    |                     ^^^^
[INFO] [stdout] 
[INFO] [stdout] 
[INFO] [stdout] warning: unused import: `HashSet`
[INFO] [stdout]  --> src/data/text.rs:7:33
[INFO] [stdout]   |
[INFO] [stdout] 7 | use std::collections::{HashMap, HashSet};
[INFO] [stdout]   |                                 ^^^^^^^
[INFO] [stdout] 
[INFO] [stdout] 
[INFO] [stdout] warning: unused imports: `BufRead` and `BufReader`
[INFO] [stdout]  --> src/data/text.rs:9:21
[INFO] [stdout]   |
[INFO] [stdout] 9 | use std::io::{self, BufRead, BufReader, Read};
[INFO] [stdout]   |                     ^^^^^^^  ^^^^^^^^^
[INFO] [stdout] 
[INFO] [stdout] 
[INFO] [stdout] warning: unused import: `Axis`
[INFO] [stdout]  --> src/models/image.rs:2:49
[INFO] [stdout]   |
[INFO] [stdout] 2 | use ndarray::{s, Array, Array1, Array3, Array4, Axis};
[INFO] [stdout]   |                                                 ^^^^
[INFO] [stdout] 
[INFO] [stdout] 
[INFO] [stdout] warning: unused import: `Array1`
[INFO] [stdout]  --> src/training/balancing.rs:9:15
[INFO] [stdout]   |
[INFO] [stdout] 9 | use ndarray::{Array1, Array3};
[INFO] [stdout]   |               ^^^^^^
[INFO] [stdout] 
[INFO] [stdout] 
[INFO] [stdout] warning: unused import: `std::collections::HashMap`
[INFO] [stdout]   --> src/training/training_loop.rs:12:5
[INFO] [stdout]    |
[INFO] [stdout] 12 | use std::collections::HashMap;
[INFO] [stdout]    |     ^^^^^^^^^^^^^^^^^^^^^^^^^
[INFO] [stdout] 
[INFO] [stdout] 
[INFO] [stdout] warning: unused import: `warn`
[INFO] [stdout]   --> src/main.rs:21:28
[INFO] [stdout]    |
[INFO] [stdout] 21 | use tracing::{error, info, warn};
[INFO] [stdout]    |                            ^^^^
[INFO] [stdout] 
[INFO] [stdout] 
[INFO] [stdout] warning: unused imports: `AppConfig`, `evaluate_by_cause`, and `evaluate_model_with_calibration`
[INFO] [stdout]   --> src/main.rs:26:14
[INFO] [stdout]    |
[INFO] [stdout] 26 |     config::{AppConfig, ModalityConfig, Settings},
[INFO] [stdout]    |              ^^^^^^^^^
[INFO] [stdout] ...
[INFO] [stdout] 38 |             evaluate_by_cause, evaluate_model_with_calibration, train_model_with_weights,
[INFO] [stdout]    |             ^^^^^^^^^^^^^^^^^  ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
[INFO] [stdout] 
[INFO] [stdout] 
[INFO] [stdout] warning: unused import: `AppError`
[INFO] [stdout]  --> src/core/fusion.rs:4:27
[INFO] [stdout]   |
[INFO] [stdout] 4 | use crate::utils::error::{AppError, AppResult};
[INFO] [stdout]   |                           ^^^^^^^^
[INFO] [stdout]   |
[INFO] [stdout]   = note: `#[warn(unused_imports)]` (part of `#[warn(unused)]`) on by default
[INFO] [stdout] 
[INFO] [stdout] 
[INFO] [stdout] warning: unused import: `ArrayBase`
[INFO] [stdout]  --> src/core/fusion.rs:5:23
[INFO] [stdout]   |
[INFO] [stdout] 5 | use ndarray::{Array3, ArrayBase};
[INFO] [stdout]   |                       ^^^^^^^^^
[INFO] [stdout] 
[INFO] [stdout] 
[INFO] [stdout] warning: unused import: `fusion::*`
[INFO] [stdout]   --> src/core/mod.rs:10:9
[INFO] [stdout]    |
[INFO] [stdout] 10 | pub use fusion::*;
[INFO] [stdout]    |         ^^^^^^^^^
[INFO] [stdout] 
[INFO] [stdout] 
[INFO] [stdout] warning: unused import: `feature_importance::*`
[INFO] [stdout]   --> src/core/mod.rs:16:9
[INFO] [stdout]    |
[INFO] [stdout] 16 | pub use feature_importance::*;
[INFO] [stdout]    |         ^^^^^^^^^^^^^^^^^^^^^
[INFO] [stdout] 
[INFO] [stdout] 
[INFO] [stdout] warning: unused imports: `DynamicImage`, `ImageBuffer`, and `Rgb`
[INFO] [stdout]  --> src/data/image.rs:7:13
[INFO] [stdout]   |
[INFO] [stdout] 7 | use image::{DynamicImage, GenericImageView, ImageBuffer, ImageReader, Rgb};
[INFO] [stdout]   |             ^^^^^^^^^^^^                    ^^^^^^^^^^^               ^^^
[INFO] [stdout] 
[INFO] [stdout] 
[INFO] [stdout] warning: unused import: `std::fs::File`
[INFO] [stdout]  --> src/data/image.rs:9:5
[INFO] [stdout]   |
[INFO] [stdout] 9 | use std::fs::File;
[INFO] [stdout]   |     ^^^^^^^^^^^^^
[INFO] [stdout] 
[INFO] [stdout] 
[INFO] [stdout] warning: unused import: `Read`
[INFO] [stdout]   --> src/data/image.rs:10:21
[INFO] [stdout]    |
[INFO] [stdout] 10 | use std::io::{self, Read};
[INFO] [stdout]    |                     ^^^^
[INFO] [stdout] 
[INFO] [stdout] 
[INFO] [stdout] warning: unused import: `HashSet`
[INFO] [stdout]  --> src/data/text.rs:7:33
[INFO] [stdout]   |
[INFO] [stdout] 7 | use std::collections::{HashMap, HashSet};
[INFO] [stdout]   |                                 ^^^^^^^
[INFO] [stdout] 
[INFO] [stdout] 
[INFO] [stdout] warning: unused imports: `BufRead` and `BufReader`
[INFO] [stdout]  --> src/data/text.rs:9:21
[INFO] [stdout]   |
[INFO] [stdout] 9 | use std::io::{self, BufRead, BufReader, Read};
[INFO] [stdout]   |                     ^^^^^^^  ^^^^^^^^^
[INFO] [stdout] 
[INFO] [stdout] 
[INFO] [stdout] warning: unused import: `Axis`
[INFO] [stdout]  --> src/models/image.rs:2:49
[INFO] [stdout]   |
[INFO] [stdout] 2 | use ndarray::{s, Array, Array1, Array3, Array4, Axis};
[INFO] [stdout]   |                                                 ^^^^
[INFO] [stdout] 
[INFO] [stdout] 
[INFO] [stdout] warning: unused import: `Array1`
[INFO] [stdout]  --> src/training/balancing.rs:9:15
[INFO] [stdout]   |
[INFO] [stdout] 9 | use ndarray::{Array1, Array3};
[INFO] [stdout]   |               ^^^^^^
[INFO] [stdout] 
[INFO] [stdout] 
[INFO] [stdout] warning: unused import: `std::collections::HashMap`
[INFO] [stdout]   --> src/training/training_loop.rs:12:5
[INFO] [stdout]    |
[INFO] [stdout] 12 | use std::collections::HashMap;
[INFO] [stdout]    |     ^^^^^^^^^^^^^^^^^^^^^^^^^
[INFO] [stdout] 
[INFO] [stdout] 
[INFO] [stdout] warning: unused import: `warn`
[INFO] [stdout]   --> src/main.rs:21:28
[INFO] [stdout]    |
[INFO] [stdout] 21 | use tracing::{error, info, warn};
[INFO] [stdout]    |                            ^^^^
[INFO] [stdout] 
[INFO] [stdout] 
[INFO] [stdout] warning: unused imports: `AppConfig`, `evaluate_by_cause`, and `evaluate_model_with_calibration`
[INFO] [stdout]   --> src/main.rs:26:14
[INFO] [stdout]    |
[INFO] [stdout] 26 |     config::{AppConfig, ModalityConfig, Settings},
[INFO] [stdout]    |              ^^^^^^^^^
[INFO] [stdout] ...
