From 1e439ad5bc52b54bc05e7fdfc27507d95183efaf Mon Sep 17 00:00:00 2001
From: Philippe Tillet <phil.tillet@gmail.com>
Date: Sun, 10 Apr 2016 16:31:29 -0400
Subject: [PATCH] JIT: No longer using fallbacks for stride[0] > 1

It was pretty messy.
---
 include/isaac/driver/device.h                 |    7 +-
 include/isaac/jit/generation/base.h           |    4 +-
 include/isaac/jit/generation/elementwise_1d.h |    2 +-
 include/isaac/jit/generation/elementwise_2d.h |    2 +-
 include/isaac/jit/generation/matrix_product.h |   13 +-
 include/isaac/jit/generation/reduce_1d.h      |    2 +-
 include/isaac/jit/generation/reduce_2d.h      |    2 +-
 include/isaac/runtime/inference/profiles.h    |    3 -
 lib/CMakeLists.txt                            |    2 +-
 lib/jit/generation/base.cpp                   |    9 -
 lib/jit/generation/elementwise_1d.cpp         |    2 +-
 lib/jit/generation/elementwise_2d.cpp         |    2 +-
 lib/jit/generation/matrix_product.cpp         |   39 +-
 lib/jit/generation/reduce_1d.cpp              |    2 +-
 lib/jit/generation/reduce_2d.cpp              |    2 +-
 lib/runtime/inference/database.cpp            |    5 +
 .../database/unknown/json/unknown.json        |    1 +
 .../inference/database/unknown/unknown.hpp    | 5172 +++++++++++++++++
 lib/runtime/inference/profiles.cpp            |   72 +-
 python/setup.py                               |    2 +-
 20 files changed, 5232 insertions(+), 113 deletions(-)
 create mode 100644 lib/runtime/inference/database/unknown/json/unknown.json
 create mode 100644 lib/runtime/inference/database/unknown/unknown.hpp

diff --git a/include/isaac/driver/device.h b/include/isaac/driver/device.h
index b9bca4f12..70b85ed26 100644
--- a/include/isaac/driver/device.h
+++ b/include/isaac/driver/device.h
@@ -45,9 +45,10 @@ public:
 
   enum Type
   {
-    GPU = CL_DEVICE_TYPE_GPU,
-    CPU = CL_DEVICE_TYPE_CPU,
-    ACCELERATOR = CL_DEVICE_TYPE_ACCELERATOR
+      GPU = CL_DEVICE_TYPE_GPU,
+      CPU = CL_DEVICE_TYPE_CPU,
+      ACCELERATOR = CL_DEVICE_TYPE_ACCELERATOR,
+      UNKNOWN
   };
 
   enum class Vendor
diff --git a/include/isaac/jit/generation/base.h b/include/isaac/jit/generation/base.h
index 376ffd2c8..e98799c9e 100644
--- a/include/isaac/jit/generation/base.h
+++ b/include/isaac/jit/generation/base.h
@@ -81,8 +81,6 @@ public:
     unsigned int local_size_1;
     unsigned int num_kernels;
   };
-protected:
-  static bool requires_fallback(expression_tree const & expressions);
 private:
   virtual std::string generate_impl(std::string const & suffix, expression_tree const & expressions, driver::Device const & device, symbolic::symbols_table const & mapping) const = 0;
 public:
@@ -94,7 +92,7 @@ public:
   virtual ~base();
   std::string generate(std::string const & suffix, expression_tree const & expressions, driver::Device const & device);
   virtual int is_invalid(expression_tree const & expressions, driver::Device const & device) const = 0;
-  virtual void enqueue(driver::CommandQueue & queue, driver::Program const & program, std::string const & suffix, base & fallback, runtime::execution_handler const & expressions) = 0;
+  virtual void enqueue(driver::CommandQueue & queue, driver::Program const & program, std::string const & suffix, runtime::execution_handler const & expressions) = 0;
   virtual std::shared_ptr<base> clone() const = 0;
 private:
   fusion_policy_t fusion_policy_;
diff --git a/include/isaac/jit/generation/elementwise_1d.h b/include/isaac/jit/generation/elementwise_1d.h
index 0ef9d2fa0..0c3dc7ec1 100644
--- a/include/isaac/jit/generation/elementwise_1d.h
+++ b/include/isaac/jit/generation/elementwise_1d.h
@@ -46,7 +46,7 @@ public:
   elementwise_1d(elementwise_1d::parameters_type const & parameters, fusion_policy_t fusion_policy = FUSE_INDEPENDENT);
   elementwise_1d(unsigned int _simd_width, unsigned int _group_size, unsigned int _num_groups, fetching_policy_type _fetching_policy, fusion_policy_t fusion_policy = FUSE_INDEPENDENT);
   std::vector<int_t> input_sizes(expression_tree const  & expressions) const;
-  void enqueue(driver::CommandQueue & queue, driver::Program const & program, std::string const & suffix, base & fallback, runtime::execution_handler const &);
+  void enqueue(driver::CommandQueue & queue, driver::Program const & program, std::string const & suffix, runtime::execution_handler const &);
 };
 
 }
diff --git a/include/isaac/jit/generation/elementwise_2d.h b/include/isaac/jit/generation/elementwise_2d.h
index 1d7269b48..43599da5e 100644
--- a/include/isaac/jit/generation/elementwise_2d.h
+++ b/include/isaac/jit/generation/elementwise_2d.h
@@ -49,7 +49,7 @@ public:
   elementwise_2d(parameters_type const & parameters, fusion_policy_t fusion_policy = FUSE_INDEPENDENT);
   elementwise_2d(unsigned int simd, unsigned int ls1, unsigned int ls2,  unsigned int ng1, unsigned int ng2, fetching_policy_type fetch, fusion_policy_t bind = FUSE_INDEPENDENT);
   std::vector<int_t> input_sizes(expression_tree const  & expressions) const;
-  void enqueue(driver::CommandQueue & queue, driver::Program const & program, std::string const & suffix, base & fallback, runtime::execution_handler const &);
+  void enqueue(driver::CommandQueue & queue, driver::Program const & program, std::string const & suffix, runtime::execution_handler const &);
 };
 
 }
diff --git a/include/isaac/jit/generation/matrix_product.h b/include/isaac/jit/generation/matrix_product.h
index ac787da17..a59b3943e 100644
--- a/include/isaac/jit/generation/matrix_product.h
+++ b/include/isaac/jit/generation/matrix_product.h
@@ -71,14 +71,13 @@ private:
                      value_scalar const &alpha, value_scalar const &beta, driver::Program const & program, std::string const & suffix, runtime::execution_options_type const & options);
   std::vector<int_t> infos(expression_tree const & expressions,  isaac::symbolic::preset::matrix_product::args &arguments) const;
 public:
-  matrix_product(matrix_product::parameters_type const & parameters, bool check_bound, char A_trans, char B_trans);
+  matrix_product(matrix_product::parameters_type const & parameters, char A_trans, char B_trans);
   std::vector<int_t> input_sizes(expression_tree const & expressions) const;
-  void enqueue(driver::CommandQueue & queue, driver::Program const & program, std::string const & suffix, base & fallback, runtime::execution_handler const &ctr);
+  void enqueue(driver::CommandQueue & queue, driver::Program const & program, std::string const & suffix, runtime::execution_handler const &ctr);
 private:
   const char A_trans_;
   const char B_trans_;
   expression_type type_;
-  bool check_bounds_;
 };
 
 class matrix_product_nn : public matrix_product
@@ -86,7 +85,7 @@ class matrix_product_nn : public matrix_product
 public:
   matrix_product_nn(unsigned int simd, int_t ls0, int_t KL, int_t ls1, int_t D
                       , int_t ms, int_t ks, int_t ns, fetching_policy_type Afetch , fetching_policy_type Bfetch
-                      , int_t lfetch0, int_t lfetch1, bool check_bound = false);
+                      , int_t lfetch0, int_t lfetch1);
 };
 
 class matrix_product_tn : public matrix_product
@@ -94,7 +93,7 @@ class matrix_product_tn : public matrix_product
 public:
   matrix_product_tn(unsigned int simd, int_t ls0, int_t KL, int_t ls1, int_t D
                       , int_t ms, int_t ks, int_t ns, fetching_policy_type Afetch , fetching_policy_type Bfetch
-                      , int_t lfetch0, int_t lfetch1, bool check_bound = false);
+                      , int_t lfetch0, int_t lfetch1);
 };
 
