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| Original file line number | Diff line number | Diff line change |
|---|---|---|
| @@ -1,58 +1,124 @@ | ||
| import { | ||
| DownloadModelConfig, | ||
| SamplingConfig, | ||
| Wllama, | ||
| AssetsPathConfig, | ||
| WllamaConfig, | ||
| SamplingConfig, | ||
| } from "@wllama/wllama"; | ||
| import singleThreadWllamaJsUrl from "@wllama/wllama/esm/single-thread/wllama.js?url"; | ||
| import singleThreadWllamaWasmUrl from "@wllama/wllama/esm/single-thread/wllama.wasm?url"; | ||
| import multiThreadWllamaJsUrl from "@wllama/wllama/esm/multi-thread/wllama.js?url"; | ||
| import multiThreadWllamaWasmUrl from "@wllama/wllama/esm/multi-thread/wllama.wasm?url"; | ||
| import multiThreadWllamaWorkerMjsUrl from "@wllama/wllama/esm/multi-thread/wllama.worker.mjs?url"; | ||
|
|
||
| let wllama: Wllama | undefined; | ||
|
|
||
| export async function initializeWllama(config: { | ||
| modelUrl: string | string[]; | ||
| modelConfig?: DownloadModelConfig; | ||
| }) { | ||
| const wllamaConfigPaths: AssetsPathConfig = { | ||
| "single-thread/wllama.js": singleThreadWllamaJsUrl, | ||
| "single-thread/wllama.wasm": singleThreadWllamaWasmUrl, | ||
| "multi-thread/wllama.js": multiThreadWllamaJsUrl, | ||
| "multi-thread/wllama.wasm": multiThreadWllamaWasmUrl, | ||
| "multi-thread/wllama.worker.mjs": multiThreadWllamaWorkerMjsUrl, | ||
| }; | ||
|
|
||
| wllama = new Wllama(wllamaConfigPaths); | ||
|
|
||
| return wllama.loadModelFromUrl(config.modelUrl, config.modelConfig ?? {}); | ||
| } | ||
|
|
||
| export async function runCompletion(config: { | ||
| prompt: string; | ||
| nPredict?: number; | ||
| sampling?: SamplingConfig; | ||
| onNewToken: ( | ||
| token: number, | ||
| piece: Uint8Array, | ||
| currentText: string, | ||
| optionals: { | ||
| abortSignal: () => void; | ||
| export async function initializeWllama( | ||
| modelUrl: string | string[], | ||
| config?: { | ||
| wllama?: WllamaConfig; | ||
| model?: DownloadModelConfig; | ||
| }, | ||
| ) { | ||
| const wllama = new Wllama( | ||
| { | ||
| "single-thread/wllama.js": singleThreadWllamaJsUrl, | ||
| "single-thread/wllama.wasm": singleThreadWllamaWasmUrl, | ||
| "multi-thread/wllama.js": multiThreadWllamaJsUrl, | ||
| "multi-thread/wllama.wasm": multiThreadWllamaWasmUrl, | ||
| "multi-thread/wllama.worker.mjs": multiThreadWllamaWorkerMjsUrl, | ||
| }, | ||
| ) => void; | ||
| }) { | ||
| if (!wllama) throw new Error("Wllama is not initialized."); | ||
| config?.wllama, | ||
| ); | ||
|
|
||
| await wllama.loadModelFromUrl(modelUrl, config?.model); | ||
|
|
||
| return wllama.createCompletion(config.prompt, { | ||
| nPredict: config.nPredict, | ||
| sampling: config.sampling, | ||
| onNewToken: config.onNewToken, | ||
| }); | ||
| return wllama; | ||
| } | ||
|
|
||
| export async function exitWllama() { | ||
| if (wllama) await wllama.exit(); | ||
| const commonSamplingConfig: SamplingConfig = { | ||
| temp: 0.35, | ||
| dynatemp_range: 0.25, | ||
| top_k: 0, | ||
| top_p: 1, | ||
| min_p: 0.05, | ||
| tfs_z: 0.95, | ||
| typical_p: 0.85, | ||
| penalty_freq: 0.5, | ||
| penalty_repeat: 1.176, | ||
| penalty_last_n: -1, | ||
| mirostat: 2, | ||
| mirostat_tau: 3.5, | ||
| }; | ||
|
|
||
| wllama = undefined; | ||
| } | ||
| export const availableModels: { | ||
| [key in | ||
| | "mobileDefault" | ||
| | "mobileLarger" | ||
| | "desktopDefault" | ||
| | "desktopLarger"]: { | ||
| url: string | string[]; | ||
| userPrefix: string; | ||
| assistantPrefix: string; | ||
| messageSuffix: string; | ||
| sampling: SamplingConfig; | ||
| }; | ||
| } = { | ||
| mobileDefault: { | ||
| url: Array.from( | ||
| { length: 7 }, | ||
| (_, i) => | ||
| `https://huggingface.co/Felladrin/gguf-sharded-Llama-160M-Chat-v1/resolve/main/Llama-160M-Chat-v1.Q8_0.shard-${( | ||
| i + 1 | ||
| ) | ||
| .toString() | ||
| .padStart(5, "0")}-of-00007.gguf`, | ||
| ), | ||
| userPrefix: "<|im_start|>user\n", | ||
| assistantPrefix: "<|im_start|>assistant\n", | ||
| messageSuffix: "<|im_end|>\n", | ||
| sampling: commonSamplingConfig, | ||
| }, | ||
| mobileLarger: { | ||
| url: Array.from( | ||
| { length: 7 }, | ||
| (_, i) => | ||
| `https://huggingface.co/Felladrin/gguf-sharded-zephyr-220m-dpo-full/resolve/main/zephyr-220m-dpo-full.Q8_0.shard-${( | ||
| i + 1 | ||
| ) | ||
| .toString() | ||
| .padStart(5, "0")}-of-00007.gguf`, | ||
| ), | ||
| userPrefix: "<|user|>\n", | ||
| assistantPrefix: "<|assistant|>\n", | ||
| messageSuffix: "</s>\n", | ||
| sampling: commonSamplingConfig, | ||
| }, | ||
| desktopDefault: { | ||
| url: Array.from( | ||
| { length: 7 }, | ||
| (_, i) => | ||
| `https://huggingface.co/Felladrin/gguf-sharded-stablelm-2-1_6b-chat/resolve/main/stablelm-2-1_6b-chat.Q8_0.shard-${( | ||
| i + 1 | ||
| ) | ||
| .toString() | ||
| .padStart(5, "0")}-of-00007.gguf`, | ||
| ), | ||
| userPrefix: "<|im_start|>user\n", | ||
| assistantPrefix: "<|im_start|>assistant\n", | ||
| messageSuffix: "<|im_end|>\n", | ||
| sampling: commonSamplingConfig, | ||
| }, | ||
| desktopLarger: { | ||
| url: Array.from( | ||
| { length: 51 }, | ||
| (_, i) => | ||
| `https://huggingface.co/Felladrin/gguf-sharded-Phi-3-mini-4k-instruct-iMat/resolve/main/phi-3-mini-4k-instruct-imat-Q5_K_M.shard-${( | ||
| i + 1 | ||
| ) | ||
| .toString() | ||
| .padStart(5, "0")}-of-00051.gguf`, | ||
| ), | ||
| userPrefix: "<|user|>\n", | ||
| assistantPrefix: "<|assistant|>\n", | ||
| messageSuffix: "<|end|>\n", | ||
| sampling: commonSamplingConfig, | ||
| }, | ||
| }; |