SimpleTuner
A general fine-tuning kit geared toward image/video/audio diffusion models.
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- caption_filter_list.txt.example
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- multidatabackend-multiresolution.json.example
- multidatabackend.json.example
- user_prompt_library.json.example
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- preset_audio_dataset_with_lyrics.es.md
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- FACTORY_ARCHITECTURE.es.md
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- GLANCE.es.md
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- MINIMAX_H3_DRIFT.es.md
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- TWINFLOW.es.md
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- CLIP_SCORES.es.md
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- EVAL_LOSS.es.md
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- IDEMPOTENCY_AND_QUOTAS.es.md
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- JOB_PROGRESS_AND_SYNC.es.md
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- JOB_PROGRESS_AND_SYNC.md
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- LOGGING_AND_TASKS.es.md
- LOGGING_AND_TASKS.hi.md
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- OPERATIONS_TUTORIAL.es.md
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- QUEUE.es.md
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- README.es.md
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- REPLICATE.es.md
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- RESILIENCE.es.md
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- SECRETS_AND_CACHE.es.md
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- AUDIT.es.md
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- ENTERPRISE.es.md
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- EXTERNAL_AUTH.es.md
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- README.es.md
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- WORKERS.es.md
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- ANYFLOW.es.md
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- CONVROT.es.md
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- DIFF2FLOW.es.md
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- FLOW_DPO.es.md
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- IMAGE_REPA.es.md
- IMAGE_REPA.hi.md
- IMAGE_REPA.ja.md
- IMAGE_REPA.md
- IMAGE_REPA.pt-BR.md
- IMAGE_REPA.zh.md
- LAYERSYNC.es.md
- LAYERSYNC.hi.md
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- METAL_FLASH_ATTENTION.es.md
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- PROMPT2EFFECT.es.md
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- SCHEDULED_SAMPLING.es.md
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- SEGMENTED_CHECKPOINTING.es.md
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- SELF_FLOW.es.md
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- T_LORA.es.md
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- UNSLOTH_CHECKPOINTING.es.md
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- UNSLOTH_CHECKPOINTING.pt-BR.md
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- VIDEO_CREPA.es.md
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- v2-1_to_v2-2.es.md
- v2-1_to_v2-2.hi.md
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- README.es.md
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- ACE_STEP.es.md
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- ANYFLOW.es.md
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- BOOGU_IMAGE.es.md
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- CHROMA.es.md
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- COSMOS2IMAGE.es.md
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- COSMOS3.es.md
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- index.es.md
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- LONGCAT_EDIT.es.md
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- MINIMAX_H3.es.md
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- OMNIGEN.es.md
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- SDXL.es.md
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- SIGMA.es.md
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- IMPLEMENTATION.es.md
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- TUTORIAL.es.md
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- DOCKER.es.md
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- HUGGINGFACE_DATASETS.es.md
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- index.es.md
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- index.md
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- INSTALL.es.md
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- JOB_QUEUE.es.md
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- LYCORIS.es.md
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- test_sana_complex_instruction.py
- test_sana_model.py
- test_sanavideo_model.py
- test_save_hooks.py
- test_scheduled_sampling_rollout.py
- test_script_runner.py
- test_sd3_model.py
- test_sd3_twinflow_sign.py