[INFO] [stdout] 38 |             evaluate_by_cause, evaluate_model_with_calibration, train_model_with_weights,
[INFO] [stdout]    |             ^^^^^^^^^^^^^^^^^  ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
[INFO] [stdout] 
[INFO] [stdout] 
[INFO] [stdout] warning: use of deprecated function `rand::thread_rng`: Renamed to `rng`
[INFO] [stdout]  --> src/core/feature_importance.rs:5:11
[INFO] [stdout]   |
[INFO] [stdout] 5 | use rand::thread_rng;
[INFO] [stdout]   |           ^^^^^^^^^^
[INFO] [stdout]   |
[INFO] [stdout]   = note: `#[warn(deprecated)]` on by default
[INFO] [stdout] 
[INFO] [stdout] 
[INFO] [stdout] warning: use of deprecated function `rand::thread_rng`: Renamed to `rng`
[INFO] [stdout]   --> src/core/feature_importance.rs:22:37
[INFO] [stdout]    |
[INFO] [stdout] 22 |         feature_column.shuffle(&mut thread_rng());
[INFO] [stdout]    |                                     ^^^^^^^^^^
[INFO] [stdout] 
[INFO] [stdout] 
[INFO] [stdout] warning: use of deprecated function `rand::thread_rng`: Renamed to `rng`
[INFO] [stdout]   --> src/models/image.rs:56:29
[INFO] [stdout]    |
[INFO] [stdout] 56 |         let mut rng = rand::thread_rng();
[INFO] [stdout]    |                             ^^^^^^^^^^
[INFO] [stdout] 
[INFO] [stdout] 
[INFO] [stdout] warning: use of deprecated function `rand::thread_rng`: Renamed to `rng`
[INFO] [stdout]   --> src/models/temporal.rs:45:29
[INFO] [stdout]    |
[INFO] [stdout] 45 |         let mut rng = rand::thread_rng();
[INFO] [stdout]    |                             ^^^^^^^^^^
[INFO] [stdout] 
[INFO] [stdout] 
[INFO] [stdout] warning: use of deprecated function `rand::thread_rng`: Renamed to `rng`
[INFO] [stdout]   --> src/models/text.rs:33:29
[INFO] [stdout]    |
[INFO] [stdout] 33 |         let mut rng = rand::thread_rng();
[INFO] [stdout]    |                             ^^^^^^^^^^
[INFO] [stdout] 
[INFO] [stdout] 
[INFO] [stdout] warning: use of deprecated function `rand::thread_rng`: Renamed to `rng`
[INFO] [stdout]  --> src/core/feature_importance.rs:5:11
[INFO] [stdout]   |
[INFO] [stdout] 5 | use rand::thread_rng;
[INFO] [stdout]   |           ^^^^^^^^^^
[INFO] [stdout]   |
[INFO] [stdout]   = note: `#[warn(deprecated)]` on by default
[INFO] [stdout] 
[INFO] [stdout] 
[INFO] [stdout] warning: use of deprecated function `rand::thread_rng`: Renamed to `rng`
[INFO] [stdout]   --> src/core/feature_importance.rs:22:37
[INFO] [stdout]    |
[INFO] [stdout] 22 |         feature_column.shuffle(&mut thread_rng());
[INFO] [stdout]    |                                     ^^^^^^^^^^
[INFO] [stdout] 
[INFO] [stdout] 
[INFO] [stdout] warning: use of deprecated function `rand::thread_rng`: Renamed to `rng`
[INFO] [stdout]   --> src/models/image.rs:56:29
[INFO] [stdout]    |
[INFO] [stdout] 56 |         let mut rng = rand::thread_rng();
[INFO] [stdout]    |                             ^^^^^^^^^^
[INFO] [stdout] 
[INFO] [stdout] 
[INFO] [stdout] warning: use of deprecated function `rand::thread_rng`: Renamed to `rng`
[INFO] [stdout]   --> src/models/temporal.rs:45:29
[INFO] [stdout]    |
[INFO] [stdout] 45 |         let mut rng = rand::thread_rng();
[INFO] [stdout]    |                             ^^^^^^^^^^
[INFO] [stdout] 
[INFO] [stdout] 
[INFO] [stdout] warning: use of deprecated function `rand::thread_rng`: Renamed to `rng`
[INFO] [stdout]   --> src/models/text.rs:33:29
[INFO] [stdout]    |
[INFO] [stdout] 33 |         let mut rng = rand::thread_rng();
[INFO] [stdout]    |                             ^^^^^^^^^^
[INFO] [stdout] 
[INFO] [stdout] 
[INFO] [stdout] warning: unused variable: `cal`
[INFO] [stdout]    --> src/predict.rs:151:17
[INFO] [stdout]     |
[INFO] [stdout] 151 |     if let Some(ref cal) = calibrator {
[INFO] [stdout]     |                 ^^^^^^^ help: if this is intentional, prefix it with an underscore: `_cal`
[INFO] [stdout]     |
[INFO] [stdout]     = note: `#[warn(unused_variables)]` (part of `#[warn(unused)]`) on by default
[INFO] [stdout] 
[INFO] [stdout] 
[INFO] [stdout] warning: unused variable: `cal`
[INFO] [stdout]    --> src/predict.rs:151:17
[INFO] [stdout]     |
[INFO] [stdout] 151 |     if let Some(ref cal) = calibrator {
[INFO] [stdout]     |                 ^^^^^^^ help: if this is intentional, prefix it with an underscore: `_cal`
[INFO] [stdout]     |
[INFO] [stdout]     = note: `#[warn(unused_variables)]` (part of `#[warn(unused)]`) on by default
[INFO] [stdout] 
[INFO] [stdout] 
[INFO] [stdout] warning: unused variable: `model`
[INFO] [stdout]    --> src/predict.rs:518:5
[INFO] [stdout]     |
[INFO] [stdout] 518 |     model: &LateFusionNet,
[INFO] [stdout]     |     ^^^^^ help: if this is intentional, prefix it with an underscore: `_model`
[INFO] [stdout] 
[INFO] [stdout] 
[INFO] [stdout] warning: unused variable: `model`
[INFO] [stdout]    --> src/predict.rs:518:5
[INFO] [stdout]     |
[INFO] [stdout] 518 |     model: &LateFusionNet,
[INFO] [stdout]     |     ^^^^^ help: if this is intentional, prefix it with an underscore: `_model`
[INFO] [stdout] 
[INFO] [stdout] 
[INFO] [stdout] warning: use of deprecated method `rand::Rng::gen_range`: Renamed to `random_range`
[INFO] [stdout]   --> src/models/text.rs:42:30
[INFO] [stdout]    |
[INFO] [stdout] 42 |                 .map(|_| rng.gen_range(-scale..scale))
[INFO] [stdout]    |                              ^^^^^^^^^
[INFO] [stdout] 
[INFO] [stdout] 
[INFO] [stdout] warning: use of deprecated method `rand::Rng::gen_range`: Renamed to `random_range`
[INFO] [stdout]   --> src/models/text.rs:42:30
[INFO] [stdout]    |
[INFO] [stdout] 42 |                 .map(|_| rng.gen_range(-scale..scale))
[INFO] [stdout]    |                              ^^^^^^^^^
[INFO] [stdout] 
[INFO] [stdout] 
[INFO] [stdout] warning: unused import: `rand::Rng`
[INFO] [stdout]  --> src/core/recurrent_layers.rs:3:5
[INFO] [stdout]   |
[INFO] [stdout] 3 | use rand::Rng;
[INFO] [stdout]   |     ^^^^^^^^^
[INFO] [stdout] 
[INFO] [stdout] 
[INFO] [stdout] warning: unused import: `GenericImageView`
[INFO] [stdout]  --> src/data/image.rs:7:27
[INFO] [stdout]   |
[INFO] [stdout] 7 | use image::{DynamicImage, GenericImageView, ImageBuffer, ImageReader, Rgb};
[INFO] [stdout]   |                           ^^^^^^^^^^^^^^^^
[INFO] [stdout] 
[INFO] [stdout] 
[INFO] [stdout] warning: unused import: `rand::Rng`
[INFO] [stdout]  --> src/core/recurrent_layers.rs:3:5
[INFO] [stdout]   |
[INFO] [stdout] 3 | use rand::Rng;
[INFO] [stdout]   |     ^^^^^^^^^
[INFO] [stdout] 
[INFO] [stdout] 
[INFO] [stdout] warning: unused import: `GenericImageView`
[INFO] [stdout]  --> src/data/image.rs:7:27
[INFO] [stdout]   |
[INFO] [stdout] 7 | use image::{DynamicImage, GenericImageView, ImageBuffer, ImageReader, Rgb};
[INFO] [stdout]   |                           ^^^^^^^^^^^^^^^^
[INFO] [stdout] 
[INFO] [stdout] 
[INFO] [stdout] warning: unused variable: `input`
[INFO] [stdout]    --> src/core/recurrent_layers.rs:190:13
[INFO] [stdout]     |
[INFO] [stdout] 190 |         let input = self.cached_inputs.pop().unwrap();
[INFO] [stdout]     |             ^^^^^ help: if this is intentional, prefix it with an underscore: `_input`
[INFO] [stdout]     |
[INFO] [stdout]     = note: `#[warn(unused_variables)]` (part of `#[warn(unused)]`) on by default
[INFO] [stdout] 
[INFO] [stdout] 
[INFO] [stdout] warning: unused variable: `input`
[INFO] [stdout]    --> src/core/recurrent_layers.rs:190:13
[INFO] [stdout]     |
[INFO] [stdout] 190 |         let input = self.cached_inputs.pop().unwrap();
[INFO] [stdout]     |             ^^^^^ help: if this is intentional, prefix it with an underscore: `_input`
[INFO] [stdout]     |
[INFO] [stdout]     = note: `#[warn(unused_variables)]` (part of `#[warn(unused)]`) on by default
[INFO] [stdout] 
[INFO] [stdout] 
[INFO] [stdout] warning: unused variable: `config`
[INFO] [stdout]    --> src/data/loader.rs:428:44
[INFO] [stdout]     |
[INFO] [stdout] 428 | fn merge_temporal_files(files: &[PathBuf], config: &DataConfig) -> AppResult<TemporalData> {
[INFO] [stdout]     |                                            ^^^^^^ help: if this is intentional, prefix it with an underscore: `_config`
[INFO] [stdout] 
[INFO] [stdout] 
[INFO] [stdout] warning: unused variable: `config`
[INFO] [stdout]    --> src/data/loader.rs:428:44
[INFO] [stdout]     |
[INFO] [stdout] 428 | fn merge_temporal_files(files: &[PathBuf], config: &DataConfig) -> AppResult<TemporalData> {
[INFO] [stdout]     |                                            ^^^^^^ help: if this is intentional, prefix it with an underscore: `_config`
[INFO] [stdout] 
[INFO] [stdout] 
[INFO] [stdout] warning: unused variable: `i`
[INFO] [stdout]    --> src/data/tabular.rs:241:14
[INFO] [stdout]     |
[INFO] [stdout] 241 |         for (i, (name, value)) in feature_names.iter().zip(row.iter()).enumerate() {
[INFO] [stdout]     |              ^ help: if this is intentional, prefix it with an underscore: `_i`
[INFO] [stdout] 
[INFO] [stdout] 
[INFO] [stdout] warning: unused variable: `num_categories`
[INFO] [stdout]    --> src/data/tabular.rs:246:21
[INFO] [stdout]     |
[INFO] [stdout] 246 |                 let num_categories = mapping.len();
[INFO] [stdout]     |                     ^^^^^^^^^^^^^^ help: if this is intentional, prefix it with an underscore: `_num_categories`
[INFO] [stdout] 
[INFO] [stdout] 
[INFO] [stdout] warning: unused variable: `i`
[INFO] [stdout]    --> src/data/tabular.rs:241:14
[INFO] [stdout]     |
[INFO] [stdout] 241 |         for (i, (name, value)) in feature_names.iter().zip(row.iter()).enumerate() {
[INFO] [stdout]     |              ^ help: if this is intentional, prefix it with an underscore: `_i`
[INFO] [stdout] 
[INFO] [stdout] 
[INFO] [stdout] warning: unused variable: `num_categories`
[INFO] [stdout]    --> src/data/tabular.rs:246:21
