cache_manager.hpp 8.08 KB
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#ifndef CACHE_MANAGER_HPP
#define CACHE_MANAGER_HPP

#include <functional>
#include <memory>
#include <unordered_map>
#include <vector>

#include "../tensor.hpp"
#include "../utils.hpp"
#include "infinicore_infer.h"

// Hash combine utility (similar to boost::hash_combine)
inline void hash_combine(size_t &seed, size_t value) {
    seed ^= value + 0x9e3779b9 + (seed << 6) + (seed >> 2);
}

// Specialization for enum types
template <typename T>
inline void hash_combine(size_t &seed, T value, typename std::enable_if<std::is_enum<T>::value>::type * = 0) {
    hash_combine(seed, static_cast<size_t>(value));
}

// Helper function to compute hash for tensor descriptors
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inline size_t computeTensorDescHash(std::shared_ptr<Tensor> &tensor) {
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    size_t seed = 0;
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    hash_combine(seed, tensor->dtype());
    for (auto dim : tensor->shape()) {
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        hash_combine(seed, dim);
    }
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    for (auto stride : tensor->strides()) {
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        hash_combine(seed, static_cast<size_t>(stride));
    }
    return seed;
}

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class IDescriptorDestroyer {
public:
    virtual ~IDescriptorDestroyer() = default;
    virtual void destroy(void *descriptor) = 0;
};

template <typename DescriptorType>
class DescriptorDestroyer : public IDescriptorDestroyer {
    using DestroyFunc = infiniStatus_t (*)(DescriptorType);
    DestroyFunc destroyFunc;

public:
    DescriptorDestroyer(DestroyFunc func) : destroyFunc(func) {}

    void destroy(void *descriptor) override {
        destroyFunc(*static_cast<DescriptorType *>(descriptor));
    }
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};

template <typename DescriptorType>
class LRUDescriptorCache {
private:
    struct CacheNode {
        size_t key;
        DescriptorType desc;
        CacheNode *prev;
        CacheNode *next;

        CacheNode() : key(0), desc(), prev(nullptr), next(nullptr) {}
        CacheNode(size_t k, const DescriptorType &d) : key(k), desc(d), prev(nullptr), next(nullptr) {}
    };

    std::unordered_map<size_t, CacheNode *> cache;
    CacheNode *head;
    CacheNode *tail;
    const size_t capacity;
    size_t size;
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    std::unique_ptr<IDescriptorDestroyer> destroyer;
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    void removeNode(CacheNode *node) {
        node->prev->next = node->next;
        node->next->prev = node->prev;
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        if (destroyer) {
            destroyer->destroy(&node->desc);
        }
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        cache.erase(node->key);
        delete node;
        --size;
    }

    void addToTop(CacheNode *node) {
        node->next = head->next;
        node->next->prev = node;
        node->prev = head;
        head->next = node;
        cache[node->key] = node;
        if (++size > capacity) {
            removeNode(tail->prev);
        }
    }

    void moveToTop(CacheNode *node) {
        node->prev->next = node->next;
        node->next->prev = node->prev;
        node->next = head->next;
        node->next->prev = node;
        node->prev = head;
        head->next = node;
    }

public:
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    template <typename DestroyFunc>
    LRUDescriptorCache(size_t c, DestroyFunc destroyFunc)
        : capacity(c), size(0), destroyer(std::make_unique<DescriptorDestroyer<DescriptorType>>(destroyFunc)) {
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        head = new CacheNode();
        tail = new CacheNode();
        head->next = tail;
        tail->prev = head;
    }

    ~LRUDescriptorCache() {
        while (head->next != tail) {
            removeNode(head->next);
        }
        delete head;
        delete tail;
    }

    bool get(size_t key, DescriptorType &out_desc) {
        auto it = cache.find(key);
        if (it == cache.end()) {
            return false;
        }

        CacheNode *node = it->second;
        moveToTop(node);
        out_desc = node->desc;
        return true;
    }

    void put(size_t key, const DescriptorType &descriptor) {
        auto it = cache.find(key);
        if (it != cache.end()) {
            // Key already exists, update the descriptor
            CacheNode *node = it->second;
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            if (destroyer) {
                destroyer->destroy(&node->desc);
            }
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            node->desc = descriptor;
            moveToTop(node);
            return;
        }

        // Check if we need to evict
        if (size >= capacity) {
            removeNode(tail->prev);
        }

        // Create new node and add to top
        CacheNode *node = new CacheNode(key, descriptor);
        addToTop(node);
    }

