diff --git a/numpy/ufuncs.py b/numpy/ufuncs.py
index 24888ed..57a81d3 100644
--- a/numpy/ufuncs.py
+++ b/numpy/ufuncs.py
@@ -92,14 +92,35 @@ def bench():
 def ufunc_bench_key(tensorName, funcName):
     return tensorName + "-" + funcName + "-numpy"
 
+# UfuncInputCache attempts to avoid reading the same tensor from disk multiple
+# times in a benchmark run.
+class UfuncInputCache:
+    def __init__(self):
+        self.lastLoaded = None
+        self.lastName = None
+        self.tensor = None
+        self.other = None
+
+    def load(self, tensor, suiteSparse):
+        if self.lastName == str(tensor):
+            return self.tensor, self.other
+        else:
+            if suiteSparse:
+                self.lastLoaded = tensor.load(PydataMatrixMarketTensorLoader())
+            else:
+                self.lastLoaded = tensor.load()
+            self.lastName  = str(tensor)
+            self.tensor = safeCastPydataTensorToInts(self.lastLoaded)
+            self.other = PydataTensorShifter().shiftLastMode(self.tensor)
+            return self.tensor, self.other
+inputCache = UfuncInputCache()
+
 # Run benchmarks against the FROSTT collection.
 FROSTTTensors = TensorCollectionFROSTT()
 @pytest.mark.parametrize("tensor", FROSTTTensors.getTensors())
 @pytest.mark.parametrize("ufunc", [numpy.logical_xor, numpy.ldexp, numpy.right_shift])
 def bench_pydata_frostt_ufunc_sparse(tacoBench, tensor, ufunc):
-    frTensor = safeCastPydataTensorToInts(tensor.load())
-    shifter = PydataTensorShifter()
-    other = shifter.shiftLastMode(frTensor)
+    frTensor, other = inputCache.load(tensor, False)
     def bench():
         c = ufunc(frTensor, other)
         return c
@@ -118,9 +139,7 @@ def bench():
 @pytest.mark.parametrize("ufunc", [numpy.logical_xor, numpy.ldexp, numpy.right_shift])
 def bench_pydata_suitesparse_ufunc_sparse(tacoBench, ufunc):
     tensor = SuiteSparseTensor(os.getenv('SUITESPARSE_TENSOR_PATH'))
-    ssTensor = safeCastPydataTensorToInts(tensor.load(PydataMatrixMarketTensorLoader()))
-    shifter = PydataTensorShifter()
-    other = shifter.shiftLastMode(ssTensor)
+    ssTensor, other = inputCache.load(tensor, True)
     def bench():
         c = ufunc(ssTensor, other)
         return c
diff --git a/scripts/suitesparse_runner.sh b/scripts/suitesparse_runner.sh
new file mode 100755
index 0000000..98b4184
--- /dev/null
+++ b/scripts/suitesparse_runner.sh
@@ -0,0 +1,35 @@
+#!/bin/bash
+#SBATCH -N 1
+#SBATCH --mem 120000
+#SBATCH -p lanka-v3
+#SBATCH --exclusive
+
+set -u
+
+source venv/bin/activate
+
+sspath=data/suitesparse
+# out=suitesparse-ufunc-bench/taco
+out=suitesparse-ufunc-bench/numpy
+
+mkdir -p "$out"
+
+while read line; do
+	matrix="$sspath/$line/$line.mtx"
+	# csvout="$out/result-$line.csv"
+	# LANKA=ON SUITESPARSE_TENSOR_PATH="$matrix" TACO_OUT="$csvout" make -j8 taco-bench BENCHES="bench_suitesparse_ufunc"
+	jsonout="$out/result-$line.json"
+	LANKA=ON SUITESPARSE_TENSOR_PATH="$matrix" NUMPY_JSON="$jsonout" make python-bench BENCHES="numpy/ufuncs.py::bench_pydata_suitesparse_ufunc_sparse"
+done <$1
+
+# for path in $sspath/*; do
+#     if [ ! -d $path ]; then
+#         continue
+#     fi
+#     name="$(cut -d'/' -f3 <<< "$path")"
+#     matrix="$path/$name.mtx"
+# 
+#     csvout="$out/result-$name.csv"
+# 
+#     LANKA=ON SUITESPARSE_TENSOR_PATH="$matrix" TACO_OUT="$csvout" make -j8 taco-bench BENCHES="bench_suitesparse_ufunc"
+# done
diff --git a/scripts/taco_bench_aggregator.py b/scripts/taco_bench_aggregator.py
index 07d48c9..89b20d9 100644
--- a/scripts/taco_bench_aggregator.py
+++ b/scripts/taco_bench_aggregator.py
@@ -20,8 +20,8 @@ def aggregateTacoBenches(folder, outfile, labelSet=None):
             with open(fname, 'r') as f:
                 # Discard the first 10 lines. This corresponds to the
                 # google-benchmark generated header.
-                for i in range(0, 10):
-                    f.readline()
+                # for i in range(0, 10):
+                #     f.readline()
                 # Open the rest of the file as a CSV.
                 reader = csv.reader(f)
                 # Attempt to read the header from CSV. If this fails,
@@ -33,14 +33,14 @@ def aggregateTacoBenches(folder, outfile, labelSet=None):
                     continue
                 # Find the column that contains label. We're going to skip
                 # entries that have a skip marker in the label.
-                labelIdx = header.index("label")
+                # labelIdx = header.index("label", 0)
                 if first:
                     writer.writerow(header)
                     first = False
                 for row in reader:
-                    if "SKIPPED" not in row[labelIdx]:
-                        validLabels.add(row[labelIdx])
-                        writer.writerow(row)
+                    # if "SKIPPED" not in row[labelIdx]:
+                    #     validLabels.add(row[labelIdx])
+                    writer.writerow(row)
     # Write out the set of valid labels.
     if labelSet is not None:
         with open(labelSet, 'w+') as validSet:
diff --git a/taco/ufuncs.cpp b/taco/ufuncs.cpp
index 21c981a..5788752 100644
--- a/taco/ufuncs.cpp
+++ b/taco/ufuncs.cpp
@@ -161,7 +161,7 @@ TACO_BENCH_ARGS(bench_ufunc_sparse, rightShift_0.01, 0.01, ">>")->Apply(applyBen
 // time from caching these inputs.
 struct UfuncInputCache {
   template<typename U>
-  std::pair<taco::Tensor<int64_t>, taco::Tensor<int64_t>> getUfuncInput(std::string path, U format) {
+  std::pair<taco::Tensor<int64_t>, taco::Tensor<int64_t>> getUfuncInput(std::string path, U format, bool countNNZ = false) {
     // See if the paths match.
     if (this->lastPath == path) {
       // TODO (rohany): Not worrying about whether the format was the same as what was asked for.
@@ -175,6 +175,12 @@ struct UfuncInputCache {
     this->lastPath = path;
     this->inputTensor = castToType<int64_t>("A", this->lastLoaded);
     this->otherTensor = shiftLastMode<int64_t, int64_t>("B", this->inputTensor);
+    if (countNNZ) {
+      this->nnz = 0;
+      for (auto& it : iterate<int64_t>(this->inputTensor)) {
+        this->nnz++;
+      }
+    }
     return std::make_pair(this->inputTensor, this->otherTensor);
   }
 