[INFO] [stdout]     |
[INFO] [stdout] 246 |                 let num_categories = mapping.len();
[INFO] [stdout]     |                     ^^^^^^^^^^^^^^ help: if this is intentional, prefix it with an underscore: `_num_categories`
[INFO] [stdout] 
[INFO] [stdout] 
[INFO] [stdout] warning: unused variable: `padded_height`
[INFO] [stdout]    --> src/models/image.rs:188:13
[INFO] [stdout]     |
[INFO] [stdout] 188 |         let padded_height = padded_input.shape()[1];
[INFO] [stdout]     |             ^^^^^^^^^^^^^ help: if this is intentional, prefix it with an underscore: `_padded_height`
[INFO] [stdout] 
[INFO] [stdout] 
[INFO] [stdout] warning: unused variable: `padded_width`
[INFO] [stdout]    --> src/models/image.rs:189:13
[INFO] [stdout]     |
[INFO] [stdout] 189 |         let padded_width = padded_input.shape()[2];
[INFO] [stdout]     |             ^^^^^^^^^^^^ help: if this is intentional, prefix it with an underscore: `_padded_width`
[INFO] [stdout] 
[INFO] [stdout] 
[INFO] [stdout] warning: variable does not need to be mutable
[INFO] [stdout]    --> src/models/image.rs:243:13
[INFO] [stdout]     |
[INFO] [stdout] 243 |         let mut grad_pre_activation = &grad_output * &relu_grad;
[INFO] [stdout]     |             ----^^^^^^^^^^^^^^^^^^^
[INFO] [stdout]     |             |
[INFO] [stdout]     |             help: remove this `mut`
[INFO] [stdout]     |
[INFO] [stdout]     = note: `#[warn(unused_mut)]` (part of `#[warn(unused)]`) on by default
[INFO] [stdout] 
[INFO] [stdout] 
[INFO] [stdout] warning: unused variable: `output_size`
[INFO] [stdout]    --> src/models/image.rs:528:13
[INFO] [stdout]     |
[INFO] [stdout] 528 |         let output_size = 128;
[INFO] [stdout]     |             ^^^^^^^^^^^ help: if this is intentional, prefix it with an underscore: `_output_size`
[INFO] [stdout] 
[INFO] [stdout] 
[INFO] [stdout] warning: unused variable: `padded_height`
[INFO] [stdout]    --> src/models/image.rs:188:13
[INFO] [stdout]     |
[INFO] [stdout] 188 |         let padded_height = padded_input.shape()[1];
[INFO] [stdout]     |             ^^^^^^^^^^^^^ help: if this is intentional, prefix it with an underscore: `_padded_height`
[INFO] [stdout] 
[INFO] [stdout] 
[INFO] [stdout] warning: unused variable: `padded_width`
[INFO] [stdout]    --> src/models/image.rs:189:13
[INFO] [stdout]     |
[INFO] [stdout] 189 |         let padded_width = padded_input.shape()[2];
[INFO] [stdout]     |             ^^^^^^^^^^^^ help: if this is intentional, prefix it with an underscore: `_padded_width`
[INFO] [stdout] 
[INFO] [stdout] 
[INFO] [stdout] warning: variable does not need to be mutable
[INFO] [stdout]    --> src/models/image.rs:243:13
[INFO] [stdout]     |
[INFO] [stdout] 243 |         let mut grad_pre_activation = &grad_output * &relu_grad;
[INFO] [stdout]     |             ----^^^^^^^^^^^^^^^^^^^
[INFO] [stdout]     |             |
[INFO] [stdout]     |             help: remove this `mut`
[INFO] [stdout]     |
[INFO] [stdout]     = note: `#[warn(unused_mut)]` (part of `#[warn(unused)]`) on by default
[INFO] [stdout] 
[INFO] [stdout] 
[INFO] [stdout] warning: unused variable: `output_size`
[INFO] [stdout]    --> src/models/image.rs:528:13
[INFO] [stdout]     |
[INFO] [stdout] 528 |         let output_size = 128;
[INFO] [stdout]     |             ^^^^^^^^^^^ help: if this is intentional, prefix it with an underscore: `_output_size`
[INFO] [stdout] 
[INFO] [stdout] 
[INFO] [stdout] warning: unused variable: `predictions`
[INFO] [stdout]    --> src/training/metrics.rs:111:24
[INFO] [stdout]     |
[INFO] [stdout] 111 | pub fn calculate_auroc(predictions: &[f32], targets: &[f32]) -> f32 {
[INFO] [stdout]     |                        ^^^^^^^^^^^ help: if this is intentional, prefix it with an underscore: `_predictions`
[INFO] [stdout] 
[INFO] [stdout] 
[INFO] [stdout] warning: unused variable: `targets`
[INFO] [stdout]    --> src/training/metrics.rs:111:45
[INFO] [stdout]     |
[INFO] [stdout] 111 | pub fn calculate_auroc(predictions: &[f32], targets: &[f32]) -> f32 {
[INFO] [stdout]     |                                             ^^^^^^^ help: if this is intentional, prefix it with an underscore: `_targets`
[INFO] [stdout] 
[INFO] [stdout] 
[INFO] [stdout] warning: unused variable: `model`
[INFO] [stdout]    --> src/training/metrics.rs:121:5
[INFO] [stdout]     |
[INFO] [stdout] 121 |     model: &mut impl Module<I, O>,
[INFO] [stdout]     |     ^^^^^ help: if this is intentional, prefix it with an underscore: `_model`
[INFO] [stdout] 
[INFO] [stdout] 
[INFO] [stdout] warning: unused variable: `validation_data`
[INFO] [stdout]    --> src/training/metrics.rs:122:5
[INFO] [stdout]     |
[INFO] [stdout] 122 |     validation_data: &mut MultiModalBatch,
[INFO] [stdout]     |     ^^^^^^^^^^^^^^^ help: if this is intentional, prefix it with an underscore: `_validation_data`
[INFO] [stdout] 
[INFO] [stdout] 
[INFO] [stdout] warning: unused variable: `predictions`
[INFO] [stdout]    --> src/training/metrics.rs:111:24
[INFO] [stdout]     |
[INFO] [stdout] 111 | pub fn calculate_auroc(predictions: &[f32], targets: &[f32]) -> f32 {
[INFO] [stdout]     |                        ^^^^^^^^^^^ help: if this is intentional, prefix it with an underscore: `_predictions`
[INFO] [stdout] 
[INFO] [stdout] 
[INFO] [stdout] warning: unused variable: `targets`
[INFO] [stdout]    --> src/training/metrics.rs:111:45
[INFO] [stdout]     |
[INFO] [stdout] 111 | pub fn calculate_auroc(predictions: &[f32], targets: &[f32]) -> f32 {
[INFO] [stdout]     |                                             ^^^^^^^ help: if this is intentional, prefix it with an underscore: `_targets`
[INFO] [stdout] 
[INFO] [stdout] 
[INFO] [stdout] warning: unused variable: `model`
[INFO] [stdout]    --> src/training/metrics.rs:121:5
[INFO] [stdout]     |
[INFO] [stdout] 121 |     model: &mut impl Module<I, O>,
[INFO] [stdout]     |     ^^^^^ help: if this is intentional, prefix it with an underscore: `_model`
[INFO] [stdout] 
[INFO] [stdout] 
[INFO] [stdout] warning: unused variable: `validation_data`
[INFO] [stdout]    --> src/training/metrics.rs:122:5
[INFO] [stdout]     |
[INFO] [stdout] 122 |     validation_data: &mut MultiModalBatch,
[INFO] [stdout]     |     ^^^^^^^^^^^^^^^ help: if this is intentional, prefix it with an underscore: `_validation_data`
[INFO] [stdout] 
[INFO] [stdout] 
[INFO] [stdout] warning: associated function `new` is never used
[INFO] [stdout]   --> src/config.rs:29:12
[INFO] [stdout]    |
[INFO] [stdout] 27 | impl Settings {
[INFO] [stdout]    | ------------- associated function in this implementation
[INFO] [stdout] 28 |     /// Creates a new builder for constructing a `Settings` instance.
[INFO] [stdout] 29 |     pub fn new() -> SettingsBuilder {
[INFO] [stdout]    |            ^^^
[INFO] [stdout]    |
[INFO] [stdout]    = note: `#[warn(dead_code)]` (part of `#[warn(unused)]`) on by default
[INFO] [stdout] 
[INFO] [stdout] 
[INFO] [stdout] warning: struct `SettingsBuilder` is never constructed
[INFO] [stdout]    --> src/config.rs:256:12
[INFO] [stdout]     |
[INFO] [stdout] 256 | pub struct SettingsBuilder {
[INFO] [stdout]     |            ^^^^^^^^^^^^^^^
[INFO] [stdout] 
[INFO] [stdout] 
[INFO] [stdout] warning: multiple methods are never used
[INFO] [stdout]    --> src/config.rs:270:12
[INFO] [stdout]     |
[INFO] [stdout] 268 | impl SettingsBuilder {
[INFO] [stdout]     | -------------------- methods in this implementation
[INFO] [stdout] 269 |     /// Sets the data directory. Default: "datasets".
[INFO] [stdout] 270 |     pub fn data_dir(mut self, data_dir: impl Into<PathBuf>) -> Self {
[INFO] [stdout]     |            ^^^^^^^^
[INFO] [stdout] ...
[INFO] [stdout] 276 |     pub fn patient_id_column(mut self, patient_id_column: impl Into<String>) -> Self {
[INFO] [stdout]     |            ^^^^^^^^^^^^^^^^^
[INFO] [stdout] ...
[INFO] [stdout] 282 |     pub fn epochs(mut self, epochs: usize) -> Self {
[INFO] [stdout]     |            ^^^^^^
[INFO] [stdout] ...
[INFO] [stdout] 288 |     pub fn batch_size(mut self, batch_size: usize) -> Self {
[INFO] [stdout]     |            ^^^^^^^^^^
[INFO] [stdout] ...
[INFO] [stdout] 294 |     pub fn learning_rate(mut self, learning_rate: f32) -> Self {
[INFO] [stdout]     |            ^^^^^^^^^^^^^
[INFO] [stdout] ...
[INFO] [stdout] 300 |     pub fn tabular_hidden_sizes(mut self, tabular_hidden_sizes: Vec<usize>) -> Self {
[INFO] [stdout]     |            ^^^^^^^^^^^^^^^^^^^^
[INFO] [stdout] ...
[INFO] [stdout] 306 |     pub fn temporal_hidden_size(mut self, temporal_hidden_size: usize) -> Self {
[INFO] [stdout]     |            ^^^^^^^^^^^^^^^^^^^^
[INFO] [stdout] ...
[INFO] [stdout] 312 |     pub fn text_embedding_dim(mut self, text_embedding_dim: usize) -> Self {
[INFO] [stdout]     |            ^^^^^^^^^^^^^^^^^^
[INFO] [stdout] ...
[INFO] [stdout] 318 |     pub fn modality_config(mut self, modality_config: ModalityConfig) -> Self {
[INFO] [stdout]     |            ^^^^^^^^^^^^^^^
[INFO] [stdout] ...
[INFO] [stdout] 325 |     pub fn build(self) -> Settings {
[INFO] [stdout]     |            ^^^^^
[INFO] [stdout] 
[INFO] [stdout] 
[INFO] [stdout] warning: static `SETTINGS` is never used
[INFO] [stdout]    --> src/config.rs:342:12
[INFO] [stdout]     |
[INFO] [stdout] 342 | pub static SETTINGS: LazyLock<Settings> = LazyLock::new(|| SettingsBuilder::default().build());
[INFO] [stdout]     |            ^^^^^^^^
[INFO] [stdout] 
[INFO] [stdout] 
[INFO] [stdout] warning: fields `tabular_output_size`, `temporal_output_size`, `text_output_size`, and `image_output_size` are never read
[INFO] [stdout]    --> src/core/fusion.rs:106:5
[INFO] [stdout]     |
[INFO] [stdout]  77 | pub struct LateFusionNet {
[INFO] [stdout]     |            ------------- fields in this struct
[INFO] [stdout] ...
