unsloth/studio/backend/tests
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 Final cleanup 2026-03-12 18:28:04 +00:00
conftest.py Studio: Expose openai and anthropic compatible external API end points (#4956) 2026-04-13 21:08:11 +04:00
test_anthropic_messages.py Studio: support images on /v1/messages (Anthropic-compat) (#5128) 2026-04-22 03:25:07 +04:00
test_browse_folders_route.py Studio: add folder browser modal for Custom Folders (#5035) 2026-04-15 08:04:33 -07:00
test_cache_case_resolution.py Add tests for cache case resolution (from PR #4822) (#4823) 2026-04-03 13:58:26 -07:00
test_cached_gguf_routes.py Studio: support GGUF variant selection for non-suffixed repos (#5023) 2026-04-15 15:32:01 +04:00
test_data_recipe_github_progress.py Studio: add github_repo seed reader and GitHub Support Bot recipe (#5169) 2026-04-24 12:02:03 -07:00
test_data_recipe_seed.py fix(seed): disable remote code execution in seed inspect dataset loads (#4275) 2026-03-13 19:37:43 +04:00
test_desktop_auth.py Studio: fix 7 failing studio_unit_tests on main (#5216) 2026-04-28 22:43:44 -07:00
test_export_log_cursor.py studio: stream export worker output into the export dialog (#4897) 2026-04-14 08:55:43 -07:00
test_gpu_selection.py Update VRAM estimator to cater to broader model configs (#5175) 2026-05-05 04:12:36 -07:00
test_gpu_selection_sandbox.py [Studio] multi gpu finetuning/inference via "balanced_low0/sequential" device_map (#4602) 2026-03-30 02:33:15 -07:00
test_host_defaults.py Default Studio host to 127.0.0.1 and prompt before auto-start (#5267) 2026-05-04 13:03:16 +04:00
test_kv_cache_estimation.py fix KVCache estimates for gemma4 style sliding window models (#5225) 2026-05-05 04:06:46 -07:00
test_llama_cpp_cache_aware_disk_check.py Studio: make GGUF disk-space preflight cache-aware (#5012) 2026-04-14 08:53:37 -07:00
test_llama_cpp_context_fit.py fix KVCache estimates for gemma4 style sliding window models (#5225) 2026-05-05 04:06:46 -07:00
test_llama_cpp_load_progress.py Studio: live model-load progress + rate/ETA on download and load (#5017) 2026-04-14 09:46:22 -07:00
test_llama_cpp_load_progress_live.py Studio: split model-load progress label across two rows (#5020) 2026-04-14 10:58:16 -07:00
test_llama_cpp_load_progress_matrix.py Studio: split model-load progress label across two rows (#5020) 2026-04-14 10:58:16 -07:00
test_llama_cpp_max_context_threshold.py fix KVCache estimates for gemma4 style sliding window models (#5225) 2026-05-05 04:06:46 -07:00
test_llama_cpp_no_context_shift.py Studio: hard-stop at n_ctx with a 'Context limit reached' toast (#5021) 2026-04-14 10:58:20 -07:00
test_llama_server_args.py Studio: forward llama-server args from unsloth studio run , activate unsloth run , and allow passing model:quant to load models (#5271) 2026-05-04 17:08:04 +04:00
test_mlx_inference_backend.py feat(studio): MLX training tab on Apple Silicon (LoRA / full FT, VLM, export) (#5265) 2026-05-05 23:54:58 -07:00
test_mlx_training_worker_config.py feat(studio): MLX training tab on Apple Silicon (LoRA / full FT, VLM, export) (#5265) 2026-05-05 23:54:58 -07:00
test_models_get_model_config_case_resolution.py Add tests for cache case resolution (from PR #4822) (#4823) 2026-04-03 13:58:26 -07:00
test_native_context_length.py Studio: Fix chat template disappearing after browser refresh (#5209) 2026-05-01 08:19:09 -07:00
test_openai_tool_passthrough.py Studio: Fix image-only chat requests failing validation (#5212) 2026-04-28 14:49:13 -07:00
test_pytorch_mirror.py Add configurable PyTorch mirror via UNSLOTH_PYTORCH_MIRROR env var (#5024) 2026-04-15 11:39:11 +04:00
test_responses_api.py Studio: Expose openai and anthropic compatible external API end points (#4956) 2026-04-13 21:08:11 +04:00
test_responses_tool_passthrough.py Studio: forward standard OpenAI tools / tool_choice on /v1/responses (Codex compat) (#5122) 2026-04-21 13:17:20 +04:00
test_studio_api.py Studio: forward standard OpenAI tools / tool_choice to llama-server (#5099) 2026-04-18 12:53:23 +04:00
test_tool_policy_gates.py unsloth run: add --enable-tools/--disable-tools server-side tool policy (#5277) 2026-05-05 12:45:15 +04:00
test_tool_policy_state.py unsloth run: add --enable-tools/--disable-tools server-side tool policy (#5277) 2026-05-05 12:45:15 +04:00
test_trained_model_scan.py [Studio] Show non exported models in chat UI (#4892) 2026-04-14 15:03:58 +04:00
test_training_raw_support.py feat(studio): add Continued Pretraining (CPT) as a training method (#4677) 2026-05-06 13:38:35 +04:00
test_training_worker_flash_attn.py Add Qwen3.6 support (#5257) 2026-05-02 23:30:57 +04:00
test_transformers_version.py split venv_t5 into tiered 5.3.0/5.5.0 and fix trust_remote_code (#4878) 2026-04-07 20:05:01 +04:00
test_utils.py Add AMD ROCm/HIP support across installer and hardware detection (#4720) 2026-04-10 01:56:12 -07:00
test_vision_cache.py Studio: split vision-cache exception test to match transient vs permanent (#5145) 2026-04-23 00:22:40 -07:00
test_vram_estimation.py Update VRAM estimator to cater to broader model configs (#5175) 2026-05-05 04:12:36 -07:00