@@ -183,6 +189,7 @@ struct UfuncInputCache {
 
   taco::Tensor<int64_t> inputTensor;
   taco::Tensor<int64_t> otherTensor;
+  int64_t nnz;
 };
 UfuncInputCache inputCache;
 
@@ -295,12 +302,14 @@ static void bench_suitesparse_ufunc(benchmark::State& state, Func op) {
   // Counters must be present in every run to get reported to the CSV.
   state.counters["dimx"] = 0;
   state.counters["dimy"] = 0;
-  if (ssTensors.tensors.size() == 0) {
+  state.counters["nnz"] = 0;
+
+  auto tensorPath = getEnvVar("SUITESPARSE_TENSOR_PATH");
+  if (tensorPath == "") {
     state.error_occurred();
     return;
   }
-  int tensorIdx = state.range(0);
-  auto tensorPath = ssTensors.tensors[tensorIdx];
+
   auto pathSplit = taco::util::split(tensorPath, "/");
   auto filename = pathSplit[pathSplit.size() - 1];
   auto tensorName = taco::util::split(filename, ".")[0];
@@ -308,16 +317,17 @@ static void bench_suitesparse_ufunc(benchmark::State& state, Func op) {
 
   taco::Tensor<int64_t> ssTensor, other;
   try {
-    std::tie(ssTensor, other) = inputCache.getUfuncInput(tensorPath, CSR);
+    std::tie(ssTensor, other) = inputCache.getUfuncInput(tensorPath, CSR, true /* countNNZ */);
   } catch (TacoException& e) {
     // Counters don't show up in the generated CSV if we used SkipWithError, so
     // just add in the label that this run is skipped.	  
-    state.SetLabel(tensorName+"-SKIPPED-FAILED-READ");
+    state.SetLabel(tensorName+"/SKIPPED-FAILED-READ");
     return;
   }
 
   state.counters["dimx"] = ssTensor.getDimension(0);
   state.counters["dimy"] = ssTensor.getDimension(1);
+  state.counters["nnz"] = inputCache.nnz;
 
   for (auto _ : state) {
     state.PauseTiming();
@@ -339,12 +349,6 @@ static void bench_suitesparse_ufunc(benchmark::State& state, Func op) {
   }
 }
 
