diff --git a/.github/workflows/docker-build.yml b/.github/workflows/docker-build.yml
new file mode 100644
index 0000000..04f5f7a
--- /dev/null
+++ b/.github/workflows/docker-build.yml
@@ -0,0 +1,12 @@
+name: Create docker images
+
+on: push
+
+jobs:
+  build:
+    runs-on: ubuntu-latest
+    steps:
+    - uses: actions/checkout@v2
+    - uses: jwg4/docker-python-poetry@v1a0
+    - name: Build the Docker image
+      run: docker build --tag exact_cover/debug:$(date +%s) .
diff --git a/.github/workflows/python-validate.yml b/.github/workflows/python-validate.yml
index d788763..20f9a52 100644
--- a/.github/workflows/python-validate.yml
+++ b/.github/workflows/python-validate.yml
@@ -25,6 +25,6 @@ jobs:
     - name: Lint with flake8
       run: poetry run flake8
     - name: Lint with black
-      run: poetry run black --check exact_cover/ tests/ build.py run_tests.py
+      run: poetry run black --check exact_cover/ tests/ tools/ build.py
     - name: Check examples in README
       run: poetry run doctest
diff --git a/Dockerfile b/Dockerfile
new file mode 100644
index 0000000..d5b9f97
--- /dev/null
+++ b/Dockerfile
@@ -0,0 +1,13 @@
+FROM etiennenapoleone/docker-python-poetry:3.7-rc
+
+WORKDIR /tmp/working
+
+COPY pyproject.toml .
+COPY src .
+COPY data/debug_data .
+COPY tools/__init__.py .
+COPY tools/debug.py .
+
+RUN poetry install --no-dev
+
+RUN poetry debug
diff --git a/Makefile b/Makefile
index bf6277c..8eb3cb9 100644
--- a/Makefile
+++ b/Makefile
@@ -43,7 +43,6 @@ CFLAGS += -O0 -DDEBUG_LEVEL=0
 c_tests: note \
 	note_quad_linked_list run_test_quad_linked_list \
 	note_sparse_matrix run_test_sparse_matrix \
-	note_dlx run_test_dlx \
 	run_munit
 
 tests: c_tests py_tests
@@ -104,15 +103,22 @@ run_test_m_sparse_matrix: $(TEST_DIR)/test_m_sparse_matrix
 $(TEST_DIR)/test_m_dlx: $(OBJ_DIR)/quad_linked_list.o $(OBJ_DIR)/sparse_matrix.o $(OBJ_DIR)/dlx.o $(OBJ_DIR)/munit.o $(TEST_DIR)/test_m_dlx.c
 	$(CC) $(CFLAGS) $(DEBUG_CFLAGS) -o $@ $^
 
+$(TEST_DIR)/test_debug_algo: $(OBJ_DIR)/quad_linked_list.o $(OBJ_DIR)/sparse_matrix.o $(OBJ_DIR)/dlx.o $(OBJ_DIR)/munit.o $(TEST_DIR)/test_debug_algo.c
+	$(CC) $(CFLAGS) $(DEBUG_CFLAGS) -o $@ $^
+
 run_test_m_dlx: $(TEST_DIR)/test_m_dlx
 	$^
 
 run_munit_test_dlx: $(TEST_DIR)/test_dlx
 	$^
 
+run_test_debug_algo: $(TEST_DIR)/test_debug_algo
+	$^
+
 run_munit: run_test_m_sparse_matrix \
 	run_test_m_dlx \
-	run_munit_test_dlx
+	run_munit_test_dlx \
+        run_test_debug_algo
 
 #-----------------------------------------------------------------------------------------
 
@@ -126,17 +132,10 @@ $(OBJ_DIR)/sparse_matrix.o: $(SRC_DIR)/sparse_matrix.c
 run_test_sparse_matrix: $(TEST_DIR)/test_sparse_matrix
 	$^
 
-#-----------------------------------------------------------------------------------------
-
-$(TEST_DIR)/test_dlx: $(OBJ_DIR)/quad_linked_list.o $(OBJ_DIR)/sparse_matrix.o $(OBJ_DIR)/dlx.o $(OBJ_DIR)/munit.o $(TEST_DIR)/test_dlx.c
-	$(CC) $(CFLAGS) $(DEBUG_CFLAGS) -o $@ $^
-
 $(OBJ_DIR)/dlx.o: $(SRC_DIR)/dlx.c
+	mkdir -pv $(OBJ_DIR)
 	$(CC) $(CFLAGS) $(DEBUG_CFLAGS) -o $@ -c $^
 
