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2 classes
huggingface/candle
https://github.com/huggingface/candle/blob/a4ad7c79666958c38b9afc0e0c3e3499ab8991d8/candle-wasm-examples/whisper/src/languages.rs
candle-wasm-examples/whisper/src/languages.rs
pub const LANGUAGES: [(&str, &str); 99] = [ ("en", "english"), ("zh", "chinese"), ("de", "german"), ("es", "spanish"), ("ru", "russian"), ("ko", "korean"), ("fr", "french"), ("ja", "japanese"), ("pt", "portuguese"), ("tr", "turkish"), ("pl", "polish"), ("ca", "catalan"), ...
rust
Apache-2.0
a4ad7c79666958c38b9afc0e0c3e3499ab8991d8
2026-01-04T15:42:50.663313Z
false
huggingface/candle
https://github.com/huggingface/candle/blob/a4ad7c79666958c38b9afc0e0c3e3499ab8991d8/candle-wasm-examples/whisper/src/audio.rs
candle-wasm-examples/whisper/src/audio.rs
// Audio processing code, adapted from whisper.cpp // https://github.com/ggerganov/whisper.cpp use super::worker; pub trait Float: num_traits::Float + num_traits::FloatConst + num_traits::NumAssign {} impl Float for f32 {} impl Float for f64 {} // https://github.com/ggerganov/whisper.cpp/blob/4774d2feb01a772a15de81f...
rust
Apache-2.0
a4ad7c79666958c38b9afc0e0c3e3499ab8991d8
2026-01-04T15:42:50.663313Z
false
huggingface/candle
https://github.com/huggingface/candle/blob/a4ad7c79666958c38b9afc0e0c3e3499ab8991d8/candle-wasm-examples/whisper/src/bin/app.rs
candle-wasm-examples/whisper/src/bin/app.rs
fn main() { wasm_logger::init(wasm_logger::Config::new(log::Level::Trace)); yew::Renderer::<candle_wasm_example_whisper::App>::new().render(); }
rust
Apache-2.0
a4ad7c79666958c38b9afc0e0c3e3499ab8991d8
2026-01-04T15:42:50.663313Z
false
huggingface/candle
https://github.com/huggingface/candle/blob/a4ad7c79666958c38b9afc0e0c3e3499ab8991d8/candle-wasm-examples/whisper/src/bin/m.rs
candle-wasm-examples/whisper/src/bin/m.rs
use candle_wasm_example_whisper::worker::{Decoder as D, ModelData}; use wasm_bindgen::prelude::*; #[wasm_bindgen] pub struct Decoder { decoder: D, } #[wasm_bindgen] impl Decoder { #[wasm_bindgen(constructor)] #[allow(clippy::too_many_arguments)] pub fn new( weights: Vec<u8>, tokenizer:...
rust
Apache-2.0
a4ad7c79666958c38b9afc0e0c3e3499ab8991d8
2026-01-04T15:42:50.663313Z
false
huggingface/candle
https://github.com/huggingface/candle/blob/a4ad7c79666958c38b9afc0e0c3e3499ab8991d8/candle-wasm-examples/whisper/src/bin/worker.rs
candle-wasm-examples/whisper/src/bin/worker.rs
use yew_agent::PublicWorker; fn main() { candle_wasm_example_whisper::Worker::register(); }
rust
Apache-2.0
a4ad7c79666958c38b9afc0e0c3e3499ab8991d8
2026-01-04T15:42:50.663313Z
false
huggingface/candle
https://github.com/huggingface/candle/blob/a4ad7c79666958c38b9afc0e0c3e3499ab8991d8/candle-examples/buildtime_downloader.rs
candle-examples/buildtime_downloader.rs
use anyhow::{Context, Result}; use hf_hub::{api::sync::Api, Repo, RepoType}; use std::{ fs::{self, File}, io::copy, path::Path, }; pub fn download_model(model_and_revision: &str) -> Result<()> { let (model_id, revision) = match model_and_revision.split_once(":") { Some((model_id, revision)) => ...
rust
Apache-2.0
a4ad7c79666958c38b9afc0e0c3e3499ab8991d8
2026-01-04T15:42:50.663313Z
false
huggingface/candle
https://github.com/huggingface/candle/blob/a4ad7c79666958c38b9afc0e0c3e3499ab8991d8/candle-examples/build.rs
candle-examples/build.rs
#![allow(unused)] use anyhow::{Context, Result}; use std::env; use std::io::Write; use std::path::{Path, PathBuf}; mod buildtime_downloader; use buildtime_downloader::download_model; struct KernelDirectories { kernel_glob: &'static str, rust_target: &'static str, include_dirs: &'static [&'static str], } c...
rust
Apache-2.0
a4ad7c79666958c38b9afc0e0c3e3499ab8991d8
2026-01-04T15:42:50.663313Z
false
huggingface/candle
https://github.com/huggingface/candle/blob/a4ad7c79666958c38b9afc0e0c3e3499ab8991d8/candle-examples/src/imagenet.rs
candle-examples/src/imagenet.rs
use candle::{Device, Result, Tensor}; pub const IMAGENET_MEAN: [f32; 3] = [0.485f32, 0.456, 0.406]; pub const IMAGENET_STD: [f32; 3] = [0.229f32, 0.224, 0.225]; /// Loads an image from disk using the image crate at the requested resolution, /// using the given std and mean parameters. /// This returns a tensor with s...
rust
Apache-2.0
a4ad7c79666958c38b9afc0e0c3e3499ab8991d8
2026-01-04T15:42:50.663313Z
false
huggingface/candle
https://github.com/huggingface/candle/blob/a4ad7c79666958c38b9afc0e0c3e3499ab8991d8/candle-examples/src/bs1770.rs
candle-examples/src/bs1770.rs
// Copied from https://github.com/ruuda/bs1770/blob/master/src/lib.rs // BS1770 -- Loudness analysis library conforming to ITU-R BS.1770 // Copyright 2020 Ruud van Asseldonk // Licensed under the Apache License, Version 2.0 (the "License"); // you may not use this file except in compliance with the License. // A copy ...
rust
Apache-2.0
a4ad7c79666958c38b9afc0e0c3e3499ab8991d8
2026-01-04T15:42:50.663313Z
false
huggingface/candle
https://github.com/huggingface/candle/blob/a4ad7c79666958c38b9afc0e0c3e3499ab8991d8/candle-examples/src/lib.rs
candle-examples/src/lib.rs
pub mod audio; pub mod bs1770; pub mod coco_classes; pub mod imagenet; pub mod token_output_stream; pub mod wav; use candle::utils::{cuda_is_available, metal_is_available}; use candle::{Device, Result, Tensor}; pub fn device(cpu: bool) -> Result<Device> { if cpu { Ok(Device::Cpu) } else if cuda_is_avai...
rust
Apache-2.0
a4ad7c79666958c38b9afc0e0c3e3499ab8991d8
2026-01-04T15:42:50.663313Z
false
huggingface/candle
https://github.com/huggingface/candle/blob/a4ad7c79666958c38b9afc0e0c3e3499ab8991d8/candle-examples/src/token_output_stream.rs
candle-examples/src/token_output_stream.rs
use candle::Result; /// This is a wrapper around a tokenizer to ensure that tokens can be returned to the user in a /// streaming way rather than having to wait for the full decoding. pub struct TokenOutputStream { tokenizer: tokenizers::Tokenizer, tokens: Vec<u32>, prev_index: usize, current_index: us...
rust
Apache-2.0
a4ad7c79666958c38b9afc0e0c3e3499ab8991d8
2026-01-04T15:42:50.663313Z
false
huggingface/candle
https://github.com/huggingface/candle/blob/a4ad7c79666958c38b9afc0e0c3e3499ab8991d8/candle-examples/src/audio.rs
candle-examples/src/audio.rs
use candle::{Result, Tensor}; // https://github.com/facebookresearch/audiocraft/blob/69fea8b290ad1b4b40d28f92d1dfc0ab01dbab85/audiocraft/data/audio_utils.py#L57 pub fn normalize_loudness( wav: &Tensor, sample_rate: u32, loudness_compressor: bool, ) -> Result<Tensor> { let energy = wav.sqr()?.mean_all()...
rust
Apache-2.0
a4ad7c79666958c38b9afc0e0c3e3499ab8991d8
2026-01-04T15:42:50.663313Z
false
huggingface/candle
https://github.com/huggingface/candle/blob/a4ad7c79666958c38b9afc0e0c3e3499ab8991d8/candle-examples/src/wav.rs
candle-examples/src/wav.rs
use std::io::prelude::*; pub trait Sample { fn to_i16(&self) -> i16; } impl Sample for f32 { fn to_i16(&self) -> i16 { (self.clamp(-1.0, 1.0) * 32767.0) as i16 } } impl Sample for f64 { fn to_i16(&self) -> i16 { (self.clamp(-1.0, 1.0) * 32767.0) as i16 } } impl Sample for i16 { ...
rust
Apache-2.0
a4ad7c79666958c38b9afc0e0c3e3499ab8991d8
2026-01-04T15:42:50.663313Z
false
huggingface/candle
https://github.com/huggingface/candle/blob/a4ad7c79666958c38b9afc0e0c3e3499ab8991d8/candle-examples/src/coco_classes.rs
candle-examples/src/coco_classes.rs
pub const NAMES: [&str; 80] = [ "person", "bicycle", "car", "motorbike", "aeroplane", "bus", "train", "truck", "boat", "traffic light", "fire hydrant", "stop sign", "parking meter", "bench", "bird", "cat", "dog", "horse", "sheep", "cow", ...
