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Additional Terms. + +"Additional permissions" are terms that supplement the terms of this +License by making exceptions from one or more of its conditions. +Additional permissions that are applicable to the entire Program shall +be treated as though they were included in this License, to the extent +that they are valid under applicable law. If additional permissions +apply only to part of the Program, that part may be used separately +under those permissions, but the entire Program remains governed by +this License without regard to the additional permissions. + +When you convey a copy of a covered work, you may at your option +remove any additional permissions from that copy, or from any part of +it. (Additional permissions may be written to require their own +removal in certain cases when you modify the work.) 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If the Program as you +received it, or any part of it, contains a notice stating that it is +governed by this License along with a term that is a further +restriction, you may remove that term. If a license document contains +a further restriction but permits relicensing or conveying under this +License, you may add to a covered work material governed by the terms +of that license document, provided that the further restriction does +not survive such relicensing or conveying. + +If you add terms to a covered work in accord with this section, you +must place, in the relevant source files, a statement of the +additional terms that apply to those files, or a notice indicating +where to find the applicable terms. + +Additional terms, permissive or non-permissive, may be stated in the +form of a separately written license, or stated as exceptions; the +above requirements apply either way. + +### 8. Termination. + +You may not propagate or modify a covered work except as expressly +provided under this License. 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If your rights have been terminated and not permanently +reinstated, you do not qualify to receive new licenses for the same +material under section 10. + +### 9. Acceptance Not Required for Having Copies. + +You are not required to accept this License in order to receive or run +a copy of the Program. Ancillary propagation of a covered work +occurring solely as a consequence of using peer-to-peer transmission +to receive a copy likewise does not require acceptance. However, +nothing other than this License grants you permission to propagate or +modify any covered work. These actions infringe copyright if you do +not accept this License. Therefore, by modifying or propagating a +covered work, you indicate your acceptance of this License to do so. + +### 10. Automatic Licensing of Downstream Recipients. + +Each time you convey a covered work, the recipient automatically +receives a license from the original licensors, to run, modify and +propagate that work, subject to this License. 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"Knowingly relying" means you have +actual knowledge that, but for the patent license, your conveying the +covered work in a country, or your recipient's use of the covered work +in a country, would infringe one or more identifiable patents in that +country that you have reason to believe are valid. + +If, pursuant to or in connection with a single transaction or +arrangement, you convey, or propagate by procuring conveyance of, a +covered work, and grant a patent license to some of the parties +receiving the covered work authorizing them to use, propagate, modify +or convey a specific copy of the covered work, then the patent license +you grant is automatically extended to all recipients of the covered +work and works based on it. + +A patent license is "discriminatory" if it does not include within the +scope of its coverage, prohibits the exercise of, or is conditioned on +the non-exercise of one or more of the rights that are specifically +granted under this License. You may not convey a covered work if you +are a party to an arrangement with a third party that is in the +business of distributing software, under which you make payment to the +third party based on the extent of your activity of conveying the +work, and under which the third party grants, to any of the parties +who would receive the covered work from you, a discriminatory patent +license (a) in connection with copies of the covered work conveyed