diff --git a/assets/developer/code/output/dev-timings.out b/assets/developer/code/output/dev-timings.out
index 95b70029..b97acbd9 100644
--- a/assets/developer/code/output/dev-timings.out
+++ b/assets/developer/code/output/dev-timings.out
@@ -1,42 +1,42 @@
--------------------------------------------------------------------------------
Groebner.jl Time Allocations
----------------------- ------------------------
- Tot / % measured: 92.7ms / 0.2% 6.03MiB / 8.8%
+ Tot / % measured: 89.8ms / 0.2% 6.03MiB / 8.8%
Section ncalls time %tot avg alloc %tot avg
--------------------------------------------------------------------------------
- _groebner 1 137μs 66.1% 137μs 494KiB 91.4% 494KiB
- f4! 1 104μs 50.6% 104μs 38.0KiB 7.0% 38.0KiB
- f4_reduction! 3 28.0μs 13.6% 9.33μs 8.02KiB 1.5% 2.67KiB
- linalg_inter... 3 8.21μs 4.0% 2.74μs 1.34KiB 0.2% 459B
- f4_select_crit... 3 18.1μs 8.8% 6.04μs 4.33KiB 0.8% 1.44KiB
- matrix_trans... 10 2.81μs 1.4% 281ns 1.72KiB 0.3% 176B
- f4_update! 4 7.50μs 3.6% 1.88μs 2.30KiB 0.4% 588B
- pairset_update! 5 3.56μs 1.7% 712ns 800B 0.1% 160B
- basis_update! 4 403ns 0.2% 101ns 0.00B 0.0% 0.00B
- f4_symbolic_pr... 4 5.17μs 2.5% 1.29μs 2.34KiB 0.4% 600B
- matrix_trans... 3 480ns 0.2% 160ns 272B 0.0% 90.7B
- linalg_interre... 1 4.64μs 2.2% 4.64μs 1.36KiB 0.3% 1.36KiB
- basis_standard... 1 1.98μs 1.0% 1.98μs 1.17KiB 0.2% 1.17KiB
- basis_normal... 1 431ns 0.2% 431ns 96.0B 0.0% 96.0B
- matrix_initialize 1 1.50μs 0.7% 1.50μs 1.08KiB 0.2% 1.08KiB
- hashtable_init... 2 1.21μs 0.6% 606ns 4.34KiB 0.8% 2.17KiB
+ _groebner 1 142μs 67.7% 142μs 494KiB 91.4% 494KiB
+ f4! 1 109μs 51.9% 109μs 38.0KiB 7.0% 38.0KiB
+ f4_reduction! 3 28.7μs 13.7% 9.58μs 8.02KiB 1.5% 2.67KiB
+ linalg_inter... 3 7.93μs 3.8% 2.64μs 1.34KiB 0.2% 459B
+ f4_select_crit... 3 21.1μs 10.1% 7.03μs 4.33KiB 0.8% 1.44KiB
+ matrix_trans... 10 3.29μs 1.6% 329ns 1.72KiB 0.3% 176B
+ f4_update! 4 7.30μs 3.5% 1.83μs 2.30KiB 0.4% 588B
+ pairset_update! 5 3.97μs 1.9% 793ns 800B 0.1% 160B
+ basis_update! 4 420ns 0.2% 105ns 0.00B 0.0% 0.00B
+ f4_symbolic_pr... 4 5.20μs 2.5% 1.30μs 2.34KiB 0.4% 600B
+ matrix_trans... 3 490ns 0.2% 163ns 272B 0.0% 90.7B
+ linalg_interre... 1 3.82μs 1.8% 3.82μs 1.36KiB 0.3% 1.36KiB
+ basis_standard... 1 2.11μs 1.0% 2.11μs 1.17KiB 0.2% 1.17KiB
+ basis_normal... 1 511ns 0.2% 511ns 96.0B 0.0% 96.0B
+ hashtable_init... 2 2.06μs 1.0% 1.03μs 4.34KiB 0.8% 2.17KiB
+ matrix_initialize 1 1.21μs 0.6% 1.21μs 1.08KiB 0.2% 1.08KiB
matrix_transfo... 4 1.15μs 0.6% 288ns 896B 0.2% 224B
- basis_normalize! 1 401ns 0.2% 401ns 96.0B 0.0% 96.0B
- f4_initialize_st... 1 26.4μs 12.8% 26.4μs 453KiB 83.8% 453KiB
- basis_normalize! 1 2.01μs 1.0% 2.01μs 96.0B 0.0% 96.0B
- basis_export_data 1 772ns 0.4% 772ns 416B 0.1% 416B
- io_convert_to_inte... 1 46.7μs 22.6% 46.7μs 4.25KiB 0.8% 4.25KiB
- f4_initialize_structs 1 9.40μs 4.6% 9.40μs 33.5KiB 6.2% 33.5KiB
- basis_normalize! 1 511ns 0.2% 511ns 96.0B 0.0% 96.0B
- io_convert_to_output 1 4.59μs 2.2% 4.59μs 1.50KiB 0.3% 1.50KiB
- linalg_interreduce... 1 2.48μs 1.2% 2.48μs 1.08KiB 0.2% 1.08KiB
- basis_standardize! 1 2.12μs 1.0% 2.12μs 1.16KiB 0.2% 1.16KiB
