diff --git a/src/mem/cache/compressors/Compressors.py b/src/mem/cache/compressors/Compressors.py
index 607491a..c3fcd23 100644
--- a/src/mem/cache/compressors/Compressors.py
+++ b/src/mem/cache/compressors/Compressors.py
@@ -99,6 +99,16 @@
 
     dictionary_size = 2
 
+class MultiCompressor(BaseCacheCompressor):
+    type = 'MultiCompressor'
+    cxx_class = 'MultiCompressor'
+    cxx_header = "mem/cache/compressors/multi.hh"
+
+    # Dummy default compressor list. This might not be an optimal choice,
+    # since these compressors have many overlapping patterns
+    compressors = VectorParam.BaseCacheCompressor([CPack(), FPCD()],
+        "Array of compressors")
+
 class RepeatedQwordsCompressor(BaseDictionaryCompressor):
     type = 'RepeatedQwordsCompressor'
     cxx_class = 'RepeatedQwordsCompressor'
diff --git a/src/mem/cache/compressors/SConscript b/src/mem/cache/compressors/SConscript
index 517ec52..c3f22b8 100644
--- a/src/mem/cache/compressors/SConscript
+++ b/src/mem/cache/compressors/SConscript
@@ -38,5 +38,6 @@
 Source('bdi.cc')
 Source('cpack.cc')
 Source('fpcd.cc')
+Source('multi.cc')
 Source('repeated_qwords.cc')
 Source('zero.cc')
diff --git a/src/mem/cache/compressors/base.hh b/src/mem/cache/compressors/base.hh
index 19dec0f..ea40b8d 100644
--- a/src/mem/cache/compressors/base.hh
+++ b/src/mem/cache/compressors/base.hh
@@ -54,6 +54,12 @@
 class BaseCacheCompressor : public SimObject {
   protected:
     /**
+     * This compressor must be able to access the protected functions of
+     * its sub-compressors.
+     */
+    friend class MultiCompressor;
+
+    /**
      * Forward declaration of compression data. Every new compressor must
      * create a new compression data based on it.
      */
diff --git a/src/mem/cache/compressors/multi.cc b/src/mem/cache/compressors/multi.cc
new file mode 100644
index 0000000..a032f83
--- /dev/null
+++ b/src/mem/cache/compressors/multi.cc
@@ -0,0 +1,185 @@
+/*
+ * Copyright (c) 2019 Inria
+ * All rights reserved.
+ *
+ * Redistribution and use in source and binary forms, with or without
+ * modification, are permitted provided that the following conditions are
+ * met: redistributions of source code must retain the above copyright
+ * notice, this list of conditions and the following disclaimer;
+ * redistributions in binary form must reproduce the above copyright
+ * notice, this list of conditions and the following disclaimer in the
+ * documentation and/or other materials provided with the distribution;
+ * neither the name of the copyright holders nor the names of its
+ * contributors may be used to endorse or promote products derived from
+ * this software without specific prior written permission.
+ *
+ * THIS SOFTWARE IS PROVIDED BY THE COPYRIGHT HOLDERS AND CONTRIBUTORS
+ * "AS IS" AND ANY EXPRESS OR IMPLIED WARRANTIES, INCLUDING, BUT NOT
+ * LIMITED TO, THE IMPLIED WARRANTIES OF MERCHANTABILITY AND FITNESS FOR
+ * A PARTICULAR PURPOSE ARE DISCLAIMED. IN NO EVENT SHALL THE COPYRIGHT
+ * OWNER OR CONTRIBUTORS BE LIABLE FOR ANY DIRECT, INDIRECT, INCIDENTAL,
+ * SPECIAL, EXEMPLARY, OR CONSEQUENTIAL DAMAGES (INCLUDING, BUT NOT
+ * LIMITED TO, PROCUREMENT OF SUBSTITUTE GOODS OR SERVICES; LOSS OF USE,
+ * DATA, OR PROFITS; OR BUSINESS INTERRUPTION) HOWEVER CAUSED AND ON ANY
+ * THEORY OF LIABILITY, WHETHER IN CONTRACT, STRICT LIABILITY, OR TORT
+ * (INCLUDING NEGLIGENCE OR OTHERWISE) ARISING IN ANY WAY OUT OF THE USE
+ * OF THIS SOFTWARE, EVEN IF ADVISED OF THE POSSIBILITY OF SUCH DAMAGE.
+ *
+ * Authors: Daniel Carvalho
+ */
+
+/** @file
+ * Implementation of the a multi compressor that choses the best compression
+ * among multiple compressors.