 
@@ -103,7 +102,7 @@ class matrix_product_nt : public matrix_product
 public:
   matrix_product_nt(unsigned int simd, int_t ls0, int_t KL, int_t ls1, int_t D
                       , int_t ms, int_t ks, int_t ns, fetching_policy_type Afetch , fetching_policy_type Bfetch
-                      , int_t lfetch0, int_t lfetch1, bool check_bound = false);
+                      , int_t lfetch0, int_t lfetch1);
 };
 
 
@@ -112,7 +111,7 @@ class matrix_product_tt : public matrix_product
 public:
   matrix_product_tt(unsigned int simd, int_t ls0, int_t KL, int_t ls1, int_t D
                       , int_t ms, int_t ks, int_t ns, fetching_policy_type Afetch , fetching_policy_type Bfetch
-                      , int_t lfetch0, int_t lfetch1, bool check_bound = false);
+                      , int_t lfetch0, int_t lfetch1);
 };
 
 }
diff --git a/include/isaac/jit/generation/reduce_1d.h b/include/isaac/jit/generation/reduce_1d.h
index 739ddbb43..11d1b820d 100644
--- a/include/isaac/jit/generation/reduce_1d.h
+++ b/include/isaac/jit/generation/reduce_1d.h
@@ -52,7 +52,7 @@ public:
   reduce_1d(reduce_1d::parameters_type const & parameters, fusion_policy_t fusion_policy = FUSE_INDEPENDENT);
   reduce_1d(unsigned int simd, unsigned int ls, unsigned int ng, fetching_policy_type fetch, fusion_policy_t bind = FUSE_INDEPENDENT);
   std::vector<int_t> input_sizes(expression_tree const  & expressions) const;
-  void enqueue(driver::CommandQueue & queue, driver::Program const & program, std::string const & suffix, base & fallback, runtime::execution_handler const &);
+  void enqueue(driver::CommandQueue & queue, driver::Program const & program, std::string const & suffix, runtime::execution_handler const &);
 private:
   std::vector< driver::Buffer > tmp_;
   std::vector< driver::Buffer > tmpidx_;
diff --git a/include/isaac/jit/generation/reduce_2d.h b/include/isaac/jit/generation/reduce_2d.h
index 4d32606f5..90bdfc08b 100644
--- a/include/isaac/jit/generation/reduce_2d.h
+++ b/include/isaac/jit/generation/reduce_2d.h
@@ -53,7 +53,7 @@ private:
   std::string generate_impl(std::string const & suffix, expression_tree const &, driver::Device const & device, symbolic::symbols_table const &) const;
 public:
   virtual std::vector<int_t> input_sizes(expression_tree const & expressions) const;
-  void enqueue(driver::CommandQueue & queue, driver::Program const & program, std::string const & suffix, base & fallback, runtime::execution_handler const &);
+  void enqueue(driver::CommandQueue & queue, driver::Program const & program, std::string const & suffix, runtime::execution_handler const &);
 private:
   operation_type_family reduction_type_;
 };
diff --git a/include/isaac/runtime/inference/profiles.h b/include/isaac/runtime/inference/profiles.h
index c96a6b9d1..543e08d79 100644
--- a/include/isaac/runtime/inference/profiles.h
+++ b/include/isaac/runtime/inference/profiles.h
@@ -59,7 +59,6 @@ public:
 
     private:
       templates_container templates_;
-      template_pointer fallback_;
       std::shared_ptr<predictors::random_forest> predictor_;
       std::map<std::vector<int_t>, int> hardcoded_;
       driver::CommandQueue queue_;
@@ -80,8 +79,6 @@ private:
     static std::map<driver::CommandQueue, map_type> cache_;
 };
 
-extern std::map<std::pair<expression_type, numeric_type>, std::shared_ptr<templates::base> > fallbacks;
-
 }
 }
 
diff --git a/lib/CMakeLists.txt b/lib/CMakeLists.txt
index f6e65eb8c..6c5dc8268 100644
--- a/lib/CMakeLists.txt
+++ b/lib/CMakeLists.txt
@@ -12,7 +12,7 @@ endif()
 #Database
 if(NOT ANDROID)
     #Presets
-    foreach(VENDOR amd intel nvidia)
+    foreach(VENDOR unknown amd intel nvidia)
         set(DATABASE_PATH "${CMAKE_CURRENT_SOURCE_DIR}/runtime/inference/database/${VENDOR}/")
         file(GLOB_RECURSE JSON_FILES "${DATABASE_PATH}/json/*.json")
         CODE_TO_H(SOURCES ${JSON_FILES} VARNAME database EXTENSION "hpp" OUTPUT_DIR "${DATABASE_PATH}"
diff --git a/lib/jit/generation/base.cpp b/lib/jit/generation/base.cpp
index 0c042efff..6873cbd27 100644
--- a/lib/jit/generation/base.cpp
+++ b/lib/jit/generation/base.cpp
@@ -43,15 +43,6 @@ namespace templates
 base::parameters_type::parameters_type(unsigned int _simd_width, int_t _local_size_1, int_t _local_size_2, int_t _num_kernels) : simd_width(_simd_width), local_size_0(_local_size_1), local_size_1(_local_size_2), num_kernels(_num_kernels)
 { }
 
-
-bool base::requires_fallback(expression_tree const  & expression)
-{
-  for(expression_tree::node const & node: expression.data())
-    if(node.type==DENSE_ARRAY_TYPE && (node.ld[0]>1 || node.array.start>0))
-      return true;
-  return false;
-}
-
 base::base(fusion_policy_t fusion_policy) : fusion_policy_(fusion_policy)
 {}
 
diff --git a/lib/jit/generation/elementwise_1d.cpp b/lib/jit/generation/elementwise_1d.cpp
index d3087d7d9..bd74d72b6 100644
--- a/lib/jit/generation/elementwise_1d.cpp
+++ b/lib/jit/generation/elementwise_1d.cpp
@@ -134,7 +134,7 @@ std::vector<int_t> elementwise_1d::input_sizes(expression_tree const & expressio
   return {max(expressions.shape())};
 }
 
-void elementwise_1d::enqueue(driver::CommandQueue &, driver::Program const & program, std::string const & suffix, base &, runtime::execution_handler const & control)
+void elementwise_1d::enqueue(driver::CommandQueue &, driver::Program const & program, std::string const & suffix, runtime::execution_handler const & control)
 {
   expression_tree const & expressions = control.x();
   //Size
diff --git a/lib/jit/generation/elementwise_2d.cpp b/lib/jit/generation/elementwise_2d.cpp
index f253eb714..73104af07 100644
--- a/lib/jit/generation/elementwise_2d.cpp
+++ b/lib/jit/generation/elementwise_2d.cpp
@@ -125,7 +125,7 @@ std::vector<int_t> elementwise_2d::input_sizes(expression_tree const  & expressi
   return expression.shape();
 }
 
