.. currentmodule:: torchtune.models
Multimodal models from the Llama4 family that support text and image input.
Important: You need to request access on Hugging Face before downloading it.
To download the Llama-4-Maverick-17B-16E-Instruct model:
tune download meta-llama/Llama-4-Scout-17B-16E-Instruct --hf-token <HF_TOKEN>To download the Llama-4-Maverick-17B-128E-Instruct model:
tune download meta-llama/Llama-4-Maverick-17B-128E-Instruct --hf-token <HF_TOKEN>.. autosummary::
:toctree: generated/
:nosignatures:
llama4.llama4_scout_17b_16e
llama4.llama4_maverick_17b_128e
llama4.llama4_vision_encoder
llama4.llama4_vision_projection_head
llama4.llama4_decoder
llama4.Llama4VisionEncoder
llama4.Llama4VisionProjectionHead
llama4.Llama4Tokenizer
llama4.Llama4Transform
Text-only models from the 3.3 version of Llama3 family.
Important: You need to request access on Hugging Face before downloading it.
To download the Llama-3.3-70B-Instruct model:
tune download meta-llama/Llama-3.3-70B-Instruct --ignore-patterns "original/consolidated.00.pth" --hf-token <HF_TOKEN>.. autosummary::
:toctree: generated/
:nosignatures:
llama3_3.llama3_3_70b
llama3_3.lora_llama3_3_70b
llama3_3.qlora_llama3_3_70b
Note
The Llama3.3 tokenizer reuses the :class:`~torchtune.models.llama3.llama3_tokenizer` class.
Text-only models from the 3.2 version of Llama3 family.
Important: You need to request access on Hugging Face before downloading it.
To download the Llama-3.2-1B-Instruct model:
tune download meta-llama/Llama-3.2-1B-Instruct --output-dir /tmp/Llama-3.2-1B-Instruct --ignore-patterns "original/consolidated.00.pth" --hf-token <HF_TOKEN>To download the Llama-3.2-3B-Instruct model:
tune download meta-llama/Llama-3.2-3B-Instruct --output-dir /tmp/Llama-3.2-3B-Instruct --ignore-patterns "original/consolidated*" --hf-token <HF_TOKEN>.. autosummary::
:toctree: generated/
:nosignatures:
llama3_2.llama3_2_1b
llama3_2.llama3_2_3b
llama3_2.lora_llama3_2_1b
llama3_2.lora_llama3_2_3b
llama3_2.qlora_llama3_2_1b
llama3_2.qlora_llama3_2_3b
Note
The Llama3.2 tokenizer reuses the :class:`~torchtune.models.llama3.llama3_tokenizer` class.
Vision-Language Models from the 3.2 version of Llama3 family.
Important: You need to request access on Hugging Face before downloading it.
To download the Llama-3.2-11B-Instruct model:
tune download meta-llama/Llama-3.2-11B-Vision-Instruct --output-dir /tmp/Llama-3.2-11B-Vision-Instruct --hf-token <HF_TOKEN>.. autosummary::
:toctree: generated/
:nosignatures:
llama3_2_vision.llama3_2_vision_11b
llama3_2_vision.llama3_2_vision_transform
llama3_2_vision.lora_llama3_2_vision_11b
llama3_2_vision.qlora_llama3_2_vision_11b
llama3_2_vision.llama3_2_vision_decoder
llama3_2_vision.llama3_2_vision_encoder
llama3_2_vision.lora_llama3_2_vision_decoder
llama3_2_vision.lora_llama3_2_vision_encoder
llama3_2_vision.Llama3VisionEncoder
llama3_2_vision.Llama3VisionProjectionHead
llama3_2_vision.Llama3VisionTransform
Note
The Llama3.2 tokenizer reuses the :class:`~torchtune.models.llama3.llama3_tokenizer` class.
Models 3 and 3.1 from the Llama3 family.
Important: You need to request access on Hugging Face before downloading it.
