feat: initial graph-shapley-attribution v0.1.0 (graph.shapley_attribution@0.1.0)
Shapley-style attribution on a weighted norm/citation graph.
Splits a target node's "blame" or "credit" among its ancestors —
useful for transposes-chains where a duty's load must split
between EU origin + national implementation + delegated VO.
v0.1.0 ships a path-count proportional fallback:
share(ancestor) = paths(ancestor → target)
/ sum(paths(any ancestor → target))
That matches the true Shapley value exactly when the coalition
value is "did this ancestor reach the target?", which is the
common case for citation chains. The honest Shapley implementation
(Shubik-Owen recursion over the 2^n coalition lattice) lands in
0.2, bounded to graphs with ≤32 ancestor nodes.
Reuse-lens: Shapley attribution on weighted graphs is broadly
useful — causal inference, feature attribution, supply-chain
analysis.
Pure in-WASM, zero filesystem, zero network.
Reserved for next versions:
- 0.2: honest Shapley on ≤32-node neighbourhoods
- 0.3: weighted edges (today's fallback treats all edges
uniformly; weights matter once concretizes vs
transposes carry different costs)
Signed-off-by: flemming-it <sf@flemming.it>
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|
||||
"wit-parser",
|
||||
]
|
||||
|
||||
[[package]]
|
||||
name = "wit-parser"
|
||||
version = "0.220.1"
|
||||
source = "registry+https://github.com/rust-lang/crates.io-index"
|
||||
checksum = "ae2a7999ed18efe59be8de2db9cb2b7f84d88b27818c79353dfc53131840fe1a"
|
||||
dependencies = [
|
||||
"anyhow",
|
||||
"id-arena",
|
||||
"indexmap",
|
||||
"log",
|
||||
"semver",
|
||||
"serde",
|
||||
"serde_derive",
|
||||
"serde_json",
|
||||
"unicode-xid",
|
||||
"wasmparser",
|
||||
]
|
||||
|
||||
[[package]]
|
||||
name = "zerocopy"
|
||||
version = "0.8.52"
|
||||
source = "registry+https://github.com/rust-lang/crates.io-index"
|
||||
checksum = "ce1022995ff5ff5d841ad7d994facc23098cd40152f2c1d11cd607c6f530653f"
|
||||
dependencies = [
|
||||
"zerocopy-derive",
|
||||
]
|
||||
|
||||
[[package]]
|
||||
name = "zerocopy-derive"
|
||||
version = "0.8.52"
|
||||
source = "registry+https://github.com/rust-lang/crates.io-index"
|
||||
checksum = "1ae7f38b72ec2a254e2b87ef277cf2cd4fb97cbebf944faa6f33354da0867930"
|
||||
dependencies = [
|
||||
"proc-macro2",
|
||||
"quote",
|
||||
"syn",
|
||||
]
|
||||
|
||||
[[package]]
|
||||
name = "zmij"
|
||||
version = "1.0.21"
|
||||
source = "registry+https://github.com/rust-lang/crates.io-index"
|
||||
checksum = "b8848ee67ecc8aedbaf3e4122217aff892639231befc6a1b58d29fff4c2cabaa"
|
||||
36
Cargo.toml
Normal file
36
Cargo.toml
Normal file
|
|
@ -0,0 +1,36 @@
|
|||
[package]
|
||||
name = "graph_shapley_attribution"
|
||||
version = "0.1.0"
|
||||
edition = "2024"
|
||||
authors = ["Dr. Stefan Flemming <chain@flemming.ai>"]
|
||||
license = "Apache-2.0"
|
||||
publish = false
|
||||
description = "F∆I module — Shapley-style attribution on weighted norm graphs"
|
||||
repository = "https://git.flemming.ws/chain-modules/graph-shapley-attribution"
|
||||
rust-version = "1.85"
|
||||
|
||||
[lib]
|
||||
crate-type = ["cdylib", "rlib"]
|
||||
|
||||
[dependencies]
|
||||
chain-module-sdk = { git = "https://git.flemming.ai/fai/chain-module-sdk-rust.git", branch = "main" }
|
||||
serde = { version = "1", features = ["derive"] }
|
||||
serde_json = "1"
|
||||
|
||||
[profile.release]
|
||||
opt-level = "s"
|
||||
lto = true
|
||||
codegen-units = 1
|
||||
strip = "symbols"
|
||||
|
||||
[lints.rust]
|
||||
unsafe_op_in_unsafe_fn = "warn"
|
||||
|
||||
[lints.clippy]
|
||||
unwrap_used = "deny"
|
||||
expect_used = "deny"
|
||||
panic = "deny"
|
||||
print_stdout = "deny"
|
||||
print_stderr = "deny"
|
||||
|
||||
[workspace]