-run_test_dlx: $(TEST_DIR)/test_dlx
-	$^
-
 #-----------------------------------------------------------------------------------------
 
 exact_cover:
diff --git a/data/debug_0003.tar.gz b/data/debug_0003.tar.gz
new file mode 100644
index 0000000..e8e0791
Binary files /dev/null and b/data/debug_0003.tar.gz differ
diff --git a/data/debug_data b/data/debug_data
new file mode 100644
index 0000000..bf10522
--- /dev/null
+++ b/data/debug_data
@@ -0,0 +1,548 @@
+tests/test_debug_algo
+Running test suite with seed 0xeb983592...
+tests_with_debug/example_from_Knuth_paper2:0,1,0,1,
+2:0,0,1,0,1,
+2:1,0,1,
+3:0,1,0,1,0,1,
+2:1,0,0,0,0,1,
+2:1,0,1,
+3:0,1,0,0,1,1,
+[ OK    ] [ 0.00050609 / 0.00050323 CPU ]
+tests_with_debug/large_example_from_csv537:1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,
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diff --git a/pyproject.toml b/pyproject.toml
index 0f44a33..846b0a1 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -1,6 +1,6 @@
 [tool.poetry]
 name = "exact_cover"
-version = "0.6.1"
+version = "0.6.2-alpha.0"
 description = "Solve exact cover problems"
 readme = "README.md"
 authors = ["Moy Easwaran"]
@@ -28,11 +28,12 @@ black = "^21.4b2"
 script = "build.py"
 
 [tool.poetry.scripts]
-test = 'run_tests:test'
-doctest = 'run_tests:run_doctest'
+test = 'tools.run_tests:test'
+doctest = 'tools.run_tests:run_doctest'
+debug = 'tools.debug:run_debug'
 
 [build-system]
-requires = ["setuptools", "numpy>=1.19.4,<2.0", "poetry-core>=1.0.0"]
+requires = ["setuptools>=51.1.2,<52.0", "numpy>=1.19.4,<2.0", "poetry-core>=1.0.0"]
 build-backend = "poetry.core.masonry.api"
 
 [tool.black]
diff --git a/src/dlx.c b/src/dlx.c
index 1d27086..f06b749 100644
--- a/src/dlx.c
+++ b/src/dlx.c
@@ -14,7 +14,7 @@
  */
 
 
-int search(list sparse_matrix, int k, int max, int *solution) {
+int search(list sparse_matrix, int k, int max, int *solution, int is_debug) {
     list col, row, next;
     int result = 0;
 
@@ -27,12 +27,19 @@ int search(list sparse_matrix, int k, int max, int *solution) {
     if (get_data(col)->data == 0) return 0;
 
     // Main algorithm:
+    if (is_debug != 0){
+        for (int i = 0; i < k; i++){
+            printf("%d|", solution[i]);
+        }
+    }
+    printf("\n");
+
     cover_column(col);
     for (row = col; (row = get_down(row)) != col; ) {
         solution[k] = get_data(row)->data;  // save the row number
         for (next = row; (next = get_right(next)) != row; )
             cover_column(get_data(next)->list_data);
-        result = search(sparse_matrix, k+1, max, solution);
+        result = search(sparse_matrix, k+1, max, solution, is_debug);
         // If result > 0 we're done, but we should still clean up.
         for (next = row; (next = get_left(next)) != row; )
             uncover_column(get_data(next)->list_data);
@@ -42,12 +49,12 @@ int search(list sparse_matrix, int k, int max, int *solution) {
     return result;
 }
 
-int dlx_get_exact_cover(int rows, int cols, int matrix[], int *solution) {
+int dlx_get_exact_cover(int rows, int cols, int matrix[], int *solution, int is_debug) {
     list sparse_matrix;
     int solution_length;
 
     sparse_matrix = create_sparse(rows, cols, matrix);
-    solution_length = search(sparse_matrix, 0, rows, solution);
+    solution_length = search(sparse_matrix, 0, rows, solution, is_debug);
     destroy_entire_grid(sparse_matrix);
 
     while (rows > solution_length) {
diff --git a/src/dlx.h b/src/dlx.h
index a60db4e..c591f99 100644
--- a/src/dlx.h
+++ b/src/dlx.h
@@ -4,8 +4,8 @@
 #include "quad_linked_list.h"
 #include "sparse_matrix.h"
 
