Struct Config

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pub struct Config {
    pub vocab_size: u32,
    /* private fields */
}

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§vocab_size: u32

vocabulary size, usually 256 (byte-level)

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impl Config

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pub fn is_gemma(&self) -> bool

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pub fn from_reader(reader: impl Read) -> Result<Self, PllmError>

Examples found in repository?
examples/llama2c.rs (line 12)
9fn main() {
10    let f = File::open("testdata/stories15M.bin").unwrap();
11    let mut reader = BufReader::new(f);
12    let config = Config::from_reader(&mut reader).unwrap();
13    println!("{:?}", config);
14
15    let mut weights = Weights::new(config.clone());
16    weights.load_data(&mut reader).unwrap();
17
18    let tokenizer_file = File::open("testdata/tokenizer.bin").unwrap();
19    let tokenizer_reader = BufReader::new(tokenizer_file);
20
21    let tokenizer = Tokenizer::from_reader(config.vocab_size as usize, tokenizer_reader).unwrap();
22
23    let iterator = LLM::new(config, tokenizer, weights)
24        .inference("a dog".to_string(), 0.8)
25        .unwrap();
26    let mut token_count = 0;
27    let start = Instant::now();
28    for (_, t) in iterator.enumerate() {
29        print!("{}", t.unwrap());
30        io::stdout().flush().unwrap();
31        token_count += 1;
32    }
33    println!(
34        "\ntoken/s: {}\n",
35        (token_count as f64 - 1.0) / start.elapsed().as_millis() as f64 * 1000.0
36    );
37}
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pub fn from_gguf<R: Read + Seek>(gf: &GgufFile<R>) -> Result<Self, PllmError>

Examples found in repository?
examples/gemma.rs (line 16)
9fn main() {
10    let f = File::open("testdata/gemma2b").unwrap();
11    // let mmap = unsafe { Mmap::map(&f).unwrap() };
12    // let reader = io::Cursor::new(&mmap[..]);
13    let reader = BufReader::new(f);
14    let mut gf = GgufFile::from_reader(reader).unwrap();
15
16    let config = Config::from_gguf(&gf).unwrap();
17    println!("{:?}", config.clone());
18
19    let tokenizer = Tokenizer::from_gguf(&gf).unwrap();
20
21    let mut weights = Weights::new(config.clone());
22    weights.load_from_gguf(&mut gf, config.clone()).unwrap();
23
24    let iterator = LLM::new(config, tokenizer, weights)
25        .inference("why the sky is blue?".to_string(), 0.8)
26        .unwrap();
27
28    let mut token_count = 0;
29    let start = Instant::now();
30    for (_, t) in iterator.enumerate() {
31        print!("{}", t.unwrap());
32        io::stdout().flush().unwrap();
33        token_count += 1;
34    }
35    println!(
36        "\ntoken/s: {}\n",
37        (token_count as f64 - 1.0) / start.elapsed().as_millis() as f64 * 1000.0
38    );
39}
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pub fn header_size(&self) -> u32

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pub fn kv_dim(&self) -> u32

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pub fn kv_mul(&self) -> u32

integer multiplier of the kv sharing in multiquery

Trait Implementations§

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impl Clone for Config

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fn clone(&self) -> Config

Returns a copy of the value. Read more
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fn clone_from(&mut self, source: &Self)

Performs copy-assignment from source. Read more
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impl Debug for Config

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fn fmt(&self, f: &mut Formatter<'_>) -> Result

Formats the value using the given formatter. Read more

Auto Trait Implementations§

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impl Freeze for Config

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impl RefUnwindSafe for Config

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impl Send for Config

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impl Sync for Config

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impl Unpin for Config

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impl UnwindSafe for Config

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impl<T> Any for T
where T: 'static + ?Sized,

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fn type_id(&self) -> TypeId

Gets the TypeId of self. Read more
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impl<T> Borrow<T> for T
where T: ?Sized,

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fn borrow(&self) -> &T

Immutably borrows from an owned value. Read more
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impl<T> BorrowMut<T> for T
where T: ?Sized,

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fn borrow_mut(&mut self) -> &mut T

Mutably borrows from an owned value. Read more
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impl<T> CloneToUninit for T
where T: Clone,

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unsafe fn clone_to_uninit(&self, dest: *mut u8)

🔬This is a nightly-only experimental API. (clone_to_uninit)
Performs copy-assignment from self to dest. Read more
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impl<T> From<T> for T

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fn from(t: T) -> T

Returns the argument unchanged.

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impl<T, U> Into<U> for T
where U: From<T>,

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fn into(self) -> U

Calls U::from(self).

That is, this conversion is whatever the implementation of From<T> for U chooses to do.

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impl<T> IntoEither for T

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fn into_either(self, into_left: bool) -> Either<Self, Self>

Converts self into a Left variant of Either<Self, Self> if into_left is true. Converts self into a Right variant of Either<Self, Self> otherwise. Read more
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fn into_either_with<F>(self, into_left: F) -> Either<Self, Self>
where F: FnOnce(&Self) -> bool,

Converts self into a Left variant of Either<Self, Self> if into_left(&self) returns true. Converts self into a Right variant of Either<Self, Self> otherwise. Read more
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impl<T> Pointable for T

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const ALIGN: usize

The alignment of pointer.
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type Init = T

The type for initializers.
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unsafe fn init(init: <T as Pointable>::Init) -> usize

Initializes a with the given initializer. Read more
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unsafe fn deref<'a>(ptr: usize) -> &'a T

Dereferences the given pointer. Read more
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unsafe fn deref_mut<'a>(ptr: usize) -> &'a mut T

Mutably dereferences the given pointer. Read more
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unsafe fn drop(ptr: usize)

Drops the object pointed to by the given pointer. Read more
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impl<T> ToOwned for T
where T: Clone,

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type Owned = T

The resulting type after obtaining ownership.
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fn to_owned(&self) -> T

Creates owned data from borrowed data, usually by cloning. Read more
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fn clone_into(&self, target: &mut T)

Uses borrowed data to replace owned data, usually by cloning. Read more
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impl<T, U> TryFrom<U> for T
where U: Into<T>,

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type Error = Infallible

The type returned in the event of a conversion error.
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fn try_from(value: U) -> Result<T, <T as TryFrom<U>>::Error>

Performs the conversion.
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impl<T, U> TryInto<U> for T
where U: TryFrom<T>,

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type Error = <U as TryFrom<T>>::Error

The type returned in the event of a conversion error.
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fn try_into(self) -> Result<U, <U as TryFrom<T>>::Error>

Performs the conversion.
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impl<V, T> VZip<V> for T
where V: MultiLane<T>,

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fn vzip(self) -> V