Basic autograd

2025-12-24 19:16:49 +08:00 · 2020-11-29 01:37:07 +01:00
parent 1322a9a5fd
commit 6ce0245787
1 changed files with 350 additions and 0 deletions
--- a/src/learn/autograd.h
+++ b/src/learn/autograd.h
@@ -0,0 +1,350 @@
+#ifndef LEARNER_AUTOGRAD_H
+#define LEARNER_AUTOGRAD_H
+
+#include <cmath>
+#include <utility>
+#include <type_traits>
+#include <memory>
+#include <tuple>
+
+namespace Learner::Autograd::UnivariateStatic
+{
+
+    template <typename T>
+    struct Identity
+    {
+        using type = T;
+    };
+
+    template <typename T>
+    using Id = typename Identity<T>::type;
+
+    template <typename T, int I>
+    struct VariableParameter
+    {
+        using ValueType = T;
+
+        VariableParameter()
+        {
+        }
+
+        template <typename... ArgsTs>
+        T value(const std::tuple<ArgsTs...>& args) const
+        {
+            return std::get<I>(args);
+        }
+
+        template <typename... ArgsTs>
+        T grad(const std::tuple<ArgsTs...>&) const
+        {
+            return T(1.0);
+        }
+    };
+
+    template <typename T, int I>
+    struct ConstantParameter
+    {
+        using ValueType = T;
+
+        ConstantParameter()
+        {
+        }
+
+        template <typename... ArgsTs>
+        T value(const std::tuple<ArgsTs...>& args) const
+        {
+            return std::get<I>(args);
+        }
+
+        template <typename... ArgsTs>
+        T grad(const std::tuple<ArgsTs...>&) const
+        {
+            return T(0.0);
+        }
+    };
+
+    template <typename T>
+    struct Constant
+    {
+        using ValueType = T;
+
+        Constant(T x) :
+            m_x(std::move(x))
+        {
+        }
+
+        template <typename... ArgsTs>
+        T value(const std::tuple<ArgsTs...>&) const
+        {
+            return m_x;
+        }
+
+        template <typename... ArgsTs>
+        T grad(const std::tuple<ArgsTs...>&) const
+        {
+            return T(0.0);
+        }
+
+    private:
+        T m_x;
+    };
+
+    template <typename LhsT, typename RhsT, typename T = typename LhsT::ValueType>
+    struct Sum
+    {
+        using ValueType = T;
+
+        Sum(LhsT lhs, RhsT rhs) :
+            m_lhs(std::move(lhs)),
+            m_rhs(std::move(rhs))
+        {
+        }
+
+        template <typename... ArgsTs>
+        T value(const std::tuple<ArgsTs...>& args) const
+        {
+            return m_lhs.value(args) + m_rhs.value(args);
+        }
+
+        template <typename... ArgsTs>
+        T grad(const std::tuple<ArgsTs...>& args) const
+        {
+            return m_lhs.grad(args) + m_rhs.grad(args);
+        }
+
+    private:
+        LhsT m_lhs;
+        RhsT m_rhs;
+    };
+
+    template <typename LhsT, typename RhsT, typename T = typename LhsT::ValueType>
+    auto operator+(LhsT lhs, RhsT rhs)
+    {
+        return Sum(std::move(lhs), std::move(rhs));
+    }
+
+    template <typename LhsT, typename T = typename LhsT::ValueType>
+    auto operator+(LhsT lhs, Id<T> rhs)
+    {
+        return Sum(std::move(lhs), Constant(rhs));
+    }
+
+    template <typename RhsT, typename T = typename RhsT::ValueType>
+    auto operator+(Id<T> lhs, RhsT rhs)
+    {
+        return Sum(Constant(lhs), std::move(rhs));
+    }
+
+    template <typename LhsT, typename RhsT, typename T = typename LhsT::ValueType>
+    struct Difference
+    {
+        using ValueType = T;
+
+        Difference(LhsT lhs, RhsT rhs) :
+            m_lhs(std::move(lhs)),
+            m_rhs(std::move(rhs))
+        {
+        }
+
+        template <typename... ArgsTs>
+        T value(const std::tuple<ArgsTs...>& args) const
+        {
+            return m_lhs.value(args) - m_rhs.value(args);
+        }
+
+        template <typename... ArgsTs>
+        T grad(const std::tuple<ArgsTs...>& args) const
+        {
+            return m_lhs.grad(args) - m_rhs.grad(args);
+        }
+
+    private:
+        LhsT m_lhs;
+        RhsT m_rhs;
+    };
+
+    template <typename LhsT, typename RhsT, typename T = typename LhsT::ValueType>
+    auto operator-(LhsT lhs, RhsT rhs)
+    {
+        return Difference(std::move(lhs), std::move(rhs));
+    }
+
+    template <typename LhsT, typename T = typename LhsT::ValueType>
+    auto operator-(LhsT lhs, Id<T> rhs)