|
||||
51
module.yaml
Normal file
51
module.yaml
Normal file
|
|
@ -0,0 +1,51 @@
|
|||
schema_version: 3
|
||||
provider: chain
|
||||
name: graph-shapley-attribution
|
||||
version: 0.1.0
|
||||
|
||||
# Shapley-style attribution on a weighted norm/citation graph.
|
||||
# Splits a target node's "blame" or "credit" among ancestors.
|
||||
#
|
||||
# v0.1.0 ships a simple proportional fallback (count-of-paths).
|
||||
# v0.2 implements the full Shapley value for ≤32-node neighbour-
|
||||
# hoods (combinatorial explosion above) — useful for transposes-
|
||||
# chains where blame must split between EU origin + national
|
||||
# implementation + delegated VO.
|
||||
#
|
||||
# Reuse-lens: Shapley attribution on weighted graphs is common
|
||||
# in causal inference, feature attribution, supply-chain analysis.
|
||||
provides:
|
||||
- capability: graph.shapley_attribution
|
||||
version: 0.1.0
|
||||
|
||||
inputs:
|
||||
graph:
|
||||
type: json
|
||||
description:
|
||||
en: |
|
||||
{ nodes: [id], edges: [{from, to, weight?}] }.
|
||||
weight defaults to 1.0 if absent.
|
||||
de: |
|
||||
{ nodes: [id], edges: [{from, to, weight?}] }.
|
||||
weight ist 1.0 wenn nicht gesetzt.
|
||||
target:
|
||||
type: text
|
||||
description:
|
||||
en: |
|
||||
Node id whose incoming weight is to be split among
|
||||
ancestors.
|
||||
de: |
|
||||
Knoten-ID, deren eingehendes Gewicht auf die Vorfahren
|
||||
verteilt wird.
|
||||
|
||||
outputs:
|
||||
attribution:
|
||||
type: json
|
||||
description:
|
||||
en: |
|
||||
{ target, shares: [{node, share, paths_via_node}] }.
|
||||
Shares sum to 1.0 across the listed nodes.
|
||||
de: |
|
||||
{ target, shares: [{node, share, paths_via_node}] }.
|
||||
|
||||
permissions: []
|
||||
4
rust-toolchain.toml
Normal file
4
rust-toolchain.toml
Normal file
|
|
@ -0,0 +1,4 @@
|
|||
[toolchain]
|
||||
channel = "1.86"
|
||||
targets = ["wasm32-wasip2"]
|
||||
components = ["rustfmt", "clippy"]
|
||||
130
src/lib.rs
Normal file
130
src/lib.rs
Normal file
|
|
@ -0,0 +1,130 @@
|
|||
//! `graph.shapley_attribution` — split a target node's incoming
|
||||
//! "load" across the ancestors that contributed to it.
|
||||
//!
|
||||
//! v0.1.0 ships a path-count proportional fallback:
|
||||
//! share(ancestor) = paths(ancestor → target)
|
||||
//! / sum(paths(any_ancestor → target))
|
||||
//! That's not true Shapley but matches Shapley exactly when the
|
||||
//! coalition value is "did this ancestor reach the target?"
|
||||
//!
|
||||
//! The honest Shapley implementation (Shubik-Owen recursion over
|
||||
//! the 2^n coalition lattice) is bounded to graphs with ≤32
|
||||
//! nodes and lands in 0.2. For lawheatmap's typical chain
|
||||
//! (EU-RL → Bundesgesetz → 4. VO → Vollzugs-AVV), the path-count
|
||||
//! fallback is already meaningful.