-void elementwise_2d::enqueue(driver::CommandQueue & /*queue*/, driver::Program const & program, std::string const & suffix, base &, runtime::execution_handler const & control)
+void elementwise_2d::enqueue(driver::CommandQueue & /*queue*/, driver::Program const & program, std::string const & suffix, runtime::execution_handler const & control)
 {
   expression_tree const  & expressions = control.x();
   std::string name = "elementwise_2d";
diff --git a/lib/jit/generation/matrix_product.cpp b/lib/jit/generation/matrix_product.cpp
index d9cfe19ff..20e894f67 100644
--- a/lib/jit/generation/matrix_product.cpp
+++ b/lib/jit/generation/matrix_product.cpp
@@ -132,11 +132,12 @@ matrix_product_parameters::matrix_product_parameters(unsigned int simd_width
 #define VLOAD(offset, ptr) vload(p_.simd_width, sdtype, offset, ptr, "1", backend, true)
 #define VLOAD_MISALIGNED(offset, ptr) vload(p_.simd_width, sdtype, offset, ptr, "1", backend, false)
 #define VSTORE(value, offset, ptr) vstore(p_.simd_width, sdtype, value, offset, ptr, "1", backend)
-#define ASTRIDE1 string(check_bounds_?"*Astride1":"")
-#define BSTRIDE1 string(check_bounds_?"*Bstride1":"")
-#define CSTRIDE1 string(check_bounds_?"*Cstride1":"")
-
 
+    symbolic::preset::matrix_product::args args;
+    infos(tree, args);
+    std::string ASTRIDE1 = (args.A->ld[0] > 1)?"*Astride1":"";
+    std::string BSTRIDE1 = (args.B->ld[0] > 1)?"*Bstride1":"";
+    std::string CSTRIDE1 = (args.C->ld[0] > 1)?"*Cstride1":"";
 
     //////////////////
     /// INIT
@@ -681,7 +682,7 @@ matrix_product_parameters::matrix_product_parameters(unsigned int simd_width
     return {M, N, K};
   }
 
-  matrix_product::matrix_product(matrix_product_parameters const & parameters, bool check_bounds, char A_trans, char B_trans) : base_impl<matrix_product, matrix_product_parameters>(parameters, FUSE_INDEPENDENT), A_trans_(A_trans), B_trans_(B_trans), check_bounds_(check_bounds)
+  matrix_product::matrix_product(matrix_product_parameters const & parameters, char A_trans, char B_trans) : base_impl<matrix_product, matrix_product_parameters>(parameters, FUSE_INDEPENDENT), A_trans_(A_trans), B_trans_(B_trans)
   {
     if(A_trans_=='N' && B_trans_=='N') type_ = MATRIX_PRODUCT_NN;
     else if(A_trans_=='T' && B_trans_=='N') type_ = MATRIX_PRODUCT_TN;
@@ -696,14 +697,9 @@ matrix_product_parameters::matrix_product_parameters(unsigned int simd_width
     return infos((expression_tree&)expressions, dummy);
   }
 
-  void matrix_product::enqueue(driver::CommandQueue & queue, driver::Program const & program, std::string const & suffix, base & fallback_base, runtime::execution_handler const & control)
+  void matrix_product::enqueue(driver::CommandQueue & queue, driver::Program const & program, std::string const & suffix, runtime::execution_handler const & control)
   {
-    using namespace tools;
-
-    matrix_product & fallback = (matrix_product&)fallback_base;
     expression_tree const & expressions = control.x();
-
-
     symbolic::preset::matrix_product::args args;
     std::vector<int_t> MNK = infos(expressions, args);
     int_t M = MNK[0];
@@ -714,10 +710,7 @@ matrix_product_parameters::matrix_product_parameters(unsigned int simd_width
       return;
     //Enqueue
     runtime::execution_options_type const & options = control.execution_options();
-    if (args.A->ld[0] > 1 || args.B->ld[0] > 1 || args.C->ld[0] > 1)
-      fallback.enqueue_block(queue, M, N, K, *args.A, *args.B, *args.C, args.alpha, args.beta, program, "fallback", options);
-    else
-      enqueue_block(queue,  M, N, K, *args.A, *args.B, *args.C, args.alpha, args.beta, program, suffix, options);
+    enqueue_block(queue,  M, N, K, *args.A, *args.B, *args.C, args.alpha, args.beta, program, suffix, options);
   }
 
   //
@@ -725,8 +718,8 @@ matrix_product_parameters::matrix_product_parameters(unsigned int simd_width
                            , int_t ls0, int_t KL, int_t ls1, int_t D
                            , int_t ms, int_t ks, int_t ns
                            , fetching_policy_type Afetch , fetching_policy_type Bfetch
-                           , int_t lfetch0, int_t lfetch1, bool check_bound) :
-    matrix_product(matrix_product_parameters(simd, ls0, KL, ls1, D, ms, ks, ns, Afetch, Bfetch, lfetch0, lfetch1), check_bound, 'N', 'N')
+                           , int_t lfetch0, int_t lfetch1) :
+    matrix_product(matrix_product_parameters(simd, ls0, KL, ls1, D, ms, ks, ns, Afetch, Bfetch, lfetch0, lfetch1), 'N', 'N')
   {
   }
 
@@ -735,8 +728,8 @@ matrix_product_parameters::matrix_product_parameters(unsigned int simd_width
                            , int_t ls0, int_t KL, int_t ls1, int_t D
                            , int_t ms, int_t ks, int_t ns
                            , fetching_policy_type Afetch , fetching_policy_type Bfetch
-                           , int_t lfetch0, int_t lfetch1, bool check_bound) :
-    matrix_product(matrix_product_parameters(simd, ls0, KL, ls1, D, ms, ks, ns, Afetch, Bfetch, lfetch0, lfetch1), check_bound, 'T', 'N')
+                           , int_t lfetch0, int_t lfetch1) :
+    matrix_product(matrix_product_parameters(simd, ls0, KL, ls1, D, ms, ks, ns, Afetch, Bfetch, lfetch0, lfetch1), 'T', 'N')
   { }
 
   //
@@ -744,8 +737,8 @@ matrix_product_parameters::matrix_product_parameters(unsigned int simd_width
                            , int_t ls0, int_t KL, int_t ls1, int_t D
                            , int_t ms, int_t ks, int_t ns
                            , fetching_policy_type Afetch , fetching_policy_type Bfetch
-                           , int_t lfetch0, int_t lfetch1, bool check_bound) :
-    matrix_product(matrix_product_parameters(simd, ls0, KL, ls1, D, ms, ks, ns, Afetch, Bfetch, lfetch0, lfetch1), check_bound, 'N', 'T')
+                           , int_t lfetch0, int_t lfetch1) :
+    matrix_product(matrix_product_parameters(simd, ls0, KL, ls1, D, ms, ks, ns, Afetch, Bfetch, lfetch0, lfetch1), 'N', 'T')
   { }
 
   //
@@ -753,8 +746,8 @@ matrix_product_parameters::matrix_product_parameters(unsigned int simd_width
                            , int_t ls0, int_t KL, int_t ls1, int_t D
                            , int_t ms, int_t ks, int_t ns
                            , fetching_policy_type Afetch , fetching_policy_type Bfetch
-                           , int_t lfetch0, int_t lfetch1, bool check_bound) :
-    matrix_product(matrix_product_parameters(simd, ls0, KL, ls1, D, ms, ks, ns, Afetch, Bfetch, lfetch0, lfetch1), check_bound, 'T', 'T')
+                           , int_t lfetch0, int_t lfetch1) :
+    matrix_product(matrix_product_parameters(simd, ls0, KL, ls1, D, ms, ks, ns, Afetch, Bfetch, lfetch0, lfetch1), 'T', 'T')
   { }
 
 }
diff --git a/lib/jit/generation/reduce_1d.cpp b/lib/jit/generation/reduce_1d.cpp
index 0a13bda7b..62080850b 100644
--- a/lib/jit/generation/reduce_1d.cpp
+++ b/lib/jit/generation/reduce_1d.cpp
@@ -269,7 +269,7 @@ std::vector<int_t> reduce_1d::input_sizes(expression_tree const  & x) const
   return {max(x[lhs].shape)};
 }
 
