1.3.0.dev20260625003219

Installation

Via PyPI

pip install tt-forge==1.3.0.dev20260625003219 --extra-index-url https://pypi.eng.aws.tenstorrent.com/

Via Docker

docker pull ghcr.io/tenstorrent/tt-forge-slim:1.3.0.dev20260625003219

Dependency commits

tt-xla commit: c19014cc731feda9dad5517d4f1cfaf4c8a19b7f
tt-mlir commit: 70ff200c7d2fa8d8401f316a0a0b35ee88cbfb72
tt-metal commit: 7f6364a11dafadf141b6c87358073d9e3d1dd22f

What's Changed

• Uplift third_party/tt_forge_models to 32d5c2e4a8cfd55b0f2ec99b3ec8d1b217fcb742 2026-06-20 by @vvukomanTT in #1014

Full Changelog: 1.3.0.dev20260620003154...1.3.0.dev20260625003219

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LLM Performance

Model	Token/sec/user	Batch	Token/sec	ttft (ms)	Hardware
Qwen/Qwen2.5-0.5B-Instruct	1456.0	32	46592.0	588.28	n150
Qwen/Qwen2.5-1.5B-Instruct	734.0	32	23488.0	1214.51	n150
Qwen/Qwen2.5-3B-Instruct	579.0	32	18528.0	2139.23	n150
Qwen/Qwen2.5-7B-Instruct	379.0	32	12128.0	4660.92	n150
Qwen/Qwen3-0.6B	1092.0	32	34944.0	1145.23	n150
Qwen/Qwen3-1.7B	784.0	32	25088.0	1480.51	n150
Qwen/Qwen3-4B	465.0	32	14880.0	2943.99	n150
Qwen/Qwen3-8B	286.0	32	9152.0	3979.42	n150
meta-llama/Llama-3.1-8B-Instruct	334.0	32	10688.0	3701.83	n150
meta-llama/Llama-3.2-1B-Instruct	1200.0	32	38400.0	779.59	n150
meta-llama/Llama-3.2-3B-Instruct	448.0	32	14336.0	2062.03	n150
microsoft/phi-1	768.0	32	24576.0	1796.24	n150
microsoft/phi-1_5	773.0	32	24736.0	1798.79	n150
microsoft/phi-2	437.0	32	13984.0	4034.3	n150
mistralai/Ministral-8B-Instruct-2410	294.0	32	9408.0	3913.81	n150
mistralai/Mistral-7B-Instruct-v0.3	356.0	32	11392.0	3694.44	n150
pytorch_DeepSeek-V3.1_deepseek_v3_1_modified_nlp_causal_lm_custom	3.0	64	192.0	4141.15	n150
pytorch_DeepSeek-V3.2_deepseek_v3_2_exp_modified_nlp_causal_lm_custom	2.0	128	256.0	7504.7	n150
pytorch_Falcon_3_10B_Base_nlp_causal_lm_huggingface	24.0	32	768.0	1622.66	n150
pytorch_Falcon_3_1B_Base_nlp_causal_lm_huggingface	59.0	32	1888.0	683.35	n150
pytorch_Falcon_3_3B_Base_nlp_causal_lm_huggingface	38.0	32	1216.0	793.29	n150
pytorch_Falcon_3_7B_Base_nlp_causal_lm_huggingface	19.0	32	608.0	1164.66	n150
pytorch_GLM_4.7_nlp_causal_lm_huggingface	7.0	64	448.0	1577.26	n150
pytorch_Gemma_1.1_2B_IT_nlp_causal_lm_huggingface	40.0	32	1280.0	588.35	n150
pytorch_Kimi-K2_kimi_k2_instruct_modified_nlp_causal_lm_custom	3.0	64	192.0	4964.63	n150
pytorch_Llama_3.1_70B_Instruct_nlp_causal_lm_huggingface	4.0	32	128.0	5924.73	n150
pytorch_Llama_3.1_8B_Instruct_nlp_causal_lm_huggingface	22.0	32	704.0	1273.87	n150
pytorch_Llama_3.2_1B_Instruct_nlp_causal_lm_huggingface	67.0	32	2144.0	538.16	n150
pytorch_Llama_3.2_3B_Instruct_nlp_causal_lm_huggingface	31.0	32	992.0	609.26	n150
pytorch_Mistral_Ministral_8B_Instruct_nlp_causal_lm_huggingface	13.0	32	416.0	518.88	n150
pytorch_Mistral_Small_24B_INSTRUCT_2501_nlp_causal_lm_huggingface	16.0	32	512.0	1761.48	n150
pytorch_Phi-1.5_Phi_1_5_nlp_causal_lm_huggingface	22.0	32	704.0	604.38	n150
pytorch_Phi-1_Phi_1_nlp_causal_lm_huggingface	22.0	32	704.0	633.29	n150
pytorch_Qwen 2.5_0.5B_Instruct_nlp_causal_lm_huggingface	78.0	32	2496.0	403.58	n150
pytorch_Qwen 2.5_1.5B_Instruct_nlp_causal_lm_huggingface	38.0	32	1216.0	450.89	n150
pytorch_Qwen 2.5_3B_Instruct_nlp_causal_lm_huggingface	32.0	32	1024.0	665.33	n150
pytorch_Qwen 2.5_7B_Instruct_nlp_causal_lm_huggingface	17.0	32	544.0	839.23	n150
pytorch_Qwen 3_0_6B_nlp_causal_lm_huggingface	38.0	32	1216.0	1158.41	n150
pytorch_Qwen 3_1_7B_nlp_causal_lm_huggingface	29.0	32	928.0	705.27	n150
pytorch_Qwen 3_32B_nlp_causal_lm_huggingface	9.0	32	288.0	4523.72	n150
pytorch_Qwen 3_4B_nlp_causal_lm_huggingface	17.0	32	544.0	964.42	n150
pytorch_Qwen 3_8B_nlp_causal_lm_huggingface	13.0	32	416.0	1583.46	n150
tiiuae/Falcon3-1B-Base	962.0	32	30784.0	1056.73	n150
tiiuae/Falcon3-3B-Base	471.0	32	15072.0	1787.91	n150