+ */
+
+#include "mem/cache/compressors/multi.hh"
+
+#include <cmath>
+#include <queue>
+
+#include "base/bitfield.hh"
+#include "debug/CacheComp.hh"
+#include "params/MultiCompressor.hh"
+
+MultiCompressor::MultiCompData::MultiCompData(unsigned index,
+    std::unique_ptr<BaseCacheCompressor::CompressionData> comp_data)
+    : CompressionData(), index(index), compData(std::move(comp_data))
+{
+    setSizeBits(compData->getSizeBits());
+}
+
+uint8_t
+MultiCompressor::MultiCompData::getIndex() const
+{
+    return index;
+}
+
+MultiCompressor::MultiCompressor(const Params *p)
+    : BaseCacheCompressor(p), compressors(p->compressors)
+{
+    fatal_if(compressors.size() == 0, "There must be at least one compressor");
+}
+
+MultiCompressor::~MultiCompressor()
+{
+    for (auto& compressor : compressors) {
+        delete compressor;
+    }
+}
+
+std::unique_ptr<BaseCacheCompressor::CompressionData>
+MultiCompressor::compress(const uint64_t* cache_line, Cycles& comp_lat,
+    Cycles& decomp_lat)
+{
+    struct Results
+    {
+        unsigned index;
+        std::unique_ptr<BaseCacheCompressor::CompressionData> compData;
+        Cycles decompLat;
+        uint8_t compressionFactor;
+
+        Results(unsigned index,
+            std::unique_ptr<BaseCacheCompressor::CompressionData> comp_data,
+            Cycles decomp_lat, std::size_t blk_size)
+            : index(index), compData(std::move(comp_data)),
+              decompLat(decomp_lat)
+        {
+            const std::size_t size = compData->getSize();
+            // If the compressed size is worse than the uncompressed size,
+            // we assume the size is the uncompressed size, and thus the
+            // compression factor is 1
+            compressionFactor = (size > blk_size) ? 1 :
+                alignToPowerOfTwo(std::floor(blk_size / (double) size));
+        }
+    };
+    struct ResultsComparator
+    {
+        bool
+        operator()(const std::shared_ptr<Results>& lhs,
+            const std::shared_ptr<Results>& rhs) const
+        {
+            const std::size_t lhs_cf = lhs->compressionFactor;
+            const std::size_t rhs_cf = rhs->compressionFactor;
+
+            if (lhs_cf == rhs_cf) {
+                // When they have similar compressed sizes, give the one
+                // with fastest decompression privilege
+                return lhs->decompLat < rhs->decompLat;
+            }
+            return lhs_cf < rhs_cf;
+        }
+    };
+
+    // Find the ranking of the compressor outputs
+    std::priority_queue<std::shared_ptr<Results>,
+        std::vector<std::shared_ptr<Results>>, ResultsComparator> results;
+    Cycles max_comp_lat;
+    for (unsigned i = 0; i < compressors.size(); i++) {
+        Cycles temp_decomp_lat;
+        auto temp_comp_data =
+            compressors[i]->compress(cache_line, comp_lat, temp_decomp_lat);
+        results.push(std::make_shared<Results>(i, std::move(temp_comp_data),
+            temp_decomp_lat, blkSize));
+        max_comp_lat = std::max(max_comp_lat, comp_lat);
+    }
+
+    // Assign best compressor to compression data
+    const unsigned best_index = results.top()->index;
+    std::unique_ptr<CompressionData> multi_comp_data =
+        std::unique_ptr<MultiCompData>(
+            new MultiCompData(best_index, std::move(results.top()->compData)));
+    DPRINTF(CacheComp, "Best compressor: %d\n", best_index);
+
+    // Set decompression latency of the best compressor
+    decomp_lat = results.top()->decompLat;
+
+    // Update compressor ranking stats
+    for (int rank = 0; rank < compressors.size(); rank++) {
+        rankStats[results.top()->index][rank]++;
+        results.pop();
+    }
+
+    // Set compression latency (compression latency of the slowest compressor
+    // and 1 cycle to pack)
+    comp_lat = Cycles(max_comp_lat + 1);
+
+    return multi_comp_data;
+}
+
+void
+MultiCompressor::decompress(const CompressionData* comp_data,
+    uint64_t* cache_line)
+{
+    const MultiCompData* casted_comp_data =
+        static_cast<const MultiCompData*>(comp_data);
+    compressors[casted_comp_data->getIndex()]->decompress(
+        casted_comp_data->compData.get(), cache_line);
+}
+
+void
+MultiCompressor::regStats()
+{
+    BaseCacheCompressor::regStats();
+
+    rankStats
+        .init(compressors.size(), compressors.size())
+        .name(name() + ".rank")
+        .desc("Number of times each compressor had the nth best compression.")
+        ;
+
+    for (int compressor = 0; compressor < compressors.size(); compressor++) {
+        rankStats.subname(compressor, std::to_string(compressor));
+        rankStats.subdesc(compressor, "Number of times compressor " +
+            std::to_string(compressor) + " had the nth best compression.");
+        for (unsigned rank = 0; rank < compressors.size(); rank++) {
+            rankStats.ysubname(rank, std::to_string(rank));
+        }
+    }
+}
+
+MultiCompressor*
+MultiCompressorParams::create()
+{
+    return new MultiCompressor(this);
+}
diff --git a/src/mem/cache/compressors/multi.hh b/src/mem/cache/compressors/multi.hh
new file mode 100644
index 0000000..d9d470d
--- /dev/null
+++ b/src/mem/cache/compressors/multi.hh
@@ -0,0 +1,116 @@
+/*
+ * Copyright (c) 2019 Inria
+ * All rights reserved.
