sqlite-vec/reference.yaml
2024-07-16 22:28:15 -07:00

208 lines
5.4 KiB
YAML

sections:
meta:
title: Meta
desc: TODO
constructors:
title: Constructors
desc: TODO
op:
title: Operations
desc: TODO
distance:
title: Distance functions
desc: TODO
quantization:
title: Quantization
desc: TODO
functions:
vec_version:
params: []
section: meta
desc: Returns a version string of the current `sqlite-vec` installation.
example: select vec_version();
vec_debug:
params: []
section: meta
desc: Returns debugging information of the current `sqlite-vec` installation.
example: select vec_debug();
vec_f32:
params: [vector]
section: constructors
desc: |
Creates a float vector from a BLOB or JSON text. If a BLOB is provided,
the length must be divisible by 4, as a float takes up 4 bytes of space each.
The returned value is a BLOB with 4 bytes per element, with a special [subtype](https://www.sqlite.org/c3ref/result_subtype.html)
of `223`.
example:
- select vec_f32('[.1, .2, .3, 4]');
- select subtype(vec_f32('[.1, .2, .3, 4]'));
- select vec_f32(X'AABBCCDD');
- select vec_to_json(vec_f32(X'AABBCCDD'));
- select vec_f32(X'AA');
vec_int8:
params: [vector]
section: constructors
desc: |
Creates a 8-bit integer vector from a BLOB or JSON text. If a BLOB is provided,
the length must be divisible by 4, as a float takes up 4 bytes of space each.
If JSON text is provided, each element must be an integer between -128 and 127 inclusive.
The returned value is a BLOB with 1 byte per element, with a special [subtype](https://www.sqlite.org/c3ref/result_subtype.html)
of `225`.
example:
- select vec_int8('[1, 2, 3, 4]');
- select subtype(vec_int8('[1, 2, 3, 4]'));
- select vec_int8(X'AABBCCDD');
- select vec_to_json(vec_int8(X'AABBCCDD'));
- select vec_int8('[999]');
vec_bit:
params: [vector]
section: constructors
desc: |
Creates a binary vector from a BLOB.
The returned value is a BLOB with 4 bytes per element, with a special [subtype](https://www.sqlite.org/c3ref/result_subtype.html)
of `224`.
example:
- select vec_bit(X'F0');
- select subtype(vec_bit(X'F0'));
- select vec_to_json(vec_bit(X'F0'));
vec_length:
params: [vector]
section: op
desc: |
Returns the number of elements in the given vector.
The vector can be `JSON`, `BLOB`, or the result of a [constructor function](#constructors).
This function will return an error if `vector` is invalid.
example:
- select vec_length('[.1, .2]');
- select vec_length(X'AABBCCDD');
- select vec_length(vec_int8(X'AABBCCDD'));
- select vec_length(vec_bit(X'AABBCCDD'));
- select vec_length(X'CCDD');
vec_add:
params: [a, b]
section: op
desc: |
Adds every element in vector `a` with vector `b`, returning a new vector `c`. Both vectors
must be of the same type and same length. Only `float32` and `int8` vectors are supported.
An error is raised if either `a` or `b` are invalid, or if they are not the same type or same length.
example:
- |
select vec_add(
'[.1, .2, .3]',
'[.4, .5, .6]'
);
- |
select vec_to_json(
vec_add(
'[.1, .2, .3]',
'[.4, .5, .6]'
)
);
- |
select vec_to_json(
vec_add(
vec_int8('[1, 2, 3]'),
vec_int8('[4, 5, 6]')
)
);
- select vec_add('[.1]', vec_int8('[1]'));
- select vec_add(vec_bit(X'AA'), vec_bit(X'BB'));
vec_sub:
params: [a, b]
section: op
desc: x
example:
- |
select vec_sub(
'[.1, .2, .3]',
'[.4, .5, .6]'
);
- |
select vec_to_json(
vec_sub(
'[.1, .2, .3]',
'[.4, .5, .6]'
)
);
- |
select vec_to_json(
vec_sub(
vec_int8('[1, 2, 3]'),
vec_int8('[4, 5, 6]')
)
);
- select vec_sub('[.1]', vec_int8('[1]'));
- select vec_sub(vec_bit(X'AA'), vec_bit(X'BB'));
vec_normalize:
params: [vector]
section: op
desc: x
example: select 'todo';
vec_slice:
params: [vector, start, end]
section: op
desc: x
example: select 'todo';
vec_to_json:
params: [vector]
section: op
desc: x
example: select 'todo';
vec_distance_cosine:
params: [a, b]
section: distance
desc: x
example: select 'todo';
vec_distance_hamming:
params: [a, b]
section: distance
desc: x
example: select 'todo';
vec_distance_l2:
params: [a, b]
section: distance
desc: x
example: select 'todo';
vec_quantize_binary:
params: [vector]
section: quantization
desc: x
example: select 'todo';
vec_quantize_i8:
params: [vector, "[start]", "[end]"]
section: quantization
desc: x
example: select 'todo';
#table_functions:
# vec_each:
# columns: [rowid, value]
# inputs: ["vector"]
# desc:
# example:
# vec_npy_each:
# columns: [rowid, vector]
# inputs: ["input"]
# desc:
# example:
#virtual_tables:
# vec0:
# desc:
# example:
#entrypoints:
# sqlite3_vec_init: {}
# sqlite3_vec_fs_read_init: {}
#compile_options:
# - SQLITE_VEC_ENABLE_AVX
# - SQLITE_VEC_ENABLE_NEON
# - SQLITE_VEC_OMIT_FS
#