Merge pull request #8 from dhuth/master

w/ python test suite

1 files changed, 1004 insertions, 0 deletions

diff --git a/test-chill/test-cases/examples/cuda-chill/cudaize.lua b/test-chill/test-cases/examples/cuda-chill/cudaize.lua
new file mode 100644
index 0000000..7359cca
--- /dev/null
+++ b/test-chill/test-cases/examples/cuda-chill/cudaize.lua
@@ -0,0 +1,1004 @@
+
+-- THIS IS CUDAIZE.LUA
+
+function table.contains_key(table, key)
+   for k in pairs(table) do
+      if k == key then
+         return true
+      end
+   end
+   return false
+end
+
+function valid_indices(stmt, indices)
+   --print( "valid_indices() lua calling C cur_indices")
+   --io.flush()
+   cur = cur_indices(stmt) 
+   --print("Cur indices "..list_to_string(cur))
+   for idx in pairs(indices) do
+      if not table.contains_key(cur,idx) then
+         return false
+      end
+   end
+   return true
+end
+
+function next_clean_level(cur_idxs,level)
+   --print("next_clean_level( ..., "..level.." )")
+   --print(string.format("indices_at_each_level %s ",list_to_string(cur_idxs) ))
+   
+   --print("loop to "..#cur_idxs)
+   for i=level+1,#cur_idxs do
+      --print("Checking level "..i.." = '"..cur_idxs[i].."'")
+      if (# cur_idxs[i] > 0) then
+         --print("Good enough"..(# cur_idxs[i]))
+         --print("returning "..i)
+         return i
+      end
+   end
+   return -1 --sentinal that there were no non-dummy indices left
+end
+
+function build_order(final_order, tile_idx_names, ctrl_idx_names, tile_idx_map, cur_level)
+   order = {}
+   --print("\nbuild_order()")
+   --print("build_order(): final_order = ( "..list_to_string(final_order).." )")
+   --print("build_order(): ctrl_idx_names = ("..list_to_string(ctrl_idx_names).." )")
+   --print("cur_level "..cur_level.."")
+   --io.flush()
+   
+   for i,k in ipairs(final_order) do
+      skip = false
+      cur = final_order[i]
+      --print("\ncur "..cur.." = final_order["..i.."] = "..final_order[i].."  ")
+      --control loops below our current level should not be in the current order
+      for j=cur_level+2,# ctrl_idx_names do
+         --print("j "..j.." final_order["..i.."] = "..final_order[i].."  ")
+         if ctrl_idx_names[j] == final_order[i] then
+            skip = true
+            --print("SKIP "..final_order[i].."  ")
+            --io.flush()
+         end
+      end
+      --possibly substitute tile indices ifn necessar
+      if table.contains_key(tile_idx_map,final_order[i]) then
+         approved_sub = false
+         sub_string = tile_idx_map[final_order[i]]
+         for j=cur_level+2,# tile_idx_names do
+            if tile_idx_names[j] == sub_string then
+               approved_sub = true
+            end
+         end
+         if approved_sub then
+            cur = sub_string
+         end
+      end
+      if not skip then
+         table.insert(order,cur)
+      end
+   end
+   return order
+end
+
+function list_to_string(str_list)
+   --Helpful debug output
+   l = ""
+   for i,str in ipairs(str_list) do
+      if i > 1 then
+         l = l .. ", " .. str
+      else
+         l = str
+      end
+   end
+   return l
+end
+
+
+function find_cur_level(stmt,idx)
+   --Search cur_indices for a idx at stmt
+   cur = cur_indices(stmt)
+   --print(string.format("find_cur_level(stmt %d, idx %s)  Cur indices %s", stmt, idx, list_to_string(cur)))
+   for i,cidx in ipairs(cur) do
+      if cidx == idx then
+         --print(string.format("found it at index %d", i))
+         return i
+      end
+   end
+   error("Unable to find "..idx.." in current list of indices")
+end
+
+
+function chk_cur_level(stmt,idx)
+   --Search cur_indices for a idx at stmt
+   cur = cur_indices(stmt)
+   for i,cidx in ipairs(cur) do
+      if cidx == idx then
+         return i
+      end
+   end
+   return -1
+end
+
+
+function find_offset(cur_order, tile, control)
+   --print("Looking for tile '"..tile.."' and control '"..control.."' in ( "..list_to_string(cur_order)..", )")
+   idx1 = -1
+   idx2 = -1
+   for i,cur in ipairs(cur_order) do
+      if(cur == tile) then
+         idx1 = i
+      end
+      if(cur == control) then
+         idx2 = i
+      end
+   end
+   if(idx1 < 0) then
+      error("Unable to find tile " .. tile .. " in current list of indices")
+   end
+   if(idx2 < 0) then
+      error("Unable to find control " .. control .. " in current list of indices")
+   end
+   --print("found at level " .. idx2 .. " and " .. idx1)
+   if(idx2 < idx1) then
+      return idx2-idx1+1
+   else
+      return idx2-idx1
+   end
+end
+
+function tile_by_index(tile_indices, sizes, index_names, final_order, tile_method)
+   --print "STARTING TILE BY INDEX"
+   --io.flush()
+   stmt = 0 --assume stmt 0
+   cur = cur_indices(stmt)
+   --print("Cur indices "..list_to_string(cur))
+   if not valid_indices(stmt,tile_indices) then
+      error('One of the indices in the first parameter were not '..
+            'found in the current set of indices.')
+   end
+   if not tile_method then tile_method = counted end
+   tile_idx_names = {}
+   for i,s in ipairs(tile_indices) do tile_idx_names[i]=s end --shallow copy
+   --print("tile_index_names: ['"..list_to_string(tile_indices).."']")
