QVAC SDK is the canonical entry point to develop AI applications with QVAC.
QVAC SDK is the main entry point for developing applications with QVAC. It is type-safe and exposes all QVAC capabilities through a unified interface. It runs on Node.js, Bare runtime, and Expo.
See https://docs.qvac.tether.io/sdk/getting-started for the comprehensive QVAC documentation.
For AI/LLM tools, use https://docs.qvac.tether.io/llms-full.txt as the consolidated plaintext documentation export.
Assembling a custom worker on Bare? See
@qvac/bare-sdk— the same SDK surface with no built-in plugin addons, designed for consumers wiring their own worker entry (Pear apps, bare-expo apps, direct Bare scripts).
See https://docs.qvac.tether.io/sdk/getting-started/installation
- Create the examples workspace:
mkdir qvac-examples
cd qvac-examples
npm init -y && npm pkg set type=module- Install the SDK:
npm install @qvac/sdk- Create the quickstart script:
import { loadModel, LLAMA_3_2_1B_INST_Q4_0, completion, unloadModel } from "@qvac/sdk";
try {
// Load a model into memory
const modelId = await loadModel({
modelSrc: LLAMA_3_2_1B_INST_Q4_0,
modelType: "llm",
onProgress: (progress) => {
console.log(progress);
},
});
// You can use the loaded model multiple times
const history = [
{
role: "user",
content: "Explain quantum computing in one sentence",
},
];
const result = completion({ modelId, history, stream: true });
for await (const token of result.tokenStream) {
process.stdout.write(token);
}
// Unload model to free up system resources
await unloadModel({ modelId });
}
catch (error) {
console.error("❌ Error:", error);
process.exit(1);
}- Run the quickstart script:
node quickstart.jsIn the ./examples subdirectory, you will find scripts demonstrating how to use all SDK functionalities. To try any of them:
- Build the SDK from source (see Build section).
- Run using Bare, Node.js, or Bun as the runtime:
# With Bare
bun run bare:example dist/examples/path/to/example.js
# With Node
node dist/examples/path/to/example.js
# With bun, straight from source
bun run examples/path/to/example.tsUse the Bun package manager:
bun ibun run build # or `watch` for hotreloadbun run build:packThis outputs a tarball under dist/sdk-{version}.tgz that you can install in your project, e.g.:
npm i path/to/sdk-0.3.0.tgzThe SDK test suite is organized into three buckets by runtime:
| Bucket | Runtime | Location | Command |
|---|---|---|---|
| Unit | Bun / Node | test/unit/ |
bun run test:unit |
| Server (Bare) | Bare | test/bare/ |
bun run test:bare |
| Client (consumer) | Node / RN | e2e/ |
See e2e/README.md
|
See TESTING.md for the full decision tree on where new tests should land.
This repository enforces structured commit messages and PR titles to maintain consistency and generate changelogs automatically.
Commit messages:
prefix[tags]?: subject
PR titles:
TICKET prefix[tags]: subject
-
feat- New features or capabilities -
fix- Bug fixes -
doc- Documentation changes -
test- Test additions or modifications -
mod- Model-related changes -
chore- Maintenance tasks -
infra- CI/CD, tooling, infrastructure
Tags are optional:
-
[api]- API changes (non-breaking) -
[bc]- Breaking changes (including breaking API changes)
Valid commit messages:
feat: add RAG support for LanceDB
fix[api]: fix completion stream error handling
doc: update installation instructions
feat[bc]: redesign loadModel signature
chore: update dependenciesValid PR titles:
QVAC-123 feat: add RAG support for LanceDB
QVAC-456 fix[api]: fix completion stream error handling
QVAC-789 doc: update installation instructions
QVAC-101 feat[bc]: redesign loadModel signatureWhen creating PRs with specific tags, you must include code examples in the PR description:
[bc] tag requirements:
Must include BEFORE/AFTER code examples showing the migration path:
## BC Changes
**BEFORE:**
```typescript
const model = await loadModel("model-path");
```
**AFTER:**
```typescript
const modelId = await loadModel("model-path", { modelType: "llm" });
```Or using inline comments:
```typescript
// old
const model = await loadModel("model-path");
// new
const modelId = await loadModel("model-path", { modelType: "llm" });
```[api] tag requirements (non-breaking):
Must include at least one fenced code block showing the new API usage:
## New API
```typescript
// New completion API with streaming support
for await (const token of completion({
modelId,
history: [{ role: "user", content: "Hello!" }],
}).tokenStream) {
process.stdout.write(token);
}
```- Commit messages are validated automatically via Husky commit-msg hook
- PR titles and descriptions are validated via GitHub Actions on PR creation/update
- Invalid commits or PRs will be rejected with helpful error messages
-
Auto-skipped commits: The following Git-generated commits bypass validation:
- Merge commits (e.g.,
Merge pull request #123) - Version bumps (e.g.,
1.0.0,v1.0.0) - Revert commits (e.g.,
Revert "feat: add feature") - Squash commits (e.g.,
squash! fix: bug fix)
- Merge commits (e.g.,
Once your PRs are merged into dev, you can generate a changelog:
npm run changelog:generateThis will:
- Compare versions between
devandmainbranches - Collect all merged PRs
- Parse and classify each PR by prefix
- Generate
changelog/<version>/CHANGELOG.md - Generate
changelog/<version>/breaking.mdfor BC changes (with code examples) - Generate
changelog/<version>/api.mdfor API changes (with code examples)