To download the Llama3.1-8B-Instruct model:
tune download meta-llama/Meta-Llama-3.1-8B-Instruct --output-dir /tmp/Meta-Llama-3.1-8B-Instruct --ignore-patterns "original/consolidated.00.pth" --hf-token <HF_TOKEN>To download the Llama3.1-70B-Instruct model:
tune download meta-llama/Meta-Llama-3.1-70B-Instruct --output-dir /tmp/Meta-Llama-3.1-70B-Instruct --ignore-patterns "original/consolidated*" --hf-token <HF_TOKEN>To download the Llama3.1-405B-Instruct model:
tune download meta-llama/Meta-Llama-3.1-405B-Instruct --ignore-patterns "original/consolidated*" --hf-token <HF_TOKEN>To download the Llama3 weights of the above models, you can instead download from Meta-Llama-3-8B-Instruct and Meta-Llama-3-70B-Instruct, and remove the ignore patterns flag.
.. autosummary::
:toctree: generated/
:nosignatures:
llama3.llama3
llama3.lora_llama3
llama3.llama3_8b
llama3.lora_llama3_8b
llama3.qlora_llama3_8b
llama3.llama3_70b
llama3.lora_llama3_70b
llama3.qlora_llama3_70b
llama3.llama3_tokenizer
|
llama3_1.llama3_1
llama3_1.lora_llama3_1
llama3_1.llama3_1_8b
llama3_1.lora_llama3_1_8b
llama3_1.qlora_llama3_1_8b
llama3_1.llama3_1_70b
llama3_1.lora_llama3_1_70b
llama3_1.qlora_llama3_1_70b
llama3_1.llama3_1_405b
llama3_1.lora_llama3_1_405b
llama3_1.qlora_llama3_1_405b
Note
The Llama3.1 tokenizer reuses the llama3.llama3_tokenizer builder class.
All models from the Llama2 family.
Important: You need to request access on Hugging Face before downloading it.
To download the Llama2-7B model:
tune download meta-llama/Llama-2-7b-hf --output-dir /tmp/Llama-2-7b-hf --hf-token <HF_TOKEN>To download the Llama2-13B model:
tune download meta-llama/Llama-2-13b-hf --output-dir /tmp/Llama-2-13b-hf --hf-token <HF_TOKEN>To download the Llama2-70B model:
tune download meta-llama/Llama-2-70b-hf --output-dir /tmp/Llama-2-70b-hf --hf-token <HF_TOKEN>.. autosummary::
:toctree: generated/
:nosignatures:
llama2.llama2
llama2.lora_llama2
llama2.llama2_7b
llama2.lora_llama2_7b
llama2.qlora_llama2_7b
llama2.llama2_13b
llama2.lora_llama2_13b
llama2.qlora_llama2_13b
llama2.llama2_70b
llama2.lora_llama2_70b
llama2.qlora_llama2_70b
llama2.llama2_tokenizer
llama2.llama2_reward_7b
llama2.lora_llama2_reward_7b
llama2.qlora_llama2_reward_7b
llama2.Llama2ChatTemplate
Models of size 0.5B, 1.5B, 3B, 7B, 14B, 32B, 72B from the Qwen2.5 family.
To download the Qwen2.5 1.5B model, for example:
tune download Qwen/Qwen2.5-1.5B-Instruct --output-dir /tmp/Qwen2_5-1_5B-Instruct.. autosummary::
:toctree: generated/
:nosignatures:
qwen2_5.qwen2_5_0_5b
qwen2_5.lora_qwen2_5_0_5b
qwen2_5.qwen2_5_1_5b_base
qwen2_5.qwen2_5_1_5b_instruct
qwen2_5.lora_qwen2_5_1_5b_base
qwen2_5.lora_qwen2_5_1_5b_instruct
qwen2_5.qwen2_5_3b
qwen2_5.lora_qwen2_5_3b
qwen2_5.qwen2_5_7b_base
qwen2_5.qwen2_5_7b_instruct
qwen2_5.lora_qwen2_5_7b_base
qwen2_5.lora_qwen2_5_7b_instruct
qwen2_5.qwen2_5_14b_base
qwen2_5.qwen2_5_14b_instruct
qwen2_5.lora_qwen2_5_14b_base
qwen2_5.lora_qwen2_5_14b_instruct
qwen2_5.qwen2_5_32b_base
qwen2_5.qwen2_5_32b_instruct
qwen2_5.lora_qwen2_5_32b_base
qwen2_5.lora_qwen2_5_32b_instruct
qwen2_5.qwen2_5_72b_base
qwen2_5.qwen2_5_72b_instruct
qwen2_5.lora_qwen2_5_72b_base
qwen2_5.lora_qwen2_5_72b_instruct
qwen2_5.qwen2_5_tokenizer
Models of size 0.5B, 1.5B, and 7B from the Qwen2 family.