+   
+   --print("index_names:  ") 
+   --for k,v in pairs(index_names) do print(k,v) end
+   
+   --io.flush()
+   
+   ctrl_idx_names = {}
+   tile_idx_map = {}
+   for k,v in pairs(index_names) do
+      valid = false
+      if(string.sub(k,1,1) == "l") then
+         if string.sub(k,-8) == "_control" then
+            i = tonumber(string.sub(k,2,-9))
+            if i and i >= 1 and i <= (# tile_indices) then
+               ctrl_idx_names[i] = v
+               --print(string.format("Handling control %s for loop level %d",v,i))
+               --print("control "..k.."   name  "..v.." ")
+               valid = true
+            end
+         elseif string.sub(k,-5) == "_tile" then
+            i = tonumber(string.sub(k,2,-6))
+            if i and i >= 1 and i <= (# tile_indices) then
+               --print(string.format("tile %s -> %s",tile_indices[i], v))
+               tile_idx_names[i] = v
+               tile_idx_map[v] = tile_indices[i]
+               --print(string.format("tile %s -> %s",tile_indices[i], v))
+               valid = true
+            end
+         end
+      end
+      if not valid then error(string.format("%s is not a proper key for specifying "..
+                                            "tile or control loop indices\n", k)) end
+   end
+   
+   --filter out control indices (and do name substitution of unprocessed tile indices) for a given level
+   cur_order = build_order(final_order, tile_indices, ctrl_idx_names, tile_idx_map, -1)
+   permute(stmt, cur_order)
+   
+   for i,cur_idx in ipairs(tile_indices) do
+      --print(string.format("i %d  cur_idx %s calling build order ********", i-1, cur_idx))
+      cur_order = build_order(final_order, tile_indices, ctrl_idx_names, tile_idx_map, i-1)
+      --Find a offset between tile loop and control loop
+      -- 0   = control loop one level above tile loop
+      -- -1  = control loop two levels above tile loop
+      -- > 0 = tile loop above control loop
+      -- In the last case, we do two extra tile commands to get the control
+      -- above the tile and then rely on the final permute to handle the
+      -- rest
+      level = find_cur_level(stmt,cur_idx)
+      offset = find_offset(cur_order, tile_idx_names[i], ctrl_idx_names[i])
+      --print(string.format("offset %d", offset))
+      
+      if (offset <= 0) then
+         --print(string.format("[offset<=0]1tile(%d, %d, %d, %d, %s, %s, %s)",stmt, level, sizes[i], level+offset, tile_idx_names[i], ctrl_idx_names[i], tile_method)) 
+         tile(stmt, level, sizes[i], level+offset, tile_idx_names[i], ctrl_idx_names[i], tile_method)
+      else
+         --print(string.format("2tile(%d, %d, %d, %d, %s, %s, %s)", stmt, level, sizes[i], level, tile_idx_names[i], ctrl_idx_names[i], tile_method))
+         tile(stmt, level, sizes[i], level, tile_idx_names[i], ctrl_idx_names[i], tile_method);--regular level
+         --flip tile and control loop
+         --print(string.format("3tile(%d, %d, %d)",stmt, level+1, level+1))
+         tile(stmt, level+1, level+1);
+         --print(string.format("4tile(%d, %d, %d)",stmt, level+1, level))
+         tile(stmt, level+1, level);
+         --print(string.format("\n[offset>0]tile(%d, %d, %d, %d,%s,%s,%s)",stmt, level, sizes[i], level, tile_idx_names[i], ctrl_idx_names[i], tile_method)) 
+	 --print_code()
+         
+      end
+      
+      --Do permutation based on cur_order
+      --print "permute based on build order calling build_order()"
+      --print "cur_order = build_order(final_order, tile_indices, ctrl_idx_names, tile_idx_map, i-1)"
+      cur_order = build_order(final_order, tile_indices, ctrl_idx_names, tile_idx_map, i-1)
+      --print "permute(stmt, cur_order);"
+      permute(stmt, cur_order);
+      --print "\nafter permute(), code is:"
+      --print_code()
+   end
+   --print "ENDING TILE BY INDEX"
+   --print_code()
+end
+
+function normalize_index(index)
+   stmt = 0 --assume stmt 0cur = cur_indices(stmt)
+   --print("Cur indices "..list_to_string(cur))
+   l = find_cur_level(stmt, index)
+   tile(stmt, l, l)
+   --print(string.format("\n[Normalize]tile(%d, %d, %d)",stmt, l,l)) 
+end
+
+function is_in_indices(stmt, idx)
+   cur = cur_indices(stmt)
+   for i=0,#cur,1 do
+      if(cur[i]==idx) then
+         return true
+      end
+   end
+   return false
+   
+end
+
+
+function copy_to_registers(start_loop, array_name)
+   
+   --print("\n\n****** starting copy to registers")
+   io.flush()
+
+   stmt = 0 --assume stmt 0
+   
+   -- [Malik] first we make sure that tx and ty are consecutive loops in the 2D thread setup, otherwise all levels for subsequent operations are messed up. Start logic.
+   cur = cur_indices(stmt)
+   table_Size = table.getn(cur)
+   
+   --print(string.format("Cur indices %s,",list_to_string(cur)))
+   --print(string.format("The table size is %d", table_Size))
+   --table.foreach(cur, print)
+   --print_code()
+   
+   level_tx = -1
+   level_ty = -1
+   if is_in_indices(stmt,"tx") then level_tx = find_cur_level(stmt,"tx") end
+   if is_in_indices(stmt,"ty") then level_ty = find_cur_level(stmt,"ty") end
+   --print(string.format("level_tx %d  level_ty %d", level_tx, level_ty))
+   
+   ty_lookup_idx = "" 
+   org_level_ty = level_ty
+   
+   --if(cur[level_tx+1]~=nil and cur[level_tx+1]~="") then ty_lookup = ty_lookup+1 end
+   if(cur[level_ty+1]~=nil and cur[level_ty+1]~="") then 
+      --print(string.format("IF  cur[%d] = %s", level_ty+1, cur[level_ty+1]))
+      ty_lookup_idx = cur[level_ty+1] 
+   else
+      --if cur[level_ty]  ~= nil then print(string.format("ELSE ty_lookup_idx = cur[%d] = %s", level_ty, cur[level_ty])) --   TODO 
+      --else print "ELSE (dangerous)" end
+      ty_lookup_idx = cur[level_ty]  -- may assign nil !?
