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[Oxidize BasisTranslator]: Move
basis_search
and `BasisSearchVisito…
…r` to rust. (#12811) * Add: Basis search function - Add rust counterpart for `basis_search`. - Consolidated the `BasisSearchVisitor` into the function due to differences in rust behavior. * Fix: Wrong return value for `basis_search` * Fix: Remove `IndexMap` and duplicate declarations. * Fix: Adapt to #12730 * Remove: unused imports * Docs: Edit docstring for rust native `basis_search` * Fix: Use owned Strings. - Due to the nature of `hashbrown` we must use owned Strings instead of `&str`. * Add: mutable graph view that the `BasisTranslator` can access in Rust. - Remove import of `random` in `basis_translator`. * Fix: Review comments - Rename `EquivalenceLibrary`'s `mut_graph` method to `graph_mut` to keep consistent with rust naming conventions. - Use `&HashSet<String>` instead of `HashSet<&str>` to avoid extra conversion. - Use `u32::MAX` as num_qubits for dummy node. - Use for loop instead of foreachj to add edges to dummy node. - Add comment explaining usage of flatten in `initialize_num_gates_remain_for_rule`. - Remove stale comments. * Update crates/accelerate/src/basis/basis_translator/basis_search.rs --------- Co-authored-by: Matthew Treinish <[email protected]>
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crates/accelerate/src/basis/basis_translator/basis_search.rs
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// This code is part of Qiskit. | ||
// | ||
// (C) Copyright IBM 2024 | ||
// | ||
// This code is licensed under the Apache License, Version 2.0. You may | ||
// obtain a copy of this license in the LICENSE.txt file in the root directory | ||
// of this source tree or at http://www.apache.org/licenses/LICENSE-2.0. | ||
// | ||
// Any modifications or derivative works of this code must retain this | ||
// copyright notice, and modified files need to carry a notice indicating | ||
// that they have been altered from the originals. | ||
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use std::cell::RefCell; | ||
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use hashbrown::{HashMap, HashSet}; | ||
use pyo3::prelude::*; | ||
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use crate::equivalence::{EdgeData, Equivalence, EquivalenceLibrary, Key, NodeData}; | ||
use qiskit_circuit::operations::Operation; | ||
use rustworkx_core::petgraph::stable_graph::{EdgeReference, NodeIndex, StableDiGraph}; | ||
use rustworkx_core::petgraph::visit::Control; | ||
use rustworkx_core::traversal::{dijkstra_search, DijkstraEvent}; | ||
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use super::compose_transforms::{BasisTransformIn, GateIdentifier}; | ||
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/// Search for a set of transformations from source_basis to target_basis. | ||
/// Args: | ||
/// equiv_lib (EquivalenceLibrary): Source of valid translations | ||
/// source_basis (Set[Tuple[gate_name: str, gate_num_qubits: int]]): Starting basis. | ||
/// target_basis (Set[gate_name: str]): Target basis. | ||
/// | ||
/// Returns: | ||
/// Optional[List[Tuple[gate, equiv_params, equiv_circuit]]]: List of (gate, | ||
/// equiv_params, equiv_circuit) tuples tuples which, if applied in order | ||
/// will map from source_basis to target_basis. Returns None if no path | ||
/// was found. | ||
#[pyfunction] | ||
#[pyo3(name = "basis_search")] | ||
pub(crate) fn py_basis_search( | ||
py: Python, | ||
equiv_lib: &mut EquivalenceLibrary, | ||
source_basis: HashSet<GateIdentifier>, | ||
target_basis: HashSet<String>, | ||
) -> PyObject { | ||
basis_search(equiv_lib, &source_basis, &target_basis).into_py(py) | ||
} | ||
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type BasisTransforms = Vec<(GateIdentifier, BasisTransformIn)>; | ||
/// Search for a set of transformations from source_basis to target_basis. | ||
/// | ||
/// Performs a Dijkstra search algorithm on the `EquivalenceLibrary`'s core graph | ||
/// to rate and classify different possible equivalent circuits to the provided gates. | ||
/// | ||
/// This is done by connecting all the nodes represented in the `target_basis` to a dummy | ||
/// node, and then traversing the graph until all the nodes described in the `source | ||
/// basis` are reached. | ||
pub(crate) fn basis_search( | ||
equiv_lib: &mut EquivalenceLibrary, | ||
source_basis: &HashSet<GateIdentifier>, | ||
target_basis: &HashSet<String>, | ||
) -> Option<BasisTransforms> { | ||
// Build the visitor attributes: | ||
let mut num_gates_remaining_for_rule: HashMap<usize, usize> = HashMap::default(); | ||
let predecessors: RefCell<HashMap<GateIdentifier, Equivalence>> = | ||
RefCell::new(HashMap::default()); | ||
let opt_cost_map: RefCell<HashMap<GateIdentifier, u32>> = RefCell::new(HashMap::default()); | ||
let mut basis_transforms: Vec<(GateIdentifier, BasisTransformIn)> = vec![]; | ||
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// Initialize visitor attributes: | ||
initialize_num_gates_remain_for_rule(equiv_lib.graph(), &mut num_gates_remaining_for_rule); | ||