- test_sdnq_integration.py
- test_sdr_sample_generator.py
- test_sdxl_multistage_validation.py
- test_sdxl_single_file_loading.py
- test_secrets_manager.py
- test_segmented_checkpointing_model_support.py
- test_server_modes.py
- test_server_startup_integration.py
- test_settings_routes.py
- test_setup.py
- test_setup_platform_dependencies.py
- test_simpletuner_io_client.py
- test_stable_cascade_modules.py
- test_state.py
- test_state_backend.py
- test_stubs.py
- test_subprocess_wrapper_cleanup.py
- test_template_rendering.py
- test_text_embeds.py
- test_text_encoder_unload.py
- test_text_json_field.py
- test_tf32_precision.py
- test_theme_service.py
- test_time_sign_embed_gating_models.py
- test_timestep_bias_sampling.py
- test_tlora_helpers.py
- test_torchao_pipeline_quantization.py
- test_train_cleanup.py
- test_trainer.py
- test_trainer_webhook_file_loading.py
- test_training_checkpointing.py
- test_training_launch_logging_regression.py
- test_training_sample.py
- test_training_service.py
- test_training_service_gpu.py
- test_training_wrappers.py
- test_transformer_integration.py
- test_transformerengine_quantization.py
- test_tread_transformers.py
- test_twinflow_adversarial.py
- test_ui_validation_constraints.py
- test_utils_pathing.py
- test_vae.py
- test_validation_abort.py
- test_validation_adapter_strength.py
- test_validation_adapters.py
- test_validation_audio_mock.py
- test_validation_benchmark.py
- test_validation_context_parallel.py
- test_validation_dataset_selection.py
- test_validation_dynamic_shift.py
- test_validation_embed_cache.py
- test_validation_epoch_timing.py
- test_validation_eval.py
- test_validation_external.py
- test_validation_pipeline_kwargs.py
- test_validation_preview.py
- test_validation_scheduler_cache.py
- test_validation_video.py
- test_version_route.py
- test_video_frame_adjustment.py
- test_wan_model.py
- test_web_route_auth.py
- test_webhook_auth.py
- test_webhook_cmd_args.py
- test_webhook_config_normalization.py
- test_webhook_delivery.py
- test_webhook_http_sending.py
- test_webhook_json_parsing.py
- test_webhook_routes.py
- test_webhook_ssl_localhost.py
- test_webhooks.py
- test_webshart_backend.py
- test_webui_api.py
- test_webui_args_filtering.py
- test_webui_backend.py
- test_webui_e2e.py
- test_webui_onboarding_sync.py
- test_worker_agent.py
- test_worker_manager.py
- test_worker_repository.py
- test_workers_routes.py
- test_z_image_model.py
- test_z_image_omni.py
- test_z_image_pipeline_features.py
- test_zimage.py
- test_zlab_i1_model.py
- unittest_support.py
- webui_test_base.py
- .dockerignore
- .envrc
- .flake8
- .gitignore
- .pre-commit-config.yaml
- AGENTS.md
- CLAUDE.md
- cog.yaml
- docker-compose.yml
- docker-start.sh
- Dockerfile
- GEMINI.md
- LICENSE
- MANIFEST.in
- mkdocs.yml
- notebook.ipynb
- package-lock.json
- package.json
- predict.py
- pyproject.toml
- README.es.md
- README.hi.md
- README.ja.md
- README.md
- README.pt-BR.md
- README.zh.md
- setup.py
- st_cli.py
# Installation Guide
git clone https://github.com/bghira/SimpleTuner
Downloads the entire project code from GitHub to your computer.
cd SimpleTuner
Moves into the project folder you just downloaded.
2. Official Install Script
Easy Recommended- Python 3 Python is required to use pip.
pip install simpletuner
Installs the package published on PyPI directly β no need to clone the source.
pip install 'simpletuner[cuda]'
Installs the package published on PyPI directly β no need to clone the source.
pip install 'simpletuner[cuda13]' --extra-index-url https://download.pytorch.org/whl/cu130
Installs the package published on PyPI directly β no need to clone the source.
pip install 'simpletuner[cuda13-transformerengine]' --extra-index-url https://download.pytorch.org/whl/cu130
Installs the package published on PyPI directly β no need to clone the source.
Pulled directly from this repo's README.
3. Docker
Easy- Git Needed to download the project code from GitHub.
- Docker Desktop Needed to build and run containers. Install it and keep it running in the background.
docker compose up -d --build
Builds and starts all defined containers (server, database, etc.) at once, in the background.
4. Node.js
Easynpm install
Downloads and installs the libraries listed in package.json.
npm start
Starts the development/run server.
5. Python
Easypip install simpletuner
Installs the package published on PyPI directly β no need to clone the source.
pip install 'simpletuner[cuda]'
Installs the package published on PyPI directly β no need to clone the source.
pip install 'simpletuner[cuda13]' --extra-index-url https://download.pytorch.org/whl/cu130
Installs the package published on PyPI directly β no need to clone the source.
pip install 'simpletuner[cuda13-transformerengine]' --extra-index-url https://download.pytorch.org/whl/cu130
Installs the package published on PyPI directly β no need to clone the source.
pip install 'simpletuner[rocm]' --extra-index-url https://download.pytorch.org/whl/rocm7.1
Installs the package published on PyPI directly β no need to clone the source.
Pulled directly from this repo's README.
