From 3b4c8b045a5de20d5bdca3646e77f63e24cb92e0 Mon Sep 17 00:00:00 2001 From: geoffsee <> Date: Thu, 5 Jun 2025 15:26:21 -0400 Subject: [PATCH] add local inference engine --- local_inference_engine/Cargo.lock | 5876 +++++++++++++++++ local_inference_engine/Cargo.toml | 57 + local_inference_engine/src/main.rs | 411 ++ .../src/token_output_stream.rs | 86 + local_inference_engine/src/utilities_lib.rs | 167 + local_inference_engine/test.sh | 17 + 6 files changed, 6614 insertions(+) create mode 100644 local_inference_engine/Cargo.lock create mode 100644 local_inference_engine/Cargo.toml create mode 100644 local_inference_engine/src/main.rs create mode 100644 local_inference_engine/src/token_output_stream.rs create mode 100644 local_inference_engine/src/utilities_lib.rs create mode 100644 local_inference_engine/test.sh diff --git a/local_inference_engine/Cargo.lock b/local_inference_engine/Cargo.lock new file mode 100644 index 0000000..8dff7b8 --- /dev/null +++ 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a/local_inference_engine/Cargo.toml b/local_inference_engine/Cargo.toml new file mode 100644 index 0000000..aa9dd5f --- /dev/null +++ b/local_inference_engine/Cargo.toml @@ -0,0 +1,57 @@ +[package] +name = "local_inference_engine" +version = "0.1.0" +edition = "2021" + +[dependencies] +accelerate-src = { version = "0.3.2", optional = true } +candle-datasets = { version = "=0.9.1", optional = true } +candle-nn = { version = "=0.9.1", features = ["metal"] } +candle-transformers = { version = "=0.9.1", features = ["metal"] } +candle-flash-attn = { version = "=0.9.1", optional = true } +candle-onnx = { version = "=0.9.1", optional = true } + +csv = "1.3.0" +cudarc = { version = "0.16.3", features = ["std", "cublas", "cublaslt", "curand", "driver", "nvrtc", "f16", "cuda-version-from-build-system", "dynamic-linking"], default-features=false, optional = true } +half = { version = "2.5.0", features = ["num-traits", "use-intrinsics", "rand_distr"], optional = true } +hf-hub = { version = "0.4.1", features = ["tokio"] } +image = { version = "0.25.2", default-features = false, features = ["jpeg", "png"] } +intel-mkl-src = { version = "0.8.1", features = ["mkl-static-lp64-iomp"], optional = true } +num-traits = { version = "0.2.15" } +palette = { version = "0.7.6", optional = true } +enterpolation = { version = "0.2.1", optional = true} +pyo3 = { version = "0.22.0", features = ["auto-initialize", "abi3-py311"], optional = true } +rayon = { version = "1.7.0" } +rubato = { version = "0.15.0", optional = true } +safetensors = { version = "0.4.1" } +serde = { version = "1.0.171", features = ["derive"] } +serde_json = { version = "1.0.99" } +symphonia = { version = "0.5.3", features = ["all"], optional = true } +tokenizers = { version = "0.21.0", default-features = false, features = ["onig"] } +cpal = { version = "0.15.2", optional = true } +pdf2image = { version = "0.1.2" , optional = true} +candle-core = { version = "=0.9.1", features = ["metal"] } +anyhow = "1.0.98" +clap= { version = "4.2.4", features = ["derive"] } +tracing = "0.1.37" +tracing-chrome = "0.7.1" +tracing-subscriber = "0.3.7" + + +[dev-dependencies] +anyhow = { version = "1", features = ["backtrace"] } +byteorder = { version = "1.4.3" } +clap = { version = "4.2.4", features = ["derive"] } +imageproc = { version = "0.24.0", default-features = false } +memmap2 = { version = "0.9.3", features = ["stable_deref_trait"] } +rand = { version = "0.9.0" } +ab_glyph = { version = "0.2.23" } +tracing = { version = "0.1.37" } +tracing-chrome = { version = "0.7.1" } +tracing-subscriber = { version = "0.3.7" } +# Necessary to disambiguate with tokio in wasm examples which are 1.28.1 +tokio = "1.43.0" + +[build-dependencies] +anyhow = { version = "1", features = ["backtrace"] } +bindgen_cuda = { version = "0.1.1", optional = true } diff --git a/local_inference_engine/src/main.rs b/local_inference_engine/src/main.rs new file