unsloth/studio/backend/utils/datasets
Avaya Aggarwal 0c803242ef
feat(studio): add Continued Pretraining (CPT) as a training method (#4677)
* feat(studio): add Continued Pretraining (CPT) support

Implements CPT as a first-class training method in Unsloth Studio,
resolving feature request #4565.

Changes:
- frontend/src/types/training.ts: add 'cpt' to TrainingMethod union
- frontend/src/lib/vram.ts: add 'cpt' to VramTrainingMethod (fp16 footprint)
- frontend/src/features/export/constants.ts: add CPT to METHOD_LABELS
- frontend/src/features/training/api/mappers.ts: map 'cpt' -> 'Continued Pretraining',
  force packing=true and train_on_completions=false for CPT payloads
- frontend/src/features/studio/sections/model-section.tsx: add 'Continued Pretraining'
  option (purple dot) to Method selector; update tooltip
- frontend/src/features/onboarding/.../model-selection-step.tsx: add CPT to
  onboarding wizard method dropdown
- backend/models/training.py: update training_type field description
- backend/core/training/worker.py: detect is_cpt flag, force packing=True,
  train_on_completions=False, pass is_cpt to _train_worker
- backend/core/training/trainer.py: _train_worker reads is_cpt kwarg, forces
  packing on, skips train_on_responses_only for raw-text pretraining

CPT behaviour:
- Full model weights (no LoRA adapters), same as Full Finetuning
- Sequence packing always enabled for GPU efficiency
- Trains on every token (no chat-format masking)
- VRAM estimated at fp16 (2.0 bytes/param)

* [pre-commit.ci] auto fixes from pre-commit.com hooks

for more information, see https://pre-commit.ci

* Update mappers.ts

* Add CPT raw dataset support and UI fixes

* [pre-commit.ci] auto fixes from pre-commit.com hooks

for more information, see https://pre-commit.ci

* Add missing training methods module

* Handle invalid raw-text rows and expose raw in onboarding

---------

Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>
Co-authored-by: Roland Tannous <115670425+rolandtannous@users.noreply.github.com>
Co-authored-by: Etherll <61019402+Etherll@users.noreply.github.com>
Co-authored-by: Etherll <mrmrmidessam@gmail.com>
2026-05-06 13:38:35 +04:00
..
__init__.py Update license headers 2026-03-12 17:23:10 +00:00
chat_templates.py fix: install.sh Mac Intel compatibility + Studio no-torch support (#4624) 2026-03-27 02:09:21 -07:00
data_collators.py fix: install.sh Mac Intel compatibility + Studio no-torch support (#4624) 2026-03-27 02:09:21 -07:00
dataset_utils.py feat(studio): add Continued Pretraining (CPT) as a training method (#4677) 2026-05-06 13:38:35 +04:00
format_conversion.py fix(studio): avoid UnicodeEncodeError on Windows cp1252 consoles (#4699) 2026-03-30 06:40:47 -07:00
format_detection.py Final cleanup 2026-03-12 18:28:04 +00:00
llm_assist.py chore: switch helper and no-cache fallback to Gemma (#5066) 2026-04-16 22:27:30 +04:00
model_mappings.py Add Qwen3.6 support (#5257) 2026-05-02 23:30:57 +04:00
raw_text.py feat(studio): add Continued Pretraining (CPT) as a training method (#4677) 2026-05-06 13:38:35 +04:00
vlm_processing.py Final cleanup 2026-03-12 18:28:04 +00:00