Changelog¶
Xem CHANGELOG.md đầy đủ trên GitHub.
v11.0.0 (2026-05-06)¶
- Self-Adapting Language Models (SALM): SelfRefine, SelfConsistency, AdaptiveLoRA, SinhDuLieuTuDong, TestTimeTraining
- 33 new tests (505 total)
- Version bump to 11.0.0
v10.0.0 (2026-05-04)¶
- RAG Pipeline (CSDLVector, CatVanBan, TrichXuat, SapXepLai, RAGPipeline)
- Serving & Streaming (MayChuBatch, MayChuStream, BoGioiHanTocDo)
- Prompt Engineering (MauPrompt, ChuoiPrompt, LuongAnToan, PhanTichDauRa)
- NLP Extensions (NhanDienThucThe, HoiDapTiengViet, TomTatVanBan, DichThuat, KiemTraChinhTa)
- Model Compression (HocRutGon, CatTiaMoHinh)
- Production Hardening (KiemTraSucKhoe, MachCat, LoggerCauTruc, QuanLyMetrics, LamNongModel)
- Security fixes (RestrictedUnpickler, pbkdf2_hmac, hmac.compare_digest, random API keys)
- 472 test cases
v9.0.0 (2026-05-04)¶
- Vietnamese LLM Configs (125M-7B presets)
- LM Evaluation Harness (multi-task, few-shot)
- Benchmark Runner (perplexity, generation, sentiment, speed)
- 352 test cases
v8.0.0 (2026-05-04)¶
- GPT Decoder-Only Pre-training (NumPy)
- PreTrainer (causal LM, warmup + cosine decay)
- TextDataset (sliding window, character vocab)
v7.0.0 (2026-05-04)¶
- SFT Trainer (Supervised Fine-Tuning)
- DPO Trainer (Direct Preference Optimization)
- Reward Model (Bradley-Terry training)
- RLHF Pipeline (SFT → RM → DPO end-to-end)
v6.0.0 (2026-05-04)¶
- PEFTConfig (LoRA, QLoRA, Prefix Tuning)
- LoRAPeft (enhanced PEFT cho PyTorch)
- Instruction Tuning Trainer (Alpaca/ShareGPT)
v5.0.0 (2026-05-04)¶
- PyTorch Trainer (GPU, Mixed Precision, Early Stopping)
- Unsloth Integration (2x faster fine-tune)
- GGUF Export/Import (Q4_K, Q5_K, Q8_0)
- HuggingFace Integration
- Transformer Architecture
- Vietnamese Tokenizer (BPE, WordPiece)
v4.0.0 (2026-05-04)¶
- Cloud Platform SaaS (
NenTangDichVu) - No-code Studio (
StudioKeoTha) - Vietnamese LLM (
VietnameseLLM) - 230 test cases
v3.0.0 (2026-05-04)¶
- Mobile/Edge Deployment (
TriKhaiDiDong) - Neural Architecture Search (
TimKiemKienTruc) - Federated Learning (
HocLienKet) - Real-time ML Pipeline (
PipelineThoiGianThuc) - 159 test cases
v2.0.0 (2026-05-03)¶
- Multi-GPU, Distributed Training
- Model Hub, Plugin System
- Cloud Deployment, Marketplace
- Enterprise (RBAC, Audit Log)
- 90 test cases
v1.2.0 (2026-05-03)¶
- No-code Web Interface
- Model Registry
- Streaming Data
- ONNX Export
- 73 test cases
v1.1.0 (2026-05-03)¶
- Deep Learning (PyTorch)
- Image Classification (CNN)
- Time Series Forecasting
- PhoBERT wrapper
- 66 test cases
v1.0.0 (2026-05-03)¶
- Production Release
- 57 test cases
- CI/CD, PyPI, MkDocs