by +you (or copies made from those copies), or (b) primarily for and in +connection with specific products or compilations that contain the +covered work, unless you entered into that arrangement, or that patent +license was granted, prior to 28 March 2007. + +Nothing in this License shall be construed as excluding or limiting +any implied license or other defenses to infringement that may +otherwise be available to you under applicable patent law. + +### 12. No Surrender of Others' Freedom. + +If conditions are imposed on you (whether by court order, agreement or +otherwise) that contradict the conditions of this License, they do not +excuse you from the conditions of this License. If you cannot convey a +covered work so as to satisfy simultaneously your obligations under +this License and any other pertinent obligations, then as a +consequence you may not convey it at all. For example, if you agree to +terms that obligate you to collect a royalty for further conveying +from those to whom you convey the Program, the only way you could +satisfy both those terms and this License would be to refrain entirely +from conveying the Program. + +### 13. Remote Network Interaction; Use with the GNU General Public License. + +Notwithstanding any other provision of this License, if you modify the +Program, your modified version must prominently offer all users +interacting with it remotely through a computer network (if your +version supports such interaction) an opportunity to receive the +Corresponding Source of your version by providing access to the +Corresponding Source from a network server at no charge, through some +standard or customary means of facilitating copying of software. This +Corresponding Source shall include the Corresponding Source for any +work covered by version 3 of the GNU General Public License that is +incorporated pursuant to the following paragraph. + +Notwithstanding any other provision of this License, you have +permission to link or combine any covered work with a work licensed +under version 3 of the GNU General Public License into a single +combined work, and to convey the resulting work. The terms of this +License will continue to apply to the part which is the covered work, +but the work with which it is combined will remain governed by version +3 of the GNU General Public License. + +### 14. Revised Versions of this License. + +The Free Software Foundation may publish revised and/or new versions +of the GNU Affero General Public License from time to time. Such new +versions will be similar in spirit to the present version, but may +differ in detail to address new problems or concerns. + +Each version is given a distinguishing version number. If the Program +specifies that a certain numbered version of the GNU Affero General +Public License "or any later version" applies to it, you have the +option of following the terms and conditions either of that numbered +version or of any later version published by the Free Software +Foundation. If the Program does not specify a version number of the +GNU Affero General Public License, you may choose any version ever +published by the Free Software Foundation. + +If the Program specifies that a proxy can decide which future versions +of the GNU Affero General Public License can be used, that proxy's +public statement of acceptance of a version permanently authorizes you +to choose that version for the Program. + +Later license versions may give you additional or different +permissions. However, no additional obligations are imposed on any +author or copyright holder as a result of your choosing to follow a +later version. + +### 15. Disclaimer of Warranty. + +THERE IS NO WARRANTY FOR THE PROGRAM, TO THE EXTENT PERMITTED BY +APPLICABLE LAW. EXCEPT WHEN OTHERWISE STATED IN WRITING THE COPYRIGHT +HOLDERS AND/OR OTHER PARTIES PROVIDE THE PROGRAM "AS IS" WITHOUT +WARRANTY OF ANY KIND, EITHER EXPRESSED OR IMPLIED, INCLUDING, BUT NOT +LIMITED TO, THE IMPLIED WARRANTIES OF MERCHANTABILITY AND FITNESS FOR +A PARTICULAR PURPOSE. THE ENTIRE RISK AS TO THE QUALITY AND +PERFORMANCE OF THE PROGRAM IS WITH YOU. SHOULD THE PROGRAM PROVE +DEFECTIVE, YOU ASSUME THE COST OF ALL NECESSARY SERVICING, REPAIR OR +CORRECTION. + +### 16. Limitation of Liability. + +IN NO EVENT UNLESS REQUIRED BY APPLICABLE LAW OR AGREED TO IN WRITING +WILL ANY COPYRIGHT HOLDER, OR ANY OTHER PARTY WHO MODIFIES AND/OR +CONVEYS THE PROGRAM AS PERMITTED ABOVE, BE LIABLE TO YOU FOR