im2col: [N, IC, IH, IW] => [N, OH, OW, IC*KH*KW] a: [OC，IC, KH, KW] b: [N, IC, IH, IW] result: [N, OH, OW, IC*KH*KW]

get 2D slice view from a 3D tensor, the idx corresponds to the 3rd dim

Helper functions to create repeating message definitions

this function is added so that we don't change too much of the existing code

reference implementation for deterministic creation of model files

TODO: segmentize will treat a JSON array inside tags as a tag: <calls>[{ "fun": { ... } }]</calls> will be three markers not too worried about that be

check if the cell contains seq_id

* Adds a message to the active messages array

Returns the suffix of `full` after the last occurrence of the common suffix of `left` and `right`

size is in number of elements

Helper for decoding scales and mins of Q4_K and Q5_K block formats

* Disconnect from a server. * Clears the `onclose` handler to prevent reconnection attempts on voluntary disconnect. * * @param connection - The

Get the enum type for a given key if it exists.

shuffles to pick the required scales in dot products

ne2 is passed explicitly to help compiler optimize repeated calls

Returns true if the subgraph formed by {node_idxs} can be fused checks whethers all nodes which are not part of outputs can be elided by checking if t