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api ref work
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2 changed files with 220 additions and 31 deletions
106
reference.yaml
106
reference.yaml
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@ -93,6 +93,8 @@ functions:
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An error is raised if either `a` or `b` are invalid, or if they are not the same type or same length.
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See also [`vec_sub()`](#vec_sub).
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example:
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- |
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select vec_add(
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@ -118,7 +120,14 @@ functions:
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vec_sub:
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params: [a, b]
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section: op
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desc: x
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desc: |
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Subtracts every element in vector `a` with vector `b`, returning a new vector `c`. Both vectors
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must be of the same type and same length. Only `float32` and `int8` vectors are supported.
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An error is raised if either `a` or `b` are invalid, or if they are not the same type or same length.
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See also [`vec_add()`](#vec_add).
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example:
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- |
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select vec_sub(
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@ -144,29 +153,104 @@ functions:
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vec_normalize:
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params: [vector]
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section: op
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desc: x
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example: select 'todo';
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desc: |
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Performs L2 normalization on the given vector. Only float32 vectors are currently supported.
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Returns an error if the input is an invalid vector or not a float32 vector.
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example:
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- select vec_normalize('[2, 3, 1, -4]');
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- |
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select vec_to_json(
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vec_normalize('[2, 3, 1, -4]')
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);
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- |
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-- for matryoshka embeddings - slice then normalize
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select vec_to_json(
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vec_normalize(
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vec_slice('[2, 3, 1, -4]', 0, 2)
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)
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);
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vec_slice:
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params: [vector, start, end]
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section: op
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desc: x
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example: select 'todo';
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desc: |
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Extract a subset of `vector` from the `start` element (inclusive) to the `end` element (exclusive). TODO check
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This is especially useful for [Matryoshka embeddings](#TODO), also known as "adaptive length" embeddings.
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Use with [`vec_normalize()`](#vec_normalize) to get proper results.
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Returns an error in the following conditions:
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- If `vector` is not a valid vector
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- If `start` is less than zero or greater than or equal to `end`
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- If `end` is greater than the length of `vector`, or less than or equal to `start`.
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- If `vector` is a bitvector, `start` and `end` must be divisible by 8.
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example:
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- select vec_slice('[1, 2,3, 4]', 0, 2);
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- |
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select vec_to_json(
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vec_slice('[1, 2,3, 4]', 0, 2)
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);
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- |
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select vec_to_json(
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vec_slice('[1, 2,3, 4]', 2, 4)
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);
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- |
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select vec_to_json(
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vec_slice('[1, 2,3, 4]', -1, 4)
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);
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- |
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select vec_to_json(
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vec_slice('[1, 2,3, 4]', 0, 5)
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);
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- |
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select vec_to_json(
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vec_slice('[1, 2,3, 4]', 0, 0)
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);
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vec_to_json:
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params: [vector]
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section: op
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desc: x
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example: select 'todo';
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desc: |
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Represents a vector as JSON text. The input vector can be a vector BLOB or JSON text.
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Returns an error if `vector` is an invalid vector, or when memory cannot be allocated.
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example:
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- select vec_to_json(X'AABBCCDD');
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- select vec_to_json(vec_int8(X'AABBCCDD'));
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- select vec_to_json(vec_bit(X'AABBCCDD'));
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- select vec_to_json('[1,2,3,4]');
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- select vec_to_json('invalid');
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vec_distance_cosine:
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params: [a, b]
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section: distance
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desc: x
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example: select 'todo';
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desc: |
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Calculates the cosine distance between vectors `a` and `b`. Only valid for float32 or int8 vectors.
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Returns an error under the following conditions:
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- `a` or `b` are invalid vectors
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- `a` or `b` do not share the same vector element types (ex float32 or int8)
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- `a` or `b` are bit vectors. Use [`vec_distance_hamming()`](#vec_distance_hamming) for distance calculations between two bitvectors.
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- `a` or `b` do not have the same length.
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example:
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- select vec_distance_cosine('[1, 1]', '[2, 2]');
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- select vec_distance_cosine('[1, 1]', '[-2, -2]');
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- select vec_distance_cosine('[1.1, 2.2, 3.3]', '[4.4, 5.5, 6.6]');
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- select vec_distance_cosine(X'AABBCCDD', X'00112233');
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vec_distance_hamming:
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params: [a, b]
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section: distance
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desc: x
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example: select 'todo';
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desc: |
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Calculates the hamming distance between two bitvectors `a` and `b`. Only valid for bitvectors.
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Returns an error under the following conditions:
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- `a` or `b` are not bitvectors
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- `a` and `b` do not share the same length
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- Memory cannot be allocated
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example:
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- select vec_distance_hamming(vec_bit(X'00'), vec_bit(X'FF'));
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- select vec_distance_hamming(vec_bit(X'FF'), vec_bit(X'FF'));
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- select vec_distance_hamming(vec_bit(X'F0'), vec_bit(X'44'));
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- select vec_distance_hamming(X'F0', X'00');
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vec_distance_l2:
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params: [a, b]
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section: distance
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