commit 009e5c492554ab1a8bd668267574ff426f4afea3
Author: Priec <filippriec@gmail.com>
Date:   Sat Mar 7 17:36:48 2026 +0100

    entropy working

diff --git a/flake.lock b/flake.lock
new file mode 100644
index 0000000..33aa5a6
--- /dev/null
+++ b/flake.lock
@@ -0,0 +1,61 @@
+{
+  "nodes": {
+    "flake-utils": {
+      "inputs": {
+        "systems": "systems"
+      },
+      "locked": {
+        "lastModified": 1731533236,
+        "narHash": "sha256-l0KFg5HjrsfsO/JpG+r7fRrqm12kzFHyUHqHCVpMMbI=",
+        "owner": "numtide",
+        "repo": "flake-utils",
+        "rev": "11707dc2f618dd54ca8739b309ec4fc024de578b",
+        "type": "github"
+      },
+      "original": {
+        "owner": "numtide",
+        "repo": "flake-utils",
+        "type": "github"
+      }
+    },
+    "nixpkgs": {
+      "locked": {
+        "lastModified": 1772773019,
+        "narHash": "sha256-E1bxHxNKfDoQUuvriG71+f+s/NT0qWkImXsYZNFFfCs=",
+        "owner": "NixOS",
+        "repo": "nixpkgs",
+        "rev": "aca4d95fce4914b3892661bcb80b8087293536c6",
+        "type": "github"
+      },
+      "original": {
+        "owner": "NixOS",
+        "ref": "nixos-unstable",
+        "repo": "nixpkgs",
+        "type": "github"
+      }
+    },
+    "root": {
+      "inputs": {
+        "flake-utils": "flake-utils",
+        "nixpkgs": "nixpkgs"
+      }
+    },
+    "systems": {
+      "locked": {
+        "lastModified": 1681028828,
+        "narHash": "sha256-Vy1rq5AaRuLzOxct8nz4T6wlgyUR7zLU309k9mBC768=",
+        "owner": "nix-systems",
+        "repo": "default",
+        "rev": "da67096a3b9bf56a91d16901293e51ba5b49a27e",
+        "type": "github"
+      },
+      "original": {
+        "owner": "nix-systems",
+        "repo": "default",
+        "type": "github"
+      }
+    }
+  },
+  "root": "root",
+  "version": 7
+}
diff --git a/flake.nix b/flake.nix
new file mode 100644
index 0000000..6a57fa3
--- /dev/null
+++ b/flake.nix
@@ -0,0 +1,33 @@
+{
+  description = "Pure Rust development environment";
+
+  inputs = {
+    nixpkgs.url = "github:NixOS/nixpkgs/nixos-unstable";
+    flake-utils.url = "github:numtide/flake-utils";
+  };
+
+  outputs = { self, nixpkgs, flake-utils }:
+    flake-utils.lib.eachDefaultSystem (system:
+      let
+        pkgs = import nixpkgs { inherit system; };
+      in {
+        devShells.default = pkgs.mkShell {
+          packages = with pkgs; [
+            rustc
+            cargo
+            rust-analyzer
+            clippy
+            rustfmt
+            pkg-config
+            openssl
+          ];
+
+          shellHook = ''
+            echo ">>> Pure Rust DevShell (Nix managed toolchain)"
+            cargo --version
+            rustc --version
+            echo "Run: cargo new <project_name>"
+          '';
+        };
+      });
+}
diff --git a/hod_1/.gitignore b/hod_1/.gitignore
new file mode 100644
index 0000000..2f7896d
--- /dev/null
+++ b/hod_1/.gitignore
@@ -0,0 +1 @@
+target/
diff --git a/hod_1/Cargo.lock b/hod_1/Cargo.lock
new file mode 100644
index 0000000..50845fd
--- /dev/null
+++ b/hod_1/Cargo.lock
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diff --git a/hod_1/Cargo.toml b/hod_1/Cargo.toml
new file mode 100644
index 0000000..1bb129e
--- /dev/null
+++ b/hod_1/Cargo.toml
@@ -0,0 +1,10 @@
+[package]
+name = "hod_1"
+version = "0.1.0"
+edition = "2024"
+
+[dependencies]
+burn = { version = "0.20.1", default-features = false, features = ["ndarray"] }
+burn-ndarray = "0.20.1"
+clap = { version = "4.5.60", features = ["derive"] }
+ndarray = "0.17.2"
diff --git a/hod_1/src/main.rs b/hod_1/src/main.rs
new file mode 100644
index 0000000..5f14a8a
--- /dev/null
+++ b/hod_1/src/main.rs
@@ -0,0 +1,56 @@
+use burn::tensor::{backend::Backend, Tensor, TensorData};
+use burn_ndarray::NdArray;
+use ndarray::{array, Array1};
+
+type B = NdArray<f64>;
+
+fn main() {
+    let device = <B as Backend>::Device::default();
+
+    // ndarray::Array1<f64>
+    let a: Array1<f64> = array![0.4, 0.6];
+
+    // Convert ndarray -> Burn tensor
+    let p = Tensor::<B, 1>::from_data(
+        TensorData::new(a.to_vec(), [a.len()]),
+        &device,
+    );
+
+    let h = entropy(p);
+    println!("{h}");
+}
+
+fn entropy(p: Tensor<B, 1>) -> f64 {
+    // Handle p = 0 safely, because 0 * log(0) should contribute 0
+    let zero_mask = p.clone().equal_elem(0.0);
+    let p_safe = p.clone().mask_fill(zero_mask.clone(), 1.0);
+
+    let terms = (p.clone() * p_safe.log()).mask_fill(zero_mask, 0.0);
+
+    (-terms).sum().into_scalar()
+}
+
+// pub fn entropy2(p: Tensor<B, 1>) -> f64 {
+//     if p == 0.0 {
+//         return 0.0;
+//     }
+//     - p * p.ln()
+// }
+
+// pub fn cross_entropy(p: Tensor<B, 1>, q: f64) -> f64 {
+//     if p == 0.0 {
+//         return 0.0;
+//     }
+//     - p * q.ln()
+// }
+
+// pub fn kl_div(p: f64, q: f64) -> f64 {
+//     if p == 0.0 {
+//         return 0.0;
+//     }
+//     p*(p.ln()-q.ln())
+// }
+
+// pub fn kl_div2(p: f64, q: f64) -> f64 {
+//     cross_entropy(p,q) - entropy(p)
+// }