Text Generation
sentence-transformers
English
rag
retrieval-augmented-generation
fastapi
react
chromadb
banking
document-intelligence
vector-search
Instructions to use thilakx/Bankoflibreo with libraries, inference providers, notebooks, and local apps. Follow these links to get started.
- Libraries
- sentence-transformers
How to use thilakx/Bankoflibreo with sentence-transformers:
from sentence_transformers import SentenceTransformer model = SentenceTransformer("thilakx/Bankoflibreo") sentences = [ "The weather is lovely today.", "It's so sunny outside!", "He drove to the stadium." ] embeddings = model.encode(sentences) similarities = model.similarity(embeddings, embeddings) print(similarities.shape) # [3, 3] - Notebooks
- Google Colab
- Kaggle
File size: 7,561 Bytes
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// @ts-check
class Module {
/**
* @type {{ exports: any }}
*/
exportsHolder = { exports: null };
/**
* @type {string}
*/
id;
/**
* @param {string} id
*/
constructor(id) {
this.id = id;
}
get exports() {
return this.exportsHolder.exports;
}
}
/**
* Compiler-emitted module-graph delta — pure topology (static + dynamic edges).
* `ids[0, localCount)` are the modules this payload carries; `ids[localCount, …)` are foreign edge targets.
* `edges[i]` / `dynamicEdges[i]` are the static / dynamic-`import()` out-edges of `ids[i]`.
* @typedef {{ ids: string[], localCount: number, edges: number[][], dynamicEdges?: number[][] }} ModuleGraphDelta
* @typedef {{ createModuleHotContext(moduleId: string): any, onModuleCacheRemoval(moduleId: string): void }} DevRuntimeHooks
*/
export class MissingFactoryError extends Error {
/**
* @param {string} id
*/
constructor(id) {
super(`No factory registered for module ${id}`);
this.id = id;
}
}
export class DevRuntime {
/**
* Client ID generated at runtime initialization, used for lazy compilation requests.
* @type {string}
*/
clientId;
/**
* @param {string} clientId
*/
constructor(clientId) {
this.clientId = clientId;
}
/**
* Static import edges from `registerGraph` — entries persist across `removeModuleCache`
* and change only by replacement from a newer payload (last write wins).
* @type {Map<string, { edges: string[] }>}
*/
staticImports = new Map();
/**
* Reverse index over the static imports.
* @type {Map<string, Set<string>>}
*/
importers = new Map();
/**
* Dynamic `import()` edges from `registerGraph`, keyed by importer — mirror of
* `staticImports` for the dynamic reverse index.
* @type {Map<string, { edges: string[] }>}
*/
dynamicImports = new Map();
/**
* Reverse index over the dynamic imports.
* @type {Map<string, Set<string>>}
*/
dynamicImporters = new Map();
/**
* The module cache. Membership means "this module's side effects ran in this tab" —
* registration is emitted ahead of every module body, and nothing un-registers on
* unwind, so a factory that throws mid-body stays registered. A `Map` rather than a
* plain object: HMR eviction deletes entries, and a `delete` on an object drops V8
* into dictionary mode, taxing every later lookup on the hottest read path.
* @type {Map<string, Module>}
*/
moduleCache = new Map();
/**
* Re-runnable factories from HMR patches and lazy chunks. The initial bundle stays
* scope-hoisted and contributes none.
* @type {Map<string, { kind: 'esm' | 'cjs', fn: (id: string) => void }>}
*/
factories = new Map();
/**
* Installed by the dev client at boot. The runtime is a store + executor and makes
* no HMR decisions; accepting, disposing, and reloading live behind these hooks.