+   end
+   --if ty_lookup_idx ~= nil then print(string.format("ty_lookup_idx '%s'", ty_lookup_idx))  --  TODO 
+   --else print "ty_lookup_idx is NIL"
+   --end
+   
+   if level_ty > 0 then
+      --print(string.format("\ntile3(%d,%d,%d)",stmt,level_ty,level_tx+1))
+      tile(stmt,level_ty,level_tx+1) 
+   end
+   --print_code()
+   
+   --print("\ntylookup is %d",ty_lookup)
+   --exit(0)
+   --
+   cur = cur_indices(stmt)
+   table_Size = table.getn(cur)
+   --print(string.format("Cur indices %s,",list_to_string(cur)))
+   --print("The table size is "..table.getn(cur))
+   --table.foreach(cur, print)
+   
+   if is_in_indices(stmt,"tx") then   level_tx = find_cur_level(stmt,"tx") end
+   if ty_lookup_idx then
+      if is_in_indices(stmt,ty_lookup_idx) then level_ty = find_cur_level(stmt,ty_lookup_idx) end
+   end
+   
+   ty_lookup = 1
+   idx_flag = -1
+   -- find the level of the next valid index after ty+1
+   --print(string.format("\nlevel_ty %d", level_ty))
+   if level_ty > 0 then
+      --print(string.format("table_Size %d", table_Size))
+      for num= level_ty+ty_lookup,table_Size do
+         --print(string.format("num=%d   cur[num] = '%s'",num, cur[num]))
+         if(cur[num] ~= "") then
+            idx_flag = find_cur_level(stmt,cur[num])
+            --print (string.format("idx_flag = %d", idx_flag))
+            break
+         end
+      end
+   end
+   
+   --print(string.format("\n(first) I am checking all indexes after ty+1 %s",idx_flag))
+   --print_code()
+   --print ""
+   
+   how_many_levels = 1
+   startat = idx_flag + 1
+   if startat == 0 then startat = 1 end  -- avoid attempt to examine an illegal array offset
+   --print(string.format("idx_flag = %d   I will check levels starting with %d", idx_flag, idx_flag+1))
+   
+   for ch_lev = startat,table_Size,1 do    -- was for ch_lev = idx_flag+1,table_Size,1 do
+      --print(string.format("ch_lev %d", ch_lev))
+      if(cur[ch_lev] ~= nil and cur[ch_lev] ~= "") then
+         --print(string.format("cur[%d] = '%s'", ch_lev, cur[ch_lev])) 
+         how_many_levels = how_many_levels+1
+      end
+   end
+   --print("\nHow Many Levels",how_many_levels)
+   
+   -- change this all to reflect the real logic which is to normalize all loops inside the thread loops. 
+   if(how_many_levels <2) then
+      while( idx_flag >= 0) do
+         for num = level_ty+ty_lookup,(table_Size) do
+            --print(string.format("at top of loop, num is %d", num))
+            --print(string.format("num %d", num))
+            --print(string.format("cur[num] = '%s'", cur[num]))
+            if(cur[num] ~= "") then
+               idx=cur[num]
+               --print(string.format("idx '%s'", idx))
+               
+               curlev = find_cur_level(stmt,idx)
+               --print(string.format("curlev %d", curlev))
+               
+               --print_code()
+               --print(string.format("\n[COPYTOREG]tile(%d,%d,%d)",stmt,find_cur_level(stmt,idx),level_tx))
+               tile(stmt,find_cur_level(stmt,idx),find_cur_level(stmt,idx))
+               curlev = find_cur_level(stmt,idx)
+               --print(string.format("curlev %d", curlev))
+               tile(stmt,find_cur_level(stmt,idx),level_tx)
+               --print(string.format("hehe '%s'",cur[num]))
+               
+               cur = cur_indices(stmt)
+               --print("Cur indices INSIDE"..list_to_string(cur))
+               table_Size = table.getn(cur)
+               --print(string.format("Table Size is: %d",table_Size))
+               level_tx = find_cur_level(stmt,"tx")
+               --print(string.format("\n level TX is: %d",level_tx))
+               level_ty = find_cur_level(stmt,ty_lookup_idx)
+               --print(string.format("\n level TY is: %d",level_ty))
+               idx_flag = -1
+               --print "idx_flag = -1"
+               
+               -- find the level of the next valid index after ty+1
+               
+               -- the following was num, which conflicts with loop we're already in, and otherwise wasn't used (?)
+               for num= level_ty+ty_lookup,table_Size do
+                  --print(string.format("num mucking num = %d", num))
+                  if(cur[num] ~= nil and cur[num] ~= "") then
+                     idx_flag = find_cur_level(stmt,cur[num])
+                     --print("\n(second) I am checking all indexes after ty+1 %s",cur[num])
+                     break
+                  end
+               end
+               --print(string.format("num mucked to %d     idx_flag = %d", num, idx_flag))
+               
+            end
+            --print(string.format("at bottom of loop, num is %d", num))
+         end
+      end
+   end
+   --print "done with levels"
+   
+   
+   
+   
+   --print "ARE WE SYNCED HERE?"