rust
Apache-2.0
a4ad7c79666958c38b9afc0e0c3e3499ab8991d8
2026-01-04T15:42:50.663313Z
false
huggingface/candle
https://github.com/huggingface/candle/blob/a4ad7c79666958c38b9afc0e0c3e3499ab8991d8/candle-examples/examples/onnx_basics.rs
candle-examples/examples/onnx_basics.rs
use anyhow::Result; use candle::{Device, Tensor}; use clap::{Parser, Subcommand}; #[derive(Subcommand, Debug, Clone)] enum Command { Print { #[arg(long)] file: String, }, SimpleEval { #[arg(long)] file: String, }, } #[derive(Parser, Debug)] #[command(author, version, a...
rust
Apache-2.0
a4ad7c79666958c38b9afc0e0c3e3499ab8991d8
2026-01-04T15:42:50.663313Z
false
huggingface/candle
https://github.com/huggingface/candle/blob/a4ad7c79666958c38b9afc0e0c3e3499ab8991d8/candle-examples/examples/beit/main.rs
candle-examples/examples/beit/main.rs
//! BEiT: BERT Pre-Training of Image Transformers //! https://github.com/microsoft/unilm/tree/master/beit #[cfg(feature = "mkl")] extern crate intel_mkl_src; #[cfg(feature = "accelerate")] extern crate accelerate_src; use clap::Parser; use candle::{DType, Device, IndexOp, Result, Tensor, D}; use candle_nn::{Module,...
rust
Apache-2.0
a4ad7c79666958c38b9afc0e0c3e3499ab8991d8
2026-01-04T15:42:50.663313Z
false
huggingface/candle
https://github.com/huggingface/candle/blob/a4ad7c79666958c38b9afc0e0c3e3499ab8991d8/candle-examples/examples/depth_anything_v2/color_map.rs
candle-examples/examples/depth_anything_v2/color_map.rs
use enterpolation::linear::ConstEquidistantLinear; use enterpolation::Generator; use palette::LinSrgb; use candle::Tensor; pub struct SpectralRColormap { gradient: ConstEquidistantLinear<f32, LinSrgb, 9>, } impl SpectralRColormap { pub(crate) fn new() -> Self { // Define a colormap similar to 'Spectr...
rust
Apache-2.0
a4ad7c79666958c38b9afc0e0c3e3499ab8991d8
2026-01-04T15:42:50.663313Z
false
huggingface/candle
https://github.com/huggingface/candle/blob/a4ad7c79666958c38b9afc0e0c3e3499ab8991d8/candle-examples/examples/depth_anything_v2/main.rs
candle-examples/examples/depth_anything_v2/main.rs
//! Depth Anything V2 //! https://huggingface.co/spaces/depth-anything/Depth-Anything-V2 #[cfg(feature = "accelerate")] extern crate accelerate_src; #[cfg(feature = "mkl")] extern crate intel_mkl_src; use clap::Parser; use std::{ffi::OsString, path::PathBuf, sync::Arc}; use candle::DType::{F32, U8}; use candle::{DTy...
rust
Apache-2.0
a4ad7c79666958c38b9afc0e0c3e3499ab8991d8
2026-01-04T15:42:50.663313Z
false
huggingface/candle
https://github.com/huggingface/candle/blob/a4ad7c79666958c38b9afc0e0c3e3499ab8991d8/candle-examples/examples/vgg/main.rs
candle-examples/examples/vgg/main.rs
#[cfg(feature = "mkl")] extern crate intel_mkl_src; #[cfg(feature = "accelerate")] extern crate accelerate_src; use candle::{DType, IndexOp, D}; use candle_nn::{ModuleT, VarBuilder}; use candle_transformers::models::vgg::{Models, Vgg}; use clap::{Parser, ValueEnum}; #[derive(Clone, Copy, Debug, ValueEnum)] enum Whic...
rust
Apache-2.0
a4ad7c79666958c38b9afc0e0c3e3499ab8991d8
2026-01-04T15:42:50.663313Z
false
huggingface/candle
https://github.com/huggingface/candle/blob/a4ad7c79666958c38b9afc0e0c3e3499ab8991d8/candle-examples/examples/marian-mt/main.rs
candle-examples/examples/marian-mt/main.rs
#[cfg(feature = "mkl")] extern crate intel_mkl_src; #[cfg(feature = "accelerate")] extern crate accelerate_src; use anyhow::Error as E; use clap::{Parser, ValueEnum}; use candle::{DType, Tensor}; use candle_examples::token_output_stream::TokenOutputStream; use candle_nn::VarBuilder; use candle_transformers::models::...
rust
Apache-2.0
a4ad7c79666958c38b9afc0e0c3e3499ab8991d8
2026-01-04T15:42:50.663313Z
false
huggingface/candle
https://github.com/huggingface/candle/blob/a4ad7c79666958c38b9afc0e0c3e3499ab8991d8/candle-examples/examples/encodec/audio_io.rs
candle-examples/examples/encodec/audio_io.rs
use anyhow::{Context, Result}; use std::sync::{Arc, Mutex}; pub const SAMPLE_RATE: usize = 24_000; pub(crate) struct AudioOutputData_ { resampled_data: std::collections::VecDeque<f32>, resampler: rubato::FastFixedIn<f32>, output_buffer: Vec<f32>, input_buffer: Vec<f32>, input_len: usize, } impl A...
rust
Apache-2.0
a4ad7c79666958c38b9afc0e0c3e3499ab8991d8
2026-01-04T15:42:50.663313Z
false
huggingface/candle
https://github.com/huggingface/candle/blob/a4ad7c79666958c38b9afc0e0c3e3499ab8991d8/candle-examples/examples/encodec/main.rs
candle-examples/examples/encodec/main.rs
#[cfg(feature = "mkl")] extern crate intel_mkl_src; #[cfg(feature = "accelerate")] extern crate accelerate_src; use anyhow::Result; use candle::{DType, IndexOp, Tensor}; use candle_nn::VarBuilder; use candle_transformers::models::encodec::{Config, Model}; use clap::{Parser, ValueEnum}; use hf_hub::api::sync::Api; mo...
rust
Apache-2.0
a4ad7c79666958c38b9afc0e0c3e3499ab8991d8
2026-01-04T15:42:50.663313Z
false
huggingface/candle
https://github.com/huggingface/candle/blob/a4ad7c79666958c38b9afc0e0c3e3499ab8991d8/candle-examples/examples/llama2-c/training.rs
candle-examples/examples/llama2-c/training.rs
use crate::model::{Cache, Config, Llama}; use candle::{DType, Device, Result}; use candle_datasets::nlp::tinystories::{Dataset, DatasetRandomIter}; use candle_nn::Optimizer; fn valid_loss( dataset: &Dataset, model: &Llama, args: &crate::TrainingCmd, device: &Device, cache: &mut Cache, ) -> Result<f...
rust
Apache-2.0
a4ad7c79666958c38b9afc0e0c3e3499ab8991d8
2026-01-04T15:42:50.663313Z
false
huggingface/candle
https://github.com/huggingface/candle/blob/a4ad7c79666958c38b9afc0e0c3e3499ab8991d8/candle-examples/examples/llama2-c/main.rs
candle-examples/examples/llama2-c/main.rs
// https://github.com/karpathy/llama2.c #[cfg(feature = "accelerate")] extern crate accelerate_src; #[cfg(feature = "mkl")] extern crate intel_mkl_src; use candle_transformers::models::llama2_c as model; use candle_transformers::models::llama2_c_weights as weights; use candle_transformers::models::quantized_llama2_c...
rust
Apache-2.0
a4ad7c79666958c38b9afc0e0c3e3499ab8991d8
2026-01-04T15:42:50.663313Z
false
huggingface/candle
https://github.com/huggingface/candle/blob/a4ad7c79666958c38b9afc0e0c3e3499ab8991d8/candle-examples/examples/stable-diffusion/main.rs
candle-examples/examples/stable-diffusion/main.rs
#[cfg(feature = "accelerate")] extern crate accelerate_src; #[cfg(feature = "mkl")] extern crate intel_mkl_src; use candle_transformers::models::stable_diffusion; use std::ops::Div; use anyhow::{Error as E, Result}; use candle::{DType, Device, IndexOp, Module, Tensor, D}; use clap::Parser; use rand::Rng; use stable_...
rust
Apache-2.0
a4ad7c79666958c38b9afc0e0c3e3499ab8991d8
2026-01-04T15:42:50.663313Z
false
huggingface/candle
https://github.com/huggingface/candle/blob/a4ad7c79666958c38b9afc0e0c3e3499ab8991d8/candle-examples/examples/jina-bert/main.rs
candle-examples/examples/jina-bert/main.rs
#[cfg(feature = "mkl")] extern crate intel_mkl_src; #[cfg(feature = "accelerate")] extern crate accelerate_src; use candle_transformers::models::jina_bert::{BertModel, Config, PositionEmbeddingType}; use anyhow::Error as E; use candle::{DType, Module, Tensor}; use candle_nn::VarBuilder; use clap::Parser; #[derive(P...
