Preliminary state
This commit is contained in:
@@ -0,0 +1 @@
|
||||
/target
|
||||
Generated
+89
@@ -0,0 +1,89 @@
|
||||
# This file is automatically @generated by Cargo.
|
||||
# It is not intended for manual editing.
|
||||
version = 4
|
||||
|
||||
[[package]]
|
||||
name = "FFVN-MiniJAX"
|
||||
version = "0.0.1"
|
||||
dependencies = [
|
||||
"ndarray",
|
||||
]
|
||||
|
||||
[[package]]
|
||||
name = "autocfg"
|
||||
version = "1.5.0"
|
||||
source = "registry+https://github.com/rust-lang/crates.io-index"
|
||||
checksum = "c08606f8c3cbf4ce6ec8e28fb0014a2c086708fe954eaa885384a6165172e7e8"
|
||||
|
||||
[[package]]
|
||||
name = "matrixmultiply"
|
||||
version = "0.3.10"
|
||||
source = "registry+https://github.com/rust-lang/crates.io-index"
|
||||
checksum = "a06de3016e9fae57a36fd14dba131fccf49f74b40b7fbdb472f96e361ec71a08"
|
||||
dependencies = [
|
||||
"autocfg",
|
||||
"rawpointer",
|
||||
]
|
||||
|
||||
[[package]]
|
||||
name = "ndarray"
|
||||
version = "0.17.2"
|
||||
source = "registry+https://github.com/rust-lang/crates.io-index"
|
||||
checksum = "520080814a7a6b4a6e9070823bb24b4531daac8c4627e08ba5de8c5ef2f2752d"
|
||||
dependencies = [
|
||||
"matrixmultiply",
|
||||
"num-complex",
|
||||
"num-integer",
|
||||
"num-traits",
|
||||
"portable-atomic",
|
||||
"portable-atomic-util",
|
||||
"rawpointer",
|
||||
]
|
||||
|
||||
[[package]]
|
||||
name = "num-complex"
|
||||
version = "0.4.6"
|
||||
source = "registry+https://github.com/rust-lang/crates.io-index"
|
||||
checksum = "73f88a1307638156682bada9d7604135552957b7818057dcef22705b4d509495"
|
||||
dependencies = [
|
||||
"num-traits",
|
||||
]
|
||||
|
||||
[[package]]
|
||||
name = "num-integer"
|
||||
version = "0.1.46"
|
||||
source = "registry+https://github.com/rust-lang/crates.io-index"
|
||||
checksum = "7969661fd2958a5cb096e56c8e1ad0444ac2bbcd0061bd28660485a44879858f"
|
||||
dependencies = [
|
||||
"num-traits",
|
||||
]
|
||||
|
||||
[[package]]
|
||||
name = "num-traits"
|
||||
version = "0.2.19"
|
||||
source = "registry+https://github.com/rust-lang/crates.io-index"
|
||||
checksum = "071dfc062690e90b734c0b2273ce72ad0ffa95f0c74596bc250dcfd960262841"
|
||||
dependencies = [
|
||||
"autocfg",
|
||||
]
|
||||
|
||||
[[package]]
|
||||
name = "portable-atomic"
|
||||
version = "1.13.1"
|
||||
source = "registry+https://github.com/rust-lang/crates.io-index"
|
||||
checksum = "c33a9471896f1c69cecef8d20cbe2f7accd12527ce60845ff44c153bb2a21b49"
|
||||
|
||||
[[package]]
|
||||
name = "portable-atomic-util"
|
||||
version = "0.2.7"
|
||||
source = "registry+https://github.com/rust-lang/crates.io-index"
|
||||
checksum = "c2a106d1259c23fac8e543272398ae0e3c0b8d33c88ed73d0cc71b0f1d902618"
|
||||
dependencies = [
|
||||
"portable-atomic",
|
||||
]
|
||||
|
||||
[[package]]
|
||||
name = "rawpointer"
|
||||
version = "0.2.1"
|
||||
source = "registry+https://github.com/rust-lang/crates.io-index"
|
||||
checksum = "60a357793950651c4ed0f3f52338f53b2f809f32d83a07f72909fa13e4c6c1e3"
|
||||
@@ -0,0 +1,7 @@
|
||||
[package]
|
||||
name = "FFVN-MiniJAX"
|
||||
version = "0.0.1"
|
||||
edition = "2024"
|
||||
|
||||
[dependencies]
|
||||
ndarray = "0.17.2"
|
||||
+21
@@ -0,0 +1,21 @@
|
||||
{
|
||||
pkgs,
|
||||
}:
|
||||
|
||||
pkgs.rustPlatform.buildRustPackage (finalAttrs: {
|
||||
pname = "fvnn-minijax";
|
||||
version = "0.0.1";
|
||||
|
||||
src = ./.;
|
||||
|
||||
cargoLock = {
|
||||
lockFile = ./Cargo.lock;
|
||||
};
|
||||
|
||||
meta = {