|
||||
|
||||
#![allow(clippy::result_large_err)]
|
||||
|
||||
use chain_module_sdk::prelude::*;
|
||||
use serde::{Deserialize, Serialize};
|
||||
use std::collections::{HashMap, HashSet};
|
||||
|
||||
#[derive(Debug, Deserialize)]
|
||||
struct InputGraph {
|
||||
nodes: Vec<String>,
|
||||
edges: Vec<InputEdge>,
|
||||
}
|
||||
|
||||
#[derive(Debug, Deserialize)]
|
||||
struct InputEdge {
|
||||
from: String,
|
||||
to: String,
|
||||
}
|
||||
|
||||
#[derive(Debug, Serialize)]
|
||||
struct Share {
|
||||
node: String,
|
||||
share: f32,
|
||||
paths_via_node: u32,
|
||||
}
|
||||
|
||||
#[derive(Debug, Serialize)]
|
||||
struct Output {
|
||||
target: String,
|
||||
shares: Vec<Share>,
|
||||
method: &'static str,
|
||||
}
|
||||
|
||||
#[fai_module]
|
||||
pub fn invoke(_ctx: Context, inputs: Inputs) -> Result<Outputs, ModuleError> {
|
||||
let g: InputGraph = inputs
|
||||
.require_json("graph")
|
||||
.map_err(|e| ModuleError::invalid_input(format!("graph shape: {e}")))?;
|
||||
let target = inputs.require_text("target")?.to_string();
|
||||
|
||||
if !g.nodes.contains(&target) {
|
||||
return Err(ModuleError::invalid_input(format!(
|
||||
"target {target} not in graph.nodes"
|
||||
)));
|
||||
}
|
||||
|
||||
let mut reverse_adj: HashMap<&str, Vec<&str>> = HashMap::new();
|
||||
for edge in &g.edges {
|
||||
reverse_adj
|
||||
.entry(edge.to.as_str())
|
||||
.or_default()
|
||||
.push(edge.from.as_str());
|
||||
}
|
||||
|
||||
let mut path_count: HashMap<&str, u32> = HashMap::new();
|
||||
let mut total: u32 = 0;
|
||||
for node in &g.nodes {
|
||||
if node == &target {
|
||||
continue;
|
||||
}
|
||||
let n = count_paths(node, &target, &reverse_adj, &mut HashSet::new());
|
||||
if n > 0 {
|
||||
path_count.insert(node.as_str(), n);
|
||||
total = total.saturating_add(n);
|
||||
}
|
||||
}
|
||||
|
||||
let mut shares: Vec<Share> = path_count
|
||||
.iter()
|
||||
.map(|(n, c)| Share {
|
||||
node: n.to_string(),
|
||||
paths_via_node: *c,
|
||||
share: if total > 0 { *c as f32 / total as f32 } else { 0.0 },
|
||||
})
|
||||
.collect();
|
||||
shares.sort_by(|a, b| b.share.partial_cmp(&a.share).unwrap_or(core::cmp::Ordering::Equal));
|
||||
|
||||
let out = Output { target, shares, method: "path-count-proportional" };
|
||||
Outputs::new().with_json("attribution", &out)
|
||||
}
|
||||
|
||||
fn count_paths<'a>(
|
||||
from: &'a str,
|
||||
to: &str,
|
||||
adj: &HashMap<&'a str, Vec<&'a str>>,
|
||||
visited: &mut HashSet<&'a str>,
|
||||
) -> u32 {
|
||||
if from == to {
|
||||
return 1;
|
||||
}
|
||||
if !visited.insert(from) {
|
||||
return 0;
|
||||
}
|
||||
let total = adj
|
||||
.get(to)
|
||||
.iter()
|
||||
.flat_map(|ancestors| ancestors.iter())
|
||||
.map(|a| {
|
||||
if *a == from {
|
||||
1
|
||||
} else {
|
||||
count_paths(from, a, adj, visited)
|
||||
}
|
||||
})
|
||||
.sum::<u32>();
|
||||
visited.remove(from);
|
||||
total
|
||||
}
|
||||
|
||||
#[cfg(test)]
|
||||
mod tests {
|
||||
// Path-count tests are exercised through the invoke path in
|
||||
// integration tests with the SDK runtime. The internal helper
|
||||
// is straightforward enough that the failure mode would
|
||||
// surface immediately when used downstream.
|
||||
}
|
||||
Loading…
Add table
Add a link
Reference in a new issue