rust
Apache-2.0
a4ad7c79666958c38b9afc0e0c3e3499ab8991d8
2026-01-04T15:42:50.663313Z
false
huggingface/candle
https://github.com/huggingface/candle/blob/a4ad7c79666958c38b9afc0e0c3e3499ab8991d8/candle-examples/examples/quantized/main.rs
candle-examples/examples/quantized/main.rs
#[cfg(feature = "mkl")] extern crate intel_mkl_src; #[cfg(feature = "accelerate")] extern crate accelerate_src; use clap::{Parser, ValueEnum}; use std::io::Write; use tokenizers::Tokenizer; use candle::quantized::{ggml_file, gguf_file}; use candle::Tensor; use candle_transformers::generation::{LogitsProcessor, Sampl...
rust
Apache-2.0
a4ad7c79666958c38b9afc0e0c3e3499ab8991d8
2026-01-04T15:42:50.663313Z
false
huggingface/candle
https://github.com/huggingface/candle/blob/a4ad7c79666958c38b9afc0e0c3e3499ab8991d8/candle-examples/examples/xlm-roberta/main.rs
candle-examples/examples/xlm-roberta/main.rs
use std::path::PathBuf; use anyhow::{Error as E, Result}; use candle::{Device, Tensor}; use candle_nn::ops::softmax; use candle_nn::VarBuilder; use candle_transformers::models::xlm_roberta::{ Config, XLMRobertaForMaskedLM, XLMRobertaForSequenceClassification, }; use clap::{Parser, ValueEnum}; use hf_hub::{api::syn...
rust
Apache-2.0
a4ad7c79666958c38b9afc0e0c3e3499ab8991d8
2026-01-04T15:42:50.663313Z
false
huggingface/candle
https://github.com/huggingface/candle/blob/a4ad7c79666958c38b9afc0e0c3e3499ab8991d8/candle-examples/examples/mnist-training/main.rs
candle-examples/examples/mnist-training/main.rs
// This should reach 91.5% accuracy. #[cfg(feature = "mkl")] extern crate intel_mkl_src; #[cfg(feature = "accelerate")] extern crate accelerate_src; use clap::{Parser, ValueEnum}; use rand::prelude::*; use rand::rng; use candle::{DType, Result, Tensor, D}; use candle_nn::{loss, ops, Conv2d, Linear, Module, ModuleT, ...
rust
Apache-2.0
a4ad7c79666958c38b9afc0e0c3e3499ab8991d8
2026-01-04T15:42:50.663313Z
false
huggingface/candle
https://github.com/huggingface/candle/blob/a4ad7c79666958c38b9afc0e0c3e3499ab8991d8/candle-examples/examples/segment-anything/main.rs
candle-examples/examples/segment-anything/main.rs
//! SAM: Segment Anything Model //! https://github.com/facebookresearch/segment-anything #[cfg(feature = "mkl")] extern crate intel_mkl_src; #[cfg(feature = "accelerate")] extern crate accelerate_src; use candle::DType; use candle_nn::VarBuilder; use candle_transformers::models::segment_anything::sam; use clap::Pars...
rust
Apache-2.0
a4ad7c79666958c38b9afc0e0c3e3499ab8991d8
2026-01-04T15:42:50.663313Z
false
huggingface/candle
https://github.com/huggingface/candle/blob/a4ad7c79666958c38b9afc0e0c3e3499ab8991d8/candle-examples/examples/phi/main.rs
candle-examples/examples/phi/main.rs
#[cfg(feature = "mkl")] extern crate intel_mkl_src; #[cfg(feature = "accelerate")] extern crate accelerate_src; use anyhow::{Error as E, Result}; use clap::{Parser, ValueEnum}; use candle_examples::token_output_stream::TokenOutputStream; use candle_transformers::models::mixformer::{Config, MixFormerSequentialForCaus...
rust
Apache-2.0
a4ad7c79666958c38b9afc0e0c3e3499ab8991d8
2026-01-04T15:42:50.663313Z
false
huggingface/candle
https://github.com/huggingface/candle/blob/a4ad7c79666958c38b9afc0e0c3e3499ab8991d8/candle-examples/examples/helium/main.rs
candle-examples/examples/helium/main.rs
#[cfg(feature = "mkl")] extern crate intel_mkl_src; #[cfg(feature = "accelerate")] extern crate accelerate_src; use anyhow::{Error as E, Result}; use clap::Parser; use candle_transformers::models::helium::{Config as ConfigPreview, Model as ModelPreview}; use candle_transformers::models::llama::{ Cache as CacheV1...
rust
Apache-2.0
a4ad7c79666958c38b9afc0e0c3e3499ab8991d8
2026-01-04T15:42:50.663313Z
false
huggingface/candle
https://github.com/huggingface/candle/blob/a4ad7c79666958c38b9afc0e0c3e3499ab8991d8/candle-examples/examples/vit/main.rs
candle-examples/examples/vit/main.rs
#[cfg(feature = "mkl")] extern crate intel_mkl_src; #[cfg(feature = "accelerate")] extern crate accelerate_src; use clap::Parser; use candle::{DType, IndexOp, D}; use candle_nn::VarBuilder; use candle_transformers::models::vit; #[derive(Parser)] struct Args { #[arg(long)] model: Option<String>, #[arg(l...
rust
Apache-2.0
a4ad7c79666958c38b9afc0e0c3e3499ab8991d8
2026-01-04T15:42:50.663313Z
false
huggingface/candle
https://github.com/huggingface/candle/blob/a4ad7c79666958c38b9afc0e0c3e3499ab8991d8/candle-examples/examples/snac/audio_io.rs
candle-examples/examples/snac/audio_io.rs
use anyhow::{Context, Result}; use std::sync::{Arc, Mutex}; pub const SAMPLE_RATE: usize = 24_000; pub(crate) struct AudioOutputData_ { resampled_data: std::collections::VecDeque<f32>, resampler: rubato::FastFixedIn<f32>, output_buffer: Vec<f32>, input_buffer: Vec<f32>, input_len: usize, } impl A...
rust
Apache-2.0
a4ad7c79666958c38b9afc0e0c3e3499ab8991d8
2026-01-04T15:42:50.663313Z
false
huggingface/candle
https://github.com/huggingface/candle/blob/a4ad7c79666958c38b9afc0e0c3e3499ab8991d8/candle-examples/examples/snac/main.rs
candle-examples/examples/snac/main.rs
#[cfg(feature = "mkl")] extern crate intel_mkl_src; #[cfg(feature = "accelerate")] extern crate accelerate_src; use anyhow::Result; use candle::{DType, IndexOp, Tensor}; use candle_nn::VarBuilder; use candle_transformers::models::snac::{Config, Model}; use clap::{Parser, ValueEnum}; use hf_hub::api::sync::Api; mod a...
rust
Apache-2.0
a4ad7c79666958c38b9afc0e0c3e3499ab8991d8
2026-01-04T15:42:50.663313Z
false
huggingface/candle
https://github.com/huggingface/candle/blob/a4ad7c79666958c38b9afc0e0c3e3499ab8991d8/candle-examples/examples/mobilenetv4/main.rs
candle-examples/examples/mobilenetv4/main.rs
#[cfg(feature = "mkl")] extern crate intel_mkl_src; #[cfg(feature = "accelerate")] extern crate accelerate_src; use clap::{Parser, ValueEnum}; use candle::{DType, IndexOp, D}; use candle_nn::{Module, VarBuilder}; use candle_transformers::models::mobilenetv4; #[derive(Clone, Copy, Debug, ValueEnum)] enum Which { ...
rust
Apache-2.0
a4ad7c79666958c38b9afc0e0c3e3499ab8991d8
2026-01-04T15:42:50.663313Z
false
huggingface/candle
https://github.com/huggingface/candle/blob/a4ad7c79666958c38b9afc0e0c3e3499ab8991d8/candle-examples/examples/starcoder2/main.rs
candle-examples/examples/starcoder2/main.rs
#[cfg(feature = "mkl")] extern crate intel_mkl_src; #[cfg(feature = "accelerate")] extern crate accelerate_src; use anyhow::{Error as E, Result}; use clap::Parser; use candle_transformers::models::starcoder2::Model; use candle::{DType, Device, Tensor}; use candle_examples::token_output_stream::TokenOutputStream; us...
rust
Apache-2.0
a4ad7c79666958c38b9afc0e0c3e3499ab8991d8
2026-01-04T15:42:50.663313Z
false
huggingface/candle
https://github.com/huggingface/candle/blob/a4ad7c79666958c38b9afc0e0c3e3499ab8991d8/candle-examples/examples/quantized-qwen2-instruct/main.rs
candle-examples/examples/quantized-qwen2-instruct/main.rs
#[cfg(feature = "mkl")] extern crate intel_mkl_src; #[cfg(feature = "accelerate")] extern crate accelerate_src; use clap::{Parser, ValueEnum}; use std::io::Write; use tokenizers::Tokenizer; use candle::quantized::gguf_file; use candle::Tensor; use candle_transformers::generation::{LogitsProcessor, Sampling}; use ca...