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let mut source_basis_remain: HashSet<Key> = source_basis | ||
.iter() | ||
.filter_map(|(gate_name, gate_num_qubits)| { | ||
if !target_basis.contains(gate_name) { | ||
Some(Key { | ||
name: gate_name.to_string(), | ||
num_qubits: *gate_num_qubits, | ||
}) | ||
} else { | ||
None | ||
} | ||
}) | ||
.collect(); | ||
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// If source_basis is empty, no work needs to be done. | ||
if source_basis_remain.is_empty() { | ||
return Some(vec![]); | ||
} | ||
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// This is only necessary since gates in target basis are currently reported by | ||
// their names and we need to have in addition the number of qubits they act on. | ||
let target_basis_keys: Vec<Key> = equiv_lib | ||
.keys() | ||
.filter(|&key| target_basis.contains(key.name.as_str())) | ||
.cloned() | ||
.collect(); | ||
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// Dummy node is inserted in the graph. Which is where the search will start | ||
let dummy: NodeIndex = equiv_lib.graph_mut().add_node(NodeData { | ||
equivs: vec![], | ||
key: Key { | ||
name: "key".to_string(), | ||
num_qubits: u32::MAX, | ||
}, | ||
}); | ||
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// Extract indices for the target_basis gates, to avoid borrowing from graph. | ||
let target_basis_indices: Vec<NodeIndex> = target_basis_keys | ||
.iter() | ||
.map(|key| equiv_lib.node_index(key)) | ||
.collect(); | ||
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// Connect each edge in the target_basis to the dummy node. | ||
for node in target_basis_indices { | ||
equiv_lib.graph_mut().add_edge(dummy, node, None); | ||
} | ||
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// Edge cost function for Visitor | ||
let edge_weight = |edge: EdgeReference<Option<EdgeData>>| -> Result<u32, ()> { | ||
if edge.weight().is_none() { | ||
return Ok(1); | ||
} | ||
let edge_data = edge.weight().as_ref().unwrap(); | ||
let mut cost_tot = 0; | ||
let borrowed_cost = opt_cost_map.borrow(); | ||
for instruction in edge_data.rule.circuit.0.iter() { | ||
let instruction_op = instruction.op.view(); | ||
cost_tot += borrowed_cost[&( | ||
instruction_op.name().to_string(), | ||
instruction_op.num_qubits(), | ||
)]; | ||
} | ||
Ok(cost_tot | ||
- borrowed_cost[&( | ||
edge_data.source.name.to_string(), | ||
edge_data.source.num_qubits, | ||
)]) | ||
}; | ||
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let basis_transforms = match dijkstra_search( | ||
&equiv_lib.graph(), | ||
[dummy], | ||
edge_weight, | ||
|event: DijkstraEvent<NodeIndex, &Option<EdgeData>, u32>| { | ||
match event { | ||
DijkstraEvent::Discover(n, score) => { | ||
let gate_key = &equiv_lib.graph()[n].key; | ||
let gate = (gate_key.name.to_string(), gate_key.num_qubits); | ||
source_basis_remain.remove(gate_key); | ||
let mut borrowed_cost_map = opt_cost_map.borrow_mut(); | ||
if let Some(entry) = borrowed_cost_map.get_mut(&gate) { | ||
*entry = score; | ||
} else { | ||
borrowed_cost_map.insert(gate.clone(), score); | ||
} | ||
if let Some(rule) = predecessors.borrow().get(&gate) { | ||
basis_transforms.push(( | ||
(gate_key.name.to_string(), gate_key.num_qubits), | ||
(rule.params.clone(), rule.circuit.clone()), | ||
)); | ||
} | ||
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if source_basis_remain.is_empty() { | ||
basis_transforms.reverse(); | ||
return Control::Break(()); | ||
} | ||
} | ||
DijkstraEvent::EdgeRelaxed(_, target, Some(edata)) => { | ||
let gate = &equiv_lib.graph()[target].key; | ||
predecessors | ||
.borrow_mut() | ||
.entry((gate.name.to_string(), gate.num_qubits)) | ||
.and_modify(|value| *value = edata.rule.clone()) | ||
.or_insert(edata.rule.clone()); | ||
} | ||
DijkstraEvent::ExamineEdge(_, target, Some(edata)) => { | ||
num_gates_remaining_for_rule | ||
.entry(edata.index) | ||
.and_modify(|val| *val -= 1) | ||
.or_insert(0); | ||
let target = &equiv_lib.graph()[target].key; | ||
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// If there are gates in this `rule` that we have not yet generated, we can't apply | ||
// this `rule`. if `target` is already in basis, it's not beneficial to use this rule. | ||
if num_gates_remaining_for_rule[&edata.index] > 0 | ||
|| target_basis_keys.contains(target) | ||
{ | ||
return Control::Prune; | ||
} | ||
} | ||
_ => {} | ||
}; | ||
Control::Continue | ||
}, | ||
) { | ||
Ok(Control::Break(_)) => Some(basis_transforms), | ||
_ => None, | ||
}; | ||
equiv_lib.graph_mut().remove_node(dummy); | ||
basis_transforms | ||
} | ||
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fn initialize_num_gates_remain_for_rule( | ||
graph: &StableDiGraph<NodeData, Option<EdgeData>>, | ||
source: &mut HashMap<usize, usize>, | ||
) { | ||
let mut save_index = usize::MAX; | ||
// When iterating over the edges, ignore any none-valued ones by calling `flatten` | ||
for edge_data in graph.edge_weights().flatten() { | ||
if save_index == edge_data.index { | ||
continue; | ||
} | ||
source.insert(edge_data.index, edge_data.num_gates); | ||
save_index = edge_data.index; | ||
} | ||
} |
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