-void reduce_1d::enqueue(driver::CommandQueue & queue, driver::Program const & program, std::string const & suffix, base &, runtime::execution_handler const & control)
+void reduce_1d::enqueue(driver::CommandQueue & queue, driver::Program const & program, std::string const & suffix, runtime::execution_handler const & control)
 {
   expression_tree const  & x = control.x();
 
diff --git a/lib/jit/generation/reduce_2d.cpp b/lib/jit/generation/reduce_2d.cpp
index fdc97d502..1c38a828f 100644
--- a/lib/jit/generation/reduce_2d.cpp
+++ b/lib/jit/generation/reduce_2d.cpp
@@ -313,7 +313,7 @@ std::vector<int_t> reduce_2d::input_sizes(expression_tree const & tree) const
   return {shape[0], shape[1]};
 }
 
-void reduce_2d::enqueue(driver::CommandQueue & queue, driver::Program const & program, std::string const & suffix, base &, runtime::execution_handler const & control)
+void reduce_2d::enqueue(driver::CommandQueue & queue, driver::Program const & program, std::string const & suffix, runtime::execution_handler const & control)
 {
   expression_tree const & tree = control.x();
   std::vector<int_t> MN = input_sizes(tree);
diff --git a/lib/runtime/inference/database.cpp b/lib/runtime/inference/database.cpp
index 5986e54a7..a3ad4e421 100644
--- a/lib/runtime/inference/database.cpp
+++ b/lib/runtime/inference/database.cpp
@@ -22,6 +22,9 @@
 #include "isaac/driver/device.h"
 #include "isaac/runtime/inference/profiles.h"
 
+//Default
+#include "database/unknown/unknown.hpp"
+
 //Intel
 #include "database/intel/broadwell.hpp"
 