To download the Qwen2 1.5B model, for example:
tune download Qwen/Qwen2-1.5B-Instruct --output-dir /tmp/Qwen2-1.5B-Instruct.. autosummary::
:toctree: generated/
:nosignatures:
qwen2.qwen2
qwen2.lora_qwen2
qwen2.qwen2_0_5b
qwen2.lora_qwen2_0_5b
qwen2.qwen2_1_5b
qwen2.lora_qwen2_1_5b
qwen2.qwen2_7b
qwen2.lora_qwen2_7b
qwen2.qwen2_tokenizer
Models from the Phi-4 family.
To download the Phi-4 instruct model:
tune download microsoft/phi-4 --hf-token <HF_TOKEN>.. autosummary::
:toctree: generated/
:nosignatures:
phi4.phi4_14b
phi4.lora_phi4_14b
phi4.qlora_phi4_14b
phi4.phi4_tokenizer
Models from the Phi-3 mini family.
To download the Phi-3 Mini 4k instruct model:
tune download microsoft/Phi-3-mini-4k-instruct --output-dir /tmp/Phi-3-mini-4k-instruct --hf-token <HF_TOKEN>.. autosummary::
:toctree: generated/
:nosignatures:
phi3.phi3
phi3.lora_phi3
phi3.phi3_mini
phi3.lora_phi3_mini
phi3.qlora_phi3_mini
phi3.phi3_mini_tokenizer
All models from Mistral AI family.
Important: You need to request access on Hugging Face to download this model.
To download the Mistral 7B v0.1 model:
tune download mistralai/Mistral-7B-v0.1 --output-dir /tmp/Mistral-7B-v0.1 --ignore-patterns "*.safetensors" --hf-token <HF_TOKEN>.. autosummary::
:toctree: generated/
:nosignatures:
mistral.mistral
mistral.lora_mistral
mistral.mistral_classifier
mistral.lora_mistral_classifier
mistral.mistral_7b
mistral.lora_mistral_7b
mistral.qlora_mistral_7b
mistral.mistral_reward_7b
mistral.lora_mistral_reward_7b
mistral.qlora_mistral_reward_7b
mistral.mistral_tokenizer
mistral.MistralChatTemplate
Models of size 2B and 7B from the Gemma family.
Important: You need to request access on Hugging Face to use this model.
To download the Gemma 2B model (not Gemma2):
tune download google/gemma-2b --ignore-patterns "gemma-2b.gguf" --hf-token <HF_TOKEN>To download the Gemma 7B model:
tune download google/gemma-7b --ignore-patterns "gemma-7b.gguf" --hf-token <HF_TOKEN>.. autosummary::
:toctree: generated/
:nosignatures:
gemma.gemma
gemma.lora_gemma
gemma.gemma_2b
gemma.lora_gemma_2b
gemma.qlora_gemma_2b
gemma.gemma_7b
gemma.lora_gemma_7b
gemma.qlora_gemma_7b
gemma.gemma_tokenizer
Models of size 2B, 9B, 27B from the Gemma family.
Important: You need to request access on Hugging Face to use this model.
To download the Gemma2 2B, 9B, 27B models :
tune download google/gemma-2-<MODEL_SIZE>b --ignore-patterns "gemma-2-<MODEL_SIZE>b.gguf" --hf-token <HF_TOKEN>.. autosummary::
:toctree: generated/
:nosignatures:
gemma2.gemma2
gemma2.lora_gemma2
gemma2.gemma2_2b
gemma2.lora_gemma2_2b
gemma2.qlora_gemma2_2b
gemma2.gemma2_9b
gemma2.lora_gemma2_9b
gemma2.qlora_gemma2_9b
gemma2.gemma2_27b
gemma2.lora_gemma2_27b
gemma2.qlora_gemma2_27b
gemma.gemma_tokenizer
Vision components to support multimodality using CLIP encoder.
.. autosummary::
:toctree: generated/
:nosignatures:
clip.clip_vision_encoder
clip.TokenPositionalEmbedding
clip.TiledTokenPositionalEmbedding
clip.TilePositionalEmbedding