Non-LLM Performance

Model	Batch	Sample/sec	Hardware
BAAI/bge-m3	32	91.0	n150
Qwen/Qwen3-Embedding-4B	1	9.0	n150
pytorch_BERT_emrecan/bert-base-turkish-cased-mean-nli-stsb-tr_nlp_embed_gen_huggingface	8	44.0	n150
pytorch_BGE-M3_Base_nlp_embed_gen_custom	4	9.0	n150
pytorch_BGE-M3_Base_nlp_embed_gen_custom	4	19.0	p150
pytorch_EfficientNet_Timm_B0_cv_image_cls_timm	8	350.0	n150
pytorch_MNIST_Cnn_Dropout_cv_image_cls_custom	32	15294.0	n150
pytorch_MobileNetV2_Mobilenet_v2_cv_image_cls_torch_hub	12	1236.0	n150
pytorch_Qwen 3_Embedding_4B_nlp_embed_gen_huggingface	32	46.0	n150
pytorch_Qwen 3_Embedding_4B_nlp_embed_gen_huggingface	32	105.0	p150
pytorch_ResNet_ResNet50_HuggingFace_cv_image_cls_huggingface	8	1346.0	n150
pytorch_SegFormer_B0_Finetuned_Ade_512_512_cv_image_seg_huggingface	1	38.0	n150
pytorch_Swin_S_cv_image_cls_torchvision	1	10.0	n150
pytorch_U-Net for Conditional Generation_Base_conditional_generation_huggingface	1	5.0	n150
pytorch_Ultra-Fast Lane Detection v2_TuSimple_ResNet34_Backbone_cv_image_seg_github	1	136.0	n150
pytorch_VGG19-UNet_base_cv_image_seg_custom	1	154.0	n150
pytorch_ViT_Base_cv_image_cls_huggingface	8	229.0	n150
pytorch_VoVNet_Ese_Vovnet19b_Dw.ra_In1k_cv_image_cls_timm	8	668.0	n150
sdxl-lightning	1	0.0	n150
sdxl-lightning	1	0.0	p150

Model coverage

Info: Full list of supported models is available in the assets section.