rust
Apache-2.0
a4ad7c79666958c38b9afc0e0c3e3499ab8991d8
2026-01-04T15:42:50.663313Z
false
huggingface/candle
https://github.com/huggingface/candle/blob/a4ad7c79666958c38b9afc0e0c3e3499ab8991d8/candle-examples/examples/paligemma/main.rs
candle-examples/examples/paligemma/main.rs
#[cfg(feature = "mkl")] extern crate intel_mkl_src; #[cfg(feature = "accelerate")] extern crate accelerate_src; use anyhow::{Error as E, Result}; use clap::Parser; use candle_transformers::models::paligemma::{Config, Model}; use candle::{DType, Device, Tensor}; use candle_examples::token_output_stream::TokenOutputS...
rust
Apache-2.0
a4ad7c79666958c38b9afc0e0c3e3499ab8991d8
2026-01-04T15:42:50.663313Z
false
huggingface/candle
https://github.com/huggingface/candle/blob/a4ad7c79666958c38b9afc0e0c3e3499ab8991d8/candle-examples/examples/efficientvit/main.rs
candle-examples/examples/efficientvit/main.rs
#[cfg(feature = "mkl")] extern crate intel_mkl_src; #[cfg(feature = "accelerate")] extern crate accelerate_src; use clap::{Parser, ValueEnum}; use candle::{DType, IndexOp, D}; use candle_nn::{Module, VarBuilder}; use candle_transformers::models::efficientvit; #[derive(Clone, Copy, Debug, ValueEnum)] enum Which { ...
rust
Apache-2.0
a4ad7c79666958c38b9afc0e0c3e3499ab8991d8
2026-01-04T15:42:50.663313Z
false
huggingface/candle
https://github.com/huggingface/candle/blob/a4ad7c79666958c38b9afc0e0c3e3499ab8991d8/candle-examples/examples/colpali/main.rs
candle-examples/examples/colpali/main.rs
use anyhow::{Error as E, Result}; use candle::{DType, Device, Tensor}; use candle_nn::VarBuilder; use candle_transformers::models::colpali::Model; use candle_transformers::models::{colpali, paligemma}; use clap::Parser; use hf_hub::{api::sync::Api, Repo, RepoType}; use image::DynamicImage; use pdf2image::{RenderOptions...
rust
Apache-2.0
a4ad7c79666958c38b9afc0e0c3e3499ab8991d8
2026-01-04T15:42:50.663313Z
false
huggingface/candle
https://github.com/huggingface/candle/blob/a4ad7c79666958c38b9afc0e0c3e3499ab8991d8/candle-examples/examples/stable-diffusion-3/sampling.rs
candle-examples/examples/stable-diffusion-3/sampling.rs
use anyhow::{Ok, Result}; use candle::{DType, IndexOp, Tensor}; use candle_transformers::models::flux; use candle_transformers::models::mmdit::model::MMDiT; pub struct SkipLayerGuidanceConfig { pub scale: f64, pub start: f64, pub end: f64, pub layers: Vec<usize>, } #[allow(clippy::too_many_arguments)...
rust
Apache-2.0
a4ad7c79666958c38b9afc0e0c3e3499ab8991d8
2026-01-04T15:42:50.663313Z
false
huggingface/candle
https://github.com/huggingface/candle/blob/a4ad7c79666958c38b9afc0e0c3e3499ab8991d8/candle-examples/examples/stable-diffusion-3/vae.rs
candle-examples/examples/stable-diffusion-3/vae.rs
use anyhow::{Ok, Result}; use candle_transformers::models::stable_diffusion::vae; pub fn build_sd3_vae_autoencoder(vb: candle_nn::VarBuilder) -> Result<vae::AutoEncoderKL> { let config = vae::AutoEncoderKLConfig { block_out_channels: vec![128, 256, 512, 512], layers_per_block: 2, latent_cha...
rust
Apache-2.0
a4ad7c79666958c38b9afc0e0c3e3499ab8991d8
2026-01-04T15:42:50.663313Z
false
huggingface/candle
https://github.com/huggingface/candle/blob/a4ad7c79666958c38b9afc0e0c3e3499ab8991d8/candle-examples/examples/stable-diffusion-3/clip.rs
candle-examples/examples/stable-diffusion-3/clip.rs
use anyhow::{Error as E, Ok, Result}; use candle::{DType, IndexOp, Module, Tensor, D}; use candle_transformers::models::{stable_diffusion, t5}; use std::path::PathBuf; use tokenizers::tokenizer::Tokenizer; struct ClipWithTokenizer { clip: stable_diffusion::clip::ClipTextTransformer, config: stable_diffusion::c...
rust
Apache-2.0
a4ad7c79666958c38b9afc0e0c3e3499ab8991d8
2026-01-04T15:42:50.663313Z
false
huggingface/candle
https://github.com/huggingface/candle/blob/a4ad7c79666958c38b9afc0e0c3e3499ab8991d8/candle-examples/examples/stable-diffusion-3/main.rs
candle-examples/examples/stable-diffusion-3/main.rs
mod clip; mod sampling; mod vae; use candle::{DType, IndexOp, Tensor}; use candle_transformers::models::mmdit::model::{Config as MMDiTConfig, MMDiT}; use crate::clip::StableDiffusion3TripleClipWithTokenizer; use crate::vae::{build_sd3_vae_autoencoder, sd3_vae_vb_rename}; use anyhow::{Ok, Result}; use clap::Parser; ...
rust
Apache-2.0
a4ad7c79666958c38b9afc0e0c3e3499ab8991d8
2026-01-04T15:42:50.663313Z
false
huggingface/candle
https://github.com/huggingface/candle/blob/a4ad7c79666958c38b9afc0e0c3e3499ab8991d8/candle-examples/examples/bert/main.rs
candle-examples/examples/bert/main.rs
#[cfg(feature = "mkl")] extern crate intel_mkl_src; #[cfg(feature = "accelerate")] extern crate accelerate_src; use candle_transformers::models::bert::{BertModel, Config, HiddenAct, DTYPE}; use anyhow::{Error as E, Result}; use candle::Tensor; use candle_nn::VarBuilder; use clap::Parser; use hf_hub::{api::sync::Api, ...
rust
Apache-2.0
a4ad7c79666958c38b9afc0e0c3e3499ab8991d8
2026-01-04T15:42:50.663313Z
false
huggingface/candle
https://github.com/huggingface/candle/blob/a4ad7c79666958c38b9afc0e0c3e3499ab8991d8/candle-examples/examples/convnext/main.rs
candle-examples/examples/convnext/main.rs
#[cfg(feature = "mkl")] extern crate intel_mkl_src; #[cfg(feature = "accelerate")] extern crate accelerate_src; use clap::{Parser, ValueEnum}; use candle::{DType, IndexOp, D}; use candle_nn::{Module, VarBuilder}; use candle_transformers::models::convnext; #[derive(Clone, Copy, Debug, ValueEnum)] enum Which { At...
rust
Apache-2.0
a4ad7c79666958c38b9afc0e0c3e3499ab8991d8
2026-01-04T15:42:50.663313Z
false
huggingface/candle
https://github.com/huggingface/candle/blob/a4ad7c79666958c38b9afc0e0c3e3499ab8991d8/candle-examples/examples/z_image/main.rs
candle-examples/examples/z_image/main.rs
//! Z-Image Text-to-Image Generation Example //! //! Z-Image is a text-to-image generation model from Alibaba using Flow Matching. //! //! # Running the example //! //! ```bash //! # With Metal (Apple Silicon) - auto-download from HuggingFace //! cargo run --features metal --example z_image --release -- \ //! --mod...
rust
Apache-2.0
a4ad7c79666958c38b9afc0e0c3e3499ab8991d8
2026-01-04T15:42:50.663313Z
false
huggingface/candle
https://github.com/huggingface/candle/blob/a4ad7c79666958c38b9afc0e0c3e3499ab8991d8/candle-examples/examples/falcon/main.rs
candle-examples/examples/falcon/main.rs
// TODO: Add an offline mode. #[cfg(feature = "accelerate")] extern crate accelerate_src; #[cfg(feature = "mkl")] extern crate intel_mkl_src; use anyhow::{Error as E, Result}; use candle::{DType, Device, Tensor}; use candle_nn::VarBuilder; use candle_transformers::generation::LogitsProcessor; use clap::Parser; use h...
rust
Apache-2.0
a4ad7c79666958c38b9afc0e0c3e3499ab8991d8
2026-01-04T15:42:50.663313Z
false
huggingface/candle
https://github.com/huggingface/candle/blob/a4ad7c79666958c38b9afc0e0c3e3499ab8991d8/candle-examples/examples/qwen/main.rs
candle-examples/examples/qwen/main.rs
#[cfg(feature = "mkl")] extern crate intel_mkl_src; #[cfg(feature = "accelerate")] extern crate accelerate_src; use anyhow::{Error as E, Result}; use clap::Parser; use candle_transformers::models::qwen2::{Config as ConfigBase, ModelForCausalLM as ModelBase}; use candle_transformers::models::qwen2_moe::{Config as Con...
rust
Apache-2.0
a4ad7c79666958c38b9afc0e0c3e3499ab8991d8
2026-01-04T15:42:50.663313Z
false
huggingface/candle
https://github.com/huggingface/candle/blob/a4ad7c79666958c38b9afc0e0c3e3499ab8991d8/candle-examples/examples/silero-vad/main.rs
candle-examples/examples/silero-vad/main.rs
#[cfg(feature = "mkl")] extern crate intel_mkl_src; #[cfg(feature = "accelerate")] extern crate accelerate_src; use anyhow::Result; use clap::Parser; use candle::{DType, Tensor}; #[derive(Clone, Debug, Copy, PartialEq, Eq, clap::ValueEnum)] enum Which { #[value(name = "silero")] Silero, } #[derive(Clone, D...