-int search(list, int, int, int *);
-int dlx_get_exact_cover(int, int, int [], int*);
+int search(list, int, int, int *, int);
+int dlx_get_exact_cover(int, int, int [], int*, int);
 
 #endif
 
diff --git a/src/exact_cover.c b/src/exact_cover.c
index e99424b..fd13ff2 100644
--- a/src/exact_cover.c
+++ b/src/exact_cover.c
@@ -35,10 +35,10 @@ static PyObject* get_exact_cover(PyObject* self, PyObject* args)
     PyArrayObject *in_array;
     PyObject      *out_array;
     npy_intp      *dims;
-    int           *in_array_data, rows, cols, result;
+    int           *in_array_data, rows, cols, result, is_debug;
 
     /*  Parse single numpy array argument */
-    if (!PyArg_ParseTuple(args, "O!", &PyArray_Type, &in_array)) return NULL;
+    if (!PyArg_ParseTuple(args, "O!|p", &PyArray_Type, &in_array, &is_debug)) return NULL;
 
     /*  Construct the output array, like the input array */
     out_array = PyArray_NewLikeArray(in_array, NPY_ANYORDER, NULL, 0);
@@ -54,7 +54,7 @@ static PyObject* get_exact_cover(PyObject* self, PyObject* args)
 
     /*  Calculate the exact cover. */
     int nd = 1, *solution = malloc(rows * sizeof(*solution));
-    result = dlx_get_exact_cover(rows, cols, in_array_data, solution);
+    result = dlx_get_exact_cover(rows, cols, in_array_data, solution, is_debug);
 