|
||||
description = "Simple implementation of neural networks and verifiers";
|
||||
homepage = "https://github.com/Pantonius/fvnn-minijax";
|
||||
license = pkgs.lib.licenses.unlicense;
|
||||
maintainers = [ ];
|
||||
};
|
||||
})
|
||||
Generated
+64
@@ -0,0 +1,64 @@
|
||||
{
|
||||
"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": 1776329215,
|
||||
"narHash": "sha256-a8BYi3mzoJ/AcJP8UldOx8emoPRLeWqALZWu4ZvjPXw=",
|
||||
"owner": "NixOS",
|
||||
"repo": "nixpkgs",
|
||||
"rev": "b86751bc4085f48661017fa226dee99fab6c651b",
|
||||
"type": "github"
|
||||
},
|
||||
"original": {
|
||||
"owner": "NixOS",
|
||||
"ref": "nixpkgs-unstable",
|
||||
"repo": "nixpkgs",
|
||||
"type": "github"
|
||||
}
|
||||
},
|
||||
"root": {
|
||||
"inputs": {
|
||||
"flake-utils": "flake-utils",
|
||||
"nixpkgs": "nixpkgs",
|
||||
"systems": "systems"
|
||||
}
|
||||
},
|
||||
"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
|
||||
}
|
||||
@@ -0,0 +1,49 @@
|
||||
{
|
||||
description = "A Nix-flake-based rust development environment";
|
||||
|
||||
inputs.nixpkgs.url = "github:NixOS/nixpkgs/nixpkgs-unstable";
|
||||
inputs.systems.url = "github:nix-systems/default";
|
||||
inputs.flake-utils = {
|
||||
url = "github:numtide/flake-utils";
|
||||
inputs.systems.follows = "systems";
|
||||
};
|
||||
|
||||
outputs =
|
||||
{
|
||||
self,
|
||||
nixpkgs,
|
||||
flake-utils,
|
||||
...
|
||||
}:
|
||||
flake-utils.lib.eachDefaultSystem (
|
||||
system:
|
||||
let
|
||||
pkgs = nixpkgs.legacyPackages.${system};
|
||||
stdenv = pkgs.clangStdenv;
|
||||
shell = {
|
||||
packages = (
|
||||
if system == "aarch64-darwin" then
|
||||
[ ]
|
||||
else
|
||||
with pkgs;
|
||||
[
|
||||
cargo
|
||||
]
|
||||
);
|
||||
inputsFrom = [
|
||||
self.packages.${system}.ffvn-minijax
|
||||
];
|
||||
};
|
||||
in
|
||||
{
|
||||
devShells = {
|
||||
default = pkgs.mkShell.override { stdenv = stdenv; } shell;
|
||||
};
|
||||
packages = rec {
|
||||
stdenv = stdenv;
|
||||
ffvn-minijax = pkgs.callPackage ./default.nix { inherit pkgs; };
|
||||
default = ffvn-minijax;
|
||||
};
|
||||
}
|
||||
);
|
||||
}
|
||||
@@ -0,0 +1,53 @@
|
||||
struct PaddingOptionConfig {
|
||||
left: usize,
|
||||
right: usize,
|
||||
interior: usize,
|
||||
}
|
||||
|
||||
struct PaddingOptions {
|
||||
config: PaddingOptionConfig,
|
||||
axes: Vec<isize>,
|
||||
value: Box<dyn Value>,
|
||||
}
|
||||
|
||||
struct ConvOptions {
|
||||
stride: isize,
|
||||
}
|
||||
|
||||
struct AvgPoolOptions {
|
||||
window_size: Vec<usize>,
|
||||
stride: Vec<usize>,
|
||||
}
|
||||
pub trait Value {}
|
||||
|
||||
pub enum Primitive {
|
||||
// elementwise
|
||||
Neg(Box<dyn Value>),
|
||||
Reciprocal(Box<dyn Value>),
|
||||
Sq(Box<dyn Value>),
|
||||
Sqrt(Box<dyn Value>),
|
||||
Exp(Box<dyn Value>),
|
||||
Ln(Box<dyn Value>),
|
||||
Add(Box<dyn Value>, Box<dyn Value>),
|
||||
Mul(Box<dyn Value>, Box<dyn Value>),
|
||||
Where(Vec<bool>, Box<dyn Value>, Box<dyn Value>),
|
||||
// activations
|
||||
ReLU(Box<dyn Value>),
|
||||
LReLU(Box<dyn Value>),
|
||||
ELU(Box<dyn Value>),
|
||||
GELU(Box<dyn Value>),
|
||||
// linear algebra
|
||||
Dot(Box<dyn Value>, Box<dyn Value>),
|
||||
// reduction
|
||||
ReduceSum(),
|
||||
// shape manipulation
|
||||
ExpandDims(),
|
||||
MoveAxis(),
|
||||
Reshape(),
|
||||
// padding
|
||||
Padding(Box<dyn Value>, PaddingOptions),
|
||||
// 2d convolution
|
||||
Conv(Box<dyn Value>, Box<dyn Value>, ConvOptions),
|
||||
// average pooling
