1
2
3
4
5
6
7
8
9
10
11
12
13
14
15
16
17
18
19
20
21
22
23
24
25
26
27
28
29
30
31
32
33
34
35
36
37
38
39
40
41
42
43
44
45
46
47
48
49
50
51
52
53
54
55
56
57
58
59
60
61
62
63
64
65
66
67
68
69
70
71
72
73
74
75
76
77
78
79
80
81
82
83
84
85
86
87
88
89
90
91
92
93
94
95
96
97
98
99
100
101
102
103

//! # Resource definitions for model weights, vocabularies and configuration files
//!
//! This crate relies on the concept of Resources to access the data used by the models.
//! This includes:
//! - model weights
//! - configuration files
//! - vocabularies
//! - (optional) merges files for BPE-based tokenizers
//!
//! These are expected in the pipelines configurations or are used as utilities to reference to the
//! resource location. Two types of resources are pre-defined:
//! - LocalResource: points to a local file
//! - RemoteResource: points to a remote file via a URL
//! - BufferResource: refers to a buffer that contains file contents for a resource (currently only
//!                   usable for weights)
//!
//! For `LocalResource` and `RemoteResource`, the local location of the file can be retrieved using
//! `get_local_path`, allowing to reference the resource file location regardless if it is a remote
//! or local resource. Default implementations for a number of `RemoteResources` are available as
//! pre-trained models in each model module.

mod buffer;
mod local;

use crate::common::error::RustBertError;
pub use buffer::BufferResource;
pub use local::LocalResource;
use std::fmt::Debug;
use std::ops::DerefMut;
use std::path::PathBuf;
use std::sync::RwLockWriteGuard;
use tch::nn::VarStore;
use tch::{Device, Kind};

pub enum Resource<'a> {
    PathBuf(PathBuf),
    Buffer(RwLockWriteGuard<'a, Vec<u8>>),
}

/// # Resource Trait that can provide the location or data for the model, and location of
/// configuration or vocabulary resources
pub trait ResourceProvider: Debug + Send + Sync {
    /// Provides the local path for a resource.
    ///
    /// # Returns
    ///
    /// * `PathBuf` pointing to the resource file
    ///
    /// # Example
    ///
    /// ```no_run
    /// use rust_bert::resources::{LocalResource, ResourceProvider};
    /// use std::path::PathBuf;
    /// let config_resource = LocalResource {
    ///     local_path: PathBuf::from("path/to/config.json"),
    /// };
    /// let config_path = config_resource.get_local_path();
    /// ```
    fn get_local_path(&self) -> Result<PathBuf, RustBertError>;

    /// Provides access to an underlying resource.
    ///
    /// # Returns
    ///
    /// * `Resource` wrapping a representation of a resource.
    ///
    /// # Example
    ///
    /// ```no_run
    /// use rust_bert::resources::{BufferResource, LocalResource, ResourceProvider};
    /// ```
    fn get_resource(&self) -> Result<Resource, RustBertError>;
}

impl<T: ResourceProvider + ?Sized> ResourceProvider for Box<T> {
    fn get_local_path(&self) -> Result<PathBuf, RustBertError> {
        T::get_local_path(self)
    }
    fn get_resource(&self) -> Result<Resource, RustBertError> {
        T::get_resource(self)
    }
}

/// Load the provided `VarStore` with model weights from the provided `ResourceProvider`
pub fn load_weights(
    rp: &(impl ResourceProvider + ?Sized),
    vs: &mut VarStore,
    kind: Option<Kind>,
    device: Device,
) -> Result<(), RustBertError> {
    match rp.get_resource()? {
        Resource::Buffer(mut data) => vs.load_from_stream(std::io::Cursor::new(data.deref_mut())),
        Resource::PathBuf(path) => vs.load(path),
    }?;
    cast_var_store(vs, kind, device);
    Ok(())
}

#[cfg(feature = "remote")]
mod remote;
use crate::pipelines::common::cast_var_store;
#[cfg(feature = "remote")]
pub use remote::RemoteResource;