llama-stack-mirror/llama_stack/providers/inline
Charlie Doern 6c3a40e3d2 feat: add huggingface post_training impl
adds an inline HF SFTTrainer provider. Alongside touchtune -- this is a super popular option for running training jobs. The config allows a user to specify some key fields such as a model, chat_template, device, etc

the provider comes with one recipe `finetune_single_device` which works both with and without LoRA.

any model that is a valid HF identifier can be given and the model will be pulled.

this has been tested so far with CPU and MPS device types, but should be compatible with CUDA out of the box

The provider processes the given dataset into the proper format, established the various steps per epoch, steps per save, steps per eval, sets a sane SFTConfig, and runs n_epochs of training

if checkpoint_dir is none, no model is saved. If there is a checkpoint dir, a model is saved every `save_steps` and at the end of training.

Signed-off-by: Charlie Doern <cdoern@redhat.com>
2025-05-16 16:37:30 -04:00
..
agents fix: Responses API: handle type=None in streaming tool calls (#2166) 2025-05-14 14:16:33 -07:00
datasetio chore(refact): move paginate_records fn outside of datasetio (#2137) 2025-05-12 10:56:14 -07:00
eval feat: implementation for agent/session list and describe (#1606) 2025-05-07 14:49:23 +02:00
inference chore: enable pyupgrade fixes (#1806) 2025-05-01 14:23:50 -07:00
ios/inference chore: removed executorch submodule (#1265) 2025-02-25 21:57:21 -08:00
post_training feat: add huggingface post_training impl 2025-05-16 16:37:30 -04:00
safety chore: enable pyupgrade fixes (#1806) 2025-05-01 14:23:50 -07:00
scoring chore: enable pyupgrade fixes (#1806) 2025-05-01 14:23:50 -07:00
telemetry feat: add metrics query API (#1394) 2025-05-07 10:11:26 -07:00
tool_runtime feat: Adding support for customizing chunk context in RAG insertion and querying (#2134) 2025-05-14 21:56:20 -04:00
vector_io feat: implementation for agent/session list and describe (#1606) 2025-05-07 14:49:23 +02:00
__init__.py impls -> inline, adapters -> remote (#381) 2024-11-06 14:54:05 -08:00