+   --print_code()
+   --print("\ntile(%d,%d,%d)",stmt,level_k,level_k)
+   --tile(stmt,level_k,level_k)
+   
+   -- [Malik] end logic
+   --print_code()
+   start_level = find_cur_level(stmt, start_loop)
+   --We should hold contant any block or tile loop
+   block_idxs = block_indices()
+   thread_idxs = thread_indices()
+   --print("\nblock indices are")
+   --table.foreach(block_idxs, print)
+   --print("\nthread indices are")
+   --table.foreach(thread_idxs, print)
+   --print(string.format("\nStart Level: %d",start_level))
+   
+   hold_constant = {}
+   --print("\n Now in Blocks")
+   for i,idx in ipairs(block_idxs) do
+      --print(string.format("\n Idx:%s : Level: %d",idx,find_cur_level(stmt,idx)))
+      if find_cur_level(stmt,idx) >= start_level then
+         table.insert(hold_constant, idx)
+         --print(string.format("\nJust inserted block %s in hold_constant",idx))
+      end
+   end
+   
+   
+   --print("\n Now in Threads")
+   for i,idx in ipairs(thread_idxs) do
+      --print(string.format("\n Idx:%s : Level: %d",idx,find_cur_level(stmt,idx)))
+      if find_cur_level(stmt,idx) >= start_level then
+         table.insert(hold_constant, idx)
+         --print(string.format("\nJust inserted thread %s in hold_constant",idx))
+      end
+   end
+   
+   --print "\nhold constant table is: "
+   --table.foreach(hold_constant, print)
+   
+   --print("\nbefore datacopy pvt")
+   old_num_stmts = num_statements()
+   --print_code()
+   --print(string.format("\n[DataCopy]datacopy_privatized(%d, %s, %s, vector having privatized levels)",stmt, start_loop, array_name)) 
+   --table.foreach(hold_constant, print)
+   datacopy_privatized(stmt, start_loop, array_name, hold_constant)
+   
+   --print(hold_constant)
+   new_num_stmts = num_statements()
+   --print("\nthe num of statements:%d\n",new_num_stmt)
+   --print_code()
+   --exit(0)
+   -- [Malik] normalize the copy loops created.
+   cur = cur_indices(old_num_stmts)
+   --print("Cur indices "..list_to_string(cur))
+   for cidx,i in ipairs(cur) do
+      if i ~= "tx" and i~="ty" and i~="bx" and i~="by" then
+         --tile(old_num_stmts,find_cur_level(old_num_stmts,i),find_cur_level(old_num_stmts,i))
+         --print("\nTILE OF REG: tile(%d,%d,%d)",old_num_stmts,find_cur_level(old_num_stmts,i),find_cur_level(old_num_stmts,i))
+      end
+   end
+   --print_code()
+   --print("\nthe num of statements OLD+1 :",(old_num_stmts+1))  
+
+
+--[[ 
+   is this commented out? why yes, yes it is   block comment 
+   if( (old_num_stmts+1) <= new_num_stmts) then
+      cur = cur_indices(old_num_stmts+1)
+      --print("Cur indices+1 "..list_to_string(cur))
+      for cidx,i in ipairs(cur) do
+         if i ~= "tx" and i~="ty" and i~="bx" and i~="by" then
+            tile(old_num_stmts+1,find_cur_level(old_num_stmts+1,i),find_cur_level(old_num_stmts+1,i))
+	    --print("\nTILE OF REG: tile(%d,%d,%d)",old_num_stmts+1,find_cur_level(old_num_stmts+1,i),find_cur_level(old_num_stmts+1,i))
+         end
+      end
+   end
+--]]
+
+
+   --Unroll to the last thread level
+   --for stmt=old_num_stmts,new_num_stmts-1 do
+   -- level = find_cur_level(stmt,thread_idxs[#thread_idxs])--get last thread level
+   --if level < #cur_indices(stmt) then
+   -- unroll(stmt,level+1,0)
+   --print(string.format("\n[Unroll]unroll(%d, %d, 0)",stmt, level+1)) 
+   ----print_code()
+   --end
+   --end
+   io.flush()
+   --print("****** ending copy to registers\n\n")
+   --io.flush()
+end
+
+function copy_to_shared(start_loop, array_name, alignment)
+   --print(string.format("\nstarting copy to shared(%s, %s, %d )",start_loop,array_name,alignment))
+   stmt = 0 --assume stmt 0
+   cur = cur_indices(stmt)
+   --print("Cur indices "..list_to_string(cur))
+   
+   start_level = find_cur_level(stmt, start_loop)
+   --print(string.format("start_level %d", start_level))
+   
+   old_num_stmts = num_statements()
+   --print(string.format("old_num_statements %d", old_num_stmts))
+   
+   --Now, we give it indices for up to two dimentions for copy loop
+   copy_loop_idxs = {"tmp1","tmp2"}
+   --print(string.format("\n[DataCopy]datacopy(%d, %d, %s, {\"tmp1\",\"tmp2\"},false,0,1,%d,true)",stmt, start_level, array_name, alignment)) 
+   datacopy(stmt, start_level, array_name, copy_loop_idxs, false, 0, 1, alignment,true)
+   
+   add_sync(stmt,start_loop)
+   new_num_stmts = num_statements()
+   
+   --This is fairly CUBLAS2 specific, not sure how well it generalizes,
+   --but for a 2D copy, what we want to do is "normalize" the first loop
+   --"tmp1" then get its hard upper bound. We then want to tile it to
+   --make the control loop of that tile "ty". We then tile "tmp2" with a
+   --size of 1 and make it "tx".
+   --print(string.format("fairly CUBLAS2 specific, OLD %d  NEW %d",  old_num_stmts, new_num_stmts ))
+   
+   for stmt=old_num_stmts,new_num_stmts-1 do
+      --print(string.format("for stmt = %d", stmt))
+      was_no_error, level = pcall(find_cur_level, stmt, "tmp2")
+      
+      if was_no_error then 
+         --print_code() 
+         --print("\nCopy to shared: [If was no error]\n")
+         find_cur_level(stmt,"tmp2")
+         tile(stmt, level, level)
+         
+         lower,upper = hard_loop_bounds(stmt, level)
+         upper = upper + 1
+         --print(string.format("lower %d  upper %d", lower, upper))
+         
+         tx,ty = thread_dims()
+         --print("2-loop cleanup: lower, upper: "..lower..", "..upper..", tx: "..tx)
+         
+         level = find_cur_level(stmt,"tmp1")
+         --print(string.format("level %d", level))
+         
+         if tx == upper and ty == 1 then
+            --print(string.format("tx = %d    upper = %d     ty = %d", tx, upper, ty))
+            --print "Don't need"
+            
+            --Don't need an extra tile level, just move this loop up
+            second_level = find_cur_level(stmt,"tmp2")
+            --print(string.format("\n[Tile0]tile(%d, %d, 1, %d,%s,%s,counted)",stmt, second_level, level, "tx", "tx")) 
+            tile(stmt, second_level, 1, level, "tx", "tx", counted)
+         else
+            --print "DO need?"
