#![allow(
    clippy::assertions_on_constants,
    clippy::assertions_on_result_states,
    clippy::clone_on_copy,
    clippy::decimal_literal_representation,
    clippy::doc_markdown,
    clippy::empty_line_after_doc_comments,
    clippy::field_reassign_with_default,
    clippy::get_unwrap,
    clippy::identity_op,
    clippy::inconsistent_digit_grouping,
    clippy::indexing_slicing,
    clippy::integer_division,
    clippy::len_zero,
    clippy::let_underscore_must_use,
    clippy::manual_div_ceil,
    clippy::manual_let_else,
    clippy::manual_range_contains,
    clippy::modulo_arithmetic,
    clippy::needless_range_loop,
    clippy::non_ascii_literal,
    clippy::redundant_clone,
    clippy::shadow_reuse,
    clippy::shadow_same,
    clippy::shadow_unrelated,
    clippy::single_match_else,
    clippy::str_to_string,
    clippy::string_slice,
    clippy::tests_outside_test_module,
    clippy::too_many_lines,
    clippy::unnecessary_wraps,
    clippy::unseparated_literal_suffix,
    clippy::use_debug,
    clippy::useless_vec,
    clippy::wildcard_enum_match_arm,
    clippy::else_if_without_else,
    clippy::expect_used,
    clippy::missing_const_for_fn,
    clippy::similar_names,
    clippy::type_complexity,
    clippy::collapsible_else_if,
    clippy::doc_lazy_continuation,
    clippy::items_after_test_module,
    clippy::map_clone,
    clippy::multiple_unsafe_ops_per_block,
    clippy::unwrap_or_default,
    clippy::assign_op_pattern,
    clippy::needless_borrow,
    clippy::println_empty_string,
    clippy::unnecessary_cast,
    clippy::used_underscore_binding,
    clippy::create_dir,
    clippy::implicit_saturating_sub,
    clippy::exit,
    clippy::expect_fun_call,
    clippy::too_many_arguments,
    clippy::unnecessary_map_or,
    clippy::unwrap_used,
    dead_code,
    unused_imports,
    unused_variables,
    clippy::cloned_ref_to_slice_refs,
    clippy::neg_multiply,
    clippy::while_let_loop,
    clippy::bool_assert_comparison,
    clippy::excessive_precision,
    clippy::trivially_copy_pass_by_ref,
    clippy::op_ref,
    clippy::redundant_closure,
    clippy::unnecessary_lazy_evaluations,
    clippy::if_then_some_else_none,
    clippy::unnecessary_to_owned,
    clippy::single_component_path_imports,
)]
/// Test to verify TFT attention cache LRU behavior
///
/// This test ensures the unbounded HashMap memory leak fix (2025-10-25)
/// works correctly by validating:
/// - Cache size never exceeds MAX_CACHE_ENTRIES (2000)
/// - LRU eviction happens automatically
/// - Memory is bounded even with many insertions
use anyhow::Result;
use ml::tft::{TFTConfig, TFTState};
use ml_supervised::gpu_tensor::GpuTensor;
use std::sync::Arc;

/// Shared CUDA stream for test GpuTensor creation.
fn test_stream() -> Arc<cudarc::driver::CudaStream> {
    let ctx = cudarc::driver::CudaContext::new(0).expect("CUDA device required");
    ctx.new_stream().expect("CUDA stream required")
}

#[test]
fn test_tft_state_lru_cache_bounds() -> Result<()> {
    let config = TFTConfig::default();
    let mut state = TFTState::zeros(&config)?;
    let stream = test_stream();

    // Verify initial state
    assert_eq!(state.attention_cache.len(), 0, "Cache should start empty");

    // Insert 3000 entries (exceeds MAX_CACHE_ENTRIES of 2000)
    for i in 0..3000 {
        let key = format!("cache_key_{}", i);
        let value = GpuTensor::zeros(&[8, 64], &stream)?;
        state.attention_cache.put(key, value);
    }

    // Cache should be capped at MAX_CACHE_ENTRIES (2000)
    assert_eq!(
        state.attention_cache.len(),
        TFTState::MAX_CACHE_ENTRIES,
        "Cache should never exceed MAX_CACHE_ENTRIES (2000)"
    );

    // Oldest entries (0-999) should be evicted by LRU policy
    assert!(
        state.attention_cache.get("cache_key_0").is_none(),
        "Oldest entry should be evicted"
    );
    assert!(
        state.attention_cache.get("cache_key_999").is_none(),
        "Old entries should be evicted"
    );

    // Newest entries (1000-2999) should still be present
    assert!(
        state.attention_cache.get("cache_key_1000").is_some(),
        "Recent entry should be retained"
    );
    assert!(
        state.attention_cache.get("cache_key_2999").is_some(),
        "Newest entry should be retained"
    );

    Ok(())
}

#[test]
fn test_tft_state_cache_max_entries_constant() {
    // Verify MAX_CACHE_ENTRIES is sensible
    assert_eq!(
        TFTState::MAX_CACHE_ENTRIES,
        2000,
        "MAX_CACHE_ENTRIES should be 2000 (chosen for ~48MB overhead, 60% speedup)"
    );
}

#[test]
fn test_tft_state_creation_with_lru() -> Result<()> {
    let config = TFTConfig::default();
    let state = TFTState::zeros(&config)?;

    // Verify state is created with correct initial values
    assert!(state.hidden_state.is_none(), "Hidden state should be None");
    assert_eq!(state.last_update, 0, "Last update should be 0");
    assert_eq!(state.attention_cache.len(), 0, "Cache should be empty");

    Ok(())
}

#[test]
fn test_lru_eviction_order() -> Result<()> {
    let config = TFTConfig::default();
    let mut state = TFTState::zeros(&config)?;
    let stream = test_stream();

    // Insert exactly MAX_CACHE_ENTRIES items
    for i in 0..TFTState::MAX_CACHE_ENTRIES {
        let key = format!("key_{}", i);
        let value = GpuTensor::zeros(&[4, 32], &stream)?;
        state.attention_cache.put(key, value);
    }

    assert_eq!(state.attention_cache.len(), TFTState::MAX_CACHE_ENTRIES);

    // Access key_500 to make it recently used
    let _ = state.attention_cache.get("key_500");

    // Insert one more item (should evict key_0, the least recently used)
    let new_value = GpuTensor::zeros(&[4, 32], &stream)?;
    state.attention_cache.put("new_key".to_string(), new_value);

    // key_0 should be evicted (oldest)
    assert!(
        state.attention_cache.get("key_0").is_none(),
        "key_0 should be evicted as LRU"
    );

    // key_500 should still be present (was accessed recently)
    assert!(
        state.attention_cache.get("key_500").is_some(),
        "key_500 should remain (recently accessed)"
    );

    // new_key should be present
    assert!(
        state.attention_cache.get("new_key").is_some(),
        "new_key should be present"
    );

    Ok(())
}