+ *
+ * Redistribution and use in source and binary forms, with or without
+ * modification, are permitted provided that the following conditions are
+ * met: redistributions of source code must retain the above copyright
+ * notice, this list of conditions and the following disclaimer;
+ * redistributions in binary form must reproduce the above copyright
+ * notice, this list of conditions and the following disclaimer in the
+ * documentation and/or other materials provided with the distribution;
+ * neither the name of the copyright holders nor the names of its
+ * contributors may be used to endorse or promote products derived from
+ * this software without specific prior written permission.
+ *
+ * THIS SOFTWARE IS PROVIDED BY THE COPYRIGHT HOLDERS AND CONTRIBUTORS
+ * "AS IS" AND ANY EXPRESS OR IMPLIED WARRANTIES, INCLUDING, BUT NOT
+ * LIMITED TO, THE IMPLIED WARRANTIES OF MERCHANTABILITY AND FITNESS FOR
+ * A PARTICULAR PURPOSE ARE DISCLAIMED. IN NO EVENT SHALL THE COPYRIGHT
+ * OWNER OR CONTRIBUTORS BE LIABLE FOR ANY DIRECT, INDIRECT, INCIDENTAL,
+ * SPECIAL, EXEMPLARY, OR CONSEQUENTIAL DAMAGES (INCLUDING, BUT NOT
+ * LIMITED TO, PROCUREMENT OF SUBSTITUTE GOODS OR SERVICES; LOSS OF USE,
+ * DATA, OR PROFITS; OR BUSINESS INTERRUPTION) HOWEVER CAUSED AND ON ANY
+ * THEORY OF LIABILITY, WHETHER IN CONTRACT, STRICT LIABILITY, OR TORT
+ * (INCLUDING NEGLIGENCE OR OTHERWISE) ARISING IN ANY WAY OUT OF THE USE
+ * OF THIS SOFTWARE, EVEN IF ADVISED OF THE POSSIBILITY OF SUCH DAMAGE.
+ *
+ * Authors: Daniel Carvalho
+ */
+
+/** @file
+ * Definition of the a multi compressor that choses the best compression
+ * among multiple compressors.
+ */
+
+#ifndef __MEM_CACHE_COMPRESSORS_MULTI_HH__
+#define __MEM_CACHE_COMPRESSORS_MULTI_HH__
+
+#include <cstdint>
+#include <vector>
+
+#include "base/types.hh"
+#include "mem/cache/compressors/base.hh"
+
+struct MultiCompressorParams;
+
+class MultiCompressor : public BaseCacheCompressor
+{
+  protected:
+    /**
+     * Compression data for the multi compressor. It contains the compression
+     * data of the best compressor, along with its index in the list of
+     * sub-compressors.
+     */
+    class MultiCompData;
+
+    /** List of sub-compressors. */
+    std::vector<BaseCacheCompressor*> compressors;
+
+    /**
+     * @defgroup CompressionStats Compression specific statistics.
+     * @{
+     */
+
+    /** Number of times each compressor provided the nth best compression. */
+    Stats::Vector2d rankStats;
+
+    /**
+     * @}
+     */
+
+  public:
+    /** Convenience typedef. */
+     typedef MultiCompressorParams Params;
+
+    /** Default constructor. */
+    MultiCompressor(const Params *p);
+
+    /** Default destructor. */
+    ~MultiCompressor();
+
+    void regStats() override;
+
+    std::unique_ptr<BaseCacheCompressor::CompressionData> compress(
+        const uint64_t* data, Cycles& comp_lat, Cycles& decomp_lat) override;
+
+    void decompress(const CompressionData* comp_data, uint64_t* data) override;
+};
+
+class MultiCompressor::MultiCompData : public CompressionData
+{
+  private:
+    /** Index of the compressor that provided these compression results. */
+    const uint8_t index;
+
+  public:
+    /** Compression data of the best compressor. */
+    std::unique_ptr<BaseCacheCompressor::CompressionData> compData;
+
+    /**
+     * Default constructor.
+     *
+     * @param index Index of the compressor that provided this compression.
+     * @param comp_data Compression data of the best compressor.
+     */
+    MultiCompData(unsigned index,
+        std::unique_ptr<BaseCacheCompressor::CompressionData> comp_data);
+
+    /** Default destructor. */
+    ~MultiCompData() = default;
+
+    /** Get the index of the best compressor. */
+    uint8_t getIndex() const;
+};
+
+#endif //__MEM_CACHE_COMPRESSORS_MULTI_HH__