+            --print_code()
+            if(ty == 1) then new_ctrl = "tmp3" else new_ctrl = "ty" end
+
+
+--[[ Commenting out a block of Gabe's code in this control flow
+               -- level = find_cur_level(stmt,"tmp1")
+               tile(stmt, level, level)
+
+               lower,upper = hard_loop_bounds(stmt, level)
+               upper = upper + 1
+               --print_code()
+               --print("2-loop cleanup: lower, upper: "..lower..", "..upper..", tx: "..tx..", level: "..level)
+               if(math.ceil(upper/ty) > 1)then
+                  tile(stmt, level, math.ceil(upper/ty), level, "tmp", new_ctrl, counted)
+                  --print(string.format("\n[Tile1]tile(%d, %d, %f[%d,%d], %d,%s,%s,counted)",stmt, level,  math.ceil(upper/ty),upper,ty, level, "tmp", new_ctrl)) 
+               else
+                  tile(stmt, level, math.ceil(upper/ty), level, "ty", new_ctrl, counted)
+		  --print(string.format("\n[Tile1]tile(%d, %d, %f[%d,%d], %d,%s,%s,counted)",stmt, level,  math.ceil(upper/ty),upper,ty, level, "tx", new_ctrl))
+               end
+               
+               --print_code()    
+               -- [Malik] If here we have the loop upper bound > tx, then we should tile once more after the next tile, to carve out the correct tx. 
+               lower1,upper1 = hard_loop_bounds(stmt,level)
+               level1 = level
+               stmt1 = stmt
+               -- [Malik] Do the tile after the second level tile with if condition. Just to keep the original order, the tile is being pushed to the end. 
+               
+               --print("[Malik]-loop cleanup: lower1, upper1: "..lower1..", "..upper1..", tx: "..tx..", level:"..level1)
+
+               --print_code()
+               --level = find_cur_level(stmt,"tmp")
+               --tile(stmt,level,level)
+               --print_code() 
+               
+               --[Malik] if you are moving the loop above the level1, you need to update level1 with new position which would be level1+2 or second_level
+               if(level <= level1) then level1 = level1+2 end
+ 	       --print(string.format("\n[Tile2]tile(%d, %d, 1, %d,%s,%s,counted)",stmt, second_level, level, "tx", "tx")) 
+               --print("\n----------------------------------")
+               --print_code()
+               --print("\n**********************************")
+               --print("[Malik]-loop cleanup: lower1, upper1: "..lower1..", "..upper1..", tx: "..tx..", level:"..level1)
+               -- [Malik] If the upper bound > tx, we do another tile to carve out the correct tx from a bigger loop. Else just normalize the bounds. 
+               if( upper1 > ty) then
+                  third_level = find_cur_level(stmt1,"tmp")
+                  --print("\n\n\n\t\t\t\tthirdlevel:"..third_level)
+                  tile(stmt1, third_level, ty, third_level, "ty", "tmp", counted)
+                  --print(string.format("\n[Tile3]tile(%d, %d, %d,%d,%s,%s,counted)",stmt1, third_level, ty,third_level, "ty", "tmp"))
+                  tile(stmt1,third_level+1,third_level+1)
+                  --print(string.format("\n[Tile3]tile(%d, %d, %d)",stmt1, third_level+1, third_level+1))
+                  tile(stmt1,third_level+1,third_level)
+                  --print(string.format("\n[Tile3]tile(%d, %d, %d)",stmt1, third_level+1, third_level))
+               else
+                  tile(stmt1,level1,level1)
+                  --print(string.format("\n[Tile3ELSE]tile(%d, %d, %d)",stmt1,level1,level1))
+               end
+               
+               --print("\nStarting tmp2\n");--print_code();
+               second_level = find_cur_level(stmt,"tmp2")
+               lower,upper = hard_loop_bounds(stmt,second_level)
+               level = second_level
+               --print("[Malik]-loop cleanup@tmp2: lower, upper: "..lower..", "..upper..", tx: "..tx..", level:"..level)
+               
+               if(math.ceil(upper/tx) > 1)then
+                  tile(stmt, second_level,math.ceil(upper/tx), level, "tmp", "tx", counted)
+                  --print(string.format("\n[Tile2]tile(%d, %d, %d,%d,%s,%s,counted)",stmt, second_level,math.ceil(upper/tx),second_level, "tmp", "tx"))
+               else
+                  tile(stmt, second_level,math.ceil(upper/tx), level, "tx", "tx", counted)
+                  --print(string.format("\n[Tile2]tile(%d, %d, %d,%d,%s,%s,counted)",stmt, second_level,math.ceil(upper/tx),second_level, "tx", "tx"))
+               end
+               --print_code()
+               lower2,upper2 = hard_loop_bounds(stmt,level)
+               level2 = level
+               stmt2 = stmt
+               --print("[Malik]-loop cleanup@tmp2: lower2, upper2: "..lower2..", "..upper2..", tx: "..tx..", level:"..level2)
+               -- now for the second level.