[INFO] [stdout] 106 |     tabular_output_size: usize,
[INFO] [stdout]     |     ^^^^^^^^^^^^^^^^^^^
[INFO] [stdout] 107 |     temporal_output_size: usize,
[INFO] [stdout]     |     ^^^^^^^^^^^^^^^^^^^^
[INFO] [stdout] 108 |     text_output_size: usize,
[INFO] [stdout]     |     ^^^^^^^^^^^^^^^^
[INFO] [stdout] 109 |     image_output_size: usize,
[INFO] [stdout]     |     ^^^^^^^^^^^^^^^^^
[INFO] [stdout]     |
[INFO] [stdout]     = note: `LateFusionNet` has a derived impl for the trait `Debug`, but this is intentionally ignored during dead code analysis
[INFO] [stdout] 
[INFO] [stdout] 
[INFO] [stdout] warning: methods `config`, `is_enabled`, `load`, and `set_all_parameters` are never used
[INFO] [stdout]    --> src/core/fusion.rs:332:12
[INFO] [stdout]     |
[INFO] [stdout] 112 | impl LateFusionNet {
[INFO] [stdout]     | ------------------ methods in this implementation
[INFO] [stdout] ...
[INFO] [stdout] 332 |     pub fn config(&self) -> &ModalityConfig {
[INFO] [stdout]     |            ^^^^^^
[INFO] [stdout] ...
[INFO] [stdout] 337 |     pub fn is_enabled(&self, modality: &str) -> bool {
[INFO] [stdout]     |            ^^^^^^^^^^
[INFO] [stdout] ...
[INFO] [stdout] 419 |     pub fn load(&mut self, path: &str) -> AppResult<()> {
[INFO] [stdout]     |            ^^^^
[INFO] [stdout] ...
[INFO] [stdout] 512 |     fn set_all_parameters(&mut self, params: &[f32]) -> Result<(), Box<dyn std::error::Error>> {
[INFO] [stdout]     |        ^^^^^^^^^^^^^^^^^^
[INFO] [stdout] 
[INFO] [stdout] 
[INFO] [stdout] warning: method `set_parameters` is never used
[INFO] [stdout]   --> src/core/layer.rs:42:12
[INFO] [stdout]    |
[INFO] [stdout] 13 | impl Layer {
[INFO] [stdout]    | ---------- method in this implementation
[INFO] [stdout] ...
[INFO] [stdout] 42 |     pub fn set_parameters(&mut self, params: &[f32]) -> Result<usize, Box<dyn std::error::Error>> {
[INFO] [stdout]    |            ^^^^^^^^^^^^^^
[INFO] [stdout] 
[INFO] [stdout] 
[INFO] [stdout] warning: methods `set_parameters`, `input_size`, and `output_size` are never used
[INFO] [stdout]   --> src/core/network.rs:65:12
[INFO] [stdout]    |
[INFO] [stdout] 16 | impl Network {
[INFO] [stdout]    | ------------ methods in this implementation
[INFO] [stdout] ...
[INFO] [stdout] 65 |     pub fn set_parameters(&mut self, params: &[f32]) -> Result<usize, Box<dyn std::error::Error>> {
[INFO] [stdout]    |            ^^^^^^^^^^^^^^
[INFO] [stdout] ...
[INFO] [stdout] 75 |     pub fn input_size(&self) -> usize {
[INFO] [stdout]    |            ^^^^^^^^^^
[INFO] [stdout] ...
[INFO] [stdout] 84 |     pub fn output_size(&self) -> usize {
[INFO] [stdout]    |            ^^^^^^^^^^^
[INFO] [stdout] 
[INFO] [stdout] 
[INFO] [stdout] warning: variant `I8` is never constructed
[INFO] [stdout]  --> src/core/neuron.rs:7:5
[INFO] [stdout]   |
[INFO] [stdout] 5 | pub enum WeightType {
[INFO] [stdout]   |          ---------- variant in this enum
[INFO] [stdout] 6 |     F32(Vec<f32>),
[INFO] [stdout] 7 |     I8 {
[INFO] [stdout]   |     ^^
[INFO] [stdout]   |
[INFO] [stdout]   = note: `WeightType` has a derived impl for the trait `Debug`, but this is intentionally ignored during dead code analysis
[INFO] [stdout] 
[INFO] [stdout] 
[INFO] [stdout] warning: method `set_parameters` is never used
[INFO] [stdout]    --> src/core/neuron.rs:107:12
[INFO] [stdout]     |
[INFO] [stdout]  64 | impl Neuron {
[INFO] [stdout]     | ----------- method in this implementation
[INFO] [stdout] ...
[INFO] [stdout] 107 |     pub fn set_parameters(&mut self, params: &[f32]) -> Result<usize, Box<dyn std::error::Error>> {
[INFO] [stdout]     |            ^^^^^^^^^^^^^^
[INFO] [stdout] 
[INFO] [stdout] 
[INFO] [stdout] warning: method `set_parameters` is never used
[INFO] [stdout]   --> src/core/recurrent_layers.rs:70:12
[INFO] [stdout]    |
[INFO] [stdout] 31 | impl LSTMLayer {
[INFO] [stdout]    | -------------- method in this implementation
[INFO] [stdout] ...
[INFO] [stdout] 70 |     pub fn set_parameters(&mut self, params: &[f32]) -> Result<usize, Box<dyn std::error::Error>> {
[INFO] [stdout]    |            ^^^^^^^^^^^^^^
[INFO] [stdout] 
[INFO] [stdout] 
[INFO] [stdout] warning: function `calculate_permutation_importance` is never used
[INFO] [stdout]  --> src/core/feature_importance.rs:9:8
[INFO] [stdout]   |
[INFO] [stdout] 9 | pub fn calculate_permutation_importance<I, O>(
[INFO] [stdout]   |        ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
[INFO] [stdout] 
[INFO] [stdout] 
[INFO] [stdout] warning: fields `channel_means` and `channel_stds` are never read
[INFO] [stdout]   --> src/data/image.rs:25:9
[INFO] [stdout]    |
[INFO] [stdout] 14 | pub struct ImageData {
[INFO] [stdout]    |            --------- fields in this struct
[INFO] [stdout] ...
[INFO] [stdout] 25 |     pub channel_means: Vec<f32>,
[INFO] [stdout]    |         ^^^^^^^^^^^^^
[INFO] [stdout] ...
[INFO] [stdout] 28 |     pub channel_stds: Vec<f32>,
[INFO] [stdout]    |         ^^^^^^^^^^^^
[INFO] [stdout] 
[INFO] [stdout] 
[INFO] [stdout] warning: associated items `new` and `preprocess_image` are never used
[INFO] [stdout]    --> src/data/image.rs:36:12
[INFO] [stdout]     |
[INFO] [stdout]  34 | impl ImageData {
[INFO] [stdout]     | -------------- associated items in this implementation
[INFO] [stdout]  35 |     /// Create a new empty ImageData instance
[INFO] [stdout]  36 |     pub fn new() -> Self {
[INFO] [stdout]     |            ^^^
[INFO] [stdout] ...
[INFO] [stdout] 178 |     pub fn preprocess_image<P: AsRef<Path>>(&self, path: P) -> io::Result<Array3<f32>> {
[INFO] [stdout]     |            ^^^^^^^^^^^^^^^^
[INFO] [stdout] 
[INFO] [stdout] 
[INFO] [stdout] warning: method `is_empty` is never used
[INFO] [stdout]   --> src/data/loader.rs:25:8
[INFO] [stdout]    |
[INFO] [stdout] 14 | pub trait DataLoader<T> {
[INFO] [stdout]    |           ---------- method in this trait
[INFO] [stdout] ...
[INFO] [stdout] 25 |     fn is_empty(&self) -> bool {
[INFO] [stdout]    |        ^^^^^^^^
[INFO] [stdout] 
[INFO] [stdout] 
[INFO] [stdout] warning: function `load_image_data` is never used
[INFO] [stdout]    --> src/data/loader.rs:539:8
[INFO] [stdout]     |
[INFO] [stdout] 539 | pub fn load_image_data<P: AsRef<Path>>(dir_path: P) -> io::Result<ImageData> {
[INFO] [stdout]     |        ^^^^^^^^^^^^^^^
[INFO] [stdout] 
[INFO] [stdout] 
[INFO] [stdout] warning: fields `feature_names` and `categorical_features` are never read
[INFO] [stdout]   --> src/data/tabular.rs:19:9
[INFO] [stdout]    |
[INFO] [stdout] 14 | pub struct TabularData {
[INFO] [stdout]    |            ----------- fields in this struct
[INFO] [stdout] ...
[INFO] [stdout] 19 |     pub feature_names: Vec<String>,
[INFO] [stdout]    |         ^^^^^^^^^^^^^
[INFO] [stdout] ...
[INFO] [stdout] 28 |     pub categorical_features: Vec<String>,
[INFO] [stdout]    |         ^^^^^^^^^^^^^^^^^^^^
[INFO] [stdout] 
[INFO] [stdout] 
[INFO] [stdout] warning: associated items `new` and `preprocess_row` are never used
[INFO] [stdout]    --> src/data/tabular.rs:36:12
[INFO] [stdout]     |
[INFO] [stdout]  34 | impl TabularData {
[INFO] [stdout]     | ---------------- associated items in this implementation
[INFO] [stdout]  35 |     /// Create a new empty TabularData instance
[INFO] [stdout]  36 |     pub fn new() -> Self {
[INFO] [stdout]     |            ^^^
[INFO] [stdout] ...
[INFO] [stdout] 280 |     pub fn preprocess_row(&self, row: &[String]) -> Vec<f32> {
[INFO] [stdout]     |            ^^^^^^^^^^^^^^
[INFO] [stdout] 
[INFO] [stdout] 
[INFO] [stdout] warning: field `max_seq_length` is never read
[INFO] [stdout]   --> src/data/temporal.rs:25:9
[INFO] [stdout]    |
[INFO] [stdout] 14 | pub struct TemporalData {
[INFO] [stdout]    |            ------------ field in this struct
[INFO] [stdout] ...
[INFO] [stdout] 25 |     pub max_seq_length: usize,
[INFO] [stdout]    |         ^^^^^^^^^^^^^^
[INFO] [stdout] 
[INFO] [stdout] 
[INFO] [stdout] warning: associated items `new`, `from_csv_files`, `pad_sequences`, and `preprocess_sequence` are never used
[INFO] [stdout]    --> src/data/temporal.rs:33:12
[INFO] [stdout]     |
[INFO] [stdout]  31 | impl TemporalData {
[INFO] [stdout]     | ----------------- associated items in this implementation
[INFO] [stdout]  32 |     /// Create a new empty TemporalData instance
[INFO] [stdout]  33 |     pub fn new() -> Self {
[INFO] [stdout]     |            ^^^
[INFO] [stdout] ...
[INFO] [stdout]  52 |     pub fn from_csv_files<P: AsRef<Path>>(
[INFO] [stdout]     |            ^^^^^^^^^^^^^^
[INFO] [stdout] ...
[INFO] [stdout] 430 |     pub fn pad_sequences(&mut self) {
[INFO] [stdout]     |            ^^^^^^^^^^^^^
[INFO] [stdout] ...