rust
Apache-2.0
a4ad7c79666958c38b9afc0e0c3e3499ab8991d8
2026-01-04T15:42:50.663313Z
false
huggingface/candle
https://github.com/huggingface/candle/blob/a4ad7c79666958c38b9afc0e0c3e3499ab8991d8/candle-examples/examples/blip/main.rs
candle-examples/examples/blip/main.rs
#[cfg(feature = "mkl")] extern crate intel_mkl_src; #[cfg(feature = "accelerate")] extern crate accelerate_src; use anyhow::Error as E; use clap::Parser; use candle::{DType, Device, Result, Tensor}; use candle_examples::token_output_stream::TokenOutputStream; use candle_nn::VarBuilder; use candle_transformers::model...
rust
Apache-2.0
a4ad7c79666958c38b9afc0e0c3e3499ab8991d8
2026-01-04T15:42:50.663313Z
false
huggingface/candle
https://github.com/huggingface/candle/blob/a4ad7c79666958c38b9afc0e0c3e3499ab8991d8/candle-examples/examples/moondream/main.rs
candle-examples/examples/moondream/main.rs
#[cfg(feature = "mkl")] extern crate intel_mkl_src; #[cfg(feature = "accelerate")] extern crate accelerate_src; use anyhow::{Error as E, Result}; use clap::Parser; use candle::{DType, Device, Tensor}; use candle_nn::VarBuilder; use candle_transformers::{ generation::LogitsProcessor, models::{moondream, quant...
rust
Apache-2.0
a4ad7c79666958c38b9afc0e0c3e3499ab8991d8
2026-01-04T15:42:50.663313Z
false
huggingface/candle
https://github.com/huggingface/candle/blob/a4ad7c79666958c38b9afc0e0c3e3499ab8991d8/candle-examples/examples/debertav2/main.rs
candle-examples/examples/debertav2/main.rs
#[cfg(feature = "mkl")] extern crate intel_mkl_src; #[cfg(feature = "accelerate")] extern crate accelerate_src; use std::fmt::Display; use std::path::PathBuf; use anyhow::bail; use anyhow::{Error as E, Result}; use candle::{Device, Tensor}; use candle_nn::ops::softmax; use candle_nn::VarBuilder; use candle_transform...
rust
Apache-2.0
a4ad7c79666958c38b9afc0e0c3e3499ab8991d8
2026-01-04T15:42:50.663313Z
false
huggingface/candle
https://github.com/huggingface/candle/blob/a4ad7c79666958c38b9afc0e0c3e3499ab8991d8/candle-examples/examples/wuerstchen/main.rs
candle-examples/examples/wuerstchen/main.rs
#[cfg(feature = "accelerate")] extern crate accelerate_src; #[cfg(feature = "mkl")] extern crate intel_mkl_src; use candle_transformers::models::stable_diffusion; use candle_transformers::models::wuerstchen; use anyhow::{Error as E, Result}; use candle::{DType, Device, IndexOp, Tensor}; use clap::Parser; use tokeniz...
rust
Apache-2.0
a4ad7c79666958c38b9afc0e0c3e3499ab8991d8
2026-01-04T15:42:50.663313Z
false
huggingface/candle
https://github.com/huggingface/candle/blob/a4ad7c79666958c38b9afc0e0c3e3499ab8991d8/candle-examples/examples/parler-tts/main.rs
candle-examples/examples/parler-tts/main.rs
#[cfg(feature = "mkl")] extern crate intel_mkl_src; #[cfg(feature = "accelerate")] extern crate accelerate_src; use anyhow::Error as E; use clap::Parser; use candle::{DType, IndexOp, Tensor}; use candle_nn::VarBuilder; use candle_transformers::models::parler_tts::{Config, Model}; use tokenizers::Tokenizer; #[derive...
rust
Apache-2.0
a4ad7c79666958c38b9afc0e0c3e3499ab8991d8
2026-01-04T15:42:50.663313Z
false
huggingface/candle
https://github.com/huggingface/candle/blob/a4ad7c79666958c38b9afc0e0c3e3499ab8991d8/candle-examples/examples/recurrent-gemma/main.rs
candle-examples/examples/recurrent-gemma/main.rs
#[cfg(feature = "mkl")] extern crate intel_mkl_src; #[cfg(feature = "accelerate")] extern crate accelerate_src; use anyhow::{Error as E, Result}; use clap::Parser; use candle_transformers::models::quantized_recurrent_gemma::Model as QModel; use candle_transformers::models::recurrent_gemma::{Config, Model as BModel};...
rust
Apache-2.0
a4ad7c79666958c38b9afc0e0c3e3499ab8991d8
2026-01-04T15:42:50.663313Z
false
huggingface/candle
https://github.com/huggingface/candle/blob/a4ad7c79666958c38b9afc0e0c3e3499ab8991d8/candle-examples/examples/yi/main.rs
candle-examples/examples/yi/main.rs
#[cfg(feature = "mkl")] extern crate intel_mkl_src; #[cfg(feature = "accelerate")] extern crate accelerate_src; use anyhow::{Error as E, Result}; use clap::{Parser, ValueEnum}; use candle_transformers::models::yi::{Config, Model}; use candle::{DType, Device, Tensor}; use candle_examples::token_output_stream::TokenO...
rust
Apache-2.0
a4ad7c79666958c38b9afc0e0c3e3499ab8991d8
2026-01-04T15:42:50.663313Z
false
huggingface/candle
https://github.com/huggingface/candle/blob/a4ad7c79666958c38b9afc0e0c3e3499ab8991d8/candle-examples/examples/pixtral/main.rs
candle-examples/examples/pixtral/main.rs
#[cfg(feature = "mkl")] extern crate intel_mkl_src; #[cfg(feature = "accelerate")] extern crate accelerate_src; use anyhow::{Error as E, Result}; use clap::Parser; use candle_transformers::models::pixtral::{vision_model, Config, Model}; use candle::{DType, Device, Module, Tensor}; use candle_examples::token_output_...
rust
Apache-2.0
a4ad7c79666958c38b9afc0e0c3e3499ab8991d8
2026-01-04T15:42:50.663313Z
false
huggingface/candle
https://github.com/huggingface/candle/blob/a4ad7c79666958c38b9afc0e0c3e3499ab8991d8/candle-examples/examples/eva2/main.rs
candle-examples/examples/eva2/main.rs
//! EVA-02: Explore the limits of Visual representation at scAle //! https://github.com/baaivision/EVA #[cfg(feature = "mkl")] extern crate intel_mkl_src; #[cfg(feature = "accelerate")] extern crate accelerate_src; use clap::Parser; use candle::{DType, Device, IndexOp, Result, Tensor, D}; use candle_nn::{Module, Va...
rust
Apache-2.0
a4ad7c79666958c38b9afc0e0c3e3499ab8991d8
2026-01-04T15:42:50.663313Z
false
huggingface/candle
https://github.com/huggingface/candle/blob/a4ad7c79666958c38b9afc0e0c3e3499ab8991d8/candle-examples/examples/dinov2/main.rs
candle-examples/examples/dinov2/main.rs
//! DINOv2: Learning Robust Visual Features without Supervision //! https://github.com/facebookresearch/dinov2 #[cfg(feature = "mkl")] extern crate intel_mkl_src; #[cfg(feature = "accelerate")] extern crate accelerate_src; use clap::Parser; use candle::{DType, IndexOp, D}; use candle_nn::{Module, VarBuilder}; use c...
rust
Apache-2.0
a4ad7c79666958c38b9afc0e0c3e3499ab8991d8
2026-01-04T15:42:50.663313Z
false
huggingface/candle
https://github.com/huggingface/candle/blob/a4ad7c79666958c38b9afc0e0c3e3499ab8991d8/candle-examples/examples/trocr/image_processor.rs
candle-examples/examples/trocr/image_processor.rs
use image::{DynamicImage, ImageBuffer}; use serde::Deserialize; use std::collections::HashMap; use candle::{DType, Device, Result, Tensor}; #[derive(Debug, Clone, PartialEq, Deserialize)] pub struct ProcessorConfig { do_resize: bool, height: u32, width: u32, do_rescale: bool, do_normalize: bool, ...
rust
Apache-2.0
a4ad7c79666958c38b9afc0e0c3e3499ab8991d8
2026-01-04T15:42:50.663313Z
false
huggingface/candle
https://github.com/huggingface/candle/blob/a4ad7c79666958c38b9afc0e0c3e3499ab8991d8/candle-examples/examples/trocr/main.rs
candle-examples/examples/trocr/main.rs
#[cfg(feature = "mkl")] extern crate intel_mkl_src; #[cfg(feature = "accelerate")] extern crate accelerate_src; use anyhow::Error as E; use clap::{Parser, ValueEnum}; use candle::{DType, Tensor}; use candle_examples::token_output_stream::TokenOutputStream; use candle_nn::VarBuilder; use candle_transformers::models::...
