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authorDaniel Baumann <daniel.baumann@progress-linux.org>2024-04-07 19:33:14 +0000
committerDaniel Baumann <daniel.baumann@progress-linux.org>2024-04-07 19:33:14 +0000
commit36d22d82aa202bb199967e9512281e9a53db42c9 (patch)
tree105e8c98ddea1c1e4784a60a5a6410fa416be2de /third_party/libwebrtc/modules/audio_coding/neteq/histogram.cc
parentInitial commit. (diff)
downloadfirefox-esr-upstream.tar.xz
firefox-esr-upstream.zip
Adding upstream version 115.7.0esr.upstream/115.7.0esrupstream
Signed-off-by: Daniel Baumann <daniel.baumann@progress-linux.org>
Diffstat (limited to 'third_party/libwebrtc/modules/audio_coding/neteq/histogram.cc')
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+/*
+ * Copyright (c) 2019 The WebRTC project authors. All Rights Reserved.
+ *
+ * Use of this source code is governed by a BSD-style license
+ * that can be found in the LICENSE file in the root of the source
+ * tree. An additional intellectual property rights grant can be found
+ * in the file PATENTS. All contributing project authors may
+ * be found in the AUTHORS file in the root of the source tree.
+ */
+
+#include "modules/audio_coding/neteq/histogram.h"
+
+#include <algorithm>
+#include <cstdlib>
+#include <numeric>
+
+#include "absl/types/optional.h"
+#include "rtc_base/checks.h"
+#include "rtc_base/numerics/safe_conversions.h"
+
+namespace webrtc {
+
+Histogram::Histogram(size_t num_buckets,
+ int forget_factor,
+ absl::optional<double> start_forget_weight)
+ : buckets_(num_buckets, 0),
+ forget_factor_(0),
+ base_forget_factor_(forget_factor),
+ add_count_(0),
+ start_forget_weight_(start_forget_weight) {
+ RTC_DCHECK_LT(base_forget_factor_, 1 << 15);
+}
+
+Histogram::~Histogram() {}
+
+// Each element in the vector is first multiplied by the forgetting factor
+// `forget_factor_`. Then the vector element indicated by `iat_packets` is then
+// increased (additive) by 1 - `forget_factor_`. This way, the probability of
+// `value` is slightly increased, while the sum of the histogram remains
+// constant (=1).
+// Due to inaccuracies in the fixed-point arithmetic, the histogram may no
+// longer sum up to 1 (in Q30) after the update. To correct this, a correction
+// term is added or subtracted from the first element (or elements) of the
+// vector.
+// The forgetting factor `forget_factor_` is also updated. When the DelayManager
+// is reset, the factor is set to 0 to facilitate rapid convergence in the
+// beginning. With each update of the histogram, the factor is increased towards
+// the steady-state value `base_forget_factor_`.
+void Histogram::Add(int value) {
+ RTC_DCHECK(value >= 0);
+ RTC_DCHECK(value < static_cast<int>(buckets_.size()));
+ int vector_sum = 0; // Sum up the vector elements as they are processed.
+ // Multiply each element in `buckets_` with `forget_factor_`.
+ for (int& bucket : buckets_) {
+ bucket = (static_cast<int64_t>(bucket) * forget_factor_) >> 15;
+ vector_sum += bucket;
+ }
+
+ // Increase the probability for the currently observed inter-arrival time
+ // by 1 - `forget_factor_`. The factor is in Q15, `buckets_` in Q30.
+ // Thus, left-shift 15 steps to obtain result in Q30.
+ buckets_[value] += (32768 - forget_factor_) << 15;
+ vector_sum += (32768 - forget_factor_) << 15; // Add to vector sum.
+
+ // `buckets_` should sum up to 1 (in Q30), but it may not due to
+ // fixed-point rounding errors.
+ vector_sum -= 1 << 30; // Should be zero. Compensate if not.
+ if (vector_sum != 0) {
+ // Modify a few values early in `buckets_`.
+ int flip_sign = vector_sum > 0 ? -1 : 1;
+ for (int& bucket : buckets_) {
+ // Add/subtract 1/16 of the element, but not more than `vector_sum`.
+ int correction = flip_sign * std::min(std::abs(vector_sum), bucket >> 4);
+ bucket += correction;
+ vector_sum += correction;
+ if (std::abs(vector_sum) == 0) {
+ break;
+ }
+ }
+ }
+ RTC_DCHECK(vector_sum == 0); // Verify that the above is correct.
+
+ ++add_count_;
+
+ // Update `forget_factor_` (changes only during the first seconds after a
+ // reset). The factor converges to `base_forget_factor_`.
+ if (start_forget_weight_) {
+ if (forget_factor_ != base_forget_factor_) {
+ int old_forget_factor = forget_factor_;
+ int forget_factor =
+ (1 << 15) * (1 - start_forget_weight_.value() / (add_count_ + 1));
+ forget_factor_ =
+ std::max(0, std::min(base_forget_factor_, forget_factor));
+ // The histogram is updated recursively by forgetting the old histogram
+ // with `forget_factor_` and adding a new sample multiplied by |1 -
+ // forget_factor_|. We need to make sure that the effective weight on the
+ // new sample is no smaller than those on the old samples, i.e., to
+ // satisfy the following DCHECK.
+ RTC_DCHECK_GE((1 << 15) - forget_factor_,
+ ((1 << 15) - old_forget_factor) * forget_factor_ >> 15);
+ }
+ } else {
+ forget_factor_ += (base_forget_factor_ - forget_factor_ + 3) >> 2;
+ }
+}
+
+int Histogram::Quantile(int probability) {
+ // Find the bucket for which the probability of observing an
+ // inter-arrival time larger than or equal to `index` is larger than or
+ // equal to `probability`. The sought probability is estimated using
+ // the histogram as the reverse cumulant PDF, i.e., the sum of elements from
+ // the end up until `index`. Now, since the sum of all elements is 1
+ // (in Q30) by definition, and since the solution is often a low value for
+ // `iat_index`, it is more efficient to start with `sum` = 1 and subtract
+ // elements from the start of the histogram.
+ int inverse_probability = (1 << 30) - probability;
+ size_t index = 0; // Start from the beginning of `buckets_`.
+ int sum = 1 << 30; // Assign to 1 in Q30.
+ sum -= buckets_[index];
+
+ while ((sum > inverse_probability) && (index < buckets_.size() - 1)) {
+ // Subtract the probabilities one by one until the sum is no longer greater
+ // than `inverse_probability`.
+ ++index;
+ sum -= buckets_[index];
+ }
+ return static_cast<int>(index);
+}
+
+// Set the histogram vector to an exponentially decaying distribution
+// buckets_[i] = 0.5^(i+1), i = 0, 1, 2, ...
+// buckets_ is in Q30.
+void Histogram::Reset() {
+ // Set temp_prob to (slightly more than) 1 in Q14. This ensures that the sum
+ // of buckets_ is 1.
+ uint16_t temp_prob = 0x4002; // 16384 + 2 = 100000000000010 binary.
+ for (int& bucket : buckets_) {
+ temp_prob >>= 1;
+ bucket = temp_prob << 16;
+ }
+ forget_factor_ = 0; // Adapt the histogram faster for the first few packets.
+ add_count_ = 0;
+}
+
+int Histogram::NumBuckets() const {
+ return buckets_.size();
+}
+
+} // namespace webrtc