    LRUDescriptorCache(const LRUDescriptorCache &) = delete;
    LRUDescriptorCache &operator=(const LRUDescriptorCache &) = delete;
};

class CacheManager {
private:
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    const size_t DEFAULT_CACHE_CAPACITY = 128;
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    LRUDescriptorCache<infiniopAddDescriptor_t> add_cache;
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    LRUDescriptorCache<infiniopRMSNormDescriptor_t> rms_norm_cache;
    LRUDescriptorCache<infiniopGemmDescriptor_t> gemm_cache;
    LRUDescriptorCache<infiniopRoPEDescriptor_t> rope_cache;
    LRUDescriptorCache<infiniopRearrangeDescriptor_t> rearrange_cache;
    LRUDescriptorCache<infiniopCausalSoftmaxDescriptor_t> causal_softmax_cache;
    LRUDescriptorCache<infiniopSwiGLUDescriptor_t> swiglu_cache;
    LRUDescriptorCache<infiniopRandomSampleDescriptor_t> random_sample_cache;

public:
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    CacheManager(size_t capacity = 100)
        : add_cache(capacity, infiniopDestroyAddDescriptor),
          rms_norm_cache(capacity, infiniopDestroyRMSNormDescriptor),
          gemm_cache(capacity, infiniopDestroyGemmDescriptor),
          rope_cache(capacity, infiniopDestroyRoPEDescriptor),
          rearrange_cache(capacity, infiniopDestroyRearrangeDescriptor),
          causal_softmax_cache(capacity, infiniopDestroyCausalSoftmaxDescriptor),
          swiglu_cache(capacity, infiniopDestroySwiGLUDescriptor),
          random_sample_cache(capacity, infiniopDestroyRandomSampleDescriptor) {}
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    // Add operations
    bool getAddDescriptor(size_t key, infiniopAddDescriptor_t &desc) {
        return add_cache.get(key, desc);
    }

    void putAddDescriptor(size_t key, const infiniopAddDescriptor_t &desc) {
        add_cache.put(key, desc);
    }

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    // RMSNorm operations
    bool getRMSNormDescriptor(size_t key, infiniopRMSNormDescriptor_t &desc) {
        return rms_norm_cache.get(key, desc);
    }

    void putRMSNormDescriptor(size_t key, const infiniopRMSNormDescriptor_t &desc) {
        rms_norm_cache.put(key, desc);
    }

    // GEMM operations
    bool getGemmDescriptor(size_t key, infiniopGemmDescriptor_t &desc) {
        return gemm_cache.get(key, desc);
    }

    void putGemmDescriptor(size_t key, const infiniopGemmDescriptor_t &desc) {
        gemm_cache.put(key, desc);
    }

    // RoPE operations
    bool getRoPEDescriptor(size_t key, infiniopRoPEDescriptor_t &desc) {
        return rope_cache.get(key, desc);
    }

    void putRoPEDescriptor(size_t key, const infiniopRoPEDescriptor_t &desc) {
        rope_cache.put(key, desc);
    }

    // Rearrange operations
    bool getRearrangeDescriptor(size_t key, infiniopRearrangeDescriptor_t &desc) {
        return rearrange_cache.get(key, desc);
    }

    void putRearrangeDescriptor(size_t key, const infiniopRearrangeDescriptor_t &desc) {
        rearrange_cache.put(key, desc);
    }

    // Softmax operations
    bool getCausalSoftmaxDescriptor(size_t key, infiniopCausalSoftmaxDescriptor_t &desc) {
        return causal_softmax_cache.get(key, desc);
    }

    void putCausalSoftmaxDescriptor(size_t key, const infiniopCausalSoftmaxDescriptor_t &desc) {
        causal_softmax_cache.put(key, desc);
    }

    // SwiGLU operations
    bool getSwiGLUDescriptor(size_t key, infiniopSwiGLUDescriptor_t &desc) {
        return swiglu_cache.get(key, desc);
    }

    void putSwiGLUDescriptor(size_t key, const infiniopSwiGLUDescriptor_t &desc) {
        swiglu_cache.put(key, desc);
    }

    // Random Sample operations
    bool getRandomSampleDescriptor(size_t key, infiniopRandomSampleDescriptor_t &desc) {
        return random_sample_cache.get(key, desc);
    }

    void putRandomSampleDescriptor(size_t key, const infiniopRandomSampleDescriptor_t &desc) {
        random_sample_cache.put(key, desc);
    }

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    template <typename... Tensors>
    static size_t createDescriptorKey(Tensors... tensors) {
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        size_t seed = 0;
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        (..., (tensors ? hash_combine(seed, computeTensorDescHash(tensors)) : (void)0));
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        return seed;
    }
};

#endif // CACHE_MANAGER_HPP