+               if( upper2 > tx) then
+                  forth_level = find_cur_level(stmt2,"tmp")
+                  --print("\n\n\n\t\t\t\tforthlevel:"..forth_level)
+                  --print_code()
+                  tile(stmt2, forth_level, 1, forth_level, "tx", "tmp", counted)
+                  --print(string.format("\n[Tile3B]tile(%d, %d, %d,%d,%s,%s,counted)",stmt2, forth_level, tx,forth_level, "ty", "tmp"))
+                  --print_code()
+                  --tile(stmt2,forth_level+1,forth_level+1)
+                  --print(string.format("\n[Tile3B]tile(%d, %d, %d)",stmt2, forth_level+1, forth_level+1))
+                  --tile(stmt2,forth_level+1,forth_level)
+                  --print(string.format("\n[Tile3B]tile(%d, %d, %d)",stmt2, forth_level+1, forth_level))
+               else
+                  new_level = find_cur_level(stmt2,"ty")
+                  tile(stmt2,level2,1,new_level,"tx","tx",counted)
+                  --print(string.format("\n[Tile3BELSE]tile(%d, %d, %d)",stmt2,level2,level2))
+                  tmp_level = find_cur_level(stmt2,"tmp")
+                  tile(stmt2,tmp_level,tmp_level)
+               end
+               
+               --print_code()
+               --print("\n----------------------------------")
+--]]
+               
+               --print_code() 
+               --print("\nStarting tmp2\n");--print_code();
+               first_level = find_cur_level(stmt,"tmp1")
+               second_level = find_cur_level(stmt,"tmp2")
+               lower,upper = hard_loop_bounds(stmt,second_level)
+               
+               --print("[Malik]-loop cleanup@tmp2: lower, upper: "..lower..", "..upper..", tx: "..tx..",first level:"..first_level..",second_level:"..second_level)
+               
+               -- Move the fastest changing dimension loop to the outermost,identified by "tmp2" and to be identified as tx.
+               --print(string.format("\n[fastest]tile(%d, %d, %d,%d,%s,%s,counted)",stmt, second_level,1,first_level, "tx", "tx"))
+               tile(stmt,second_level,1,first_level,"tx","tx",counted)
+               --print_code()
+               
+               first_level = find_cur_level(stmt,"tmp1")
+               lower_1,upper_1 = hard_loop_bounds(stmt,first_level)
+               tx_level = find_cur_level(stmt,"tx")
+               lower_tx,upper_tx = hard_loop_bounds(stmt,tx_level)
+               --print(string.format("UL_1 %d %d     UL_tx %d %d", lower_1, upper_1, lower_tx, upper_tx))
+               
+               if(math.ceil(upper_tx/tx) > 1)then
+                  --print "ceil I say"
+                  --print(string.format("\n[Tile1]tile(%d, %d, %d,%d,%s,%s,counted)",stmt, tx_level,tx,tx_level, "tx", "tmp1"))
+                  tile(stmt,tx_level,tx,tx_level,"tx","tmp_tx",counted)
+                  --print_code()
+                  
+                  peat = find_cur_level(stmt,"tx")
+                  --print(string.format("\n[Tile1]tile(%d, %d, %d)",stmt, peat, peat))
+                  tile(stmt, peat, peat )  --find_cur_level(stmt,"tx"),find_cur_level(stmt,"tx"))
+                  --print_code()
+                  
+                  if (find_cur_level(stmt,"tx")>find_cur_level(stmt,"tmp_tx")) then
+                     --print(string.format("\nagain [Tile1]tile(%d, %d, %d)",stmt,find_cur_level(stmt,"tx"),find_cur_level(stmt,"tmp_tx")))
+                     tile(stmt,find_cur_level(stmt,"tx"),find_cur_level(stmt,"tmp_tx"))
+                     --print_code()
+                  end
+                  --else
+                  --tile(stmt, tx_level,1, tx_level, "tx", "tx", counted)
+                  --print(string.format("\n[Tile2]tile(%d, %d, %d,%d,%s,%s,counted)",stmt, tx_level,1,tx_level, "tx", "tx"))
+               end
+               --print_code()
+               --]]  -- this apparently is NOT the end of a block comment
+               
+               --print("\nStarting tmp1\n")
+               -- Handle the other slower changing dimension, the original outermost loop, now identified by "tmp1", to be identified as "ty".
+               tile(stmt,find_cur_level(stmt,"tmp1"),find_cur_level(stmt,"tmp1"))     
+               --print_code()  
+               
+               ty_level = find_cur_level(stmt,"tmp1")
+               lower_ty,upper_ty = hard_loop_bounds(stmt,ty_level)
+               
+               tx_level = find_cur_level(stmt,"tx")
+               lower_tx,upper_tx = hard_loop_bounds(stmt,tx_level)
+               --print("[Malik]-loop cleanup@tmp1: lowerty, upperty: "..lower_ty..", "..upper_ty..", ty: "..ty..",ty level:"..ty_level..",tx_level:"..tx_level..", stmt: "..stmt)
+               
+               --print "before ceil"
+               if(math.ceil(upper_ty/ty) > 1)then
+                  --print "CEIL IF"
+                  --print("\n Inside upper_ty/ty > 1\n");
+                  
+                  --print(string.format("\n[Tile2]tile(%d, %d, %d,%d,%s,%s,counted)",stmt, ty_level,ty,ty_level, "ty", "tmp_ty"))
+                  tile(stmt,ty_level,ty,ty_level,"ty","tmp_ty",counted)
+                  --print_code()
+                  
+                  --print(string.format("\n[Tile2-1]tile(%d, %d, %d)",stmt,find_cur_level(stmt  ,"ty"),find_cur_level(stmt,"ty")))
+                  tile(stmt,find_cur_level(stmt,"ty"),find_cur_level(stmt,"ty"))
+                  --print_code()
+                  
+                  -----------------------------------------------------------------------
+                  ----------------------------------------------------------------------
+                  cur_idxs = cur_indices(stmt)
+                  --print("\n cur indexes are "..list_to_string(cur_idxs))
+                  
+                  -- Putting ty before any tmp_tx   
+                  idx_flag = -1
+                  for num= 0,table.getn(cur_idxs) do
+                     if(cur[num] == "tmp_tx") then
+                        idx_flag = find_cur_level(stmt,cur[num])
+                        break
+                     end
+                  end
+                  --print(string.format("\n (1) so i have found out the value of idx flag as %d",idx_flag) )
+                  
+                  if(idx_flag >=0 ) then  
+                     if (find_cur_level(stmt,"ty")>find_cur_level(stmt,"tmp_ty")) then
+                        --print(string.format("\n[Tile2-2]tile(%d, %d, %d)",stmt,find_cur_level(stmt,"ty"),find_cur_level(stmt,"tmp_ty")))