* @type {DevRuntimeHooks | null}
*/
hooks = null;
/**
* @param {ModuleGraphDelta} delta
*/
registerGraph(delta) {
for (let i = 0; i < delta.localCount; i++) {
const id = delta.ids[i];
const edges = delta.edges[i].map((j) => delta.ids[j]);
for (const target of this.staticImports.get(id)?.edges ?? []) {
this.importers.get(target)?.delete(id);
}
for (const target of edges) {
let importerSet = this.importers.get(target);
if (!importerSet) {
importerSet = new Set();
this.importers.set(target, importerSet);
}
importerSet.add(id);
}
this.staticImports.set(id, { edges });
// Dynamic `import()` edges are maintained in a parallel reverse index with the same
// last-write-wins bookkeeping; `getImporters` unions the two.
const dynamicEdges = (delta.dynamicEdges?.[i] ?? []).map((j) => delta.ids[j]);
for (const target of this.dynamicImports.get(id)?.edges ?? []) {
this.dynamicImporters.get(target)?.delete(id);
}
for (const target of dynamicEdges) {
let importerSet = this.dynamicImporters.get(target);
if (!importerSet) {
importerSet = new Set();
this.dynamicImporters.set(target, importerSet);
}
importerSet.add(id);
}
this.dynamicImports.set(id, { edges: dynamicEdges });
}
}
/**
* @param {string} id
* @param {'esm' | 'cjs'} kind
* @param {(id: string) => void} fn
*/
registerFactory(id, kind, fn) {
this.factories.set(id, { kind, fn });
}
/**
* @param {string} id
* @param {{ exports: any }} exportsHolder
*/
registerModule(id, exportsHolder) {
const module = new Module(id);
module.exportsHolder = exportsHolder;
this.moduleCache.set(id, module);
}
/**
* @param {string} id
* @returns {string[]}
*/
getImporters(id) {
// Static ∪ dynamic importers — the boundary walk treats both kinds the same (parity
// with Vite `node.importers` / webpack `module.parents`). Deduped so a module that
// imports `id` both statically and via `import()` appears once.
const dynamic = this.dynamicImporters.get(id);
if (!dynamic || dynamic.size === 0) {
return [...(this.importers.get(id) ?? [])];
}
return [...new Set([...(this.importers.get(id) ?? []), ...dynamic])];
}
/**
* @param {string} id
*/
isExecuted(id) {
return this.moduleCache.has(id);
}
/**
* @param {string} id
*/
hasFactory(id) {
return this.factories.has(id);
}
/**
* Module-cache delete only — static imports and factories persist. Removal is what
* re-arms a cache-gated factory for `initModule`.
* @param {string} id
*/
removeModuleCache(id) {
this.moduleCache.delete(id);
this.hooks?.onModuleCacheRemoval(id);
}
/**
* The one re-execution gate: registered → return the live exports; otherwise run the
* mapped factory (which registers itself first, then runs the body).
* @param {string} id
*/
initModule(id) {
if (this.moduleCache.has(id)) {
return this.loadExports(id);
}
const factory = this.factories.get(id);
if (!factory) {
throw new MissingFactoryError(id);
}
factory.fn(id);
return this.loadExports(id);
}
/**
* @param {string} id
*/
loadExports(id) {
const module = this.moduleCache.get(id);
if (module) {
return module.exportsHolder.exports;
} else {
console.warn(`Module ${id} not found`);
return {};
}
}
/**
* @param {string} moduleId
*/
createModuleHotContext(moduleId) {
if (this.hooks) {
return this.hooks.createModuleHotContext(moduleId);
}
throw new Error('createModuleHotContext requires installed hooks or an override');
}
/** @internal */
// @ts-expect-error The variable will be injected at build time.
__toESM = __toESM;
/** @internal */
// @ts-expect-error The variable will be injected at build time.
__toCommonJS = __toCommonJS;
/** @internal */
// @ts-expect-error The variable will be injected at build time.
__exportAll = __exportAll;
/**
* @param {boolean} [isNodeMode]
* @returns {(mod: any) => any}
* @internal
*/
// @ts-expect-error The variable will be injected at build time.
__toDynamicImportESM = (isNodeMode) => (mod) => __toESM(mod.default, isNodeMode);
/** @internal */
// @ts-expect-error The variable will be injected at build time.
__reExport = __reExport;
}
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