mode 100644 index 0000000..3ef9dcb --- /dev/null +++ b/local_inference_engine/src/main.rs @@ -0,0 +1,411 @@ +mod token_output_stream; +mod utilities_lib; + +#[cfg(feature = "intel-mkl-src")] +extern crate intel_mkl_src; + +#[cfg(feature = "accelerate-src")] +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 Model2}; +use candle_transformers::models::gemma3::{Config as Config3, Model as Model3}; + +use candle_core::{DType, Device, MetalDevice, Tensor}; +use candle_nn::VarBuilder; +use candle_transformers::generation::LogitsProcessor; +use hf_hub::{Repo, RepoType, api::sync::Api}; +use tokenizers::Tokenizer; +use crate::token_output_stream::TokenOutputStream; +use crate::utilities_lib::device; + +#[derive(Clone, Debug, Copy, PartialEq, Eq, clap::ValueEnum)] +enum Which { + #[value(name = "2b")] + Base2B, + #[value(name = "7b")] + Base7B, + #[value(name = "2b-it")] + Instruct2B, + #[value(name = "7b-it")] + Instruct7B, + #[value(name = "1.1-2b-it")] + InstructV1_1_2B, + #[value(name = "1.1-7b-it")] + InstructV1_1_7B, + #[value(name = "code-2b")] + CodeBase2B, + #[value(name = "code-7b")] + CodeBase7B, + #[value(name = "code-2b-it")] + CodeInstruct2B, + #[value(name = "code-7b-it")] + CodeInstruct7B, + #[value(name = "2-2b")] + BaseV2_2B, + #[value(name = "2-2b-it")] + InstructV2_2B, + #[value(name = "2-9b")] + BaseV2_9B, + #[value(name = "2-9b-it")] + InstructV2_9B, + #[value(name = "3-1b")] + BaseV3_1B, + #[value(name = "3-1b-it")] + InstructV3_1B, +} + +enum Model { + V1(Model1), + V2(Model2), + V3(Model3), +} + +impl Model { + fn forward(&mut self, input_ids: &candle_core::Tensor, pos: usize) -> candle_core::Result { + match self { + Self::V1(m) => m.forward(input_ids, pos), + Self::V2(m) => m.forward(input_ids, pos), + Self::V3(m) => m.forward(input_ids, pos), + } + } +} + + + +struct TextGeneration { + model: Model, + device: Device, + tokenizer: TokenOutputStream, + logits_processor: LogitsProcessor, + repeat_penalty: f32, + repeat_last_n: usize, +} + +impl TextGeneration { + #[allow(clippy::too_many_arguments)] + fn new( + model: Model, + tokenizer: Tokenizer, + seed: u64, + temp: Option, + top_p: Option, + repeat_penalty: f32, + repeat_last_n: usize, + device: &Device, + ) -> Self { + let logits_processor = LogitsProcessor::new(seed, temp, top_p); + Self { + model, + tokenizer: TokenOutputStream::new(tokenizer), + logits_processor, + repeat_penalty, + repeat_last_n, + device: device.clone(), + } + } + + fn run(&mut self, prompt: &str, sample_len: usize) -> Result<()> { + use std::io::Write; + self.tokenizer.clear(); + let mut tokens = self + .tokenizer + .tokenizer() + .encode(prompt, true) + .map_err(E::msg)? + .get_ids() + .to_vec(); + for &t in tokens.iter() { + if let Some(t) = self.tokenizer.next_token(t)? { + print!("{t}") + } + } + std::io::stdout().flush()?; + + let mut generated_tokens = 0usize; + let eos_token = match self.tokenizer.get_token("") { + Some(token) => token, + None => anyhow::bail!("cannot find the token"), + }; + + let eot_token = match self.tokenizer.get_token("") { + Some(token) => token, + None => { + println!( + "Warning: token not found in tokenizer, using as a backup" + ); + eos_token + } + }; + + let start_gen = std::time::Instant::now(); + for index in 0..sample_len { + let context_size = if index > 0 { 1 } else { tokens.len() }; + let start_pos = tokens.len().saturating_sub(context_size); + let ctxt = &tokens[start_pos..]; + let input = Tensor::new(ctxt, &self.device)?.unsqueeze(0)?; + let logits = self.model.forward(&input, start_pos)?; + let logits = logits.squeeze(0)?.squeeze(0)?.to_dtype(DType::F32)?; + let logits = if self.repeat_penalty == 1. { + logits + } else { + let start_at = tokens.len().saturating_sub(self.repeat_last_n); + + // Manual implementation of repeat penalty to avoid type conflicts + let mut logits_vec = logits.to_vec1::()?; + + for &token_id in &tokens[start_at..] { + let token_id = token_id as