rust
Apache-2.0
a4ad7c79666958c38b9afc0e0c3e3499ab8991d8
2026-01-04T15:42:50.663313Z
false
huggingface/candle
https://github.com/huggingface/candle/blob/a4ad7c79666958c38b9afc0e0c3e3499ab8991d8/candle-examples/examples/bigcode/main.rs
candle-examples/examples/bigcode/main.rs
#[cfg(feature = "mkl")] extern crate intel_mkl_src; #[cfg(feature = "accelerate")] extern crate accelerate_src; use anyhow::{Error as E, Result}; use clap::Parser; use candle_transformers::models::bigcode::{Config, GPTBigCode}; use candle::{DType, Device, Tensor}; use candle_nn::VarBuilder; use candle_transformers:...
rust
Apache-2.0
a4ad7c79666958c38b9afc0e0c3e3499ab8991d8
2026-01-04T15:42:50.663313Z
false
huggingface/candle
https://github.com/huggingface/candle/blob/a4ad7c79666958c38b9afc0e0c3e3499ab8991d8/candle-examples/examples/yolo-v8/model.rs
candle-examples/examples/yolo-v8/model.rs
use candle::{DType, IndexOp, Result, Tensor, D}; use candle_nn::{batch_norm, conv2d, conv2d_no_bias, Conv2d, Conv2dConfig, Module, VarBuilder}; #[derive(Clone, Copy, PartialEq, Debug)] pub struct Multiples { depth: f64, width: f64, ratio: f64, } impl Multiples { pub fn n() -> Self { Self { ...
rust
Apache-2.0
a4ad7c79666958c38b9afc0e0c3e3499ab8991d8
2026-01-04T15:42:50.663313Z
false
huggingface/candle
https://github.com/huggingface/candle/blob/a4ad7c79666958c38b9afc0e0c3e3499ab8991d8/candle-examples/examples/yolo-v8/main.rs
candle-examples/examples/yolo-v8/main.rs
#[cfg(feature = "mkl")] extern crate intel_mkl_src; #[cfg(feature = "accelerate")] extern crate accelerate_src; mod model; use model::{Multiples, YoloV8, YoloV8Pose}; use candle::{DType, Device, IndexOp, Result, Tensor}; use candle_nn::{Module, VarBuilder}; use candle_transformers::object_detection::{non_maximum_sup...
rust
Apache-2.0
a4ad7c79666958c38b9afc0e0c3e3499ab8991d8
2026-01-04T15:42:50.663313Z
false
huggingface/candle
https://github.com/huggingface/candle/blob/a4ad7c79666958c38b9afc0e0c3e3499ab8991d8/candle-examples/examples/clip/main.rs
candle-examples/examples/clip/main.rs
#[cfg(feature = "mkl")] extern crate intel_mkl_src; #[cfg(feature = "accelerate")] extern crate accelerate_src; use anyhow::Error as E; use clap::Parser; use candle::{DType, Device, Tensor}; use candle_nn::{ops::softmax, VarBuilder}; use candle_transformers::models::clip; use tokenizers::Tokenizer; #[derive(Parser...
rust
Apache-2.0
a4ad7c79666958c38b9afc0e0c3e3499ab8991d8
2026-01-04T15:42:50.663313Z
false
huggingface/candle
https://github.com/huggingface/candle/blob/a4ad7c79666958c38b9afc0e0c3e3499ab8991d8/candle-examples/examples/bert_single_file_binary/main.rs
candle-examples/examples/bert_single_file_binary/main.rs
#[cfg(feature = "mkl")] extern crate intel_mkl_src; #[cfg(feature = "accelerate")] extern crate accelerate_src; use candle_transformers::models::bert::{BertModel, Config as BertConfig, DTYPE}; use anyhow::{Error as E, Result}; use candle::{Device, Tensor}; use candle_nn::VarBuilder; use clap::Parser; use tokenizers::...
rust
Apache-2.0
a4ad7c79666958c38b9afc0e0c3e3499ab8991d8
2026-01-04T15:42:50.663313Z
false
huggingface/candle
https://github.com/huggingface/candle/blob/a4ad7c79666958c38b9afc0e0c3e3499ab8991d8/candle-examples/examples/gemma/main.rs
candle-examples/examples/gemma/main.rs
#[cfg(feature = "mkl")] extern crate intel_mkl_src; #[cfg(feature = "accelerate")] extern crate accelerate_src; use anyhow::{Error as E, Result}; use clap::Parser; use candle_transformers::models::gemma::{Config as Config1, Model as Model1}; use candle_transformers::models::gemma2::{Config as Config2, Model as Model...
rust
Apache-2.0
a4ad7c79666958c38b9afc0e0c3e3499ab8991d8
2026-01-04T15:42:50.663313Z
false
huggingface/candle
https://github.com/huggingface/candle/blob/a4ad7c79666958c38b9afc0e0c3e3499ab8991d8/candle-examples/examples/stable-lm/main.rs
candle-examples/examples/stable-lm/main.rs
#[cfg(feature = "mkl")] extern crate intel_mkl_src; #[cfg(feature = "accelerate")] extern crate accelerate_src; use anyhow::{Error as E, Result}; use clap::{Parser, ValueEnum}; use candle_transformers::models::quantized_stable_lm::Model as QStableLM; use candle_transformers::models::stable_lm::{Config, Model as Stab...
rust
Apache-2.0
a4ad7c79666958c38b9afc0e0c3e3499ab8991d8
2026-01-04T15:42:50.663313Z
false
huggingface/candle
https://github.com/huggingface/candle/blob/a4ad7c79666958c38b9afc0e0c3e3499ab8991d8/candle-examples/examples/llama_multiprocess/model.rs
candle-examples/examples/llama_multiprocess/model.rs
use candle::backend::BackendStorage; use candle::{CpuStorage, CustomOp1, DType, Device, IndexOp, Layout, Result, Shape, Tensor, D}; use candle_nn::var_builder::ShardedVarBuilder as VarBuilder; use candle_nn::{Embedding, Linear, Module, RmsNorm}; use cudarc::nccl::safe::{Comm, ReduceOp}; use std::rc::Rc; use std::sync::...
rust
Apache-2.0
a4ad7c79666958c38b9afc0e0c3e3499ab8991d8
2026-01-04T15:42:50.663313Z
false
huggingface/candle
https://github.com/huggingface/candle/blob/a4ad7c79666958c38b9afc0e0c3e3499ab8991d8/candle-examples/examples/llama_multiprocess/main.rs
candle-examples/examples/llama_multiprocess/main.rs
// An implementation of LLaMA https://github.com/facebookresearch/llama // // This is based on nanoGPT in a similar way to: // https://github.com/Lightning-AI/lit-llama/blob/main/lit_llama/model.py // // The tokenizer config can be retrieved from: // https://huggingface.co/hf-internal-testing/llama-tokenizer/raw/main/t...
rust
Apache-2.0
a4ad7c79666958c38b9afc0e0c3e3499ab8991d8
2026-01-04T15:42:50.663313Z
false
huggingface/candle
https://github.com/huggingface/candle/blob/a4ad7c79666958c38b9afc0e0c3e3499ab8991d8/candle-examples/examples/modernbert/main.rs
candle-examples/examples/modernbert/main.rs
use std::path::PathBuf; use anyhow::{Error as E, Result}; use candle::{Device, Tensor}; use candle_nn::VarBuilder; use candle_transformers::models::modernbert; use clap::{Parser, ValueEnum}; use hf_hub::{api::sync::Api, Repo, RepoType}; use tokenizers::{PaddingParams, Tokenizer}; #[derive(Debug, Clone, ValueEnum)] en...
rust
Apache-2.0
a4ad7c79666958c38b9afc0e0c3e3499ab8991d8
2026-01-04T15:42:50.663313Z
false
huggingface/candle
https://github.com/huggingface/candle/blob/a4ad7c79666958c38b9afc0e0c3e3499ab8991d8/candle-examples/examples/quantized-qwen3/main.rs
candle-examples/examples/quantized-qwen3/main.rs
#[cfg(feature = "mkl")] extern crate intel_mkl_src; #[cfg(feature = "accelerate")] extern crate accelerate_src; use clap::{Parser, ValueEnum}; use std::io::Write; use tokenizers::Tokenizer; use candle::quantized::gguf_file; use candle::Tensor; use candle_transformers::generation::{LogitsProcessor, Sampling}; use ca...
rust
Apache-2.0
a4ad7c79666958c38b9afc0e0c3e3499ab8991d8
2026-01-04T15:42:50.663313Z
false
huggingface/candle
https://github.com/huggingface/candle/blob/a4ad7c79666958c38b9afc0e0c3e3499ab8991d8/candle-examples/examples/metavoice/main.rs
candle-examples/examples/metavoice/main.rs
#[cfg(feature = "mkl")] extern crate intel_mkl_src; #[cfg(feature = "accelerate")] extern crate accelerate_src; use anyhow::Result; use clap::Parser; use std::io::Write; use candle_transformers::generation::LogitsProcessor; use candle_transformers::models::encodec; use candle_transformers::models::metavoice::{adapte...