|
||||
AvgPool(Box<dyn Value>, AvgPoolOptions),
|
||||
}
|
||||
@@ -0,0 +1,75 @@
|
||||
use ndarray::ArrayD;
|
||||
|
||||
use crate::core::{Primitive, Value};
|
||||
use crate::interpreters::Interpreter;
|
||||
|
||||
struct ComputeGraph {
|
||||
equations: Vec<Equation>,
|
||||
in_vars: Vec<Var>, // input nodes
|
||||
out_vars: Vec<Var>, // output nodes
|
||||
}
|
||||
|
||||
struct AbstractValue {
|
||||
var: Var,
|
||||
}
|
||||
impl Value for AbstractValue {}
|
||||
|
||||
struct Equation {
|
||||
// out_var = add in_var1 in_var2
|
||||
primitive: Primitive,
|
||||
in_vars: Vec<Var>,
|
||||
out_var: Var,
|
||||
}
|
||||
|
||||
struct CGArray {
|
||||
value: ArrayD<f64>
|
||||
}
|
||||
impl Value for CGArray {}
|
||||
|
||||
#[derive(Debug, Clone)]
|
||||
struct Var {}
|
||||
|
||||
struct ComputeGraphInterpreter {
|
||||
equations: Vec<Equation>,
|
||||
}
|
||||
impl Interpreter for ComputeGraphInterpreter {
|
||||
fn process_primitive(&mut self, primitive: Primitive) -> Box<dyn Value> {
|
||||
let out_var = Var {};
|
||||
let eqn = Equation {
|
||||
primitive,
|
||||
in_vars: Vec::new(),
|
||||
out_var,
|
||||
};
|
||||
|
||||
self.equations.push(eqn);
|
||||
|
||||
return Box::new(AbstractValue { var: out_var });
|
||||
}
|
||||
}
|
||||
impl ComputeGraphInterpreter {
|
||||
fn init() -> Self {
|
||||
Self {
|
||||
equations: Vec::new(),
|
||||
}
|
||||
}
|
||||
|
||||
fn make_compute_graph(fn: ??, args: Vec<>) -> ComputeGraph {
|
||||
let in_vars = Vec::new();
|
||||
for _ in args {
|
||||
in_vars.push(Var {});
|
||||
}
|
||||
|
||||
let in_vals = Vec::new();
|
||||
for var in in_vars {
|
||||
in_vals.push(AbstractValue { var });
|
||||
}
|
||||
|
||||
let cg_interpreter = ComputeGraphInterpreter::init();
|
||||
|
||||
return ComputeGraph {
|
||||
equations: cg_interpreter.equations,
|
||||
in_vars,
|
||||
out_vars,
|
||||
};
|
||||
}
|
||||
}
|
||||
@@ -0,0 +1,24 @@
|
||||
use crate::{
|
||||
core::{Primitive, Value},
|
||||
interpreters::Interpreter,
|
||||
};
|
||||
|
||||
struct EvalInterpreter {}
|
||||
|
||||
impl Interpreter for EvalInterpreter {
|
||||
fn process_primitive(&mut self, primitive: Primitive) -> Box<dyn Value> {
|
||||
use Primitive::*;
|
||||
Box::new(match primitive {
|
||||
Neg(x) => -x,
|
||||
Reciprocal(x) => 1. / x,
|
||||
Add(x, y) => x + y,
|
||||
Mul(x, y) => x * y,
|
||||
Sq(x) => x * x,
|
||||
Sqrt(x) => x.sqrt(),
|
||||
Ln(x) => x.ln(),
|
||||
Exp(x) => x.exp(),
|
||||
Dot(A, B) => A.dot(&B),
|
||||
ReLU(x) => x.max(0.),
|
||||
})
|
||||
}
|
||||
}
|
||||
@@ -0,0 +1,16 @@
|
||||
use crate::core::{Primitive, Value};
|
||||
use crate::interpreters::Interpreter;
|
||||
|
||||
struct IBPInterpreter {}
|
||||
|
||||
impl Interpreter for IBPInterpreter {
|
||||
fn process_primitive(&mut self, primitive: Primitive) -> Box<dyn Value> {
|
||||
todo!()
|
||||
}
|
||||
}
|
||||
|
||||
struct IBPBox {
|
||||
lb: Box<dyn Value>,
|
||||
ub: Box<dyn Value>,
|
||||
}
|
||||
impl Value for IBPBox {}
|
||||
@@ -0,0 +1,13 @@
|
||||
use crate::core::{Primitive, Value};
|
||||
|
||||
pub trait Interpreter {
|
||||
fn process_primitive(&mut self, primitive: Primitive) -> Box<dyn Value>;
|
||||
}
|
||||
|
||||
mod cg;
|
||||
mod eval;
|
||||
mod ibp;
|
||||
|
||||
pub use cg::*;
|
||||
pub use eval::*;
|
||||
pub use ibp::*;
|
||||
@@ -0,0 +1,4 @@
|
||||
mod core;
|
||||
mod interpreters;
|
||||
|
||||
fn main() {}
|
||||
@@ -0,0 +1 @@
|
||||
**/actual/*
|
||||
Binary file not shown.