usize; + if token_id < logits_vec.len() { + let score = logits_vec[token_id]; + let sign = if score < 0.0 { -1.0 } else { 1.0 }; + logits_vec[token_id] = sign * score / self.repeat_penalty; + } + } + + // Create a new tensor with the modified logits + let device = logits.device().clone(); + let shape = logits.shape().clone(); + let new_logits = Tensor::new(&logits_vec[..], &device)?; + new_logits.reshape(shape)? + }; + + let next_token = self.logits_processor.sample(&logits)?; + tokens.push(next_token); + generated_tokens += 1; + if next_token == eos_token || next_token == eot_token { + break; + } + if let Some(t) = self.tokenizer.next_token(next_token)? { + print!("{t}"); + std::io::stdout().flush()?; + } + } + let dt = start_gen.elapsed(); + if let Some(rest) = self.tokenizer.decode_rest().map_err(E::msg)? { + print!("{rest}"); + } + std::io::stdout().flush()?; + println!( + "\n{generated_tokens} tokens generated ({:.2} token/s)", + generated_tokens as f64 / dt.as_secs_f64(), + ); + Ok(()) + } +} + +#[derive(Parser, Debug)] +#[command(author, version, about, long_about = None)] +struct Args { + /// Run on CPU rather than on GPU. + #[arg(long)] + cpu: bool, + + /// Enable tracing (generates a trace-timestamp.json file). + #[arg(long)] + tracing: bool, + + #[arg(long)] + prompt: String, + + /// The temperature used to generate samples. + #[arg(long)] + temperature: Option, + + /// Nucleus sampling probability cutoff. + #[arg(long)] + top_p: Option, + + /// The seed to use when generating random samples. + #[arg(long, default_value_t = 299792458)] + seed: u64, + + /// The length of the sample to generate (in tokens). + #[arg(long, short = 'n', default_value_t = 10000)] + sample_len: usize, + + #[arg(long)] + model_id: Option, + + #[arg(long, default_value = "main")] + revision: String, + + #[arg(long)] + tokenizer_file: Option, + + #[arg(long)] + config_file: Option, + + #[arg(long)] + weight_files: Option, + + /// Penalty to be applied for repeating tokens, 1. means no penalty. + #[arg(long, default_value_t = 1.1)] + repeat_penalty: f32, + + /// The context size to consider for the repeat penalty. + #[arg(long, default_value_t = 64)] + repeat_last_n: usize, + + /// The model to use. + #[arg(long, default_value = "3-1b-it")] + which: Which, + + #[arg(long)] + use_flash_attn: bool, +} + +fn main() -> Result<()> { + use tracing_chrome::ChromeLayerBuilder; + use tracing_subscriber::prelude::*; + + let args = Args::parse(); + let _guard = if args.tracing { + let (chrome_layer, guard) = ChromeLayerBuilder::new().build(); + tracing_subscriber::registry().with(chrome_layer).init(); + Some(guard) + } else { + None + }; + println!( + "avx: {}, neon: {}, simd128: {}, f16c: {}", + candle_core::utils::with_avx(), + candle_core::utils::with_neon(), + candle_core::utils::with_simd128(), + candle_core::utils::with_f16c() + ); + println!( + "temp: {:.2} repeat-penalty: {:.2} repeat-last-n: {}", + args.temperature.unwrap_or(0.), + args.repeat_penalty, + args.repeat_last_n + ); + + let start = std::time::Instant::now(); + let api = Api::new()?; + let model_id = match &args.model_id { + Some(model_id) => model_id.to_string(), + None => match args.which { + Which::InstructV1_1_2B => "google/gemma-1.1-2b-it".to_string(), + Which::InstructV1_1_7B => "google/gemma-1.1-7b-it".to_string(), + Which::Base2B => "google/gemma-2b".to_string(), + Which::Base7B => "google/gemma-7b".to_string(), + Which::Instruct2B => "google/gemma-2b-it".to_string(), + Which::Instruct7B => "google/gemma-7b-it".to_string(), + Which::CodeBase2B => "google/codegemma-2b".to_string(), + Which::CodeBase7B => "google/codegemma-7b".to_string(), + Which::CodeInstruct2B => "google/codegemma-2b-it".to_string(), + Which::CodeInstruct7B => "google/codegemma-7b-it".to_string(), + Which::BaseV2_2B => "google/gemma-2-2b".to_string(), + Which::InstructV2_2B => "google/gemma-2-2b-it".to_string(), + Which::BaseV2_9B => "google/gemma-2-9b".to_string(), + Which::InstructV2_9B => "google/gemma-2-9b-it".to_string(), + Which::BaseV3_1B => "google/gemma-3-1b-pt".to_string(), + Which::InstructV3_1B => "google/gemma-3-1b-it".to_string(), + }, + }; + let repo = api.repo(Repo::with_revision( + model_id, + RepoType::Model, + args.revision, + )); + let tokenizer_filename = match args.tokenizer_file { + Some(file) => std::path::PathBuf::from(file), + None => repo.get("tokenizer.json")?, + }; + let config_filename = match args.config_file { + Some(file) => std::path::PathBuf::from(file), + None => repo.get("config.json")?, + }; + let filenames = match args.weight_files { + Some(files) => files + .split(',') + .map(std::path::PathBuf::from) + .collect::>(), + None => match args.which { + Which::BaseV3_1B | Which::InstructV3_1B => vec![repo.get("model.safetensors")?], + _ => utilities_lib::hub_load_safetensors(&repo, "model.safetensors.index.json")?, + }, + }; + println!("retrieved the files in {:?}", start.elapsed()); + let tokenizer = Tokenizer::from_file(tokenizer_filename).map_err(E::msg)?; + + let start = std::time::Instant::now(); + let device = utilities_lib::device(args.cpu)?; + let dtype = if device.is_cuda() { + DType::BF16 + } else { + DType::F32 + }; + // Use the original device and dtype + let vb = unsafe { VarBuilder::from_mmaped_safetensors(&filenames, dtype, &device)? }; + let model = match args.which { + Which::Base2B + | Which::Base7B + | Which::Instruct2B + | Which::Instruct7B + | Which::InstructV1_1_2B + | Which::InstructV1_1_7B + | Which::CodeBase2B + | Which::CodeBase7B + | Which::CodeInstruct2B + | Which::CodeInstruct7B => { + let config: Config1 = serde_json::from_reader(std::fs::File::open(config_filename)?)?; + let model = Model1::new(args.use_flash_attn, &config, vb)?; + Model::V1(model) + } + Which::BaseV2_2B | Which::InstructV2_2B | Which::BaseV2_9B | Which::InstructV2_9B => { + let config: Config2 = serde_json::from_reader(std::fs::File::open(config_filename)?)?; + let model = Model2::new(args.use_flash_attn, &config, vb)?; + Model::V2(model) + } + Which::BaseV3_1B | Which::InstructV3_1B => { + let config: Config3 = serde_json::from_reader(std::fs::File::open(config_filename)?)?; + let model = Model3::new(args.use_flash_attn, &config, vb)?; + Model::V3(model) + } + }; + + println!("loaded the model in {:?}", start.elapsed()); + + let mut pipeline = TextGeneration::new( + model, + tokenizer, + args.seed, + args.temperature, + args.top_p, + args.repeat_penalty, + args.repeat_last_n, + &device, + ); + + let prompt = match args.which { + Which::Base2B + | Which::Base7B + | Which::Instruct2B + | Which::Instruct7B + | Which::InstructV1_1_2B + | Which::InstructV1_1_7B + | Which::CodeBase2B + | Which::CodeBase7B + | Which::CodeInstruct2B + | Which::CodeInstruct7B + | Which::BaseV2_2B + | Which::InstructV2_2B + | Which::BaseV2_9B + | Which::InstructV2_9B + | Which::BaseV3_1B => args.prompt, + Which::InstructV3_1B => { + format!( + " user\n{}\n model\n", + args.prompt + ) + } + }; + + pipeline.run(&prompt, args.sample_len)?; + Ok(()) +} diff --git a/local_inference_engine/src/token_output_stream.rs b/local_inference_engine/src/token_output_stream.rs new file mode 100644 index 0000000..c6e19a4 --- /dev/null +++ b/local_inference_engine/src/token_output_stream.rs @@ -0,0 +1,86 @@ +use candle_core::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, + prev_index: usize, + current_index: usize, +} + +impl TokenOutputStream { + pub fn new(tokenizer: tokenizers::Tokenizer) -> Self { + Self { + tokenizer, + tokens: Vec::new(), + prev_index: 0, + current_index: 0, + } + } + + pub fn into_inner(self) -> tokenizers::Tokenizer { + self.tokenizer + } + + fn decode(&self, tokens: &[u32]) -> Result { + match self.tokenizer.decode(tokens, true) { + Ok(str) => Ok(str), + Err(err) => candle_core::bail!