[INFO] [stdout] 454 |     pub fn preprocess_sequence(&self, sequence: Vec<Vec<f32>>) -> Vec<Vec<f32>> {
[INFO] [stdout]     |            ^^^^^^^^^^^^^^^^^^^
[INFO] [stdout] 
[INFO] [stdout] 
[INFO] [stdout] warning: associated items `new`, `from_files`, `pad_sequences`, and `truncate_sequences` are never used
[INFO] [stdout]    --> src/data/text.rs:35:12
[INFO] [stdout]     |
[INFO] [stdout]  33 | impl TextData {
[INFO] [stdout]     | ------------- associated items in this implementation
[INFO] [stdout]  34 |     /// Create a new empty TextData instance
[INFO] [stdout]  35 |     pub fn new() -> Self {
[INFO] [stdout]     |            ^^^
[INFO] [stdout] ...
[INFO] [stdout]  54 |     pub fn from_files<P: AsRef<Path>>(paths: &[P], max_vocab_size: usize) -> io::Result<Self> {
[INFO] [stdout]     |            ^^^^^^^^^^
[INFO] [stdout] ...
[INFO] [stdout] 174 |     pub fn pad_sequences(&mut self) {
[INFO] [stdout]     |            ^^^^^^^^^^^^^
[INFO] [stdout] ...
[INFO] [stdout] 184 |     pub fn truncate_sequences(&mut self, max_length: usize) {
[INFO] [stdout]     |            ^^^^^^^^^^^^^^^^^^
[INFO] [stdout] 
[INFO] [stdout] 
[INFO] [stdout] warning: method `set_parameters` is never used
[INFO] [stdout]   --> src/models/image.rs:90:12
[INFO] [stdout]    |
[INFO] [stdout] 40 | impl Conv2DLayer {
[INFO] [stdout]    | ---------------- method in this implementation
[INFO] [stdout] ...
[INFO] [stdout] 90 |     pub fn set_parameters(&mut self, params: &[f32]) -> Result<usize, Box<dyn std::error::Error>> {
[INFO] [stdout]    |            ^^^^^^^^^^^^^^
[INFO] [stdout] 
[INFO] [stdout] 
[INFO] [stdout] warning: method `set_parameters` is never used
[INFO] [stdout]    --> src/models/image.rs:555:12
[INFO] [stdout]     |
[INFO] [stdout] 505 | impl ImageNet {
[INFO] [stdout]     | ------------- method in this implementation
[INFO] [stdout] ...
[INFO] [stdout] 555 |     pub fn set_parameters(&mut self, params: &[f32]) -> Result<usize, Box<dyn std::error::Error>> {
[INFO] [stdout]     |            ^^^^^^^^^^^^^^
[INFO] [stdout] 
[INFO] [stdout] 
[INFO] [stdout] warning: methods `set_parameters` and `output_size` are never used
[INFO] [stdout]   --> src/models/tabular.rs:36:12
[INFO] [stdout]    |
[INFO] [stdout] 12 | impl TabularNet {
[INFO] [stdout]    | --------------- methods in this implementation
[INFO] [stdout] ...
[INFO] [stdout] 36 |     pub fn set_parameters(&mut self, params: &[f32]) -> Result<usize, Box<dyn std::error::Error>> {
[INFO] [stdout]    |            ^^^^^^^^^^^^^^
[INFO] [stdout] ...
[INFO] [stdout] 41 |     pub fn output_size(&self) -> usize {
[INFO] [stdout]    |            ^^^^^^^^^^^
[INFO] [stdout] 
[INFO] [stdout] 
[INFO] [stdout] warning: method `set_parameters` is never used
[INFO] [stdout]   --> src/models/temporal.rs:79:12
[INFO] [stdout]    |
[INFO] [stdout] 38 | impl SimpleRnnCell {
[INFO] [stdout]    | ------------------ method in this implementation
[INFO] [stdout] ...
[INFO] [stdout] 79 |     pub fn set_parameters(&mut self, params: &[f32]) -> Result<usize, Box<dyn std::error::Error>> {
[INFO] [stdout]    |            ^^^^^^^^^^^^^^
[INFO] [stdout] 
[INFO] [stdout] 
[INFO] [stdout] warning: method `set_parameters` is never used
[INFO] [stdout]    --> src/models/temporal.rs:180:12
[INFO] [stdout]     |
[INFO] [stdout] 163 | impl TemporalNet {
[INFO] [stdout]     | ---------------- method in this implementation
[INFO] [stdout] ...
[INFO] [stdout] 180 |     pub fn set_parameters(&mut self, params: &[f32]) -> Result<usize, Box<dyn std::error::Error>> {
[INFO] [stdout]     |            ^^^^^^^^^^^^^^
[INFO] [stdout] 
[INFO] [stdout] 
[INFO] [stdout] warning: method `set_parameters` is never used
[INFO] [stdout]   --> src/models/text.rs:56:12
[INFO] [stdout]    |
[INFO] [stdout] 26 | impl EmbeddingLayer {
[INFO] [stdout]    | ------------------- method in this implementation
[INFO] [stdout] ...
[INFO] [stdout] 56 |     pub fn set_parameters(&mut self, params: &[f32]) -> Result<usize, Box<dyn std::error::Error>> {
[INFO] [stdout]    |            ^^^^^^^^^^^^^^
[INFO] [stdout] 
[INFO] [stdout] 
[INFO] [stdout] warning: associated items `set_parameters`, `build_vocab`, `tokenize`, and `output_size` are never used
[INFO] [stdout]    --> src/models/text.rs:135:12
[INFO] [stdout]     |
[INFO] [stdout] 107 | impl TextNet {
[INFO] [stdout]     | ------------ associated items in this implementation
[INFO] [stdout] ...
[INFO] [stdout] 135 |     pub fn set_parameters(&mut self, params: &[f32]) -> Result<usize, Box<dyn std::error::Error>> {
[INFO] [stdout]     |            ^^^^^^^^^^^^^^
[INFO] [stdout] ...
[INFO] [stdout] 150 |     pub fn build_vocab(texts: &[String], max_vocab_size: usize) -> HashMap<String, usize> {
[INFO] [stdout]     |            ^^^^^^^^^^^
[INFO] [stdout] ...
[INFO] [stdout] 186 |     pub fn tokenize(&self, text: &str) -> Vec<usize> {
[INFO] [stdout]     |            ^^^^^^^^
[INFO] [stdout] ...
[INFO] [stdout] 196 |     pub fn output_size(&self) -> usize {
[INFO] [stdout]     |            ^^^^^^^^^^^
[INFO] [stdout] 
[INFO] [stdout] 
[INFO] [stdout] warning: function `apply_weight_to_loss` is never used
[INFO] [stdout]   --> src/training/balancing.rs:92:8
[INFO] [stdout]    |
[INFO] [stdout] 92 | pub fn apply_weight_to_loss(loss: f32, weight: f32) -> f32 {
[INFO] [stdout]    |        ^^^^^^^^^^^^^^^^^^^^
[INFO] [stdout] 
[INFO] [stdout] 
[INFO] [stdout] warning: function `apply_weight_to_gradient` is never used
[INFO] [stdout]    --> src/training/balancing.rs:104:8
[INFO] [stdout]     |
[INFO] [stdout] 104 | pub fn apply_weight_to_gradient(grad: f32, weight: f32) -> f32 {
[INFO] [stdout]     |        ^^^^^^^^^^^^^^^^^^^^^^^^
[INFO] [stdout] 
[INFO] [stdout] 
[INFO] [stdout] warning: field `k_neighbors` is never read
[INFO] [stdout]    --> src/training/balancing.rs:161:5
[INFO] [stdout]     |
[INFO] [stdout] 159 | pub struct SmoteSynthesizer {
[INFO] [stdout]     |            ---------------- field in this struct
[INFO] [stdout] 160 |     /// Number of nearest neighbors to consider
[INFO] [stdout] 161 |     k_neighbors: usize,
[INFO] [stdout]     |     ^^^^^^^^^^^
[INFO] [stdout] 
[INFO] [stdout] 
[INFO] [stdout] warning: methods `generate_synthetic_samples` and `generate_synthetic_tabular` are never used
[INFO] [stdout]    --> src/training/balancing.rs:189:12
[INFO] [stdout]     |
[INFO] [stdout] 164 | impl SmoteSynthesizer {
[INFO] [stdout]     | --------------------- methods in this implementation
[INFO] [stdout] ...
[INFO] [stdout] 189 |     pub fn generate_synthetic_samples(
[INFO] [stdout]     |            ^^^^^^^^^^^^^^^^^^^^^^^^^^
[INFO] [stdout] ...
[INFO] [stdout] 254 |     fn generate_synthetic_tabular(
[INFO] [stdout]     |        ^^^^^^^^^^^^^^^^^^^^^^^^^^
[INFO] [stdout] 
[INFO] [stdout] 
[INFO] [stdout] warning: function `binary_cross_entropy` is never used
[INFO] [stdout]   --> src/training/loss.rs:15:8
[INFO] [stdout]    |
[INFO] [stdout] 15 | pub fn binary_cross_entropy(prediction: f32, target: f32) -> f32 {
[INFO] [stdout]    |        ^^^^^^^^^^^^^^^^^^^^
[INFO] [stdout] 
[INFO] [stdout] 
[INFO] [stdout] warning: function `binary_cross_entropy_gradient` is never used
[INFO] [stdout]   --> src/training/loss.rs:30:8
[INFO] [stdout]    |
[INFO] [stdout] 30 | pub fn binary_cross_entropy_gradient(prediction: f32, target: f32) -> f32 {
[INFO] [stdout]    |        ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
[INFO] [stdout] 
[INFO] [stdout] 
[INFO] [stdout] warning: function `mean_squared_error` is never used
[INFO] [stdout]   --> src/training/loss.rs:46:8
[INFO] [stdout]    |
[INFO] [stdout] 46 | pub fn mean_squared_error(predictions: &[f32], targets: &[f32]) -> f32 {
[INFO] [stdout]    |        ^^^^^^^^^^^^^^^^^^
[INFO] [stdout] 
[INFO] [stdout] 
[INFO] [stdout] warning: function `mean_squared_error_gradient` is never used
[INFO] [stdout]   --> src/training/loss.rs:70:8
[INFO] [stdout]    |
[INFO] [stdout] 70 | pub fn mean_squared_error_gradient(predictions: &[f32], targets: &[f32]) -> Vec<f32> {
[INFO] [stdout]    |        ^^^^^^^^^^^^^^^^^^^^^^^^^^^
[INFO] [stdout] 
[INFO] [stdout] 
[INFO] [stdout] warning: function `binary_accuracy` is never used
[INFO] [stdout]   --> src/training/loss.rs:93:8
[INFO] [stdout]    |
[INFO] [stdout] 93 | pub fn binary_accuracy(predictions: &[f32], targets: &[f32], threshold: f32) -> f32 {
[INFO] [stdout]    |        ^^^^^^^^^^^^^^^
[INFO] [stdout] 
[INFO] [stdout] 
[INFO] [stdout] warning: fields `ppv`, `npv`, `sensitivity`, `specificity`, and `auroc` are never read
[INFO] [stdout]   --> src/training/metrics.rs:58:9
[INFO] [stdout]    |
[INFO] [stdout] 55 | pub struct EvaluationMetrics {
[INFO] [stdout]    |            ----------------- fields in this struct
[INFO] [stdout] ...