Binary file not shown.
Binary file not shown.
@@ -0,0 +1,23 @@
|
||||
{
|
||||
"command": "fuzz_eval",
|
||||
"n_trials": 400,
|
||||
"seed": 0,
|
||||
"primitives": [
|
||||
"neg",
|
||||
"reciprocal",
|
||||
"relu",
|
||||
"square",
|
||||
"sqrt",
|
||||
"exp",
|
||||
"log",
|
||||
"add",
|
||||
"mul",
|
||||
"dot",
|
||||
"where",
|
||||
"expand_dims",
|
||||
"moveaxis",
|
||||
"reshape",
|
||||
"reduce_sum"
|
||||
],
|
||||
"check_nan_inf": false
|
||||
}
|
||||
@@ -0,0 +1,19 @@
|
||||
{
|
||||
"command": "fuzz_eval",
|
||||
"n_trials": 100,
|
||||
"seed": 0,
|
||||
"primitives": [
|
||||
"neg",
|
||||
"relu",
|
||||
"square",
|
||||
"add",
|
||||
"mul",
|
||||
"dot",
|
||||
"where",
|
||||
"expand_dims",
|
||||
"moveaxis",
|
||||
"reshape",
|
||||
"reduce_sum"
|
||||
],
|
||||
"check_nan_inf": true
|
||||
}
|
||||
@@ -0,0 +1,23 @@
|
||||
{
|
||||
"command": "fuzz_grad",
|
||||
"n_trials": 400,
|
||||
"seed": 0,
|
||||
"primitives": [
|
||||
"neg",
|
||||
"reciprocal",
|
||||
"relu",
|
||||
"square",
|
||||
"sqrt",
|
||||
"exp",
|
||||
"log",
|
||||
"add",
|
||||
"mul",
|
||||
"dot",
|
||||
"where",
|
||||
"expand_dims",
|
||||
"moveaxis",
|
||||
"reshape",
|
||||
"reduce_sum"
|
||||
],
|
||||
"check_nan_inf": false
|
||||
}
|
||||
@@ -0,0 +1,19 @@
|
||||
{
|
||||
"command": "fuzz_grad",
|
||||
"n_trials": 100,
|
||||
"seed": 0,
|
||||
"primitives": [
|
||||
"neg",
|
||||
"relu",
|
||||
"square",
|
||||
"add",
|
||||
"mul",
|
||||
"dot",
|
||||
"where",
|
||||
"expand_dims",
|
||||
"moveaxis",
|
||||
"reshape",
|
||||
"reduce_sum"
|
||||
],
|
||||
"check_nan_inf": true
|
||||
}
|
||||
@@ -0,0 +1,8 @@
|
||||
{
|
||||
"command": "train",
|
||||
"dataset": "mnist_mlp",
|
||||
"in_size": 784,
|
||||
"num_classes": 10,
|
||||
"timeout": 3600,
|
||||
"source_dataset": "mnist"
|
||||
}
|
||||
@@ -0,0 +1,3 @@
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|
||||
version https://git-lfs.github.com/spec/v1
|
||||
oid sha256:47ea547720d9167e3bce0895d31be8c3e5de75463ac90219a1d4854a7c6c4621
|
||||
size 400
|
||||
@@ -0,0 +1,3 @@
|
||||
version https://git-lfs.github.com/spec/v1
|
||||
oid sha256:e4271cf02dceda71d3271d412d0610e2b523e437be779ba24f93ce41f863d0e3
|
||||
size 400
|
||||
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Reference in New Issue
Block a user