("cannot decode: {err}"), + } + } + + // https://github.com/huggingface/text-generation-inference/blob/5ba53d44a18983a4de32d122f4cb46f4a17d9ef6/server/text_generation_server/models/model.py#L68 + pub fn next_token(&mut self, token: u32) -> Result> { + let prev_text = if self.tokens.is_empty() { + String::new() + } else { + let tokens = &self.tokens[self.prev_index..self.current_index]; + self.decode(tokens)? + }; + self.tokens.push(token); + let text = self.decode(&self.tokens[self.prev_index..])?; + if text.len() > prev_text.len() && text.chars().last().unwrap().is_alphanumeric() { + let text = text.split_at(prev_text.len()); + self.prev_index = self.current_index; + self.current_index = self.tokens.len(); + Ok(Some(text.1.to_string())) + } else { + Ok(None) + } + } + + pub fn decode_rest(&self) -> Result> { + let prev_text = if self.tokens.is_empty() { + String::new() + } else { + let tokens = &self.tokens[self.prev_index..self.current_index]; + self.decode(tokens)? + }; + let text = self.decode(&self.tokens[self.prev_index..])?; + if text.len() > prev_text.len() { + let text = text.split_at(prev_text.len()); + Ok(Some(text.1.to_string())) + } else { + Ok(None) + } + } + + pub fn decode_all(&self) -> Result { + self.decode(&self.tokens) + } + + pub fn get_token(&self, token_s: &str) -> Option { + self.tokenizer.get_vocab(true).get(token_s).copied() + } + + pub fn tokenizer(&self) -> &tokenizers::Tokenizer { + &self.tokenizer + } + + pub fn clear(&mut self) { + self.tokens.clear(); + self.prev_index = 0; + self.current_index = 0; + } +} \ No newline at end of file diff --git a/local_inference_engine/src/utilities_lib.rs b/local_inference_engine/src/utilities_lib.rs new file mode 100644 index 0000000..a52c345 --- /dev/null +++ b/local_inference_engine/src/utilities_lib.rs @@ -0,0 +1,167 @@ +use candle_core::utils::{cuda_is_available, metal_is_available}; +use candle_core::{Device, Result, Tensor}; + +pub fn device(cpu: bool) -> Result { + if cpu { + Ok(Device::Cpu) + } else if cuda_is_available() { + Ok(Device::new_cuda(0)?) + } else if metal_is_available() { + Ok(Device::new_metal(0)?) + } else { + #[cfg(all(target_os = "macos", target_arch = "aarch64"))] + { + println!( + "Running on CPU, to run on GPU(metal), build this example with `--features metal`" + ); + } + #[cfg(not(all(target_os = "macos", target_arch = "aarch64")))] + { + println!("Running on CPU, to run on GPU, build this example with `--features cuda`"); + } + Ok(Device::Cpu) + } +} + +pub fn load_image>( + p: P, + resize_longest: Option, +) -> Result<(Tensor, usize, usize)> { + let img = image::ImageReader::open(p)? + .decode() + .map_err(candle_core::Error::wrap)?; + let (initial_h, initial_w) = (img.height() as usize, img.width() as usize); + let img = match resize_longest { + None => img, + Some(resize_longest) => { + let (height, width) = (img.height(), img.width()); + let resize_longest = resize_longest as u32; + let (height, width) = if height < width { + let h = (resize_longest * height) / width; + (h, resize_longest) + } else { + let w = (resize_longest * width) / height; + (resize_longest, w) + }; + img.resize_exact(width, height, image::imageops::FilterType::CatmullRom) + } + }; + let (height, width) = (img.height() as usize, img.width() as usize); + let img = img.to_rgb8(); + let data = img.into_raw(); + let data = Tensor::from_vec(data, (height, width, 3), &Device::Cpu)?.permute((2, 0, 1))?; + Ok((data, initial_h, initial_w)) +} + +pub fn load_image_and_resize>( + p: P, + width: usize, + height: usize, +) -> Result { + let img = image::ImageReader::open(p)? + .decode() + .map_err(candle_core::Error::wrap)? + .resize_to_fill( + width as u32, + height as u32, + image::imageops::FilterType::Triangle, + ); + let img = img.to_rgb8(); + let data = img.into_raw(); + Tensor::from_vec(data, (width, height, 3), &Device::Cpu)?.permute((2, 0, 1)) +} + +/// Saves an image to disk using the image crate, this expects an input with shape +/// (c, height, width). +pub fn save_image>(img: &Tensor, p: P) -> Result<()> { + let p = p.as_ref(); + let (channel, height, width) = img.dims3()?; + if channel != 3 { + candle_core::bail!