Model task	Model architecture	Model variant	Model framework	Inference	Training	n150	n300	p150	Single device	Data parallel	Tensor parallel	Model source
conditional generation	U-Net for Conditional Generation	Base	pytorch	✅	❌	✅	❌	✅	✅	❌	❌	View Source
cv image cls	AlexNet	Custom 1x2	jax	✅	❌	❌	✅	❌	❌	❌	✅	View Source
cv image cls	DINOv2	Small	pytorch	✅	❌	✅	❌	✅	✅	❌	❌	View Source
cv image cls	EfficientNet	B0	pytorch	✅	❌	✅	✅	✅	✅	✅	❌	View Source
cv image cls	MNIST	Cnn Batchnorm	jax	✅	❌	✅	❌	✅	✅	❌	❌	View Source
cv image cls	MNIST	Cnn Dropout	jax	✅	❌	✅	❌	✅	✅	❌	❌	View Source
cv image cls	MNIST	Cnn Dropout	pytorch	✅	❌	✅	❌	✅	✅	❌	❌	View Source
cv image cls	MNIST	Cnn Nodropout	pytorch	✅	❌	✅	❌	✅	✅	❌	❌	View Source
cv image cls	MNIST	Mlp Custom	jax	✅	❌	✅	❌	✅	✅	❌	❌	View Source
cv image cls	MNIST	Mlp Custom	jax	❌	✅	✅	❌	✅	✅	❌	❌	View Source
cv image cls	MNIST	Mlp Custom 1x2	jax	✅	❌	❌	✅	❌	❌	❌	✅	View Source
cv image cls	MobileNetV1	Mobilenet v1	pytorch	✅	❌	✅	❌	✅	✅	❌	❌	View Source
cv image cls	MobileNetV2	Mobilenet v2	pytorch	✅	❌	✅	✅	✅	✅	✅	❌	View Source
cv image cls	ResNet	ResNet50 HuggingFace High Resolution	pytorch	✅	❌	✅	❌	✅	✅	❌	❌	View Source
cv image cls	SegFormer	Mit B0	pytorch	✅	❌	✅	✅	✅	✅	✅	❌	View Source
cv image cls	Swin	S	pytorch	✅	❌	✅	❌	✅	✅	❌	❌	View Source
cv image cls	VGG	HF Vgg19	pytorch	✅	❌	✅	❌	✅	✅	❌	❌	View Source
cv image cls	ViT	Base	pytorch	✅	❌	✅	✅	✅	✅	✅	❌	View Source
cv image cls	VoVNet	Ese Vovnet19b Dw.ra In1k	pytorch	✅	❌	✅	✅	✅	✅	✅	❌	View Source
cv image seg	Ultra-Fast Lane Detection	TuSimple ResNet18 Backbone	pytorch	✅	❌	✅	❌	✅	✅	❌	❌	View Source
cv image seg	VGG19-UNet	base	pytorch	✅	❌	✅	❌	✅	✅	❌	❌	View Source
cv img to img	Autoencoder	linear	pytorch	❌	✅	✅	❌	✅	✅	❌	❌	View Source
cv object det	Attention DenseUNet	Base	pytorch	✅	❌	✅	❌	✅	✅	❌	❌	View Source
cv object det	DETR	ResNet50 Backbone	pytorch	✅	❌	✅	❌	✅	✅	❌	❌	View Source
cv object det	OWL-ViT	Base Patch32	pytorch	✅	❌	✅	❌	✅	✅	❌	❌	View Source
cv object det	PointPillars	pointpillars	pytorch	✅	❌	✅	❌	✅	✅	❌	❌	View Source
cv object det	YOLOP	Default	pytorch	✅	❌	✅	❌	✅	✅	❌	❌	View Source
cv object det	YOLOS Small	Small	pytorch	✅	❌	✅	❌	✅	✅	❌	❌	View Source
cv object det	YOLOv4	Base	pytorch	✅	❌	✅	✅	✅	✅	✅	❌	View Source
cv object det	YOLOv7	Default	pytorch	✅	❌	✅	❌	✅	✅	❌	❌	View Source
cv object det	YOLOv9	T	pytorch	✅	❌	✅	❌	✅	✅	❌	❌	View Source
cv object det	ssd512	ssd512	pytorch	✅	❌	✅	❌	✅	✅	❌	❌	View Source
mm action prediction	OpenVLA-OFT	Finetuned Libero 10	pytorch	✅	❌	❌	❌	✅	✅	❌	❌	View Source
mm action prediction	pi_0	pi0 base	pytorch	✅	❌	❌	❌	✅	✅	❌	❌	View Source
mm image text similarity	CLIP	Base Patch16	pytorch	✅	❌	✅	❌	✅	✅	❌	❌	View Source
mm image text similarity	SigLIP	Base Patch16 224	pytorch	✅	❌	✅	❌	✅	✅	❌	❌	View Source
mm visual qa	Llama	3.2 11B Vision Instruct	pytorch	✅	❌	❌	❌	✅	✅	❌	❌	View Source
mm visual qa	Mistral	base	pytorch	✅	❌	❌	✅	✅	✅	❌	✅	View Source