     dims = malloc(nd * sizeof(*dims));
     dims[0] = result;
diff --git a/tests/.gitignore b/tests/.gitignore
index ff61492..1586480 100644
--- a/tests/.gitignore
+++ b/tests/.gitignore
@@ -3,3 +3,4 @@ test_quad_linked_list
 test_sparse_matrix
 test_m_dlx
 test_m_sparse_matrix
+test_debug_algo
diff --git a/tests/files/problem_0003.csv b/tests/files/problem_0003.csv
new file mode 100644
index 0000000..b6d1f97
--- /dev/null
+++ b/tests/files/problem_0003.csv
@@ -0,0 +1,2359 @@
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diff --git a/tests/test_debug_algo.c b/tests/test_debug_algo.c
new file mode 100644
index 0000000..0babd57
--- /dev/null
+++ b/tests/test_debug_algo.c
@@ -0,0 +1,92 @@
+#include <stdio.h>
+#include <stdlib.h>
+#include <assert.h>
+
+#include "debug.h"
+#include "dlx.h"
+#include "munit.h"
+
+#define VSIZE 729
+#define HSIZE 324
+
+
+void read_csv(char filename[], int rows, int cols, int array[rows*cols]) {
+    FILE *file = fopen(filename, "r");
+    int i, j;
+    char buffer[cols*5], *ptr;
+    for ( i = 0; fgets(buffer, sizeof buffer, file); ++i )
+       for ( j = 0, ptr = buffer; j < cols; ++j, ++ptr )
+          array[(i*cols)+j] = (int)strtol(ptr, &ptr, 10);
+    fclose(file);
+}
+
+void print_array(int rows, int columns, int array[rows*columns]) {
+    int j, k;
+    for (j = 0; j < rows; ++j) {
+       for ( k = 0; k < columns; ++k )
+          printf("%d,", array[(j*columns)+k]);
+       printf("\b\n");
+    }
+}
+
+static MunitResult
+test_simple_example(const MunitParameter params[], void* data) {
+    int matrix[6*7] =  // Knuth's example
+            {
+              0, 0, 1, 0, 1, 1, 0,
+              1, 0, 0, 1, 0, 0, 1,
+              0, 1, 1, 0, 0, 1, 0,
+              1, 0, 0, 1, 0, 0, 0,
+              0, 1, 0, 0, 0, 0, 1,
+              0, 0, 0, 1, 1, 0, 1
+            };
+
+    int *solution = malloc(VSIZE * sizeof(*solution));
+    int result = dlx_get_exact_cover(6,7,matrix,solution, 1);
+    munit_assert(result == 3);
+    munit_assert(solution[0] == 3);
+    munit_assert(solution[1] == 0);
+    munit_assert(solution[2] == 4);
+
+    return MUNIT_OK;
+}
+
+static MunitResult
+test_large_example_from_csv(const MunitParameter params[], void* data) {
+    int result;
+    int *solution = malloc(VSIZE * sizeof(*solution));
+
+    int matrix4[538*2359];
+    char filename[] = "tests/files/problem_0003.csv";
+    read_csv(filename, 2359, 538, matrix4);
+    result = dlx_get_exact_cover(2359,538,matrix4,solution, 1);
+    munit_assert(result == 16);
+    munit_assert(solution[0] == 0);
+    munit_assert(solution[1] == 26);
+    munit_assert(solution[2] == 37);
+    munit_assert(solution[3] == 23);
+    munit_assert(solution[15] == 57);
+
+    return MUNIT_OK;
+}
+
+static MunitTest test_suite_tests[] = {
+  { (char*) "example_from_Knuth_paper", test_simple_example, NULL, NULL, MUNIT_TEST_OPTION_NONE, NULL },
+  { (char*) "large_example_from_csv", test_large_example_from_csv, NULL, NULL, MUNIT_TEST_OPTION_NONE, NULL },
+  { NULL, NULL, NULL, NULL, MUNIT_TEST_OPTION_NONE, NULL }
+};
+
+
+static const MunitSuite test_suite = {
+  (char*) "tests_with_debug/",
+  test_suite_tests,
+  NULL,
+  1,
+  MUNIT_SUITE_OPTION_NONE
+};
+
+int main(int argc, char* argv[MUNIT_ARRAY_PARAM(argc + 1)]) {
+    return munit_suite_main(&test_suite, (void*) "µnit", argc, argv);
+}
+
+
diff --git a/tests/test_debug_mode.py b/tests/test_debug_mode.py
new file mode 100644
index 0000000..9dc2851
--- /dev/null
+++ b/tests/test_debug_mode.py
@@ -0,0 +1,24 @@
+import numpy as np
+
+from exact_cover import get_exact_cover
+
+
+def test_exact_cover_default():
+    data = np.array([[1, 0, 0], [0, 1, 0], [0, 1, 1], [0, 0, 1]], dtype=np.int32)
+    expected = np.array([0, 1, 3])
+    actual = get_exact_cover(data)
+    np.testing.assert_array_equal(actual, expected)
+
+
+def test_exact_cover_false():
+    data = np.array([[1, 0, 0], [0, 1, 0], [0, 1, 1], [0, 0, 1]], dtype=np.int32)
+    expected = np.array([0, 1, 3])
+    actual = get_exact_cover(data, False)
+    np.testing.assert_array_equal(actual, expected)
+
+
+def test_exact_cover_true():
+    data = np.array([[1, 0, 0], [0, 1, 0], [0, 1, 1], [0, 0, 1]], dtype=np.int32)
+    expected = np.array([0, 1, 3])
+    actual, debug_info = get_exact_cover(data, True)
+    np.testing.assert_array_equal(actual, expected)
diff --git a/tools/debug.py b/tools/debug.py
new file mode 100644
index 0000000..3a25621
--- /dev/null
+++ b/tools/debug.py
@@ -0,0 +1,13 @@
+import logging
+
+import numpy as np
+
+from exact_cover import get_exact_cover
+
+
+def run_debug():
+    logging.basicConfig(level=logging.DEBUG)
+    data = np.genfromtxt("tests/files/pentominos_chessboard.csv", dtype=np.int32)
+    logging.info(data.shape)
+    solution = get_exact_cover(data, True)
+    logging.info(solution)
diff --git a/run_tests.py b/tools/run_tests.py
similarity index 69%
rename from run_tests.py
rename to tools/run_tests.py
index 4d49044..7a0c085 100644
--- a/run_tests.py
+++ b/tools/run_tests.py
@@ -8,4 +8,4 @@ def test():
 
 
 def run_doctest():
-    doctest.testfile("README.md")
+    doctest.testfile("../README.md")