rust
Apache-2.0
a4ad7c79666958c38b9afc0e0c3e3499ab8991d8
2026-01-04T15:42:50.663313Z
false
huggingface/candle
https://github.com/huggingface/candle/blob/a4ad7c79666958c38b9afc0e0c3e3499ab8991d8/candle-examples/examples/mobileclip/main.rs
candle-examples/examples/mobileclip/main.rs
#[cfg(feature = "mkl")] extern crate intel_mkl_src; #[cfg(feature = "accelerate")] extern crate accelerate_src; use anyhow::Error as E; use clap::{Parser, ValueEnum}; use candle::{DType, Device, Tensor}; use candle_nn::{ops::softmax, VarBuilder}; use candle_transformers::models::mobileclip; use tokenizers::Tokenize...
rust
Apache-2.0
a4ad7c79666958c38b9afc0e0c3e3499ab8991d8
2026-01-04T15:42:50.663313Z
false
huggingface/candle
https://github.com/huggingface/candle/blob/a4ad7c79666958c38b9afc0e0c3e3499ab8991d8/candle-examples/examples/resnet/main.rs
candle-examples/examples/resnet/main.rs
#[cfg(feature = "mkl")] extern crate intel_mkl_src; #[cfg(feature = "accelerate")] extern crate accelerate_src; use candle::{DType, IndexOp, D}; use candle_nn::{Module, VarBuilder}; use candle_transformers::models::resnet; use clap::{Parser, ValueEnum}; #[derive(Clone, Copy, Debug, ValueEnum)] enum Which { #[val...
rust
Apache-2.0
a4ad7c79666958c38b9afc0e0c3e3499ab8991d8
2026-01-04T15:42:50.663313Z
false
huggingface/candle
https://github.com/huggingface/candle/blob/a4ad7c79666958c38b9afc0e0c3e3499ab8991d8/candle-examples/examples/custom-ops/main.rs
candle-examples/examples/custom-ops/main.rs
// This example illustrates how to implement custom operations. These operations can provide their // own forward pass (CPU and GPU versions) as well as their backward pass. // // In this example we add the RMS normalization operation and implement it for f32. #[cfg(feature = "mkl")] extern crate intel_mkl_src; #[rus...
rust
Apache-2.0
a4ad7c79666958c38b9afc0e0c3e3499ab8991d8
2026-01-04T15:42:50.663313Z
false
huggingface/candle
https://github.com/huggingface/candle/blob/a4ad7c79666958c38b9afc0e0c3e3499ab8991d8/candle-examples/examples/custom-ops/cuda_kernels.rs
candle-examples/examples/custom-ops/cuda_kernels.rs
pub const LAYERNORM_KERNELS: &str = include_str!(concat!(env!("OUT_DIR"), "/layernorm_kernels.ptx"));
rust
Apache-2.0
a4ad7c79666958c38b9afc0e0c3e3499ab8991d8
2026-01-04T15:42:50.663313Z
false
huggingface/candle
https://github.com/huggingface/candle/blob/a4ad7c79666958c38b9afc0e0c3e3499ab8991d8/candle-examples/examples/csm/main.rs
candle-examples/examples/csm/main.rs
#[cfg(feature = "mkl")] extern crate intel_mkl_src; #[cfg(feature = "accelerate")] extern crate accelerate_src; use anyhow::{Error as E, Result}; use clap::Parser; use candle_transformers::models::csm::{Config, Model}; use candle::{DType, IndexOp, Tensor}; use candle_nn::VarBuilder; use hf_hub::{api::sync::Api, Rep...
rust
Apache-2.0
a4ad7c79666958c38b9afc0e0c3e3499ab8991d8
2026-01-04T15:42:50.663313Z
false
huggingface/candle
https://github.com/huggingface/candle/blob/a4ad7c79666958c38b9afc0e0c3e3499ab8991d8/candle-examples/examples/quantized-gemma/main.rs
candle-examples/examples/quantized-gemma/main.rs
#[cfg(feature = "mkl")] extern crate intel_mkl_src; #[cfg(feature = "accelerate")] extern crate accelerate_src; use clap::{Parser, ValueEnum}; use std::io::Write; use tokenizers::Tokenizer; use candle::quantized::gguf_file; use candle::Tensor; use candle_transformers::generation::{LogitsProcessor, Sampling}; use ca...
rust
Apache-2.0
a4ad7c79666958c38b9afc0e0c3e3499ab8991d8
2026-01-04T15:42:50.663313Z
false
huggingface/candle
https://github.com/huggingface/candle/blob/a4ad7c79666958c38b9afc0e0c3e3499ab8991d8/candle-examples/examples/onnx/main.rs
candle-examples/examples/onnx/main.rs
#[cfg(feature = "mkl")] extern crate intel_mkl_src; #[cfg(feature = "accelerate")] extern crate accelerate_src; use candle::{IndexOp, D}; use candle_examples::save_image; use clap::{Parser, ValueEnum}; #[derive(Clone, Copy, Debug, ValueEnum)] enum Which { SqueezeNet, EfficientNet, EsrGan, } #[derive(Par...
rust
Apache-2.0
a4ad7c79666958c38b9afc0e0c3e3499ab8991d8
2026-01-04T15:42:50.663313Z
false
huggingface/candle
https://github.com/huggingface/candle/blob/a4ad7c79666958c38b9afc0e0c3e3499ab8991d8/candle-examples/examples/mamba-minimal/model.rs
candle-examples/examples/mamba-minimal/model.rs
/// This follows the lines of: /// https://github.com/johnma2006/mamba-minimal/blob/master/model.py /// Simple, minimal implementation of Mamba in one file of PyTorch. use candle::{IndexOp, Module, Result, Tensor, D}; use candle_nn::{RmsNorm, VarBuilder}; use candle_transformers::models::with_tracing::{linear, linear_...
rust
Apache-2.0
a4ad7c79666958c38b9afc0e0c3e3499ab8991d8
2026-01-04T15:42:50.663313Z
false
huggingface/candle
https://github.com/huggingface/candle/blob/a4ad7c79666958c38b9afc0e0c3e3499ab8991d8/candle-examples/examples/mamba-minimal/main.rs
candle-examples/examples/mamba-minimal/main.rs
#[cfg(feature = "mkl")] extern crate intel_mkl_src; #[cfg(feature = "accelerate")] extern crate accelerate_src; use anyhow::{Error as E, Result}; use clap::{Parser, ValueEnum}; mod model; use model::{Config, Model}; use candle::{DType, Device, Module, Tensor}; use candle_examples::token_output_stream::TokenOutputSt...
rust
Apache-2.0
a4ad7c79666958c38b9afc0e0c3e3499ab8991d8
2026-01-04T15:42:50.663313Z
false
huggingface/candle
https://github.com/huggingface/candle/blob/a4ad7c79666958c38b9afc0e0c3e3499ab8991d8/candle-examples/examples/glm4/main.rs
candle-examples/examples/glm4/main.rs
use candle::{DType, Device, Tensor}; use candle_nn::VarBuilder; use candle_transformers::generation::LogitsProcessor; use candle_transformers::models::glm4::{Config as ConfigOld, EosTokenId, Model as ModelOld}; use candle_transformers::models::glm4_new::{Config as ConfigNew, ModelForCausalLM as ModelNew}; use clap::Pa...
rust
Apache-2.0
a4ad7c79666958c38b9afc0e0c3e3499ab8991d8
2026-01-04T15:42:50.663313Z
false
huggingface/candle
https://github.com/huggingface/candle/blob/a4ad7c79666958c38b9afc0e0c3e3499ab8991d8/candle-examples/examples/chatglm/main.rs
candle-examples/examples/chatglm/main.rs
#[cfg(feature = "mkl")] extern crate intel_mkl_src; #[cfg(feature = "accelerate")] extern crate accelerate_src; use anyhow::{Error as E, Result}; use clap::Parser; use candle_transformers::models::chatglm::{Config, Model}; use candle::{DType, Device, Tensor}; use candle_nn::VarBuilder; use candle_transformers::gene...
rust
Apache-2.0
a4ad7c79666958c38b9afc0e0c3e3499ab8991d8
2026-01-04T15:42:50.663313Z
false
huggingface/candle
https://github.com/huggingface/candle/blob/a4ad7c79666958c38b9afc0e0c3e3499ab8991d8/candle-examples/examples/quantized-phi/main.rs
candle-examples/examples/quantized-phi/main.rs
#[cfg(feature = "mkl")] extern crate intel_mkl_src; #[cfg(feature = "accelerate")] extern crate accelerate_src; use clap::{Parser, ValueEnum}; use std::io::Write; use tokenizers::Tokenizer; use candle::quantized::gguf_file; use candle::Tensor; use candle_transformers::generation::{LogitsProcessor, Sampling}; use ca...
rust
Apache-2.0
a4ad7c79666958c38b9afc0e0c3e3499ab8991d8
2026-01-04T15:42:50.663313Z
false
huggingface/candle
https://github.com/huggingface/candle/blob/a4ad7c79666958c38b9afc0e0c3e3499ab8991d8/candle-examples/examples/chinese_clip/main.rs
candle-examples/examples/chinese_clip/main.rs
#[cfg(feature = "mkl")] extern crate intel_mkl_src; #[cfg(feature = "accelerate")] extern crate accelerate_src; use candle::{DType, Device, Tensor}; use candle_nn as nn; use candle_transformers::models::chinese_clip::{ChineseClipConfig, ChineseClipModel}; use clap::Parser; use tokenizers::Tokenizer; #[derive(Parser)...