DAMAGES, +INCLUDING ANY GENERAL, SPECIAL, INCIDENTAL OR CONSEQUENTIAL DAMAGES +ARISING OUT OF THE USE OR INABILITY TO USE THE PROGRAM (INCLUDING BUT +NOT LIMITED TO LOSS OF DATA OR DATA BEING RENDERED INACCURATE OR +LOSSES SUSTAINED BY YOU OR THIRD PARTIES OR A FAILURE OF THE PROGRAM +TO OPERATE WITH ANY OTHER PROGRAMS), EVEN IF SUCH HOLDER OR OTHER +PARTY HAS BEEN ADVISED OF THE POSSIBILITY OF SUCH DAMAGES. + +### 17. Interpretation of Sections 15 and 16. + +If the disclaimer of warranty and limitation of liability provided +above cannot be given local legal effect according to their terms, +reviewing courts shall apply local law that most closely approximates +an absolute waiver of all civil liability in connection with the +Program, unless a warranty or assumption of liability accompanies a +copy of the Program in return for a fee. + +END OF TERMS AND CONDITIONS + +## How to Apply These Terms to Your New Programs + +If you develop a new program, and you want it to be of the greatest +possible use to the public, the best way to achieve this is to make it +free software which everyone can redistribute and change under these +terms. + +To do so, attach the following notices to the program. It is safest to +attach them to the start of each source file to most effectively state +the exclusion of warranty; and each file should have at least the +"copyright" line and a pointer to where the full notice is found. + + + Copyright (C) + + This program is free software: you can redistribute it and/or modify + it under the terms of the GNU Affero General Public License as + published by the Free Software Foundation, either version 3 of the + License, or (at your option) any later version. + + This program is distributed in the hope that it will be useful, + but WITHOUT ANY WARRANTY; without even the implied warranty of + MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the + GNU Affero General Public License for more details. + + You should have received a copy of the GNU Affero General Public License + along with this program. If not, see . + +Also add information on how to contact you by electronic and paper +mail. + +If your software can interact with users remotely through a computer +network, you should also make sure that it provides a way for users to +get its source. For example, if your program is a web application, its +interface could display a "Source" link that leads users to an archive +of the code. There are many ways you could offer source, and different +solutions will be better for different programs; see section 13 for +the specific requirements. + +You should also get your employer (if you work as a programmer) or +school, if any, to sign a "copyright disclaimer" for the program, if +necessary. For more information on this, and how to apply and follow +the GNU AGPL, see . diff --git a/flake.lock b/flake.lock new file mode 100644 index 0000000..3937cb0 --- /dev/null +++ b/flake.lock @@ -0,0 +1,25 @@ +{ + "nodes": { + "nixpkgs": { + "locked": { + "lastModified": 1749213349, + "narHash": "sha256-UAaWOyQhdp7nXzsbmLVC67fo+QetzoTm9hsPf9X3yr4=", + "owner": "NixOS", + "repo": "nixpkgs", + "rev": "a4ff0e3c64846abea89662bfbacf037ef4b34207", + "type": "github" + }, + "original": { + "id": "nixpkgs", + "type": "indirect" + } + }, + "root": { + "inputs": { + "nixpkgs": "nixpkgs" + } + } + }, + "root": "root", + "version": 7 +} diff --git a/flake.nix b/flake.nix new file mode 100644 index 0000000..26d6011 --- /dev/null +++ b/flake.nix @@ -0,0 +1,27 @@ +{ + description = "devshell"; + + outputs = + { nixpkgs, ... }: + let + forAllSystems = + f: nixpkgs.lib.genAttrs nixpkgs.lib.systems.flakeExposed (s: f nixpkgs.legacyPackages.${s}); + in + { + devShells = forAllSystems (pkgs: { + default = pkgs.mkShell rec { + packages = with pkgs; [ + stdenv.cc.cc + pkg-config + ]; + + libraries = with pkgs; [ + stdenv.cc.cc.lib + openssl.dev + ]; + + LD_LIBRARY_PATH = "${pkgs.lib.makeLibraryPath libraries}"; + }; + }); + }; +} diff --git a/src/main.rs b/src/main.rs new file mode 100644 index 0000000..c9d20ac --- /dev/null +++ b/src/main.rs @@ -0,0 +1,164 @@ +use hora::core::ann_index::ANNIndex; +use candle_core::{Device, Tensor}; + +use candle_transformers::models::distilbert::{ + Config, DTYPE, DistilBertModel, +}; + +use anyhow::{Error as E, Result}; +use candle_nn::VarBuilder; +use clap::{Parser, ValueEnum}; +use hf_hub::{Repo, RepoType, api::sync::Api}; +use std::path::PathBuf; +use