+                        tile(stmt,find_cur_level(stmt,"ty"),find_cur_level(stmt,"tmp_ty"))
+                        --print_code()
+                     end
+                  end
+                  
+                  -- Now Putting ty before any tmp_ty
+                  idx_flag = -1
+                  for num= 0,table.getn(cur_idxs) do
+                     if(cur[num] == "tmp_ty") then
+                        idx_flag = find_cur_level(stmt,cur[num])
+                        break
+                     end
+                  end
+		  --print(string.format("\n IF  so i have found out the value of idx flag as %d",idx_flag) )
+                  if(idx_flag >=0 ) then  
+                     --print "one more test"
+                     if ((find_cur_level(stmt,"ty")>find_cur_level(stmt,"tmp_ty"))) then
+                        --print(string.format("\n[Tile2-2]tile(%d, %d, %d)",stmt,find_cur_level(stmt,"ty"),find_cur_level(stmt,"tmp_ty")))
+                        tile(stmt,find_cur_level(stmt,"ty"),find_cur_level(stmt,"tmp_ty"))
+                        --print_code()
+                     end
+                  end
+               else
+                  --print "CEIL ELSE"
+                  --cur_idxs = cur_indices(stmt)
+                  --print("\n Inside upper_ty/ty <= 1\n");
+                  
+                  --print(string.format("\n[Tile3]tile(%d, %d, %d,%d,%s,%s,counted)",stmt, ty_level,1,ty_level, "ty", "ty"))
+                  tile(stmt, ty_level,1, ty_level, "ty", "ty", counted)
+                  --print_code()
+                  
+                  --print(string.format("\n[Tile3-1]tile(%d, %d, %d)",stmt,find_cur_level(stmt,"ty"),find_cur_level(stmt,"tx")+1))
+                  tile(stmt,find_cur_level(stmt,"ty"),find_cur_level(stmt,"tx")+1)
+                  --print_code()
+                  
+                  idx_flag = -1
+                  if(cur_idxs) then
+                     --print "CAN NEVER GET HERE?  cur_idxs"
+                     for num= 0,table.getn(cur_idxs) do
+                        if(cur[num] == "tmp_ty") then
+                           idx_flag = find_cur_level(stmt,cur[num])
+                           break
+                        end
+                     end
+                  end
+                  --print(string.format("\n ELSE so i have found out the value of idx flag as %d",idx_flag) )
+                  if(idx_flag >=0 ) then  
+                     if (find_cur_level(stmt,"ty")>find_cur_level(stmt,"tmp_ty")) then
+                        --print(string.format("tile( stmt %d, level ty %d, level ty %d",stmt,find_cur_level(stmt,"ty"),find_cur_level(stmt,"tmp_ty"))) 
+                        tile(stmt,find_cur_level(stmt,"ty"),find_cur_level(stmt,"tmp_ty"))
+                        --print(string.format("\n[Tile3-2]tile(%d, %d, %d)",stmt,find_cur_level(stmt,"ty"),find_cur_level(stmt,"tmp_ty")))
+                     end
+                  end
+               end
+               
+               --print_code()
+         end
+         
+         
+         --print "\n\n *** at bottom of if in copy to shared, "
+         --print_code()
+         --print "end of if"
+         
+      else
+         --copy to shared only created one level, not two, so we use a different approach (MV & TMV)
+         --print("\nCopy to shared: [If was error]\n")
+         level = find_cur_level(stmt,"tmp1")
+         tile(stmt, level, level)
+         
+         --print(string.format("\n[Tile]tile(%d, %d, %d)",stmt, level, level)) 
+         tx,ty = thread_dims()
+         lower,upper = hard_loop_bounds(stmt, level)
+         upper = upper+1 --upper bound given as <=, compare to dimensions tx which is <
+         --print("upper "..upper.." tx "..tx)
+         if upper == tx then
+            rename_index(stmt, "tmp1", "tx")
+         else
+            --print("upper is not tx")
+            --TODO: Don't know, maybe do some tileing etc
+            --print_code()
+            --print("upper "..upper.." tx "..tx.." stmt: "..stmt.." level: "..level)
+            tile(stmt, level,tx,level, "tx", "tmp_tx", counted)
+            --print_code()
+            
+            --print("stmt:"..stmt.." level+1: "..level+1)
+            --print("TILE 7")
+            tile(stmt, level+1,1,level+1,"tx", "tx",counted)
+            --print("TILE 3")
+            tile(stmt,level+1,level)
+            --print_code()
+            
+            if(ty > 1) then
+               --print_code()
+               --print("GOING IN")
+               lower,upper = hard_loop_bounds(stmt, level+1)
+               --print(string.format("ty %d  lower %d  upper %d", ty, lower, upper))
+               --upper=125
+               --print("NOW FOR Y: upper "..upper.." ty "..ty.." stmt: "..stmt.." level: "..(level+1).." bound:"..math.ceil(upper/ty))
+               tile(stmt, level+1,math.ceil(upper/ty),level+1, "tmp_ty", "ty", counted)
+               --tile(stmt, level+2,math.ceil(upper/ty),level+2, "tmp_ty", "ty", counted)
+            end
+            --print_code()
+            --rename_index(stmt, "tmp1", "tx")
+            --print("Warning: Need to implement some logic here to tile the single level shared copy loop to match thread dimensions")
+         end
+      end
+      --Always add sync
+      add_sync(stmt,start_loop)
+      
+   end
+   --print("ending copy to shared\n")
+   --print_code()
+end
+
+function unroll_to_depth(max_depth)
+   --print(string.format("\n\nunroll_to_depth(%d)", max_depth ))
+   --print "SYNC UP"
+   
+   cur = cur_indices(0)
+   thread_idxs = thread_indices()
+   guard_idx = thread_idxs[#thread_idxs]
+   
+   --print(string.format("cur    indices %s",list_to_string(cur)))
+   --print(string.format("thread indices %s",list_to_string(thread_idxs)))
+   --print(string.format("#thread_idxs = %d", #thread_idxs))
+   --print(string.format("guard_idx = %s", guard_idx))
+   
+   ---- HERE FIND OUT THE LOOPS WHICH ARE COMMON BETWEEN STATEMENTS   
+   common_loops = {}
+   comm_loops_cnt = 0
+   num_stmts = num_statements()
+   --print(string.format("num statements %d", num_stmts))
+   
+   for stmt=0,num_stmts-1 do
+      cur_idxs = cur_indices(stmt)
+      
+      --print(string.format("\nSTMT %d Current Indices: %s",stmt,list_to_string(cur_idxs)))
+      
+      if(chk_cur_level(stmt,"tx")>0) then
+         for ii=1,find_cur_level(stmt,"tx")-1 do    -- started at 0
+            --print(string.format("ii = %d", ii)) -- index starts at 1, what does index 0 do?
