tisonkun commented on code in PR #44:
URL: https://github.com/apache/datasketches-rust/pull/44#discussion_r2651045276


##########
datasketches/src/frequencies/sketch.rs:
##########
@@ -0,0 +1,408 @@
+// Licensed to the Apache Software Foundation (ASF) under one
+// or more contributor license agreements.  See the NOTICE file
+// distributed with this work for additional information
+// regarding copyright ownership.  The ASF licenses this file
+// to you under the Apache License, Version 2.0 (the
+// "License"); you may not use this file except in compliance
+// with the License.  You may obtain a copy of the License at
+//
+//   http://www.apache.org/licenses/LICENSE-2.0
+//
+// Unless required by applicable law or agreed to in writing,
+// software distributed under the License is distributed on an
+// "AS IS" BASIS, WITHOUT WARRANTIES OR CONDITIONS OF ANY
+// KIND, either express or implied.  See the License for the
+// specific language governing permissions and limitations
+// under the License.
+
+//! Frequent items sketch implementations.
+
+use std::hash::Hash;
+
+use crate::error::SerdeError;
+use crate::frequencies::reverse_purge_item_hash_map::ReversePurgeItemHashMap;
+use crate::frequencies::serde::ItemsSerde;
+use crate::frequencies::serialization::*;
+
+const LG_MIN_MAP_SIZE: u8 = 3;
+const SAMPLE_SIZE: usize = 1024;
+const EPSILON_FACTOR: f64 = 3.5;
+const LOAD_FACTOR_NUMERATOR: usize = 3;
+const LOAD_FACTOR_DENOMINATOR: usize = 4;
+
+/// Error guarantees for frequent item queries.
+#[derive(Debug, Clone, Copy, PartialEq, Eq)]
+pub enum ErrorType {
+    /// Include items if upper bound exceeds threshold (no false negatives).
+    NoFalseNegatives,
+    /// Include items if lower bound exceeds threshold (no false positives).
+    NoFalsePositives,
+}
+
+/// Result row for frequent item queries.
+#[derive(Debug, Clone, PartialEq, Eq)]
+pub struct Row<T> {
+    item: T,
+    estimate: i64,
+    upper_bound: i64,
+    lower_bound: i64,
+}
+
+impl<T> Row<T> {
+    /// Returns the item value.
+    pub fn item(&self) -> &T {
+        &self.item
+    }
+
+    /// Returns the estimated frequency.
+    pub fn estimate(&self) -> i64 {
+        self.estimate
+    }
+
+    /// Returns the upper bound for the frequency.
+    pub fn upper_bound(&self) -> i64 {
+        self.upper_bound
+    }
+
+    /// Returns the lower bound for the frequency.
+    pub fn lower_bound(&self) -> i64 {
+        self.lower_bound
+    }
+}
+
+/// Frequent items sketch for generic item types.
+#[derive(Debug, Clone)]
+pub struct FrequentItemsSketch<T> {
+    lg_max_map_size: u8,
+    cur_map_cap: usize,
+    offset: i64,
+    stream_weight: i64,
+    sample_size: usize,
+    hash_map: ReversePurgeItemHashMap<T>,
+}
+
+impl<T: Eq + Hash> FrequentItemsSketch<T> {
+    /// Creates a new sketch with the given maximum map size (power of two).
+    pub fn new(max_map_size: usize) -> Self {
+        let lg_max_map_size = exact_log2(max_map_size);
+        Self::with_lg_map_sizes(lg_max_map_size, LG_MIN_MAP_SIZE)
+    }
+
+    /// Returns true if the sketch is empty.
+    pub fn is_empty(&self) -> bool {
+        self.hash_map.get_num_active() == 0
+    }
+
+    /// Returns the number of active items being tracked.
+    pub fn get_num_active_items(&self) -> usize {

Review Comment:
   ```suggestion
       pub fn num_active_items(&self) -> usize {
   ```
   
   Ditto others. We use this flavor in both TDigest and HllSketch. Typically, 
in Rust, when the semantics are clear, we don't use the `get_` prefix but 
prefer an attribute-style naming.



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