diff --git a/include/input/TfLiteMotionPredictor.h b/include/input/TfLiteMotionPredictor.h
index 6e9afc3..54e2851 100644
--- a/include/input/TfLiteMotionPredictor.h
+++ b/include/input/TfLiteMotionPredictor.h
@@ -22,8 +22,8 @@
 #include <memory>
 #include <optional>
 #include <span>
-#include <string>
 
+#include <android-base/mapped_file.h>
 #include <input/RingBuffer.h>
 
 #include <tensorflow/lite/core/api/error_reporter.h>
@@ -124,7 +124,7 @@
     std::span<const float> outputPressure() const;
 
 private:
-    explicit TfLiteMotionPredictorModel(std::string model);
+    explicit TfLiteMotionPredictorModel(std::unique_ptr<android::base::MappedFile> model);
 
     void allocateTensors();
     void attachInputTensors();
@@ -140,7 +140,7 @@
     const TfLiteTensor* mOutputPhi = nullptr;
     const TfLiteTensor* mOutputPressure = nullptr;
 
-    std::string mFlatBuffer;
+    std::unique_ptr<android::base::MappedFile> mFlatBuffer;
     std::unique_ptr<tflite::ErrorReporter> mErrorReporter;
     std::unique_ptr<tflite::FlatBufferModel> mModel;
     std::unique_ptr<tflite::Interpreter> mInterpreter;
diff --git a/libs/input/TfLiteMotionPredictor.cpp b/libs/input/TfLiteMotionPredictor.cpp
index fbb7106..10510d6 100644
--- a/libs/input/TfLiteMotionPredictor.cpp
+++ b/libs/input/TfLiteMotionPredictor.cpp
@@ -17,19 +17,21 @@
 #define LOG_TAG "TfLiteMotionPredictor"
 #include <input/TfLiteMotionPredictor.h>
 
+#include <fcntl.h>
+#include <sys/mman.h>
+#include <unistd.h>
+
 #include <algorithm>
 #include <cmath>
 #include <cstddef>
 #include <cstdint>
-#include <fstream>
-#include <ios>
-#include <iterator>
 #include <memory>
 #include <span>
-#include <string>
 #include <type_traits>
 #include <utility>
 
+#include <android-base/logging.h>
+#include <android-base/mapped_file.h>
 #define ATRACE_TAG ATRACE_TAG_INPUT
 #include <cutils/trace.h>
 #include <log/log.h>
@@ -206,21 +208,36 @@
 
 std::unique_ptr<TfLiteMotionPredictorModel> TfLiteMotionPredictorModel::create(
         const char* modelPath) {
-    std::ifstream f(modelPath, std::ios::binary);
-    LOG_ALWAYS_FATAL_IF(!f, "Could not read model from %s", modelPath);
+    const int fd = open(modelPath, O_RDONLY);
+    if (fd == -1) {
+        PLOG(FATAL) << "Could not read model from " << modelPath;
+    }
 
-    std::string data;
-    data.assign(std::istreambuf_iterator<char>(f), std::istreambuf_iterator<char>());
+    const off_t fdSize = lseek(fd, 0, SEEK_END);
+    if (fdSize == -1) {
+        PLOG(FATAL) << "Failed to determine file size";
+    }
+
+    std::unique_ptr<android::base::MappedFile> modelBuffer =
+            android::base::MappedFile::FromFd(fd, /*offset=*/0, fdSize, PROT_READ);
+    if (!modelBuffer) {
+        PLOG(FATAL) << "Failed to mmap model";
+    }
+    if (close(fd) == -1) {
+        PLOG(FATAL) << "Failed to close model fd";
+    }
 
     return std::unique_ptr<TfLiteMotionPredictorModel>(
-            new TfLiteMotionPredictorModel(std::move(data)));
+            new TfLiteMotionPredictorModel(std::move(modelBuffer)));
 }
 
-TfLiteMotionPredictorModel::TfLiteMotionPredictorModel(std::string model)
+TfLiteMotionPredictorModel::TfLiteMotionPredictorModel(
+        std::unique_ptr<android::base::MappedFile> model)
       : mFlatBuffer(std::move(model)) {
+    CHECK(mFlatBuffer);
     mErrorReporter = std::make_unique<LoggingErrorReporter>();
-    mModel = tflite::FlatBufferModel::VerifyAndBuildFromBuffer(mFlatBuffer.data(),
-                                                               mFlatBuffer.length(),
+    mModel = tflite::FlatBufferModel::VerifyAndBuildFromBuffer(mFlatBuffer->data(),
+                                                               mFlatBuffer->size(),
                                                                /*extra_verifier=*/nullptr,
                                                                mErrorReporter.get());
     LOG_ALWAYS_FATAL_IF(!mModel);