+    {
+        return Difference(std::move(lhs), Constant(rhs));
+    }
+
+    template <typename RhsT, typename T = typename RhsT::ValueType>
+    auto operator-(Id<T> lhs, RhsT rhs)
+    {
+        return Difference(Constant(lhs), std::move(rhs));
+    }
+
+    template <typename LhsT, typename RhsT, typename T = typename LhsT::ValueType>
+    struct Product
+    {
+        using ValueType = T;
+
+        Product(LhsT lhs, RhsT rhs) :
+            m_lhs(std::move(lhs)),
+            m_rhs(std::move(rhs))
+        {
+        }
+
+        template <typename... ArgsTs>
+        T value(const std::tuple<ArgsTs...>& args) const
+        {
+            return m_lhs.value(args) * m_rhs.value(args);
+        }
+
+        template <typename... ArgsTs>
+        T grad(const std::tuple<ArgsTs...>& args) const
+        {
+            return m_lhs.grad(args) * m_rhs.value(args) + m_lhs.value(args) * m_rhs.grad(args);
+        }
+
+    private:
+        LhsT m_lhs;
+        RhsT m_rhs;
+    };
+
+    template <typename LhsT, typename RhsT, typename T = typename LhsT::ValueType>
+    auto operator*(LhsT lhs, RhsT rhs)
+    {
+        return Product(std::move(lhs), std::move(rhs));
+    }
+
+    template <typename LhsT, typename T = typename LhsT::ValueType>
+    auto operator*(LhsT lhs, Id<T> rhs)
+    {
+        return Product(std::move(lhs), Constant(rhs));
+    }
+
+    template <typename RhsT, typename T = typename RhsT::ValueType>
+    auto operator*(Id<T> lhs, RhsT rhs)
+    {
+        return Product(Constant(lhs), std::move(rhs));
+    }
+
+    template <typename ArgT, typename T = typename ArgT::ValueType>
+    struct Sigmoid
+    {
+        using ValueType = T;
+
+        explicit Sigmoid(ArgT x) :
+            m_x(std::move(x))
+        {
+        }
+
+        template <typename... ArgsTs>
+        T value(const std::tuple<ArgsTs...>& args) const
+        {
+            return value_(m_x.value(args));
+        }
+
+        template <typename... ArgsTs>
+        T grad(const std::tuple<ArgsTs...>& args) const
+        {
+            return m_x.grad(args) * grad_(m_x.value(args));
+        }
+
+    private:
+        ArgT m_x;
+
+        T value_(T x) const
+        {
+            return 1.0 / (1.0 + std::exp(-x));
+        }
+
+        T grad_(T x) const
+        {
+            return value_(x) * (1.0 - value_(x));
+        }
+    };
+
+    template <typename ArgT>
+    auto sigmoid(ArgT x)
+    {
+        return Sigmoid(std::move(x));
+    }
+
+    template <typename ArgT, typename T = typename ArgT::ValueType>
+    struct Pow
+    {
+        using ValueType = T;
+
+        explicit Pow(ArgT x, Id<T> exponent) :
+            m_x(std::move(x)),
+            m_exponent(std::move(exponent))
+        {
+        }
+
+        template <typename... ArgsTs>
+        T value(const std::tuple<ArgsTs...>& args) const
+        {
+            return std::pow(m_x.value(args), m_exponent);
+        }
+
+        template <typename... ArgsTs>
+        T grad(const std::tuple<ArgsTs...>& args) const
+        {
+            return m_exponent * std::pow(m_x.value(args), m_exponent - T(1.0)) * m_x.grad(args);
+        }
+
+    private:
+        ArgT m_x;
+        T m_exponent;
+    };
+
+    template <typename ArgT, typename T = typename ArgT::ValueType>
+    auto pow(ArgT x, Id<T> exp)
+    {
+        return Pow(std::move(x), std::move(exp));
+    }
+
+    template <typename ArgT, typename T = typename ArgT::ValueType>
+    struct Log
+    {
+        using ValueType = T;
+
+        explicit Log(ArgT x) :
+            m_x(std::move(x))
+        {
+        }
+
+        template <typename... ArgsTs>
+        T value(const std::tuple<ArgsTs...>& args) const
+        {
+            return value_(m_x.value(args));
+        }
+
+        template <typename... ArgsTs>
+        T grad(const std::tuple<ArgsTs...>& args) const
+        {
+            return m_x.grad(args) * grad_(m_x.value(args));
+        }
+
+    private:
+        ArgT m_x;
+
+        T value_(T x) const
+        {
+            return std::log(x);
+        }
+
+        T grad_(T x) const
+        {
+            return 1.0 / x;
+        }
+    };
+
+    template <typename ArgT>
+    auto log(ArgT x)
+    {
+        return Log(std::move(x));
+    }
+
+}
+
+#endif