nlp causal lm	ALLaM	7B Instruct	pytorch	✅	❌	❌	❌	✅	✅	❌	❌	View Source
nlp causal lm	Command_A_Reasoning	command-a-reasoning-08-2025	pytorch	✅	❌	❌	❌	❌	❌	❌	✅	View Source
nlp causal lm	Falcon	3 10B Base	pytorch	✅	❌	❌	✅	✅	✅	❌	✅	View Source
nlp causal lm	Falcon	3 1B Base	pytorch	✅	❌	✅	✅	✅	✅	❌	✅	View Source
nlp causal lm	Falcon	3 3B Base	pytorch	✅	❌	✅	❌	✅	✅	❌	❌	View Source
nlp causal lm	Falcon	3 7B Base	pytorch	✅	❌	❌	✅	✅	✅	❌	✅	View Source
nlp causal lm	GPT-2	Base	jax	✅	❌	✅	❌	✅	✅	❌	❌	View Source
nlp causal lm	GPT-2	Xl	jax	❌	✅	✅	❌	✅	✅	❌	❌	View Source
nlp causal lm	GPT-OSS	20B	pytorch	✅	❌	❌	✅	❌	❌	❌	✅	View Source
nlp causal lm	Gemma	1.1 2B IT	pytorch	✅	❌	✅	❌	✅	✅	❌	❌	View Source
nlp causal lm	Gemma	1.1 7B IT	pytorch	✅	❌	❌	✅	✅	✅	❌	✅	View Source
nlp causal lm	Gemma	2 27B IT	pytorch	✅	❌	❌	✅	❌	❌	❌	✅	View Source
nlp causal lm	Gemma	2 2B IT	pytorch	✅	❌	✅	❌	✅	✅	❌	❌	View Source
nlp causal lm	Gemma	2 9B IT	pytorch	✅	❌	❌	✅	✅	✅	❌	✅	View Source
nlp causal lm	Llama	3.1 70B	pytorch	✅	❌	❌	✅	❌	❌	❌	✅	View Source
nlp causal lm	Llama	3.1 8B Instruct	pytorch	✅	❌	❌	✅	✅	✅	❌	✅	View Source
nlp causal lm	Llama	3.2 1B	pytorch	✅	❌	✅	❌	✅	✅	❌	❌	View Source
nlp causal lm	Llama	3.2 3B	pytorch	✅	❌	✅	❌	✅	✅	❌	❌	View Source
nlp causal lm	Llama	3.3 70B Instruct	pytorch	✅	❌	❌	❌	❌	❌	❌	✅	View Source
nlp causal lm	Mistral	7B INSTRUCT v03	pytorch	✅	❌	❌	✅	✅	✅	❌	✅	View Source
nlp causal lm	Mistral	Devstral Small 2505	pytorch	✅	❌	❌	✅	❌	❌	❌	✅	View Source
nlp causal lm	Mistral	Large INSTRUCT 2411	pytorch	✅	❌	❌	❌	❌	❌	❌	✅	View Source
nlp causal lm	Mistral	Magistral Small 2506	pytorch	✅	❌	❌	✅	❌	❌	❌	✅	View Source
nlp causal lm	Mistral	Ministral 8B Instruct	pytorch	✅	❌	❌	✅	✅	✅	❌	✅	View Source
nlp causal lm	Mistral	Nemo INSTRUCT 2407	pytorch	✅	❌	❌	✅	❌	❌	❌	✅	View Source
nlp causal lm	Mistral	Small 24B INSTRUCT 2501	pytorch	✅	❌	❌	✅	❌	❌	❌	✅	View Source
nlp causal lm	Phi-1	Phi 1	jax	✅	❌	✅	✅	✅	✅	❌	✅	View Source
nlp causal lm	Phi-1	Phi 1	pytorch	✅	❌	✅	❌	✅	✅	❌	❌	View Source
nlp causal lm	Phi-1	Phi 1	pytorch	❌	✅	❌	❌	✅	✅	❌	❌	View Source
nlp causal lm	Phi-1 LoRA	Phi 1	pytorch	❌	✅	❌	❌	✅	✅	❌	❌	View Source
nlp causal lm	Phi-1.5	Phi 1 5	jax	✅	❌	✅	✅	✅	✅	❌	✅	View Source
nlp causal lm	Phi-1.5	Phi 1 5	pytorch	✅	❌	✅	❌	✅	✅	❌	❌	View Source
nlp causal lm	Phi-2	Phi 2	jax	✅	❌	❌	✅	❌	❌	❌	✅	View Source
nlp causal lm	Phi-2	Phi 2	pytorch	✅	❌	✅	❌	✅	✅	❌	❌	View Source
nlp causal lm	Phi-3	Mini 128K Instruct	pytorch	✅	❌	✅	❌	✅	✅	❌	❌	View Source
nlp causal lm	Phi-3	Mini 4K Instruct	pytorch	✅	❌	✅	❌	✅	✅	❌	❌	View Source
nlp causal lm	Phi-3	Mini Instruct	pytorch	✅	❌	✅	❌	✅	✅	❌	❌	View Source
nlp causal lm	Phi-4	Phi 4	pytorch	✅	❌	❌	✅	✅	✅	❌	✅	View Source
nlp causal lm	Qwen 2	Qwq 32B	pytorch	✅	❌	❌	✅	❌	❌	❌	✅	View Source
nlp causal lm	Qwen 2.5	0.5B	jax	✅	❌	✅	✅	✅	✅	❌	✅	View Source
nlp causal lm	Qwen 2.5	0.5B Instruct	jax	✅	❌	✅	✅	✅	✅	❌	✅	View Source
nlp causal lm	Qwen 2.5	0.5B Instruct	pytorch	✅	❌	✅	❌	✅	✅	❌	❌	View Source