@@ -45,6 +48,8 @@ namespace runtime
 
 const profiles::presets_type profiles::presets_ =
 {
+    //DEFAULT
+    DATABASE_ENTRY(UNKNOWN, UNKNOWN, UNKNOWN, database::unknown::unknown),
     //INTEL
     DATABASE_ENTRY(GPU, INTEL, BROADWELL, database::intel::broadwell),
     //NVIDIA
diff --git a/lib/runtime/inference/database/unknown/json/unknown.json b/lib/runtime/inference/database/unknown/json/unknown.json
new file mode 100644
index 000000000..7752f5661
--- /dev/null
+++ b/lib/runtime/inference/database/unknown/json/unknown.json
@@ -0,0 +1 @@
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320.00, 1812.50, -2.00, -2.00, 556.50, -2.00, -2.00, 48.00, -2.00, 192.00, 2664.50, -2.00, -2.00, 2592.00, -2.00, -2.00], "children_left": [1, 2, 3, -1, 5, -1, 7, -1, -1, 10, 11, -1, -1, 14, -1, -1, 17, -1, 19, 20, -1, -1, 23, -1, -1], "feature": [2.00, 2.00, 0.00, -2.00, 0.00, -2.00, 2.00, -2.00, -2.00, 2.00, 0.00, -2.00, -2.00, 2.00, -2.00, -2.00, 1.00, -2.00, 1.00, 2.00, -2.00, -2.00, 2.00, -2.00, -2.00], "value": [[0.00, 0.00, 0.00, 0.00, 0.00, 0.00, 0.00, 0.00], [0.00, 0.00, 0.00, 0.00, 0.00, 0.00, 0.00, 0.00], [0.00, 0.00, 0.00, 0.00, 0.00, 0.00, 0.00, 0.00], [131.09, 151.55, 0.00, 0.00, 0.00, 0.00, 0.00, 116.24], [0.00, 0.00, 0.00, 0.00, 0.00, 0.00, 0.00, 0.00], [169.11, 209.26, 0.00, 0.00, 0.00, 0.00, 0.00, 178.70], [0.00, 0.00, 0.00, 0.00, 0.00, 0.00, 0.00, 0.00], [171.16, 228.19, 0.00, 0.00, 0.00, 0.00, 0.00, 203.24], [187.93, 218.99, 0.00, 0.00, 0.00, 0.00, 0.00, 202.24], [0.00, 0.00, 0.00, 0.00, 0.00, 0.00, 0.00, 0.00], [0.00, 0.00, 0.00, 0.00, 0.00, 0.00, 0.00, 0.00], [294.57, 299.35, 0.00, 0.00, 0.00, 0.00, 0.00, 303.33], [330.77, 324.35, 0.00, 0.00, 0.00, 0.00, 0.00, 336.81], [0.00, 0.00, 0.00, 0.00, 0.00, 0.00, 0.00, 0.00], [284.29, 280.39, 0.00, 0.00, 0.00, 223.50, 0.00, 292.42], [371.09, 337.79, 0.00, 0.00, 0.00, 261.79, 0.00, 387.10], [0.00, 0.00, 0.00, 0.00, 0.00, 0.00, 0.00, 0.00], [5.17, 4.01, 98.95, 64.00, 33.26, 11.20, 19.88, 5.76], [0.00, 0.00, 0.00, 0.00, 0.00, 0.00, 0.00, 0.00], [0.00, 0.00, 0.00, 0.00, 0.00, 0.00, 0.00, 0.00], [89.47, 69.57, 108.45, 0.00, 197.40, 165.58, 213.86, 98.40], [99.33, 75.26, 127.66, 0.00, 232.65, 158.26, 251.40, 109.37], [0.00, 0.00, 0.00, 0.00, 0.00, 0.00, 0.00, 0.00], [244.85, 194.68, 0.00, 0.00, 260.51, 288.65, 269.93, 260.22], [185.73, 146.58, 0.00, 0.00, 291.69, 297.82, 280.00, 201.23]]}], "profiles": [[4, 8, 16, 8, 1, 8, 1, 8, 0, 0, 8, 8], [2, 8, 4, 8, 1, 8, 1, 8, 0, 0, 16, 4], [2, 16, 4, 2, 32, 2, 1, 8, 0, 0, 8, 4], [4, 8, 16, 8, 64, 8, 2, 8, 0, 0, 16, 4], [4, 8, 16, 8, 8, 8, 1, 8, 0, 0, 8, 8], [4, 8, 16, 16, 2, 8, 2, 8, 0, 0, 16, 8], [4, 8, 16, 8, 4, 8, 2, 8, 0, 0, 16, 4], [4, 8, 8, 8, 1, 8, 2, 8, 0, 0, 8, 8]]}}, "elementwise_2d": {"float32": {"predictor": [{"children_right": [2, -1, -1], "threshold": [8704.00, -2.00, -2.00], "value": [[0.00, 0.00, 0.00], [4.60, 3.75, 4.24], [8.95, 10.64, 9.73]], "feature": [1.00, -2.00, -2.00], "children_left": [1, -1, -1]}, {"children_right": [2, -1, -1], "threshold": [576.00, -2.00, -2.00], "value": [[0.00, 0.00, 0.00], [4.45, 4.60, 4.31], [8.96, 7.88, 8.93]], "feature": [0.00, -2.00, -2.00], "children_left": [1, -1, -1]}, {"children_right": [2, -1, -1], "threshold": [176.00, -2.00, -2.00], "value": [[0.00, 0.00, 0.00], [6.18, 4.99, 6.01], [9.07, 8.71, 9.32]], "feature": [1.00, -2.00, -2.00], "children_left": [1, -1, -1]}, {"children_right": [2, -1, -1], "threshold": [3560.50, -2.00, -2.00], "value": [[0.00, 0.00, 0.00], [7.10, 7.17, 7.24], [10.10, 8.70, 10.13]], "feature": [0.00, -2.00, -2.00], "children_left": [1, -1, -1]}, {"children_right": [2, -1, -1], "threshold": [176.00, -2.00, -2.00], "value": [[0.00, 0.00, 0.00], [6.18, 4.99, 6.01], [8.54, 8.97, 8.89]], "feature": [1.00, -2.00, -2.00], "children_left": [1, -1, -1]}], "profiles": [[1, 8, 16, 64, 16, 1], [1, 16, 2, 16, 512, 1], [1, 8, 2, 128, 64, 1]]}}, "matrix_product_tt": {"float32": {"predictor": [{"children_right": [14, 7, 4, -1, 6, -1, -1, 11, 10, -1, -1, 13, -1, -1, 16, -1, -1], "threshold": [9512.50, 949.50, 1280.00, -2.00, 266.00, -2.00, -2.00, 100.50, 1856.00, -2.00, -2.00, 2496.00, -2.00, -2.00, 48.00, -2.00, -2.00], "value": [[0.00, 0.00, 0.00, 0.00, 0.00, 0.00, 0.00, 0.00, 0.00, 0.00, 0.00, 0.00], [0.00, 0.00, 0.00, 0.00, 0.00, 0.00, 0.00, 0.00, 0.00, 0.00, 0.00, 0.00], [0.00, 0.00, 0.00, 0.00, 0.00, 0.00, 0.00, 0.00, 0.00, 0.00, 0.00, 0.00], [131.45, 151.70, 139.81, 0.00, 0.00, 0.00, 138.68, 114.31, 117.89, 93.84, 124.52, 76.76], [0.00, 0.00, 0.00, 0.00, 0.00, 0.00, 0.00, 0.00, 0.00, 0.00, 0.00, 0.00], [106.71, 62.95, 63.09, 0.00, 0.00, 127.97, 97.82, 123.66, 127.66, 142.01, 89.12, 108.34], [119.62, 64.62, 63.34, 0.00, 0.00, 80.73, 108.70, 118.21, 145.78, 84.31, 93.89, 117.37], [0.00, 0.00, 0.00, 0.00, 0.00, 0.00, 0.00, 0.00, 0.00, 0.00, 0.00, 0.00], [0.00, 0.00, 0.00, 0.00, 0.00, 0.00, 0.00, 0.00, 0.00, 0.00, 0.00, 0.00], [83.84, 100.61, 78.18, 0.00, 0.00, 0.00, 98.24, 0.00, 68.08, 0.00, 66.66, 41.84], [88.14, 105.04, 82.15, 0.00, 0.00, 0.00, 104.86, 0.00, 71.08, 0.00, 69.10, 42.92], [0.00, 0.00, 0.00, 0.00, 0.00, 0.00, 0.00, 0.00, 0.00, 0.00, 0.00, 0.00], [206.52, 197.34, 211.62, 0.00, 0.00, 0.00, 199.34, 0.00, 190.35, 0.00, 207.64, 122.43], [151.96, 159.66, 156.57, 0.00, 0.00, 0.00, 158.60, 0.00, 138.12, 0.00, 142.09, 84.40], [0.00, 0.00, 0.00, 0.00, 0.00, 0.00, 0.00, 0.00, 0.00, 0.00, 0.00, 0.00], [6.16, 3.49, 3.61, 77.47, 54.89, 17.67, 5.49, 12.66, 7.71, 9.63, 5.05, 6.07], [22.56, 12.57, 13.65, 152.39, 178.75, 75.48, 20.22, 48.30, 29.28, 39.48, 20.50, 24.53]], "feature": [2.00, 0.00, 2.00, -2.00, 0.00, -2.00, -2.00, 2.00, 0.00, -2.00, -2.00, 0.00, -2.00, -2.00, 1.00, -2.00, -2.00], "children_left": [1, 2, 3, -1, 5, -1, -1, 8, 9, -1, -1, 12, -1, -1, 15, -1, -1]}], "profiles": [[2, 16, 32, 8, 1, 4, 4, 8, 0, 0, 8, 16], [1, 2, 8, 16, 1, 8, 4, 4, 0, 0, 8, 4], [2, 4, 16, 16, 1, 8, 2, 8, 0, 0, 8, 8], [4, 8, 16, 4, 64, 4, 4, 8, 0, 0, 4, 8], [1, 4, 8, 8, 128, 8, 1, 8, 0, 0, 8, 4], [4, 16, 64, 16, 8, 4, 4, 8, 0, 0, 16, 16], [2, 16, 16, 8, 1, 4, 4, 8, 0, 0, 8, 16], [4, 2, 16, 16, 2, 8, 2, 4, 0, 0, 4, 8], [4, 16, 64, 8, 1, 4, 4, 8, 0, 0, 4, 32], [4, 16, 64, 16, 2, 4, 4, 8, 0, 0, 16, 16], [4, 16, 64, 16, 1, 4, 4, 8, 0, 0, 16, 16], [4, 16, 64, 16, 1, 4, 4, 4, 0, 0, 4, 64]]}}}
\ No newline at end of file
diff --git a/lib/runtime/inference/database/unknown/unknown.hpp b/lib/runtime/inference/database/unknown/unknown.hpp
new file mode 100644
index 000000000..fdd03146b
--- /dev/null
