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https://github.com/huggingface/candle.git
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Debugging index_add.
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@ -1,8 +1,9 @@
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use metal::{Buffer, Device, Function, Library, CompileOptions};
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use metal::{Buffer, CompileOptions, Device, Function, Library, NSUInteger};
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use std::collections::HashMap;
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use std::sync::RwLock;
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static UNARY: &'static str = include_str!("unary.metal");
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pub const INDEXING: &str = include_str!("indexing.metal");
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pub const UNARY: &str = include_str!("unary.metal");
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pub enum Error {}
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@ -63,10 +64,16 @@ fn call_unary(func: &Function, input: &Buffer, output: &Buffer, length: usize) {
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mod tests {
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use super::*;
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use metal::{
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ComputePipelineDescriptor, MTLResourceOptions, MTLResourceUsage, MTLSize,
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CompileOptions, ComputePipelineDescriptor, Device, FunctionConstantValues, MTLDataType,
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MTLResourceOptions, MTLResourceUsage, MTLSize, NSUInteger,
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};
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use std::ffi::c_void;
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use std::mem;
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fn approx(v: Vec<f32>, digits: i32) -> Vec<f32>{
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pub fn void_ptr<T>(v: &T) -> *const c_void {
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(v as *const T).cast()
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}
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fn approx(v: Vec<f32>, digits: i32) -> Vec<f32> {
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let b = 10f32.powi(digits);
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v.iter().map(|t| f32::round(t * b) / b).collect()
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}
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@ -80,11 +87,11 @@ mod tests {
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let command_buffer = command_queue.new_command_buffer();
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let encoder = command_buffer.new_compute_command_encoder();
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let input = device.new_buffer_with_data(
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v.as_ptr() as *const core::ffi::c_void,
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(v.len() * core::mem::size_of::<f32>()) as u64,
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v.as_ptr() as *const c_void,
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(v.len() * mem::size_of::<f32>()) as u64,
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option,
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);
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let output = device.new_buffer((v.len() * core::mem::size_of::<f32>()) as u64, option);
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let output = device.new_buffer((v.len() * mem::size_of::<f32>()) as u64, option);
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let library = device
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.new_library_with_source(UNARY, &CompileOptions::new())
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.expect("Failed to load unary library");
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@ -130,9 +137,93 @@ mod tests {
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encoder.end_encoding();
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command_buffer.commit();
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command_buffer.wait_until_completed();
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let expected: Vec<_> = v.iter().map(|v| v.cos()).collect();
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let results = output.read_to_vec::<f32>(v.len());
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assert_eq!(approx(results, 4), vec![0.5403, -0.4161, -0.99]);
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assert_eq!(approx(expected, 4), vec![0.5403, -0.4161, -0.99]);
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}
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#[test]
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fn index_add() {
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let device = Device::system_default().expect("no device found");
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let options = CompileOptions::new();
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let library = device.new_library_with_source(INDEXING, &options).unwrap();
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let left = [1.0f32, 2.0, 3.0, 4.0, 5.0, 6.0, 7.0, 8.0, 9.0];
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let right = [1.0f32; 15];
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let index = [0u32, 4, 2];
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let ids_dim_size = index.len() as u32;
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let src_dim_size = 2u32;
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let dst_dim_size = 2u32;
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let left_size = left.len() as u32;
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let right_size = right.len() as u32;
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let numel = left_size * right_size;
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let fcv = FunctionConstantValues::new();
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fcv.set_constant_value_at_index(void_ptr(&ids_dim_size), MTLDataType::UInt, 0);
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fcv.set_constant_value_at_index(void_ptr(&src_dim_size), MTLDataType::UInt, 1);
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fcv.set_constant_value_at_index(void_ptr(&dst_dim_size), MTLDataType::UInt, 2);
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fcv.set_constant_value_at_index(void_ptr(&left_size), MTLDataType::UInt, 3);
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fcv.set_constant_value_at_index(void_ptr(&right_size), MTLDataType::UInt, 4);
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let function = library.get_function("index_add", Some(fcv)).unwrap();
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let pipeline = device
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.new_compute_pipeline_state_with_function(&function)
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.unwrap();
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let options = MTLResourceOptions::StorageModeShared;
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let ids_size = (index.len() * mem::size_of::<u32>()) as NSUInteger;
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let input_size = (left.len() * mem::size_of::<f32>()) as NSUInteger;
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let output_size = (right.len() * mem::size_of::<f32>()) as NSUInteger;
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let ids = device.new_buffer_with_data(void_ptr(&index), ids_size, options);
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let inputs = device.new_buffer_with_data(void_ptr(&left), input_size, options);
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let outputs = device.new_buffer_with_data(void_ptr(&right), output_size, options);
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let command_queue = device.new_command_queue();
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let command_buffer = command_queue.new_command_buffer();
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let encoder = command_buffer.new_compute_command_encoder();
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encoder.set_compute_pipeline_state(&pipeline);
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let thread_group_memory_length = output_size;
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encoder.set_threadgroup_memory_length(0, thread_group_memory_length as NSUInteger);
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encoder.use_resource(&ids, MTLResourceUsage::Read);
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encoder.use_resource(&inputs, MTLResourceUsage::Read);
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encoder.use_resource(&outputs, MTLResourceUsage::Write);
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encoder.set_buffer(0, Some(&ids), 0);
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encoder.set_buffer(1, Some(&inputs), 0);
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encoder.set_buffer(2, Some(&outputs), 0);
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let width = 16;
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let thread_group_count = MTLSize {
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width,
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height: 1,
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depth: 1,
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};
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let thread_group_size = MTLSize {
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width: (numel as NSUInteger + width) / width,
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height: 1,
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depth: 1,
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};
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println!("{:?}", thread_group_count);
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println!("{:?}", thread_group_size);
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encoder.dispatch_thread_groups(thread_group_count, thread_group_size);
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encoder.end_encoding();
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command_buffer.commit();
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command_buffer.wait_until_completed();
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let expected = vec![
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2.0, 3.0, 4.0, 1.0, 1.0, 1.0, 8.0, 9.0, 10.0, 1.0, 1.0, 1.0, 5.0, 6.0, 7.0,
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];
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let result = outputs.read_to_vec::<f32>(right.len());
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println!("{:?}", result);
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assert_eq!(result, expected);
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}
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}
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