rust
Apache-2.0
a4ad7c79666958c38b9afc0e0c3e3499ab8991d8
2026-01-04T15:42:50.663313Z
false
huggingface/candle
https://github.com/huggingface/candle/blob/a4ad7c79666958c38b9afc0e0c3e3499ab8991d8/candle-examples/examples/musicgen/musicgen_model.rs
candle-examples/examples/musicgen/musicgen_model.rs
use candle::{DType, Device, Result, Tensor, D}; use candle_nn::{ embedding, layer_norm, linear_no_bias, Activation, Embedding, LayerNorm, Linear, Module, VarBuilder, }; use candle_transformers::models::{encodec, t5}; // https://github.com/huggingface/transformers/blob/cd4584e3c809bb9e1392ccd3fe38b40daba5519a/s...
rust
Apache-2.0
a4ad7c79666958c38b9afc0e0c3e3499ab8991d8
2026-01-04T15:42:50.663313Z
false
huggingface/candle
https://github.com/huggingface/candle/blob/a4ad7c79666958c38b9afc0e0c3e3499ab8991d8/candle-examples/examples/musicgen/main.rs
candle-examples/examples/musicgen/main.rs
#![allow(dead_code)] // https://huggingface.co/facebook/musicgen-small/tree/main // https://github.com/huggingface/transformers/blob/cd4584e3c809bb9e1392ccd3fe38b40daba5519a/src/transformers/models/musicgen/modeling_musicgen.py // TODO: Add an offline mode. // TODO: Add a KV cache. #[cfg(feature = "mkl")] extern crate...
rust
Apache-2.0
a4ad7c79666958c38b9afc0e0c3e3499ab8991d8
2026-01-04T15:42:50.663313Z
false
huggingface/candle
https://github.com/huggingface/candle/blob/a4ad7c79666958c38b9afc0e0c3e3499ab8991d8/candle-examples/examples/siglip/main.rs
candle-examples/examples/siglip/main.rs
#[cfg(feature = "mkl")] extern crate intel_mkl_src; #[cfg(feature = "accelerate")] extern crate accelerate_src; use anyhow::Error as E; use clap::Parser; use candle::{DType, Device, Tensor}; use candle_nn::{ops::softmax, VarBuilder}; use candle_transformers::models::siglip; use tokenizers::Tokenizer; #[derive(Clon...
rust
Apache-2.0
a4ad7c79666958c38b9afc0e0c3e3499ab8991d8
2026-01-04T15:42:50.663313Z
false
huggingface/candle
https://github.com/huggingface/candle/blob/a4ad7c79666958c38b9afc0e0c3e3499ab8991d8/candle-examples/examples/deepseekv2/main.rs
candle-examples/examples/deepseekv2/main.rs
#[cfg(feature = "mkl")] extern crate intel_mkl_src; #[cfg(feature = "accelerate")] extern crate accelerate_src; use anyhow::{Error as E, Result}; use clap::Parser; use candle_transformers::models::deepseek2::{DeepSeekV2, DeepSeekV2Config}; use candle::{DType, Device, Tensor}; use candle_examples::token_output_strea...
rust
Apache-2.0
a4ad7c79666958c38b9afc0e0c3e3499ab8991d8
2026-01-04T15:42:50.663313Z
false
huggingface/candle
https://github.com/huggingface/candle/blob/a4ad7c79666958c38b9afc0e0c3e3499ab8991d8/candle-examples/examples/fastvit/main.rs
candle-examples/examples/fastvit/main.rs
#[cfg(feature = "mkl")] extern crate intel_mkl_src; #[cfg(feature = "accelerate")] extern crate accelerate_src; use clap::{Parser, ValueEnum}; use candle::{DType, IndexOp, D}; use candle_nn::{Module, VarBuilder}; use candle_transformers::models::fastvit; #[derive(Clone, Copy, Debug, ValueEnum)] enum Which { T8,...
rust
Apache-2.0
a4ad7c79666958c38b9afc0e0c3e3499ab8991d8
2026-01-04T15:42:50.663313Z
false
huggingface/candle
https://github.com/huggingface/candle/blob/a4ad7c79666958c38b9afc0e0c3e3499ab8991d8/candle-examples/examples/whisper-microphone/multilingual.rs
candle-examples/examples/whisper-microphone/multilingual.rs
use crate::{token_id, Model}; use candle::{IndexOp, Result, Tensor, D}; use candle_transformers::models::whisper::{self as m}; use tokenizers::Tokenizer; const LANGUAGES: [(&str, &str); 99] = [ ("en", "english"), ("zh", "chinese"), ("de", "german"), ("es", "spanish"), ("ru", "russian"), ("ko", ...
rust
Apache-2.0
a4ad7c79666958c38b9afc0e0c3e3499ab8991d8
2026-01-04T15:42:50.663313Z
false
huggingface/candle
https://github.com/huggingface/candle/blob/a4ad7c79666958c38b9afc0e0c3e3499ab8991d8/candle-examples/examples/whisper-microphone/main.rs
candle-examples/examples/whisper-microphone/main.rs
#[cfg(feature = "accelerate")] extern crate accelerate_src; #[cfg(feature = "mkl")] extern crate intel_mkl_src; use anyhow::{Error as E, Result}; use candle::{Device, IndexOp, Tensor}; use candle_nn::{ops::softmax, VarBuilder}; use clap::{Parser, ValueEnum}; use hf_hub::{api::sync::Api, Repo, RepoType}; use rand::{di...
rust
Apache-2.0
a4ad7c79666958c38b9afc0e0c3e3499ab8991d8
2026-01-04T15:42:50.663313Z
false
huggingface/candle
https://github.com/huggingface/candle/blob/a4ad7c79666958c38b9afc0e0c3e3499ab8991d8/candle-examples/examples/based/main.rs
candle-examples/examples/based/main.rs
#[cfg(feature = "mkl")] extern crate intel_mkl_src; #[cfg(feature = "accelerate")] extern crate accelerate_src; use anyhow::{Error as E, Result}; use clap::{Parser, ValueEnum}; use candle_transformers::models::based::Model; use candle::{DType, Device, Tensor}; use candle_examples::token_output_stream::TokenOutputSt...
rust
Apache-2.0
a4ad7c79666958c38b9afc0e0c3e3499ab8991d8
2026-01-04T15:42:50.663313Z
false
huggingface/candle
https://github.com/huggingface/candle/blob/a4ad7c79666958c38b9afc0e0c3e3499ab8991d8/candle-examples/examples/dinov2reg4/main.rs
candle-examples/examples/dinov2reg4/main.rs
//! DINOv2 reg4 finetuned on PlantCLEF 2024 //! https://arxiv.org/abs/2309.16588 //! https://huggingface.co/spaces/BVRA/PlantCLEF2024 //! https://zenodo.org/records/10848263 #[cfg(feature = "mkl")] extern crate intel_mkl_src; #[cfg(feature = "accelerate")] extern crate accelerate_src; use clap::Parser; use candle::...
rust
Apache-2.0
a4ad7c79666958c38b9afc0e0c3e3499ab8991d8
2026-01-04T15:42:50.663313Z
false
huggingface/candle
https://github.com/huggingface/candle/blob/a4ad7c79666958c38b9afc0e0c3e3499ab8991d8/candle-examples/examples/flux/main.rs
candle-examples/examples/flux/main.rs
#[cfg(feature = "accelerate")] extern crate accelerate_src; #[cfg(feature = "mkl")] extern crate intel_mkl_src; use candle_transformers::models::{clip, flux, t5}; use anyhow::{Error as E, Result}; use candle::{IndexOp, Module, Tensor}; use candle_nn::VarBuilder; use clap::Parser; use tokenizers::Tokenizer; #[derive...
rust
Apache-2.0
a4ad7c79666958c38b9afc0e0c3e3499ab8991d8
2026-01-04T15:42:50.663313Z
false
huggingface/candle
https://github.com/huggingface/candle/blob/a4ad7c79666958c38b9afc0e0c3e3499ab8991d8/candle-examples/examples/quantized-t5/main.rs
candle-examples/examples/quantized-t5/main.rs
#[cfg(feature = "mkl")] extern crate intel_mkl_src; #[cfg(feature = "accelerate")] extern crate accelerate_src; use std::io::Write; use std::path::PathBuf; use candle_transformers::models::quantized_t5 as t5; use anyhow::{Error as E, Result}; use candle::{Device, Tensor}; use candle_transformers::generation::LogitsP...
rust
Apache-2.0
a4ad7c79666958c38b9afc0e0c3e3499ab8991d8
2026-01-04T15:42:50.663313Z
false
huggingface/candle
https://github.com/huggingface/candle/blob/a4ad7c79666958c38b9afc0e0c3e3499ab8991d8/candle-examples/examples/voxtral/download.rs
candle-examples/examples/voxtral/download.rs
use std::path::PathBuf; use anyhow::Result; use hf_hub::{api::sync::Api, Repo, RepoType}; /// # Errors /// /// Returns an error if the model files cannot be downloaded. /// /// # Panics /// /// Panics if the model files cannot be downloaded. pub fn model_files(model_id: &str) -> Result<((PathBuf, Vec<PathBuf>), PathB...
rust
Apache-2.0
a4ad7c79666958c38b9afc0e0c3e3499ab8991d8
2026-01-04T15:42:50.663313Z
false