-static void applySuiteSparse(benchmark::internal::Benchmark* b) {
-  for (int i = 0; i < ssTensors.tensors.size(); i++) {
-    b->Arg(i);
-  }
-}
-
-TACO_BENCH_ARGS(bench_suitesparse_ufunc, xor, xorOp)->Apply(applySuiteSparse);
-TACO_BENCH_ARGS(bench_suitesparse_ufunc, ldExp, ldExp)->Apply(applySuiteSparse);
-TACO_BENCH_ARGS(bench_suitesparse_ufunc, rightShift, rightShift)->Apply(applySuiteSparse);
+TACO_BENCH_ARGS(bench_suitesparse_ufunc, xor, xorOp);
+TACO_BENCH_ARGS(bench_suitesparse_ufunc, ldExp, ldExp);
+TACO_BENCH_ARGS(bench_suitesparse_ufunc, rightShift, rightShift);
diff --git a/valid-suitesparse.txt b/valid-suitesparse.txt
new file mode 100644
index 0000000..441a634
--- /dev/null
+++ b/valid-suitesparse.txt
@@ -0,0 +1,1672 @@
+c-18
+c-67b
+Maragal_1
+mark3jac080
+fpga_dcop_37
+fpga_dcop_44
+freeFlyingRobot_7
+OPF_10000
+jan99jac120sc
+boyd1
+hangGlider_1
+rajat16
+hangGlider_5
+fpga_dcop_41
+bcsstk08
+lp_bnl1
+bcsstk28
+barrier2-12
+mimo28x28_system
+gen2
+ASIC_320ks
+lhr01
+scsd8-2b
+spal_004
+nos2
+lp_share2b
+barrier2-9
+a0nsdsil
+kineticBatchReactor_4
+shipsec5
+fxm2-6
+coater1
+bodyy5
+cage5
+freeFlyingRobot_16
+lhr07c
+USAir97
+freeFlyingRobot_4
+scfxm1-2b
+freeFlyingRobot_15
+freeFlyingRobot_12
+g7jac180sc
+t2d_q4
+cryg10000
+lp_perold
+onetone1
+ex21
+filter3D
+bayer02
+invextr1_new
+c-71
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+lp_scfxm1
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+TSOPF_FS_b300_c3
+fpga_dcop_24
+bcsstk03
+ML_Laplace
+OPF_6000
+lp_fit1d
+bcsstm02
+ted_B_unscaled
+g7jac120sc
+para-9
+CoupCons3D
+para-6
+g7jac160
+lp_scfxm2
+epb0
+bcsstm22
+lns_3937
+af_shell2
+g7jac010
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+apache1
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+lp_ganges
+astro-ph
+FEM_3D_thermal2
+spaceShuttleEntry_2
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+S80PI_n1
+xingo_afonso_itaipu
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+hood
+reorientation_4
+lp_fit2p
+TSOPF_RS_b300_c3
+test1
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+dynamicSoaringProblem_1
+ex24
+adder_dcop_14
+af_5_k101
+kineticBatchReactor_2
+oscil_dcop_54
+mahindas
+bcsstk17
+lp_sc205
+LargeRegFile
+lp_pilotnov
+lhr34
+bmwcra_1
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+cond-mat
+ACTIVSg70K
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+ldoor
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+wm3
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+nemeth09
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+rajat21
+small
+dixmaanl
+ex10hs
+Geo_1438
+fpga_dcop_21
+webbase-1M
+coupled
+lp_ship12s
+gyro
+lowThrust_10
+spaceStation_11
+fs_680_2
+illc1033
+Maragal_5
+cavity17
+Rucci1
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+lpi_chemcom
+well1033
+cage4
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+orsirr_2
+rajat17
+lowThrust_7
+LeGresley_87936
+lp_afiro
+sit100
+qiulp
+nemsemm1
+chem_master1
+deter0
+cavity26
+adder_dcop_54
+utm1700b
+thermomech_TK
+stat96v3
+heart1
+HV15R
+dynamicSoaringProblem_2
+Kuu
+Sieber
+filter2D
+fs_680_1
+c-64
+thermal1
+lp_tuff
+ecology1
+c-61
+deter6
+aft01
+nopss_11k
+heart3
+adder_dcop_34
+ecl32
+TSOPF_FS_b300
+ct20stif
+matrix-new_3
+refine
+adder_dcop_27
+bcsstk26
+adder_dcop_20
+oscil_dcop_29
+af_4_k101
+nemeth05
+rdb450
+lp_modszk1
+dynamicSoaringProblem_6
+msc01440
+stormg2-27
+bcsstk34
+orsreg_1
+lp_stair
+model6
+impcol_e
+gen4
+hydr1
+bcsstm13
+model5
+d_dyn1
+ckt11752_dc_1
+adder_dcop_04
+adder_dcop_28
+ex37
+lp_share1b
+Ga41As41H72
+airfoil_2d
+psse2
+ted_B
+tumorAntiAngiogenesis_8
+Kaufhold
+co9
+largebasis
+fpga_dcop_10
+circuit204
+copter2
+bips07_1693
+chipcool0
+oscil_dcop_44
+tols1090
+rotor2
+scircuit
+lp_kb2
+nemspmm1
+bp_0
+adder_dcop_12
+lp_sc105
+lowThrust_1
+Maragal_4
+p0291
+nemeth15
+bwm2000
+thermal
+scrs8-2r
+tumorAntiAngiogenesis_6
+oscil_dcop_27
+adder_dcop_66
+lp_pilot
+mesh2em5
+fs_183_1
+oscil_dcop_08
+oscil_trans_01
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