update linregress in frame-benchmarking to 0.5.1 (#13310)

* update nalgebra in frame-benchmarking to 0.5.0

* upgrade to 0.5.1 to incorporate upstream fix in linregress

substrate/Cargo.lock

@@ -765,6 +765,12 @@ version = "0.3.1"
 source = "registry+https://github.com/rust-lang/crates.io-index"
 checksum = "e3b5ca7a04898ad4bcd41c90c5285445ff5b791899bb1b0abdd2a2aa791211d7"
 
+[[package]]
+name = "bytemuck"
+version = "1.13.0"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "c041d3eab048880cb0b86b256447da3f18859a163c3b8d8893f4e6368abe6393"
+
 [[package]]
 name = "byteorder"
 version = "1.4.3"
@@ -4181,12 +4187,11 @@ dependencies = [
 
 [[package]]
 name = "linregress"
-version = "0.4.4"
+version = "0.5.1"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "d6c601a85f5ecd1aba625247bca0031585fb1c446461b142878a16f8245ddeb8"
+checksum = "475015a7f8f017edb28d2e69813be23500ad4b32cfe3421c4148efc97324ee52"
 dependencies = [
  "nalgebra",
- "statrs",
 ]
 
 [[package]]
@@ -4578,9 +4583,9 @@ dependencies = [
 
 [[package]]
 name = "nalgebra"
-version = "0.27.1"
+version = "0.32.1"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "462fffe4002f4f2e1f6a9dcf12cc1a6fc0e15989014efc02a941d3e0f5dc2120"
+checksum = "f6515c882ebfddccaa73ead7320ca28036c4bc84c9bcca3cc0cbba8efe89223a"
 dependencies = [
  "approx",
  "matrixmultiply",
@@ -4588,17 +4593,15 @@ dependencies = [
  "num-complex",
  "num-rational",
  "num-traits",
- "rand 0.8.5",
- "rand_distr",
  "simba",
  "typenum",
 ]
 
 [[package]]
 name = "nalgebra-macros"
-version = "0.1.0"
+version = "0.2.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "01fcc0b8149b4632adc89ac3b7b31a12fb6099a0317a4eb2ebff574ef7de7218"
+checksum = "d232c68884c0c99810a5a4d333ef7e47689cfd0edc85efc9e54e1e6bf5212766"
 dependencies = [
  "proc-macro2",
  "quote",
@@ -7862,6 +7865,15 @@ dependencies = [
  "rustc_version 0.2.3",
 ]
 
+[[package]]
+name = "safe_arch"
+version = "0.6.0"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "794821e4ccb0d9f979512f9c1973480123f9bd62a90d74ab0f9426fcf8f4a529"
+dependencies = [
+ "bytemuck",
+]
+
 [[package]]
 name = "same-file"
 version = "1.0.6"
@@ -9522,14 +9534,15 @@ dependencies = [
 
 [[package]]
 name = "simba"
-version = "0.5.1"
+version = "0.8.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "8e82063457853d00243beda9952e910b82593e4b07ae9f721b9278a99a0d3d5c"
+checksum = "50582927ed6f77e4ac020c057f37a268fc6aebc29225050365aacbb9deeeddc4"
 dependencies = [
  "approx",
  "num-complex",
  "num-traits",
  "paste",
+ "wide",
 ]
 
 [[package]]
@@ -10503,19 +10516,6 @@ dependencies = [
  "syn",
 ]
 
-[[package]]
-name = "statrs"
-version = "0.15.0"
-source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "05bdbb8e4e78216a85785a85d3ec3183144f98d0097b9281802c019bb07a6f05"
-dependencies = [
- "approx",
- "lazy_static",
- "nalgebra",
- "num-traits",
- "rand 0.8.5",
-]
-
 [[package]]
 name = "strsim"
 version = "0.10.0"
@@ -12395,6 +12395,16 @@ dependencies = [
  "once_cell",
 ]
 
+[[package]]
+name = "wide"
+version = "0.7.6"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "feff0a412894d67223777b6cc8d68c0dab06d52d95e9890d5f2d47f10dd9366c"
+dependencies = [
+ "bytemuck",
+ "safe_arch",
+]
+
 [[package]]
 name = "widestring"
 version = "0.5.1"

substrate/frame/benchmarking/Cargo.toml

@@ -14,7 +14,7 @@ targets = ["x86_64-unknown-linux-gnu"]
 
 [dependencies]
 codec = { package = "parity-scale-codec", version = "3.2.2", default-features = false }
-linregress = { version = "0.4.4", optional = true }
+linregress = { version = "0.5.1", optional = true }
 log = { version = "0.4.17", default-features = false }
 paste = "1.0"
 scale-info = { version = "2.1.1", default-features = false, features = ["derive"] }

substrate/frame/benchmarking/src/analysis.rs

@@ -161,7 +161,7 @@ fn raw_linear_regression(
 		data.extend(xs);
 	}
 	let model = linregress::fit_low_level_regression_model(&data, ys.len(), x_vars + 2).ok()?;
-	Some((model.parameters[0], model.parameters[1..].to_vec(), model.se))
+	Some((model.parameters()[0], model.parameters()[1..].to_vec(), model.se().to_vec()))
 }
 
 fn linear_regression(