diff --git a/examples/server/README.md b/examples/server/README.md index e56ca063a..1559dd3f2 100644 --- a/examples/server/README.md +++ b/examples/server/README.md @@ -16,6 +16,7 @@ Command line options: - `--memory-f32`: Use 32-bit floats instead of 16-bit floats for memory key+value. Not recommended. - `--mlock`: Lock the model in memory, preventing it from being swapped out when memory-mapped. - `--no-mmap`: Do not memory-map the model. By default, models are mapped into memory, which allows the system to load only the necessary parts of the model as needed. +- `--numa`: Attempt optimizations that help on some NUMA systems. - `--lora FNAME`: Apply a LoRA (Low-Rank Adaptation) adapter to the model (implies --no-mmap). This allows you to adapt the pretrained model to specific tasks or domains. - `--lora-base FNAME`: Optional model to use as a base for the layers modified by the LoRA adapter. This flag is used in conjunction with the `--lora` flag, and specifies the base model for the adaptation. - `-to N`, `--timeout N`: Server read/write timeout in seconds. Default `600`. diff --git a/examples/server/chat.mjs b/examples/server/chat.mjs index 8269e2592..87f4d2926 100644 --- a/examples/server/chat.mjs +++ b/examples/server/chat.mjs @@ -1,5 +1,34 @@ import * as readline from 'node:readline' import { stdin, stdout } from 'node:process' +import { readFileSync } from 'node:fs' +import { SchemaConverter } from './public/json-schema-to-grammar.mjs' + +const args = process.argv.slice(2); +const grammarJsonSchemaFile = args.find( + (_, index) => args[index - 1] === "--grammar-json-schema" +); +const grammarFile = args.find((_, index) => args[index - 1] === "--grammar"); + +// Example usage: function,arguments +const grammarJsonSchemaPropOrder = args.find( + (_, index) => args[index - 1] === "--grammar-json-schema-prop-order" +); +const propOrder = grammarJsonSchemaPropOrder + ? grammarJsonSchemaPropOrder + .split(",") + .reduce((acc, cur, index) => ({ ...acc, [cur]: index }), {}) + : {}; + +let grammar = null +if (grammarJsonSchemaFile) { + const schema = JSON.parse(readFileSync(grammarJsonSchemaFile, 'utf-8')) + const converter = new SchemaConverter(propOrder) + converter.visit(schema, '') + grammar = converter.formatGrammar() +} +if (grammarFile) { + grammar = readFileSync(grammarFile, 'utf-8') +} const API_URL = 'http://127.0.0.1:8080' @@ -48,6 +77,7 @@ async function chat_completion(question) { n_keep: n_keep, n_predict: 256, stop: ["\n### Human:"], // stop completion after generating this + grammar, stream: true, }) }) diff --git a/examples/server/index.html.hpp b/examples/server/index.html.hpp index bd0b47870..095b20610 100644 --- a/examples/server/index.html.hpp +++ b/examples/server/index.html.hpp @@ -207,946 +207,1054 @@ unsigned char index_html[] = { 0x6f, 0x72, 0x74, 0x20, 0x7b, 0x20, 0x6c, 0x6c, 0x61, 0x6d, 0x61, 0x20, 0x7d, 0x20, 0x66, 0x72, 0x6f, 0x6d, 0x20, 0x27, 0x2f, 0x63, 0x6f, 0x6d, 0x70, 0x6c, 0x65, 0x74, 0x69, 0x6f, 0x6e, 0x2e, 0x6a, 0x73, 0x27, 0x3b, - 0x0a, 0x0a, 0x20, 0x20, 0x20, 0x20, 0x63, 0x6f, 0x6e, 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b/examples/server/json-schema-to-grammar.mjs.hpp @@ -0,0 +1,311 @@ +unsigned char json_schema_to_grammar_mjs[] = { + 0x63, 0x6f, 0x6e, 0x73, 0x74, 0x20, 0x53, 0x50, 0x41, 0x43, 0x45, 0x5f, + 0x52, 0x55, 0x4c, 0x45, 0x20, 0x3d, 0x20, 0x27, 0x22, 0x20, 0x22, 0x3f, + 0x27, 0x3b, 0x0a, 0x0a, 0x63, 0x6f, 0x6e, 0x73, 0x74, 0x20, 0x50, 0x52, + 0x49, 0x4d, 0x49, 0x54, 0x49, 0x56, 0x45, 0x5f, 0x52, 0x55, 0x4c, 0x45, + 0x53, 0x20, 0x3d, 0x20, 0x7b, 0x0a, 0x20, 0x20, 0x62, 0x6f, 0x6f, 0x6c, + 0x65, 0x61, 0x6e, 0x3a, 0x20, 0x27, 0x28, 0x22, 0x74, 0x72, 0x75, 0x65, + 0x22, 0x20, 0x7c, 0x20, 0x22, 0x66, 0x61, 0x6c, 0x73, 0x65, 0x22, 0x29, + 0x20, 0x73, 0x70, 0x61, 0x63, 0x65, 0x27, 0x2c, 0x0a, 0x20, 0x20, 0x6e, + 0x75, 0x6d, 0x62, 0x65, 0x72, 0x3a, 0x20, 0x27, 0x28, 0x22, 0x2d, 0x22, + 0x3f, 0x20, 0x28, 0x5b, 0x30, 0x2d, 0x39, 0x5d, 0x20, 0x7c, 0x20, 0x5b, + 0x31, 0x2d, 0x39, 0x5d, 0x20, 0x5b, 0x30, 0x2d, 0x39, 0x5d, 0x2a, 0x29, + 0x29, 0x20, 0x28, 0x22, 0x2e, 0x22, 0x20, 0x5b, 0x30, 0x2d, 0x39, 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a/examples/server/public/index.html b/examples/server/public/index.html index de41da187..1200afc39 100644 --- a/examples/server/public/index.html +++ b/examples/server/public/index.html @@ -141,6 +141,7 @@ } from '/index.js'; import { llama } from '/completion.js'; + import { SchemaConverter } from '/json-schema-to-grammar.mjs'; const session = signal({ prompt: "This is a conversation between user and llama, a friendly chatbot. respond in simple markdown.", @@ -166,6 +167,7 @@ mirostat: 0, // 0/1/2 mirostat_tau: 5, // target entropy mirostat_eta: 0.1, // learning rate + grammar: '', }) const llamaStats = signal(null) @@ -304,6 +306,26 @@ const updateParamsFloat = (el) => params.value = { ...params.value, [el.target.name]: parseFloat(el.target.value) } const updateParamsInt = (el) => params.value = { ...params.value, [el.target.name]: Math.floor(parseFloat(el.target.value)) } + const grammarJsonSchemaPropOrder = signal('') + const updateGrammarJsonSchemaPropOrder = (el) => grammarJsonSchemaPropOrder.value = el.target.value + const convertJSONSchemaGrammar = () => { + try { + const schema = JSON.parse(params.value.grammar) + const converter = new SchemaConverter( + grammarJsonSchemaPropOrder.value + .split(',') + .reduce((acc, cur, i) => ({...acc, [cur.trim()]: i}), {}) + ) + converter.visit(schema, '') + params.value = { + ...params.value, + grammar: converter.formatGrammar(), + } + } catch (e) { + alert(`Convert failed: ${e.message}`) + } + } + const FloatField = ({label, max, min, name, step, value}) => { return html`
@@ -355,6 +377,13 @@