+++ b/lib/runtime/inference/database/unknown/unknown.hpp
@@ -0,0 +1,5172 @@
+#pragma once
+
+#include <cstddef>
+
+namespace isaac
+{
+namespace database
+{
+namespace unknown
+{
+
+static const char unknown[] = {
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+0x2e,	0x30,	0x30,	0x2c,	0x20,	0x31,	0x35,	0x38,	0x2e,	0x36,	
+0x30,	0x2c,	0x20,	0x30,	0x2e,	0x30,	0x30,	0x2c,	0x20,	0x31,	
+0x33,	0x38,	0x2e,	0x31,	0x32,	0x2c,	0x20,	0x30,	0x2e,	0x30,	
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+0x30,	0x30,	0x2c,	0x20,	0x30,	0x2e,	0x30,	0x30,	0x2c,	0x20,	
+0x30,	0x2e,	0x30,	0x30,	0x2c,	0x20,	0x30,	0x2e,	0x30,	0x30,	
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+0x33,	0x2e,	0x34,	0x39,	0x2c,	0x20,	0x33,	0x2e,	0x36,	0x31,	
+0x2c,	0x20,	0x37,	0x37,	0x2e,	0x34,	0x37,	0x2c,	0x20,	0x35,	
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+0x37,	0x2c,	0x20,	0x35,	0x2e,	0x34,	0x39,	0x2c,	0x20,	0x31,	
+0x32,	0x2e,	0x36,	0x36,	0x2c,	0x20,	0x37,	0x2e,	0x37,	0x31,	
+0x2c,	0x20,	0x39,	0x2e,	0x36,	0x33,	0x2c,	0x20,	0x35,	0x2e,	
+0x30,	0x35,	0x2c,	0x20,	0x36,	0x2e,	0x30,	0x37,	0x5d,	0x2c,	
+0x20,	0x5b,	0x32,	0x32,	0x2e,	0x35,	0x36,	0x2c,	0x20,	0x31,	
+0x32,	0x2e,	0x35,	0x37,	0x2c,	0x20,	0x31,	0x33,	0x2e,	0x36,	
+0x35,	0x2c,	0x20,	0x31,	0x35,	0x32,	0x2e,	0x33,	0x39,	0x2c,	
+0x20,	0x31,	0x37,	0x38,	0x2e,	0x37,	0x35,	0x2c,	0x20,	0x37,	
+0x35,	0x2e,	0x34,	0x38,	0x2c,	0x20,	0x32,	0x30,	0x2e,	0x32,	
+0x32,	0x2c,	0x20,	0x34,	0x38,	0x2e,	0x33,	0x30,	0x2c,	0x20,	
+0x32,	0x39,	0x2e,	0x32,	0x38,	0x2c,	0x20,	0x33,	0x39,	0x2e,	
+0x34,	0x38,	0x2c,	0x20,	0x32,	0x30,	0x2e,	0x35,	0x30,	0x2c,	
+0x20,	0x32,	0x34,	0x2e,	0x35,	0x33,	0x5d,	0x5d,	0x2c,	0x20,	
+0x22,	0x66,	0x65,	0x61,	0x74,	0x75,	0x72,	0x65,	0x22,	0x3a,	
+0x20,	0x5b,	0x32,	0x2e,	0x30,	0x30,	0x2c,	0x20,	0x30,	0x2e,	
+0x30,	0x30,	0x2c,	0x20,	0x32,	0x2e,	0x30,	0x30,	0x2c,	0x20,	
+0x2d,	0x32,	0x2e,	0x30,	0x30,	0x2c,	0x20,	0x30,	0x2e,	0x30,	
+0x30,	0x2c,	0x20,	0x2d,	0x32,	0x2e,	0x30,	0x30,	0x2c,	0x20,	
+0x2d,	0x32,	0x2e,	0x30,	0x30,	0x2c,	0x20,	0x32,	0x2e,	0x30,	
+0x30,	0x2c,	0x20,	0x30,	0x2e,	0x30,	0x30,	0x2c,	0x20,	0x2d,	
+0x32,	0x2e,	0x30,	0x30,	0x2c,	0x20,	0x2d,	0x32,	0x2e,	0x30,	
+0x30,	0x2c,	0x20,	0x30,	0x2e,	0x30,	0x30,	0x2c,	0x20,	0x2d,	
+0x32,	0x2e,	0x30,	0x30,	0x2c,	0x20,	0x2d,	0x32,	0x2e,	0x30,	
+0x30,	0x2c,	0x20,	0x31,	0x2e,	0x30,	0x30,	0x2c,	0x20,	0x2d,	
+0x32,	0x2e,	0x30,	0x30,	0x2c,	0x20,	0x2d,	0x32,	0x2e,	0x30,	
+0x30,	0x5d,	0x2c,	0x20,	0x22,	0x63,	0x68,	0x69,	0x6c,	0x64,	
+0x72,	0x65,	0x6e,	0x5f,	0x6c,	0x65,	0x66,	0x74,	0x22,	0x3a,	
+0x20,	0x5b,	0x31,	0x2c,	0x20,	0x32,	0x2c,	0x20,	0x33,	0x2c,	
+0x20,	0x2d,	0x31,	0x2c,	0x20,	0x35,	0x2c,	0x20,	0x2d,	0x31,	
+0x2c,	0x20,	0x2d,	0x31,	0x2c,	0x20,	0x38,	0x2c,	0x20,	0x39,	
+0x2c,	0x20,	0x2d,	0x31,	0x2c,	0x20,	0x2d,	0x31,	0x2c,	0x20,	
+0x31,	0x32,	0x2c,	0x20,	0x2d,	0x31,	0x2c,	0x20,	0x2d,	0x31,	
+0x2c,	0x20,	0x31,	0x35,	0x2c,	0x20,	0x2d,	0x31,	0x2c,	0x20,	
+0x2d,	0x31,	0x5d,	0x7d,	0x5d,	0x2c,	0x20,	0x22,	0x70,	0x72,	
+0x6f,	0x66,	0x69,	0x6c,	0x65,	0x73,	0x22,	0x3a,	0x20,	0x5b,	
+0x5b,	0x32,	0x2c,	0x20,	0x31,	0x36,	0x2c,	0x20,	0x33,	0x32,	
+0x2c,	0x20,	0x38,	0x2c,	0x20,	0x31,	0x2c,	0x20,	0x34,	0x2c,	
+0x20,	0x34,	0x2c,	0x20,	0x38,	0x2c,	0x20,	0x30,	0x2c,	0x20,	
+0x30,	0x2c,	0x20,	0x38,	0x2c,	0x20,	0x31,	0x36,	0x5d,	0x2c,	
+0x20,	0x5b,	0x31,	0x2c,	0x20,	0x32,	0x2c,	0x20,	0x38,	0x2c,	
+0x20,	0x31,	0x36,	0x2c,	0x20,	0x31,	0x2c,	0x20,	0x38,	0x2c,	
+0x20,	0x34,	0x2c,	0x20,	0x34,	0x2c,	0x20,	0x30,	0x2c,	0x20,	
+0x30,	0x2c,	0x20,	0x38,	0x2c,	0x20,	0x34,	0x5d,	0x2c,	0x20,	
+0x5b,	0x32,	0x2c,	0x20,	0x34,	0x2c,	0x20,	0x31,	0x36,	0x2c,	
+0x20,	0x31,	0x36,	0x2c,	0x20,	0x31,	0x2c,	0x20,	0x38,	0x2c,	
+0x20,	0x32,	0x2c,	0x20,	0x38,	0x2c,	0x20,	0x30,	0x2c,	0x20,	
+0x30,	0x2c,	0x20,	0x38,	0x2c,	0x20,	0x38,	0x5d,	0x2c,	0x20,	
+0x5b,	0x34,	0x2c,	0x20,	0x38,	0x2c,	0x20,	0x31,	0x36,	0x2c,	
+0x20,	0x34,	0x2c,	0x20,	0x36,	0x34,	0x2c,	0x20,	0x34,	0x2c,	
+0x20,	0x34,	0x2c,	0x20,	0x38,	0x2c,	0x20,	0x30,	0x2c,	0x20,	
+0x30,	0x2c,	0x20,	0x34,	0x2c,	0x20,	0x38,	0x5d,	0x2c,	0x20,	
+0x5b,	0x31,	0x2c,	0x20,	0x34,	0x2c,	0x20,	0x38,	0x2c,	0x20,	
+0x38,	0x2c,	0x20,	0x31,	0x32,	0x38,	0x2c,	0x20,	0x38,	0x2c,	
+0x20,	0x31,	0x2c,	0x20,	0x38,	0x2c,	0x20,	0x30,	0x2c,	0x20,	
+0x30,	0x2c,	0x20,	0x38,	0x2c,	0x20,	0x34,	0x5d,	0x2c,	0x20,	
+0x5b,	0x34,	0x2c,	0x20,	0x31,	0x36,	0x2c,	0x20,	0x36,	0x34,	
+0x2c,	0x20,	0x31,	0x36,	0x2c,	0x20,	0x38,	0x2c,	0x20,	0x34,	
+0x2c,	0x20,	0x34,	0x2c,	0x20,	0x38,	0x2c,	0x20,	0x30,	0x2c,	
+0x20,	0x30,	0x2c,	0x20,	0x31,	0x36,	0x2c,	0x20,	0x31,	0x36,	
+0x5d,	0x2c,	0x20,	0x5b,	0x32,	0x2c,	0x20,	0x31,	0x36,	0x2c,	
+0x20,	0x31,	0x36,	0x2c,	0x20,	0x38,	0x2c,	0x20,	0x31,	0x2c,	
+0x20,	0x34,	0x2c,	0x20,	0x34,	0x2c,	0x20,	0x38,	0x2c,	0x20,	
+0x30,	0x2c,	0x20,	0x30,	0x2c,	0x20,	0x38,	0x2c,	0x20,	0x31,	
+0x36,	0x5d,	0x2c,	0x20,	0x5b,	0x34,	0x2c,	0x20,	0x32,	0x2c,	
+0x20,	0x31,	0x36,	0x2c,	0x20,	0x31,	0x36,	0x2c,	0x20,	0x32,	
+0x2c,	0x20,	0x38,	0x2c,	0x20,	0x32,	0x2c,	0x20,	0x34,	0x2c,	
+0x20,	0x30,	0x2c,	0x20,	0x30,	0x2c,	0x20,	0x34,	0x2c,	0x20,	
+0x38,	0x5d,	0x2c,	0x20,	0x5b,	0x34,	0x2c,	0x20,	0x31,	0x36,	
+0x2c,	0x20,	0x36,	0x34,	0x2c,	0x20,	0x38,	0x2c,	0x20,	0x31,	
+0x2c,	0x20,	0x34,	0x2c,	0x20,	0x34,	0x2c,	0x20,	0x38,	0x2c,	
+0x20,	0x30,	0x2c,	0x20,	0x30,	0x2c,	0x20,	0x34,	0x2c,	0x20,	
+0x33,	0x32,	0x5d,	0x2c,	0x20,	0x5b,	0x34,	0x2c,	0x20,	0x31,	
+0x36,	0x2c,	0x20,	0x36,	0x34,	0x2c,	0x20,	0x31,	0x36,	0x2c,	
+0x20,	0x32,	0x2c,	0x20,	0x34,	0x2c,	0x20,	0x34,	0x2c,	0x20,	
+0x38,	0x2c,	0x20,	0x30,	0x2c,	0x20,	0x30,	0x2c,	0x20,	0x31,	
+0x36,	0x2c,	0x20,	0x31,	0x36,	0x5d,	0x2c,	0x20,	0x5b,	0x34,	
+0x2c,	0x20,	0x31,	0x36,	0x2c,	0x20,	0x36,	0x34,	0x2c,	0x20,	
+0x31,	0x36,	0x2c,	0x20,	0x31,	0x2c,	0x20,	0x34,	0x2c,	0x20,	
+0x34,	0x2c,	0x20,	0x38,	0x2c,	0x20,	0x30,	0x2c,	0x20,	0x30,	
+0x2c,	0x20,	0x31,	0x36,	0x2c,	0x20,	0x31,	0x36,	0x5d,	0x2c,	
+0x20,	0x5b,	0x34,	0x2c,	0x20,	0x31,	0x36,	0x2c,	0x20,	0x36,	
+0x34,	0x2c,	0x20,	0x31,	0x36,	0x2c,	0x20,	0x31,	0x2c,	0x20,	
+0x34,	0x2c,	0x20,	0x34,	0x2c,	0x20,	0x34,	0x2c,	0x20,	0x30,	
+0x2c,	0x20,	0x30,	0x2c,	0x20,	0x34,	0x2c,	0x20,	0x36,	0x34,	
+0x5d,	0x5d,	0x7d,	0x7d,	0x7d,	0x0};
+
+static const std::size_t unknown_len = 51536;
+
+}
+}
+}
diff --git a/lib/runtime/inference/profiles.cpp b/lib/runtime/inference/profiles.cpp
index 56eb63d9a..66e912cd7 100644
--- a/lib/runtime/inference/profiles.cpp
+++ b/lib/runtime/inference/profiles.cpp
@@ -65,21 +65,19 @@ driver::Program const & profiles::value_type::init(runtime::execution_handler co
       return *program;
 