("save_image expects an input of shape (3, height, width)") + } + let img = img.permute((1, 2, 0))?.flatten_all()?; + let pixels = img.to_vec1::()?; + let image: image::ImageBuffer, Vec> = + match image::ImageBuffer::from_raw(width as u32, height as u32, pixels) { + Some(image) => image, + None => candle_core::bail!("error saving image {p:?}"), + }; + image.save(p).map_err(candle_core::Error::wrap)?; + Ok(()) +} + +pub fn save_image_resize>( + img: &Tensor, + p: P, + h: usize, + w: usize, +) -> Result<()> { + let p = p.as_ref(); + let (channel, height, width) = img.dims3()?; + if channel != 3 { + candle_core::bail!("save_image expects an input of shape (3, height, width)") + } + let img = img.permute((1, 2, 0))?.flatten_all()?; + let pixels = img.to_vec1::()?; + let image: image::ImageBuffer, Vec> = + match image::ImageBuffer::from_raw(width as u32, height as u32, pixels) { + Some(image) => image, + None => candle_core::bail!("error saving image {p:?}"), + }; + let image = image::DynamicImage::from(image); + let image = image.resize_to_fill(w as u32, h as u32, image::imageops::FilterType::CatmullRom); + image.save(p).map_err(candle_core::Error::wrap)?; + Ok(()) +} + +/// Loads the safetensors files for a model from the hub based on a json index file. +pub fn hub_load_safetensors( + repo: &hf_hub::api::sync::ApiRepo, + json_file: &str, +) -> Result> { + let json_file = repo.get(json_file).map_err(candle_core::Error::wrap)?; + let json_file = std::fs::File::open(json_file)?; + let json: serde_json::Value = + serde_json::from_reader(&json_file).map_err(candle_core::Error::wrap)?; + let weight_map = match json.get("weight_map") { + None => candle_core::bail!("no weight map in {json_file:?}"), + Some(serde_json::Value::Object(map)) => map, + Some(_) => candle_core::bail!("weight map in {json_file:?} is not a map"), + }; + let mut safetensors_files = std::collections::HashSet::new(); + for value in weight_map.values() { + if let Some(file) = value.as_str() { + safetensors_files.insert(file.to_string()); + } + } + let safetensors_files = safetensors_files + .iter() + .map(|v| repo.get(v).map_err(candle_core::Error::wrap)) + .collect::>>()?; + Ok(safetensors_files) +} + +pub fn hub_load_local_safetensors>( + path: P, + json_file: &str, +) -> Result> { + let path = path.as_ref(); + let jsfile = std::fs::File::open(path.join(json_file))?; + let json: serde_json::Value = serde_json::from_reader(&jsfile).map_err(candle_core::Error::wrap)?; + let weight_map = match json.get("weight_map") { + None => candle_core::bail!("no weight map in {json_file:?}"), + Some(serde_json::Value::Object(map)) => map, + Some(_) => candle_core::bail!("weight map in {json_file:?} is not a map"), + }; + let mut safetensors_files = std::collections::HashSet::new(); + for value in weight_map.values() { + if let Some(file) = value.as_str() { + safetensors_files.insert(file); + } + } + let safetensors_files: Vec<_> = safetensors_files + .into_iter() + .map(|v| path.join(v)) + .collect(); + Ok(safetensors_files) +} \ No newline at end of file diff --git a/local_inference_engine/test.sh b/local_inference_engine/test.sh new file mode 100644 index 0000000..8d4b455 --- /dev/null +++ b/local_inference_engine/test.sh @@ -0,0 +1,17 @@ +#!/usr/bin/env bash + +PROMPT='Who was the 16th president' + + +# will pull gemma-3-1b-it and run the prompt +cargo run -- --prompt "${PROMPT}" + +#avx: false, neon: true, simd128: false, f16c: false + #temp: 0.00 repeat-penalty: 1.10 repeat-last-n: 64 + #retrieved the files in 1.388209ms + #loaded the model in 321.509333ms + # user + #Who was the 16th president + # model + #The 16th President of the United States was **Abraham Lincoln**. He served from March 4, 1861, to March 4, 1865. + #40 tokens generated (31.85 token/s) \ No newline at end of file