+            --if cur_idxs[ii] == nil then print "cur_idxs[i]] is NIL" 
+            --else print(string.format("cur_idxs[%d] = '%s'", ii, cur_idxs[ii])) -- index starts at 1, what does index 0 do?
+            --end
+            
+            if(cur_idxs[ii] ~= "bx" and cur_idxs[ii] ~= "by" and cur_idxs[ii] ~= nil and cur_idxs[ii] ~= "tx" and cur_idxs[ii] ~= "ty" and cur_idxs[ii] ~= "") then 
+               
+               --print(string.format("id %s is not in the list", cur_idxs[ii] ))
+               
+               for stmt1=stmt+1,num_stmts-1 do
+                  --print(string.format("\nii %d stmt1 is %d", ii, stmt1))          
+                  cur_idxs1 = cur_indices(stmt1)
+                  --print("\nstmt1 cur_idxs1 is "..list_to_string(cur_idxs1))   
+                  
+                  --print(string.format("cur level(%d, %s) = %d", stmt, "tx",  find_cur_level(stmt,"tx")))    
+                  
+                  endrange = find_cur_level(stmt,"tx")-1
+                  --print(string.format("for iii=1, %d do", endrange))
+                  
+                  for iii=1,find_cur_level(stmt,"tx")-1 do  -- started at 0
+                     --print(string.format("stmt %d   ii %d   iii %d ", stmt, ii, iii))
+                     --if(cur_idxs1[iii] ~= nil) then 
+                     --   print(string.format("stmt %d   ii %d   iii %d  cur_idxs1[%d] = '%s'", stmt, ii, iii, iii, cur_idxs1[iii]))  
+                     --else 
+                     --   print(string.format("stmt %d   ii %d   iii %d  cur_idxs1[%d] = NIL", stmt, ii, iii, iii))  
+                     --end
+                     
+                     if(cur_idxs1[iii] ~= "bx" and cur_idxs1[iii] ~= "by" and cur_idxs1[iii] ~= nil and cur_idxs1[iii] ~= "tx" and cur_idxs1[iii] ~= "ty" and cur_idxs1[iii] ~= "") then  
+                        if(cur_idxs[ii] == cur_idxs1[iii]) then
+                           --print("\nfound idx:"..cur_idxs[ii])
+			   --if(comm_loops_cnt == 0) then print "\n\n*** WARNING *** assigning to array index ZERO in Lua" end
+                           common_loops[comm_loops_cnt] = cur_idxs[ii]
+                           --print(string.format("cl[%d] = '%s'", comm_loops_cnt,   common_loops[comm_loops_cnt]))
+                           comm_loops_cnt = comm_loops_cnt + 1
+                        end
+                     end  
+                  end
+               end  
+            end
+         end
+      end
+   end
+   ----
+   --if(comm_loops_cnt>0) then 
+   --   print("\n COMM LOOPS :TOTAL "..comm_loops_cnt..", and are "..list_to_string(common_loops).." this loop :"..common_loops[0])
+   --else
+   --   print "UNROLL can't unroll any loops?"
+   --end
+   
+   
+   
+   
+   repeat
+      old_num_stmts = num_statements()
+      --print(string.format("old_num_statements %d", old_num_stmts))
+      
+      for stmt=0,old_num_stmts-1 do
+         cur_idxs = cur_indices(stmt)
+         --print(string.format("stmt %d    cur_idxs = %s", stmt, list_to_string(cur_idxs)))
+         if(#cur_idxs > 0) then 
+            gaurd_level = -1
+            if(chk_cur_level(stmt,guard_idx)>0) then
+               gaurd_level = find_cur_level(stmt,guard_idx)
+            end
+            --print(string.format("guard_level(sp) = %d", gaurd_level))
+            
+            if(gaurd_level>-1) then
+               level = next_clean_level(cur_idxs,gaurd_level)
+               --print(string.format("next clean level %d", level))
+               
+               --need to handle max_depth
+               num_unrolled = 0
+               level_unroll_comm = level
+               level_arr = {}
+               while level >= 0 do
+                  --print(string.format("while: level = %d", level))
+                  
+                  if num_unrolled == max_depth then break end
+                  --print("Unrolling "..stmt.." at level "..(level).." index ".. cur_idxs[gaurd_level+1])
+                  
+                  level_arr[num_unrolled] = level
+                  num_unrolled = num_unrolled + 1
+                  
+                  guard_level = find_cur_level(stmt,guard_idx)
+                  level = next_clean_level(cur_idxs,level+1)
+               end
+               --dies print("How many levels for unroll commands"..table.getn(level_arr).." which is "..level_arr[0].." and "..level_arr[#level_arr])
+               --if(table.getn(level_arr) ~= nil) then
+               
+               --print "OK, NOW WE UNROLL"
+               
+               if(level_unroll_comm >= 0)then
+                  for i = table.getn(level_arr),0,-1 do
+                     --print(string.format("\ni=%d", i))
+                     --print(string.format("[Unroll]unroll(%d, %d, 0)",stmt, level_arr[i]))     
+                     
+                     unroll(stmt,level_arr[i],0)
+                     --print("finished unroll]]\n")
+                     --print_code()
+                  end
+               end
+------
+            end    
+--[[
+
+THERE WAS A BIG BLOCK OF COMMENTED OUT CODE HERE 
+
+
+--]]
+------
+         end
+      end
+      new_num_stmts = num_statements()
+
+   until old_num_stmts == new_num_stmts
+
+end
+
+