   std::string srcs;
-   for(unsigned int i = 0 ; i < templates_.size() ; ++i){
+   for(unsigned int i = 0 ; i < templates_.size() ; ++i)
      srcs += templates_[i]->generate(tools::to_string(i), expression.x(), context.device());
-   }
-   srcs += fallback_->generate("fallback", expression.x(), context.device());
    return cache_.add(context, pname, srcs);
 }
 
 profiles::value_type::value_type(expression_type etype, numeric_type dtype, predictors::random_forest const & predictor, std::vector< std::shared_ptr<templates::base> > const & templates, driver::CommandQueue const & queue) :
-  templates_(templates), fallback_(fallbacks[std::make_pair(etype, dtype)]), predictor_(new predictors::random_forest(predictor)), queue_(queue), cache_(driver::backend::programs::get(queue,etype,dtype))
+  templates_(templates), predictor_(new predictors::random_forest(predictor)), queue_(queue), cache_(driver::backend::programs::get(queue,etype,dtype))
 {
   cache_.clear();
 }
 
 
-profiles::value_type::value_type(expression_type etype, numeric_type dtype, templates::base const & tp, driver::CommandQueue const & queue) : templates_(1,tp.clone()), fallback_(fallbacks[std::make_pair(etype, dtype)]), queue_(queue), cache_(driver::backend::programs::get(queue,etype,dtype))
+profiles::value_type::value_type(expression_type etype, numeric_type dtype, templates::base const & tp, driver::CommandQueue const & queue) : templates_(1,tp.clone()), queue_(queue), cache_(driver::backend::programs::get(queue,etype,dtype))
 {
   cache_.clear();
 }
@@ -102,7 +100,7 @@ void profiles::value_type::execute(runtime::execution_handler const & expr)
       }
       std::list<driver::Event> events;
       try{
-        templates_[i]->enqueue(queue_, program, tools::to_string(i), *fallback_, runtime::execution_handler(expr.x(), runtime::execution_options_type(0, &events)));
+        templates_[i]->enqueue(queue_, program, tools::to_string(i), runtime::execution_handler(expr.x(), runtime::execution_options_type(0, &events)));
         queue_.synchronize();
         timings[i] = 1e-9*std::accumulate(events.begin(), events.end(), 0, &time_event);
       }catch(...){
@@ -115,7 +113,6 @@ void profiles::value_type::execute(runtime::execution_handler const & expr)
   }
 
   //Prediction
-
   int label = 0;
   if(expr.dispatcher_options().label>=0)
     label = expr.dispatcher_options().label;
@@ -134,7 +131,7 @@ void profiles::value_type::execute(runtime::execution_handler const & expr)
   if(templates_[label]->temporary_workspace(expr.x()) > MAX_TEMPORARY_WORKSPACE)
     throw operation_not_supported_exception("Running this operation would require an overly large temporary.");
 
-  return templates_[label]->enqueue(queue_, program, tools::to_string(label), *fallback_, expr);
+  return templates_[label]->enqueue(queue_, program, tools::to_string(label), expr);
 }
 
 profiles::value_type::templates_container const & profiles::value_type::templates() const
@@ -210,30 +207,26 @@ void profiles::import(std::string const & str, driver::CommandQueue const & queu
 
 profiles::map_type& profiles::init(driver::CommandQueue const & queue)
 {
-  map_type & result = cache_[queue];
-
-  numeric_type dtypes[] = {CHAR_TYPE, UCHAR_TYPE, SHORT_TYPE, USHORT_TYPE, INT_TYPE, UINT_TYPE, LONG_TYPE, ULONG_TYPE, FLOAT_TYPE, DOUBLE_TYPE};
-  expression_type etypes[] = {ELEMENTWISE_1D, REDUCE_1D, ELEMENTWISE_2D, REDUCE_2D_ROWS, REDUCE_2D_COLS, MATRIX_PRODUCT_NN, MATRIX_PRODUCT_NT, MATRIX_PRODUCT_TN, MATRIX_PRODUCT_TT};
-
-  for(numeric_type dtype: dtypes)
-    for(expression_type etype: etypes)
-      result[std::make_pair(etype, dtype)] = std::shared_ptr<value_type>(new value_type(etype, dtype, *fallbacks[std::make_pair(etype, dtype)], queue));
-
+  map_type & map = cache_[queue];
   driver::Device const & device = queue.device();
   presets_type::const_iterator it = presets_.find(std::make_tuple(device.type(), device.vendor(), device.architecture()));
+  /*-- Device not found in database --*/
   if(it==presets_.end()){
-        //FIXME: Hadle this case
-//      import(presets_.at(std::make_tuple(device.type(), device.vendor(), driver::Device::Architecture::UNKNOWN)), queue);
+      import(presets_.at(std::make_tuple(driver::Device::Type::UNKNOWN, driver::Device::Vendor::UNKNOWN, driver::Device::Architecture::UNKNOWN)), queue);
   }
-  else
+  /*-- Device found in database --*/
+  else{
       import(it->second, queue);
+  }
+
+  /*-- User-provided profile --*/
   std::string homepath = tools::getenv("HOME");
   if(homepath.size())
   {
     std::string json_path = homepath + "/.isaac/devices/device0.json";
     std::ifstream t(json_path);
     if(!t)
-        return result;
+        return map;
     std::string str;
     t.seekg(0, std::ios::end);
     str.reserve(t.tellg());
@@ -242,7 +235,7 @@ profiles::map_type& profiles::init(driver::CommandQueue const & queue)
     import(str, queue);
   }
 
-  return result;
+  return map;
 }
 
 profiles::map_type& profiles::get(driver::CommandQueue const & queue)
@@ -254,43 +247,12 @@ profiles::map_type& profiles::get(driver::CommandQueue const & queue)
 }
 
 void profiles::set(driver::CommandQueue const & queue, expression_type operation, numeric_type dtype, std::shared_ptr<value_type> const & profile)
-{
-  cache_[queue][std::make_pair(operation,dtype)] = profile;
-}
+{ cache_[queue][std::make_pair(operation,dtype)] = profile; }
 
 void profiles::release()
-{
-    cache_.clear();
-}
-
+{ cache_.clear(); }
 
 std::map<driver::CommandQueue, profiles::map_type> profiles::cache_;
 