- basis_normalize! 1 480ns 0.2% 480ns 96.0B 0.0% 96.0B
- f4_symbolic_prepro... 1 1.34μs 0.7% 1.34μs 960B 0.2% 960B
- matrix_transform_p... 3 1.24μs 0.6% 414ns 672B 0.1% 224B
- matrix_initialize 1 791ns 0.4% 791ns 1.08KiB 0.2% 1.08KiB
- hashtable_initiali... 1 561ns 0.3% 561ns 2.16KiB 0.4% 2.16KiB
- basis_export_data 1 561ns 0.3% 561ns 352B 0.1% 352B
- basis_update! 1 130ns 0.1% 130ns 0.00B 0.0% 0.00B
+ basis_normalize! 1 391ns 0.2% 391ns 96.0B 0.0% 96.0B
+ f4_initialize_st... 1 27.5μs 13.1% 27.5μs 453KiB 83.8% 453KiB
+ basis_normalize! 1 1.47μs 0.7% 1.47μs 96.0B 0.0% 96.0B
+ basis_export_data 1 1.05μs 0.5% 1.05μs 416B 0.1% 416B
+ io_convert_to_inte... 1 46.8μs 22.4% 46.8μs 4.25KiB 0.8% 4.25KiB
+ f4_initialize_structs 1 8.46μs 4.0% 8.46μs 33.5KiB 6.2% 33.5KiB
+ basis_normalize! 1 371ns 0.2% 371ns 96.0B 0.0% 96.0B
+ io_convert_to_output 1 3.64μs 1.7% 3.64μs 1.50KiB 0.3% 1.50KiB
+ linalg_interreduce... 1 2.90μs 1.4% 2.90μs 1.08KiB 0.2% 1.08KiB
+ basis_standardize! 1 1.65μs 0.8% 1.65μs 1.16KiB 0.2% 1.16KiB
+ basis_normalize! 1 310ns 0.1% 310ns 96.0B 0.0% 96.0B
+ matrix_transform_p... 3 993ns 0.5% 331ns 672B 0.1% 224B
+ hashtable_initiali... 1 902ns 0.4% 902ns 2.16KiB 0.4% 2.16KiB
+ f4_symbolic_prepro... 1 881ns 0.4% 881ns 960B 0.2% 960B
+ matrix_initialize 1 712ns 0.3% 712ns 1.08KiB 0.2% 1.08KiB
+ basis_export_data 1 601ns 0.3% 601ns 352B 0.1% 352B
+ basis_update! 1 131ns 0.1% 131ns 0.00B 0.0% 0.00B
--------------------------------------------------------------------------------
diff --git a/assets/tutorial/code/output/gcd3.out b/assets/tutorial/code/output/gcd3.out
index ac82aa6f..29f9446a 100644
--- a/assets/tutorial/code/output/gcd3.out
+++ b/assets/tutorial/code/output/gcd3.out
@@ -1 +1 @@
- 92.243 μs (1401 allocations: 75.03 KiB)
+ 87.123 μs (1401 allocations: 75.03 KiB)
diff --git a/assets/tutorial/code/output/gcd4.out b/assets/tutorial/code/output/gcd4.out
index 4b3d843d..72c12808 100644
--- a/assets/tutorial/code/output/gcd4.out
+++ b/assets/tutorial/code/output/gcd4.out
@@ -1 +1 @@
- 176.931 μs (2292 allocations: 243.47 KiB)
+ 180.417 μs (2292 allocations: 243.47 KiB)
diff --git a/assets/tutorial/code/output/graph2.svg b/assets/tutorial/code/output/graph2.svg
index 13f3373f..576ef80e 100644
--- a/assets/tutorial/code/output/graph2.svg
+++ b/assets/tutorial/code/output/graph2.svg
@@ -13,7 +13,7 @@
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@@ -30,11 +30,11 @@
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@@ -48,7 +48,7 @@
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diff --git a/assets/tutorial/code/output/graphcolored.svg b/assets/tutorial/code/output/graphcolored.svg
index e985b552..500d9f8c 100644
--- a/assets/tutorial/code/output/graphcolored.svg
+++ b/assets/tutorial/code/output/graphcolored.svg
@@ -13,7 +13,7 @@
-
+
@@ -30,11 +30,11 @@
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@@ -48,7 +48,7 @@
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diff --git a/developer/index.html b/developer/index.html
index 52dc6327..e67b9492 100644
--- a/developer/index.html
+++ b/developer/index.html
@@ -138,44 +138,44 @@