tokenizers::Tokenizer; + + +#[derive(Clone, Debug, Copy, PartialEq, Eq, ValueEnum)] +enum Which { + #[value(name = "distilbert")] + DistilBert, +} + +#[derive(Parser, Debug)] +#[command(author, version, about, long_about = None)] +struct Args { + /// Run on CPU rather than on GPU. + #[arg(long)] + cpu: bool, + + /// The model to use, check out available models: https://huggingface.co/models?library=sentence-transformers&sort=trending + #[arg(long)] + model_id: Option, + + /// Revision or branch + #[arg(long)] + revision: Option, + + /// When set, compute embeddings for this prompt. + #[arg(long)] + prompt: String, +} + +impl Args { + fn build_model_and_tokenizer(&self) -> Result<(DistilBertModel, Tokenizer)> { + let device = candle_core::Device::Cpu; + + let (model_id, revision) = self.resolve_model_and_revision(); + let (config_path, tokenizer_path, weights_path) = + self.download_model_files(&model_id, &revision)?; + + let config = std::fs::read_to_string(config_path)?; + let config: Config = serde_json::from_str(&config)?; + let tokenizer = Tokenizer::from_file(tokenizer_path).map_err(E::msg)?; + + let vb = self.load_variables(&weights_path, &device)?; + let model = DistilBertModel::load(vb, &config)?; + + Ok((model, tokenizer)) + } + + fn resolve_model_and_revision(&self) -> (String, String) { + let default_model = "distilbert-base-uncased".to_string(); + let default_revision = "main".to_string(); + + match (self.model_id.clone(), self.revision.clone()) { + (Some(model_id), Some(revision)) => (model_id, revision), + (Some(model_id), None) => (model_id, default_revision), + (None, Some(revision)) => (default_model, revision), + (None, None) => (default_model, default_revision), + } + } + + fn download_model_files( + &self, + model_id: &str, + revision: &str, + ) -> Result<(PathBuf, PathBuf, PathBuf)> { + let repo = Repo::with_revision(model_id.to_string(), RepoType::Model, revision.to_string()); + let api = Api::new()?; + let api = api.repo(repo); + + let config = api.get("config.json")?; + let tokenizer = api.get("tokenizer.json")?; + let weights = api.get("model.safetensors")?; + + Ok((config, tokenizer, weights)) + } + + fn load_variables(&self, weights_path: &PathBuf, device: &Device) -> Result { + Ok(unsafe { VarBuilder::from_mmaped_safetensors(&[weights_path], DTYPE, device)? }) + } +} + +fn main() -> Result<()> { + let args = Args::parse(); + + let (model, tokenizer) = args.build_model_and_tokenizer()?; + let device = &model.device; + + let (token_ids, mask) = prepare_inputs(&args, &tokenizer, device)?; + let embeddings = model.forward(&token_ids, &mask)?; + // Apply some avg-pooling by taking the mean embedding value for all tokens (including padding) + let (_n_sentence, n_tokens, _hidden_size) = embeddings.dims3()?; + let embeddings = (embeddings.sum(1)? / (n_tokens as f64))?; + let embeddings = normalize_l2(&embeddings)?.reshape(768)?.to_vec1::(); + println!("{embeddings:?}"); + + let dimension = 768; + + // init index + let mut index = hora::index::hnsw_idx::HNSWIndex::::new( + dimension, + &hora::index::hnsw_params::HNSWParams::::default(), + ); + + // add point + // for (i, sample) in samples.iter().enumerate().take(n) { + // index.add(sample, i).unwrap(); + // } + index.build(hora::core::metrics::Metric::Euclidean).unwrap(); + + // let mut rng = thread_rng(); + // let target: usize = rng.gen_range(0..n); + // // 523 has neighbors: [523, 762, 364, 268, 561, 231, 380, 817, 331, 246] + // println!( + // "{:?} has neighbors: {:?}", + // target, + // index.search(&samples[target], 10) // search for k nearest neighbors + // ); + + Ok(()) +} +fn prepare_inputs(args: &Args, tokenizer: &Tokenizer, device: &Device) -> Result<(Tensor, Tensor)> { + let mut binding = tokenizer.clone(); + let tokenizer_configured = binding + .with_padding(None) + .with_truncation(None) + .map_err(E::msg)?; + + let tokens = tokenizer_configured + .encode(args.prompt.clone(), true) + .map_err(E::msg)? + .get_ids() + .to_vec(); + + let token_ids = Tensor::new(&tokens[..], device)?.unsqueeze(0)?; + + let mask = attention_mask(tokens.len(), device)?; + println!("token_ids: {:?}", token_ids.to_vec2::()?); + + Ok((token_ids, mask)) +} + + +fn attention_mask(size: usize, device: &Device) -> Result { + let mask: Vec<_> = (0..size) + .flat_map(|i| (0..size).map(move |j| u8::from(j > i))) + .collect(); + Ok(Tensor::from_slice(&mask, (size, size), device)?) +} + + +pub fn normalize_l2(v: &Tensor) -> Result { + Ok(v.broadcast_div(&v.sqr()?.sum_keepdim(1)?.sqrt()?)?) +}