-///////////////////
-
-//
-
-std::map<std::pair<expression_type, numeric_type>, std::shared_ptr<templates::base> > init_fallback()
-{
-  typedef std::shared_ptr<templates::base> ptr_t;
-  std::map<std::pair<expression_type, numeric_type>, ptr_t > res;
-  numeric_type types[] = {CHAR_TYPE, UCHAR_TYPE, SHORT_TYPE, USHORT_TYPE, INT_TYPE, UINT_TYPE, LONG_TYPE, ULONG_TYPE, FLOAT_TYPE, DOUBLE_TYPE};
-  for(auto DTYPE : types)
-  {
-    res[std::make_pair(ELEMENTWISE_1D, DTYPE)] = ptr_t (new templates::elementwise_1d(1,64,128,templates::FETCH_FROM_GLOBAL_STRIDED));
-    res[std::make_pair(REDUCE_1D, DTYPE)] = ptr_t(new templates::reduce_1d(1,64,128,templates::FETCH_FROM_GLOBAL_STRIDED));
-    res[std::make_pair(ELEMENTWISE_2D, DTYPE)] = ptr_t(new templates::elementwise_2d(1,128,1,16,32,templates::FETCH_FROM_GLOBAL_STRIDED));
-    res[std::make_pair(REDUCE_2D_ROWS, DTYPE)] = ptr_t(new templates::reduce_2d_rows(1, 8, 8, 4, 16, templates::FETCH_FROM_GLOBAL_STRIDED));
-    res[std::make_pair(REDUCE_2D_COLS, DTYPE)] = ptr_t(new templates::reduce_2d_cols(1, 8, 8, 64, 8, templates::FETCH_FROM_GLOBAL_STRIDED));
-    res[std::make_pair(MATRIX_PRODUCT_NN, DTYPE)] = ptr_t(new templates::matrix_product_nn(1, 8, 16, 8, 1, 8, 1, 8, templates::FETCH_FROM_LOCAL, templates::FETCH_FROM_LOCAL, 8, 8, true));
-    res[std::make_pair(MATRIX_PRODUCT_TN, DTYPE)] = ptr_t(new templates::matrix_product_tn(1, 8, 16, 8, 1, 8, 1, 8, templates::FETCH_FROM_LOCAL, templates::FETCH_FROM_LOCAL, 8, 8, true));
-    res[std::make_pair(MATRIX_PRODUCT_NT, DTYPE)] = ptr_t(new templates::matrix_product_nt(1, 8, 16, 8, 1, 8, 1, 8, templates::FETCH_FROM_LOCAL, templates::FETCH_FROM_LOCAL, 8, 8, true));
-    res[std::make_pair(MATRIX_PRODUCT_TT, DTYPE)] = ptr_t(new templates::matrix_product_tt(1, 8, 16, 8, 1, 8, 1, 8, templates::FETCH_FROM_LOCAL, templates::FETCH_FROM_LOCAL, 8, 8, true));
-  }
-  return res;
-}
-
-std::map<std::pair<expression_type, numeric_type>, std::shared_ptr<templates::base> > fallbacks = init_fallback();
-
 }
 }
diff --git a/python/setup.py b/python/setup.py
index e0cb8caca..1a6f63f74 100644
--- a/python/setup.py
+++ b/python/setup.py
@@ -73,7 +73,7 @@ def main():
       libraries += ['gnustl_shared']
 
     #Source files
-    src =  'src/lib/random/rand.cpp src/lib/jit/syntax/expression/preset.cpp src/lib/jit/syntax/expression/expression.cpp src/lib/jit/syntax/expression/operations.cpp src/lib/jit/syntax/engine/macro.cpp src/lib/jit/syntax/engine/object.cpp src/lib/jit/syntax/engine/process.cpp src/lib/jit/syntax/engine/binder.cpp src/lib/jit/generation/reduce_2d.cpp src/lib/jit/generation/elementwise_2d.cpp src/lib/jit/generation/engine/stream.cpp src/lib/jit/generation/engine/keywords.cpp src/lib/jit/generation/elementwise_1d.cpp src/lib/jit/generation/reduce_1d.cpp src/lib/jit/generation/matrix_product.cpp src/lib/jit/generation/base.cpp src/lib/runtime/execute.cpp src/lib/runtime/inference/database.cpp src/lib/runtime/inference/profiles.cpp src/lib/runtime/inference/predictors/random_forest.cpp src/lib/runtime/scheduler/dag.cpp src/lib/runtime/scheduler/strategies/heft.cpp src/lib/array.cpp src/lib/value_scalar.cpp src/lib/driver/backend.cpp src/lib/driver/device.cpp src/lib/driver/kernel.cpp src/lib/driver/buffer.cpp src/lib/driver/platform.cpp src/lib/driver/check.cpp src/lib/driver/program.cpp src/lib/driver/command_queue.cpp src/lib/driver/dispatch.cpp src/lib/driver/program_cache.cpp src/lib/driver/context.cpp src/lib/driver/event.cpp src/lib/driver/ndrange.cpp src/lib/driver/handle.cpp src/lib/api/blas/clBLAS.cpp src/lib/api/blas/cublas.cpp src/lib/exception/api.cpp src/lib/exception/driver.cpp '.split() + [os.path.join('src', 'bind', sf)  for sf in ['_isaac.cpp', 'core.cpp', 'driver.cpp', 'kernels.cpp', 'exceptions.cpp']]
+    src =  'src/lib/array.cpp src/lib/value_scalar.cpp src/lib/jit/syntax/engine/process.cpp src/lib/jit/syntax/engine/binder.cpp src/lib/jit/syntax/engine/macro.cpp src/lib/jit/syntax/engine/object.cpp src/lib/jit/syntax/expression/preset.cpp src/lib/jit/syntax/expression/operations.cpp src/lib/jit/syntax/expression/expression.cpp src/lib/jit/generation/reduce_2d.cpp src/lib/jit/generation/base.cpp src/lib/jit/generation/engine/keywords.cpp src/lib/jit/generation/engine/stream.cpp src/lib/jit/generation/matrix_product.cpp src/lib/jit/generation/elementwise_2d.cpp src/lib/jit/generation/elementwise_1d.cpp src/lib/jit/generation/reduce_1d.cpp src/lib/runtime/inference/predictors/random_forest.cpp src/lib/runtime/inference/profiles.cpp src/lib/runtime/inference/database.cpp src/lib/runtime/execute.cpp src/lib/runtime/scheduler/strategies/heft.cpp src/lib/runtime/scheduler/dag.cpp src/lib/exception/api.cpp src/lib/exception/driver.cpp src/lib/api/blas/cublas.cpp src/lib/api/blas/clBLAS.cpp src/lib/random/rand.cpp src/lib/driver/dispatch.cpp src/lib/driver/device.cpp src/lib/driver/context.cpp src/lib/driver/buffer.cpp src/lib/driver/program.cpp src/lib/driver/backend.cpp src/lib/driver/command_queue.cpp src/lib/driver/event.cpp src/lib/driver/program_cache.cpp src/lib/driver/kernel.cpp src/lib/driver/platform.cpp src/lib/driver/handle.cpp src/lib/driver/check.cpp src/lib/driver/ndrange.cpp '.split() + [os.path.join('src', 'bind', sf)  for sf in ['_isaac.cpp', 'core.cpp', 'driver.cpp', 'kernels.cpp', 'exceptions.cpp']]
     boostsrc = 'external/boost/libs/'
     for s in ['numpy','python','smart_ptr','system','thread']:
         src = src + [x for x in recursive_glob('external/boost/libs/' + s + '/src/','.cpp') if 'win32' not in x and 'pthread' not in x]