[INFO] [stdout] 58 |     pub ppv: f32,
[INFO] [stdout]    |         ^^^
[INFO] [stdout] 59 |     pub npv: f32,
[INFO] [stdout]    |         ^^^
[INFO] [stdout] 60 |     pub sensitivity: f32, // Also known as Recall or True Positive Rate
[INFO] [stdout]    |         ^^^^^^^^^^^
[INFO] [stdout] 61 |     pub specificity: f32, // True Negative Rate
[INFO] [stdout]    |         ^^^^^^^^^^^
[INFO] [stdout] 62 |     pub auroc: f32,
[INFO] [stdout]    |         ^^^^^
[INFO] [stdout]    |
[INFO] [stdout]    = note: `EvaluationMetrics` has derived impls for the traits `Clone` and `Debug`, but these are intentionally ignored during dead code analysis
[INFO] [stdout] 
[INFO] [stdout] 
[INFO] [stdout] warning: function `evalute_auroc` is never used
[INFO] [stdout]    --> src/training/metrics.rs:120:8
[INFO] [stdout]     |
[INFO] [stdout] 120 | pub fn evalute_auroc<I, O>(
[INFO] [stdout]     |        ^^^^^^^^^^^^^
[INFO] [stdout] 
[INFO] [stdout] 
[INFO] [stdout] warning: function `evaluate_by_cause` is never used
[INFO] [stdout]    --> src/training/training_loop.rs:261:8
[INFO] [stdout]     |
[INFO] [stdout] 261 | pub fn evaluate_by_cause(
[INFO] [stdout]     |        ^^^^^^^^^^^^^^^^^
[INFO] [stdout] 
[INFO] [stdout] 
[INFO] [stdout] warning: function `initialize_weights` is never used
[INFO] [stdout]   --> src/utils/mod.rs:23:8
[INFO] [stdout]    |
[INFO] [stdout] 23 | pub fn initialize_weights(num_weights: usize) -> Vec<f64> {
[INFO] [stdout]    |        ^^^^^^^^^^^^^^^^^^
[INFO] [stdout] 
[INFO] [stdout] 
[INFO] [stdout] warning: variants `Config` and `ModelError` are never constructed
[INFO] [stdout]  --> src/utils/error.rs:5:5
[INFO] [stdout]   |
[INFO] [stdout] 4 | pub enum AppError {
[INFO] [stdout]   |          -------- variants in this enum
[INFO] [stdout] 5 |     Config(String),
[INFO] [stdout]   |     ^^^^^^
[INFO] [stdout] ...
[INFO] [stdout] 8 |     ModelError(String),
[INFO] [stdout]   |     ^^^^^^^^^^
[INFO] [stdout]   |
[INFO] [stdout]   = note: `AppError` has a derived impl for the trait `Debug`, but this is intentionally ignored during dead code analysis
[INFO] [stdout] 
[INFO] [stdout] 
[INFO] [stdout] warning: associated function `new` is never used
[INFO] [stdout]   --> src/config.rs:29:12
[INFO] [stdout]    |
[INFO] [stdout] 27 | impl Settings {
[INFO] [stdout]    | ------------- associated function in this implementation
[INFO] [stdout] 28 |     /// Creates a new builder for constructing a `Settings` instance.
[INFO] [stdout] 29 |     pub fn new() -> SettingsBuilder {
[INFO] [stdout]    |            ^^^
[INFO] [stdout]    |
[INFO] [stdout]    = note: `#[warn(dead_code)]` (part of `#[warn(unused)]`) on by default
[INFO] [stdout] 
[INFO] [stdout] 
[INFO] [stdout] warning: struct `SettingsBuilder` is never constructed
[INFO] [stdout]    --> src/config.rs:256:12
[INFO] [stdout]     |
[INFO] [stdout] 256 | pub struct SettingsBuilder {
[INFO] [stdout]     |            ^^^^^^^^^^^^^^^
[INFO] [stdout] 
[INFO] [stdout] 
[INFO] [stdout] warning: multiple methods are never used
[INFO] [stdout]    --> src/config.rs:270:12
[INFO] [stdout]     |
[INFO] [stdout] 268 | impl SettingsBuilder {
[INFO] [stdout]     | -------------------- methods in this implementation
[INFO] [stdout] 269 |     /// Sets the data directory. Default: "datasets".
[INFO] [stdout] 270 |     pub fn data_dir(mut self, data_dir: impl Into<PathBuf>) -> Self {
[INFO] [stdout]     |            ^^^^^^^^
[INFO] [stdout] ...
[INFO] [stdout] 276 |     pub fn patient_id_column(mut self, patient_id_column: impl Into<String>) -> Self {
[INFO] [stdout]     |            ^^^^^^^^^^^^^^^^^
[INFO] [stdout] ...
[INFO] [stdout] 282 |     pub fn epochs(mut self, epochs: usize) -> Self {
[INFO] [stdout]     |            ^^^^^^
[INFO] [stdout] ...
[INFO] [stdout] 288 |     pub fn batch_size(mut self, batch_size: usize) -> Self {
[INFO] [stdout]     |            ^^^^^^^^^^
[INFO] [stdout] ...
[INFO] [stdout] 294 |     pub fn learning_rate(mut self, learning_rate: f32) -> Self {
[INFO] [stdout]     |            ^^^^^^^^^^^^^
[INFO] [stdout] ...
[INFO] [stdout] 300 |     pub fn tabular_hidden_sizes(mut self, tabular_hidden_sizes: Vec<usize>) -> Self {
[INFO] [stdout]     |            ^^^^^^^^^^^^^^^^^^^^
[INFO] [stdout] ...
[INFO] [stdout] 306 |     pub fn temporal_hidden_size(mut self, temporal_hidden_size: usize) -> Self {
[INFO] [stdout]     |            ^^^^^^^^^^^^^^^^^^^^
[INFO] [stdout] ...
[INFO] [stdout] 312 |     pub fn text_embedding_dim(mut self, text_embedding_dim: usize) -> Self {
[INFO] [stdout]     |            ^^^^^^^^^^^^^^^^^^
[INFO] [stdout] ...
[INFO] [stdout] 318 |     pub fn modality_config(mut self, modality_config: ModalityConfig) -> Self {
[INFO] [stdout]     |            ^^^^^^^^^^^^^^^
[INFO] [stdout] ...
[INFO] [stdout] 325 |     pub fn build(self) -> Settings {
[INFO] [stdout]     |            ^^^^^
[INFO] [stdout] 
[INFO] [stdout] 
[INFO] [stdout] warning: static `SETTINGS` is never used
[INFO] [stdout]    --> src/config.rs:342:12
[INFO] [stdout]     |
[INFO] [stdout] 342 | pub static SETTINGS: LazyLock<Settings> = LazyLock::new(|| SettingsBuilder::default().build());
[INFO] [stdout]     |            ^^^^^^^^
[INFO] [stdout] 
[INFO] [stdout] 
[INFO] [stdout] warning: fields `tabular_output_size`, `temporal_output_size`, `text_output_size`, and `image_output_size` are never read
[INFO] [stdout]    --> src/core/fusion.rs:106:5
[INFO] [stdout]     |
[INFO] [stdout]  77 | pub struct LateFusionNet {
[INFO] [stdout]     |            ------------- fields in this struct
[INFO] [stdout] ...
[INFO] [stdout] 106 |     tabular_output_size: usize,
[INFO] [stdout]     |     ^^^^^^^^^^^^^^^^^^^
[INFO] [stdout] 107 |     temporal_output_size: usize,
[INFO] [stdout]     |     ^^^^^^^^^^^^^^^^^^^^
[INFO] [stdout] 108 |     text_output_size: usize,
[INFO] [stdout]     |     ^^^^^^^^^^^^^^^^
[INFO] [stdout] 109 |     image_output_size: usize,
[INFO] [stdout]     |     ^^^^^^^^^^^^^^^^^
[INFO] [stdout]     |
[INFO] [stdout]     = note: `LateFusionNet` has a derived impl for the trait `Debug`, but this is intentionally ignored during dead code analysis
[INFO] [stdout] 
[INFO] [stdout] 
[INFO] [stdout] warning: methods `config`, `is_enabled`, `load`, and `set_all_parameters` are never used
[INFO] [stdout]    --> src/core/fusion.rs:332:12
[INFO] [stdout]     |
[INFO] [stdout] 112 | impl LateFusionNet {
[INFO] [stdout]     | ------------------ methods in this implementation
[INFO] [stdout] ...
[INFO] [stdout] 332 |     pub fn config(&self) -> &ModalityConfig {
[INFO] [stdout]     |            ^^^^^^
[INFO] [stdout] ...
[INFO] [stdout] 337 |     pub fn is_enabled(&self, modality: &str) -> bool {
[INFO] [stdout]     |            ^^^^^^^^^^
[INFO] [stdout] ...
[INFO] [stdout] 419 |     pub fn load(&mut self, path: &str) -> AppResult<()> {
[INFO] [stdout]     |            ^^^^
[INFO] [stdout] ...
[INFO] [stdout] 512 |     fn set_all_parameters(&mut self, params: &[f32]) -> Result<(), Box<dyn std::error::Error>> {
[INFO] [stdout]     |        ^^^^^^^^^^^^^^^^^^
[INFO] [stdout] 
[INFO] [stdout] 
[INFO] [stdout] warning: method `set_parameters` is never used
[INFO] [stdout]   --> src/core/layer.rs:42:12
[INFO] [stdout]    |
[INFO] [stdout] 13 | impl Layer {
[INFO] [stdout]    | ---------- method in this implementation
[INFO] [stdout] ...
[INFO] [stdout] 42 |     pub fn set_parameters(&mut self, params: &[f32]) -> Result<usize, Box<dyn std::error::Error>> {
[INFO] [stdout]    |            ^^^^^^^^^^^^^^
[INFO] [stdout] 
[INFO] [stdout] 
[INFO] [stdout] warning: methods `set_parameters`, `input_size`, and `output_size` are never used
[INFO] [stdout]   --> src/core/network.rs:65:12
[INFO] [stdout]    |
[INFO] [stdout] 16 | impl Network {
[INFO] [stdout]    | ------------ methods in this implementation
[INFO] [stdout] ...
[INFO] [stdout] 65 |     pub fn set_parameters(&mut self, params: &[f32]) -> Result<usize, Box<dyn std::error::Error>> {
[INFO] [stdout]    |            ^^^^^^^^^^^^^^
[INFO] [stdout] ...
[INFO] [stdout] 75 |     pub fn input_size(&self) -> usize {
[INFO] [stdout]    |            ^^^^^^^^^^
[INFO] [stdout] ...
[INFO] [stdout] 84 |     pub fn output_size(&self) -> usize {
[INFO] [stdout]    |            ^^^^^^^^^^^
[INFO] [stdout] 
[INFO] [stdout] 
[INFO] [stdout] warning: variant `I8` is never constructed
[INFO] [stdout]  --> src/core/neuron.rs:7:5
[INFO] [stdout]   |
[INFO] [stdout] 5 | pub enum WeightType {
[INFO] [stdout]   |          ---------- variant in this enum
[INFO] [stdout] 6 |     F32(Vec<f32>),
[INFO] [stdout] 7 |     I8 {
[INFO] [stdout]   |     ^^
[INFO] [stdout]   |
[INFO] [stdout]   = note: `WeightType` has a derived impl for the trait `Debug`, but this is intentionally ignored during dead code analysis
[INFO] [stdout] 
[INFO] [stdout] 
[INFO] [stdout] warning: method `set_parameters` is never used
[INFO] [stdout]    --> src/core/neuron.rs:107:12
[INFO] [stdout]     |
[INFO] [stdout]  64 | impl Neuron {
[INFO] [stdout]     | ----------- method in this implementation
[INFO] [stdout] ...
[INFO] [stdout] 107 |     pub fn set_parameters(&mut self, params: &[f32]) -> Result<usize, Box<dyn std::error::Error>> {
[INFO] [stdout]     |            ^^^^^^^^^^^^^^
[INFO] [stdout] 
[INFO] [stdout] 
[INFO] [stdout] warning: method `set_parameters` is never used
[INFO] [stdout]   --> src/core/recurrent_layers.rs:70:12
[INFO] [stdout]    |
[INFO] [stdout] 31 | impl LSTMLayer {
[INFO] [stdout]    | -------------- method in this implementation
[INFO] [stdout] ...
[INFO] [stdout] 70 |     pub fn set_parameters(&mut self, params: &[f32]) -> Result<usize, Box<dyn std::error::Error>> {
[INFO] [stdout]    |            ^^^^^^^^^^^^^^
[INFO] [stdout] 
[INFO] [stdout] 
[INFO] [stdout] warning: function `calculate_permutation_importance` is never used
[INFO] [stdout]  --> src/core/feature_importance.rs:9:8
[INFO] [stdout]   |
[INFO] [stdout] 9 | pub fn calculate_permutation_importance<I, O>(
[INFO] [stdout]   |        ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
[INFO] [stdout] 
[INFO] [stdout] 
[INFO] [stdout] warning: fields `channel_means` and `channel_stds` are never read
[INFO] [stdout]   --> src/data/image.rs:25:9
[INFO] [stdout]    |
[INFO] [stdout] 14 | pub struct ImageData {
[INFO] [stdout]    |            --------- fields in this struct
[INFO] [stdout] ...
[INFO] [stdout] 25 |     pub channel_means: Vec<f32>,
[INFO] [stdout]    |         ^^^^^^^^^^^^^
[INFO] [stdout] ...
[INFO] [stdout] 28 |     pub channel_stds: Vec<f32>,
[INFO] [stdout]    |         ^^^^^^^^^^^^
[INFO] [stdout] 
[INFO] [stdout] 
[INFO] [stdout] warning: associated items `new` and `preprocess_image` are never used
[INFO] [stdout]    --> src/data/image.rs:36:12
[INFO] [stdout]     |
[INFO] [stdout]  34 | impl ImageData {
[INFO] [stdout]     | -------------- associated items in this implementation
[INFO] [stdout]  35 |     /// Create a new empty ImageData instance
[INFO] [stdout]  36 |     pub fn new() -> Self {
[INFO] [stdout]     |            ^^^
[INFO] [stdout] ...
[INFO] [stdout] 178 |     pub fn preprocess_image<P: AsRef<Path>>(&self, path: P) -> io::Result<Array3<f32>> {
[INFO] [stdout]     |            ^^^^^^^^^^^^^^^^
[INFO] [stdout] 
[INFO] [stdout] 
[INFO] [stdout] warning: method `is_empty` is never used
[INFO] [stdout]   --> src/data/loader.rs:25:8
[INFO] [stdout]    |
[INFO] [stdout] 14 | pub trait DataLoader<T> {
[INFO] [stdout]    |           ---------- method in this trait
[INFO] [stdout] ...
[INFO] [stdout] 25 |     fn is_empty(&self) -> bool {
[INFO] [stdout]    |        ^^^^^^^^
[INFO] [stdout] 
[INFO] [stdout] 
[INFO] [stdout] warning: function `load_image_data` is never used
[INFO] [stdout]    --> src/data/loader.rs:539:8
[INFO] [stdout]     |
[INFO] [stdout] 539 | pub fn load_image_data<P: AsRef<Path>>(dir_path: P) -> io::Result<ImageData> {
[INFO] [stdout]     |        ^^^^^^^^^^^^^^^
[INFO] [stdout] 
[INFO] [stdout] 
[INFO] [stdout] warning: fields `feature_names` and `categorical_features` are never read
[INFO] [stdout]   --> src/data/tabular.rs:19:9
[INFO] [stdout]    |
[INFO] [stdout] 14 | pub struct TabularData {
[INFO] [stdout]    |            ----------- fields in this struct
[INFO] [stdout] ...
[INFO] [stdout] 19 |     pub feature_names: Vec<String>,
[INFO] [stdout]    |         ^^^^^^^^^^^^^
[INFO] [stdout] ...
[INFO] [stdout] 28 |     pub categorical_features: Vec<String>,
[INFO] [stdout]    |         ^^^^^^^^^^^^^^^^^^^^
[INFO] [stdout] 
[INFO] [stdout] 
[INFO] [stdout] warning: associated items `new` and `preprocess_row` are never used
[INFO] [stdout]    --> src/data/tabular.rs:36:12
[INFO] [stdout]     |
[INFO] [stdout]  34 | impl TabularData {
[INFO] [stdout]     | ---------------- associated items in this implementation
[INFO] [stdout]  35 |     /// Create a new empty TabularData instance
[INFO] [stdout]  36 |     pub fn new() -> Self {
[INFO] [stdout]     |            ^^^
[INFO] [stdout] ...
[INFO] [stdout] 280 |     pub fn preprocess_row(&self, row: &[String]) -> Vec<f32> {
[INFO] [stdout]     |            ^^^^^^^^^^^^^^
[INFO] [stdout] 
[INFO] [stdout] 
[INFO] [stdout] warning: field `max_seq_length` is never read
[INFO] [stdout]   --> src/data/temporal.rs:25:9
[INFO] [stdout]    |
[INFO] [stdout] 14 | pub struct TemporalData {
[INFO] [stdout]    |            ------------ field in this struct
[INFO] [stdout] ...
[INFO] [stdout] 25 |     pub max_seq_length: usize,
[INFO] [stdout]    |         ^^^^^^^^^^^^^^
[INFO] [stdout] 
[INFO] [stdout] 
[INFO] [stdout] warning: associated items `new`, `from_csv_files`, `pad_sequences`, and `preprocess_sequence` are never used
[INFO] [stdout]    --> src/data/temporal.rs:33:12
[INFO] [stdout]     |
[INFO] [stdout]  31 | impl TemporalData {
[INFO] [stdout]     | ----------------- associated items in this implementation
[INFO] [stdout]  32 |     /// Create a new empty TemporalData instance
[INFO] [stdout]  33 |     pub fn new() -> Self {
[INFO] [stdout]     |            ^^^
[INFO] [stdout] ...
[INFO] [stdout]  52 |     pub fn from_csv_files<P: AsRef<Path>>(
[INFO] [stdout]     |            ^^^^^^^^^^^^^^
[INFO] [stdout] ...
[INFO] [stdout] 430 |     pub fn pad_sequences(&mut self) {
[INFO] [stdout]     |            ^^^^^^^^^^^^^
[INFO] [stdout] ...
[INFO] [stdout] 454 |     pub fn preprocess_sequence(&self, sequence: Vec<Vec<f32>>) -> Vec<Vec<f32>> {
[INFO] [stdout]     |            ^^^^^^^^^^^^^^^^^^^
[INFO] [stdout] 
[INFO] [stdout] 
[INFO] [stdout] warning: associated items `new`, `from_files`, `pad_sequences`, and `truncate_sequences` are never used
[INFO] [stdout]    --> src/data/text.rs:35:12
[INFO] [stdout]     |
[INFO] [stdout]  33 | impl TextData {
[INFO] [stdout]     | ------------- associated items in this implementation
[INFO] [stdout]  34 |     /// Create a new empty TextData instance
[INFO] [stdout]  35 |     pub fn new() -> Self {
[INFO] [stdout]     |            ^^^
[INFO] [stdout] ...
[INFO] [stdout]  54 |     pub fn from_files<P: AsRef<Path>>(paths: &[P], max_vocab_size: usize) -> io::Result<Self> {
[INFO] [stdout]     |            ^^^^^^^^^^
[INFO] [stdout] ...
[INFO] [stdout] 174 |     pub fn pad_sequences(&mut self) {
[INFO] [stdout]     |            ^^^^^^^^^^^^^
[INFO] [stdout] ...
[INFO] [stdout] 184 |     pub fn truncate_sequences(&mut self, max_length: usize) {
[INFO] [stdout]     |            ^^^^^^^^^^^^^^^^^^
[INFO] [stdout] 
[INFO] [stdout] 
[INFO] [stdout] warning: method `set_parameters` is never used
[INFO] [stdout]   --> src/models/image.rs:90:12
[INFO] [stdout]    |
[INFO] [stdout] 40 | impl Conv2DLayer {
[INFO] [stdout]    | ---------------- method in this implementation
[INFO] [stdout] ...
[INFO] [stdout] 90 |     pub fn set_parameters(&mut self, params: &[f32]) -> Result<usize, Box<dyn std::error::Error>> {
[INFO] [stdout]    |            ^^^^^^^^^^^^^^
[INFO] [stdout] 
[INFO] [stdout] 
[INFO] [stdout] warning: method `set_parameters` is never used
[INFO] [stdout]    --> src/models/image.rs:555:12
[INFO] [stdout]     |
[INFO] [stdout] 505 | impl ImageNet {
[INFO] [stdout]     | ------------- method in this implementation
[INFO] [stdout] ...
[INFO] [stdout] 555 |     pub fn set_parameters(&mut self, params: &[f32]) -> Result<usize, Box<dyn std::error::Error>> {
[INFO] [stdout]     |            ^^^^^^^^^^^^^^
[INFO] [stdout] 
[INFO] [stdout] 
[INFO] [stdout] warning: methods `set_parameters` and `output_size` are never used
[INFO] [stdout]   --> src/models/tabular.rs:36:12
[INFO] [stdout]    |
[INFO] [stdout] 12 | impl TabularNet {
[INFO] [stdout]    | --------------- methods in this implementation
[INFO] [stdout] ...
[INFO] [stdout] 36 |     pub fn set_parameters(&mut self, params: &[f32]) -> Result<usize, Box<dyn std::error::Error>> {
[INFO] [stdout]    |            ^^^^^^^^^^^^^^
[INFO] [stdout] ...
[INFO] [stdout] 41 |     pub fn output_size(&self) -> usize {
[INFO] [stdout]    |            ^^^^^^^^^^^
[INFO] [stdout] 
[INFO] [stdout] 
[INFO] [stdout] warning: method `set_parameters` is never used
[INFO] [stdout]   --> src/models/temporal.rs:79:12
[INFO] [stdout]    |
[INFO] [stdout] 38 | impl SimpleRnnCell {
[INFO] [stdout]    | ------------------ method in this implementation
[INFO] [stdout] ...
[INFO] [stdout] 79 |     pub fn set_parameters(&mut self, params: &[f32]) -> Result<usize, Box<dyn std::error::Error>> {
[INFO] [stdout]    |            ^^^^^^^^^^^^^^
[INFO] [stdout] 
[INFO] [stdout] 
[INFO] [stdout] warning: method `set_parameters` is never used
[INFO] [stdout]    --> src/models/temporal.rs:180:12
[INFO] [stdout]     |
[INFO] [stdout] 163 | impl TemporalNet {
[INFO] [stdout]     | ---------------- method in this implementation
[INFO] [stdout] ...
[INFO] [stdout] 180 |     pub fn set_parameters(&mut self, params: &[f32]) -> Result<usize, Box<dyn std::error::Error>> {
[INFO] [stdout]     |            ^^^^^^^^^^^^^^
[INFO] [stdout] 
[INFO] [stdout] 
[INFO] [stdout] warning: method `set_parameters` is never used
[INFO] [stdout]   --> src/models/text.rs:56:12
[INFO] [stdout]    |
[INFO] [stdout] 26 | impl EmbeddingLayer {
[INFO] [stdout]    | ------------------- method in this implementation
[INFO] [stdout] ...
[INFO] [stdout] 56 |     pub fn set_parameters(&mut self, params: &[f32]) -> Result<usize, Box<dyn std::error::Error>> {
[INFO] [stdout]    |            ^^^^^^^^^^^^^^
[INFO] [stdout] 
[INFO] [stdout] 
[INFO] [stdout] warning: associated items `set_parameters`, `build_vocab`, `tokenize`, and `output_size` are never used
[INFO] [stdout]    --> src/models/text.rs:135:12
[INFO] [stdout]     |
[INFO] [stdout] 107 | impl TextNet {
[INFO] [stdout]     | ------------ associated items in this implementation
[INFO] [stdout] ...
[INFO] [stdout] 135 |     pub fn set_parameters(&mut self, params: &[f32]) -> Result<usize, Box<dyn std::error::Error>> {
[INFO] [stdout]     |            ^^^^^^^^^^^^^^
[INFO] [stdout] ...
[INFO] [stdout] 150 |     pub fn build_vocab(texts: &[String], max_vocab_size: usize) -> HashMap<String, usize> {
[INFO] [stdout]     |            ^^^^^^^^^^^
[INFO] [stdout] ...
[INFO] [stdout] 186 |     pub fn tokenize(&self, text: &str) -> Vec<usize> {
[INFO] [stdout]     |            ^^^^^^^^
[INFO] [stdout] ...
[INFO] [stdout] 196 |     pub fn output_size(&self) -> usize {
[INFO] [stdout]     |            ^^^^^^^^^^^
[INFO] [stdout] 
[INFO] [stdout] 
[INFO] [stdout] warning: function `apply_weight_to_loss` is never used
[INFO] [stdout]   --> src/training/balancing.rs:92:8
[INFO] [stdout]    |
[INFO] [stdout] 92 | pub fn apply_weight_to_loss(loss: f32, weight: f32) -> f32 {
[INFO] [stdout]    |        ^^^^^^^^^^^^^^^^^^^^
[INFO] [stdout] 
[INFO] [stdout] 
[INFO] [stdout] warning: function `apply_weight_to_gradient` is never used
[INFO] [stdout]    --> src/training/balancing.rs:104:8
[INFO] [stdout]     |
[INFO] [stdout] 104 | pub fn apply_weight_to_gradient(grad: f32, weight: f32) -> f32 {
[INFO] [stdout]     |        ^^^^^^^^^^^^^^^^^^^^^^^^
[INFO] [stdout] 
[INFO] [stdout] 
[INFO] [stdout] warning: field `k_neighbors` is never read
[INFO] [stdout]    --> src/training/balancing.rs:161:5
[INFO] [stdout]     |
[INFO] [stdout] 159 | pub struct SmoteSynthesizer {
[INFO] [stdout]     |            ---------------- field in this struct
[INFO] [stdout] 160 |     /// Number of nearest neighbors to consider
[INFO] [stdout] 161 |     k_neighbors: usize,
[INFO] [stdout]     |     ^^^^^^^^^^^
[INFO] [stdout] 
[INFO] [stdout] 
[INFO] [stdout] warning: methods `generate_synthetic_samples` and `generate_synthetic_tabular` are never used
[INFO] [stdout]    --> src/training/balancing.rs:189:12
[INFO] [stdout]     |
[INFO] [stdout] 164 | impl SmoteSynthesizer {
[INFO] [stdout]     | --------------------- methods in this implementation
[INFO] [stdout] ...
[INFO] [stdout] 189 |     pub fn generate_synthetic_samples(
[INFO] [stdout]     |            ^^^^^^^^^^^^^^^^^^^^^^^^^^
[INFO] [stdout] ...
[INFO] [stdout] 254 |     fn generate_synthetic_tabular(
[INFO] [stdout]     |        ^^^^^^^^^^^^^^^^^^^^^^^^^^
[INFO] [stdout] 
[INFO] [stdout] 
[INFO] [stdout] warning: function `binary_cross_entropy` is never used
[INFO] [stdout]   --> src/training/loss.rs:15:8
[INFO] [stdout]    |
[INFO] [stdout] 15 | pub fn binary_cross_entropy(prediction: f32, target: f32) -> f32 {
[INFO] [stdout]    |        ^^^^^^^^^^^^^^^^^^^^
[INFO] [stdout] 
[INFO] [stdout] 
[INFO] [stdout] warning: function `binary_cross_entropy_gradient` is never used
[INFO] [stdout]   --> src/training/loss.rs:30:8
[INFO] [stdout]    |
[INFO] [stdout] 30 | pub fn binary_cross_entropy_gradient(prediction: f32, target: f32) -> f32 {
[INFO] [stdout]    |        ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
[INFO] [stdout] 
[INFO] [stdout] 
[INFO] [stdout] warning: function `mean_squared_error` is never used
[INFO] [stdout]   --> src/training/loss.rs:46:8
[INFO] [stdout]    |
[INFO] [stdout] 46 | pub fn mean_squared_error(predictions: &[f32], targets: &[f32]) -> f32 {
[INFO] [stdout]    |        ^^^^^^^^^^^^^^^^^^
[INFO] [stdout] 
[INFO] [stdout] 
[INFO] [stdout] warning: function `mean_squared_error_gradient` is never used
[INFO] [stdout]   --> src/training/loss.rs:70:8
[INFO] [stdout]    |
[INFO] [stdout] 70 | pub fn mean_squared_error_gradient(predictions: &[f32], targets: &[f32]) -> Vec<f32> {
[INFO] [stdout]    |        ^^^^^^^^^^^^^^^^^^^^^^^^^^^
[INFO] [stdout] 
[INFO] [stdout] 
[INFO] [stdout] warning: function `binary_accuracy` is never used
[INFO] [stdout]   --> src/training/loss.rs:93:8
[INFO] [stdout]    |
[INFO] [stdout] 93 | pub fn binary_accuracy(predictions: &[f32], targets: &[f32], threshold: f32) -> f32 {
[INFO] [stdout]    |        ^^^^^^^^^^^^^^^
[INFO] [stdout] 
[INFO] [stdout] 
[INFO] [stdout] warning: fields `ppv`, `npv`, `sensitivity`, `specificity`, and `auroc` are never read
[INFO] [stdout]   --> src/training/metrics.rs:58:9
[INFO] [stdout]    |
[INFO] [stdout] 55 | pub struct EvaluationMetrics {
[INFO] [stdout]    |            ----------------- fields in this struct
[INFO] [stdout] ...
[INFO] [stdout] 58 |     pub ppv: f32,
[INFO] [stdout]    |         ^^^
[INFO] [stdout] 59 |     pub npv: f32,
[INFO] [stdout]    |         ^^^
[INFO] [stdout] 60 |     pub sensitivity: f32, // Also known as Recall or True Positive Rate
[INFO] [stdout]    |         ^^^^^^^^^^^
[INFO] [stdout] 61 |     pub specificity: f32, // True Negative Rate
[INFO] [stdout]    |         ^^^^^^^^^^^
[INFO] [stdout] 62 |     pub auroc: f32,
[INFO] [stdout]    |         ^^^^^
[INFO] [stdout]    |
[INFO] [stdout]    = note: `EvaluationMetrics` has derived impls for the traits `Clone` and `Debug`, but these are intentionally ignored during dead code analysis
[INFO] [stdout] 
[INFO] [stdout] 
[INFO] [stdout] warning: function `evalute_auroc` is never used
[INFO] [stdout]    --> src/training/metrics.rs:120:8
[INFO] [stdout]     |
[INFO] [stdout] 120 | pub fn evalute_auroc<I, O>(
[INFO] [stdout]     |        ^^^^^^^^^^^^^
[INFO] [stdout] 
[INFO] [stdout] 
[INFO] [stdout] warning: function `evaluate_by_cause` is never used
[INFO] [stdout]    --> src/training/training_loop.rs:261:8
[INFO] [stdout]     |
[INFO] [stdout] 261 | pub fn evaluate_by_cause(
[INFO] [stdout]     |        ^^^^^^^^^^^^^^^^^
[INFO] [stdout] 
[INFO] [stdout] 
[INFO] [stdout] warning: function `initialize_weights` is never used
[INFO] [stdout]   --> src/utils/mod.rs:23:8
[INFO] [stdout]    |
[INFO] [stdout] 23 | pub fn initialize_weights(num_weights: usize) -> Vec<f64> {
[INFO] [stdout]    |        ^^^^^^^^^^^^^^^^^^
[INFO] [stdout] 
[INFO] [stdout] 
[INFO] [stdout] warning: variants `Config` and `ModelError` are never constructed
[INFO] [stdout]  --> src/utils/error.rs:5:5
[INFO] [stdout]   |
[INFO] [stdout] 4 | pub enum AppError {
[INFO] [stdout]   |          -------- variants in this enum
[INFO] [stdout] 5 |     Config(String),
[INFO] [stdout]   |     ^^^^^^
[INFO] [stdout] ...
[INFO] [stdout] 8 |     ModelError(String),
[INFO] [stdout]   |     ^^^^^^^^^^
[INFO] [stdout]   |
[INFO] [stdout]   = note: `AppError` has a derived impl for the trait `Debug`, but this is intentionally ignored during dead code analysis
[INFO] [stdout] 
[INFO] [stdout] 
[INFO] [stderr]     Finished `dev` profile [unoptimized + debuginfo] target(s) in 1m 13s
[INFO] running `Command { std: "docker" "inspect" "a1faead0b6e3832daf723e958eaa7d7c771e32a0af629cd8f3eae21138ffda54", kill_on_drop: false }`
[INFO] running `Command { std: "docker" "rm" "-f" "a1faead0b6e3832daf723e958eaa7d7c771e32a0af629cd8f3eae21138ffda54", kill_on_drop: false }`
[INFO] [stdout] a1faead0b6e3832daf723e958eaa7d7c771e32a0af629cd8f3eae21138ffda54
