KTransformers is a research project focused on efficient inference and fine-tuning of large language models through CPU-GPU heterogeneous computing. The project has evolved into two core modules: kt-kernel and kt-sft.
+- Dec 22, 2025: Support RL-DPO fine-tuning with LLaMA-Factory. (Tutorial)
- Dec 5, 2025: Support Native Kimi-K2-Thinking inference (Tutorial)
- Nov 6, 2025: Support Kimi-K2-Thinking inference (Tutorial) and fine-tune (Tutorial)
- Nov 4, 2025: KTransformers Fine-Tuning × LLaMA-Factory Integration. (Tutorial)
@@ -1177,192 +1178,6 @@ chunk_size: 8192
-
-
-MadSys Lab, KVCache-AI Team, Approaching AI, LLaMA-Factory Team
-
-Recent open-source LLMs—from DeepSeek-V3/R1 to Qwen-MoE and Kimi-K2—have surged in performance and scale. Yet due to compute and memory constraints, it is difficult for typical researchers to fine-tune trillion-parameter-class models. We therefore integrate KTransformers with LLaMA-Factory so that, with 2–4 RTX 4090 GPUs and sufficient CPU memory, one can fine-tune ultra-large Mixture-of-Experts (MoE) models such as DeepSeek-671B.
-This architecture bridges resource gaps, enabling local fine-tuning of ultra-large models, while also supporting efficient scenario customization at 14B/30B scales. We validate on stylized dialogue, Westernized translation tone, and medical Q&A, achieving rapid adaptation within hours.
-Architecturally, LLaMA-Factory orchestrates data/config/training, LoRA insertion, and inference; KTransformers is a pluggable, high-performance operator backend that takes over Attention and MoE under the same training code, enabling GPU+CPU heterogeneity to accelerate training and reduce GPU memory.
-
-We evaluated LoRA fine-tuning with HuggingFace default, Unsloth, and KTransformers backends (same settings and data). KTransformers is currently the only solution feasible on 2–4×24GB 4090s for 671B-scale MoE, and also shows higher throughput and lower GPU memory for 14B MoEs.
-
-
-
-| Under LoRA (BF16) + NekoQA-10K stylized dialogue | HuggingFace Backend | Unsloth Backend | KTransformers Backend |
|---|
-
-
-| [14B-DeepSeekV2-Lite] LoRA fine-tuning throughput | 303.58 token/s | 455.37 token/s | 530.38 token/s |
-| [14B-DeepSeekV2-Lite] GPU memory | 32.12 GB | 9.64 GB | 6.08 GB |
-| [671B-DeepSeekV3] LoRA fine-tuning throughput | Too Huge to run | NOT SUPPORT | 40.35 token/s |
-| [671B-DeepSeekV3] GPU memory (sum across GPUs) | theoretical 1400 GB † | NOT SUPPORT | 70 GB † |
-
-
-
† The 1400 GB is the theoretical FP16 full-resident footprint (not runnable). 70 GB is the measured peak with KT (Attention on GPU + layered MoE offload).
-From the table above, it can be seen that for the 14B model, the KTransformers backend achieves approximately 75% higher throughput than the default HuggingFace solution, while using only about one-fifth of the GPU memory. For the 671B model, both HuggingFace and Unsloth fail to run on a single 4090 GPU, whereas KTransformers is able to perform LoRA fine-tuning at 40 tokens/s, keeping the GPU memory usage within 70 GB.
-
-
-We detail how KTransformers takes over core operators in LLaMA-Factory’s fine-tuning framework to optimize Attention and MoE.
-DeepSeek-V3/V2 MoE models comprise a small-parameter dense Attention part and a large-parameter sparse MoE part. For illustration, consider layer 2 of DeepSeek-V2-Lite-Chat (from which each layer includes both Attention and MoE). Attention compute and KV cache mainly reside on the GPU; the heavyweight MoE part is primarily executed on the CPU. We first cover Attention replacement and inheritance, then MoE encapsulation and backend interfacing, and finally multi-GPU placement.
-
-KTransformers provides operator injection (BaseInjectedModule), and PEFT provides LoRA layer insertion. For fine-tuning, we design KTransformersLinearLora, inheriting from both KTransformersLinear and LoraLayer:
-
-- Inheritance:
KTransformersLinearLora retains KT’s high-performance paths (prefill_linear/generate_linear) while accepting LoRA parameters (lora_A/lora_B).
-- Replacement: During preparation, we replace original
KTransformersLinear layers (Q/K/V/O) with KTransformersLinearLora, preserving KT optimizations while enabling LoRA trainability.
-
-
-After replacement, LoRA is inserted at Q/K/V/O linear transforms (left), and KTransformersLinearLora contains both KT fast paths and LoRA matrices (right).
-
-
-
-Given large parameters and sparse compute, we encapsulate the expert computation as a differentiable black-box operator—transparent upstream, replaceable downstream.
-
-- Upstream (PyTorch graph): we register a custom Autograd Function so the MoE layer appears as a single node. In the left figure (red box), only
KSFTExpertsCPU is visible; on the right, the unencapsulated graph expands routing, dispatch, and FFN experts. Encapsulation makes the MoE layer behave like a standard nn.Module with gradients.
-- Downstream (backend): inside the Autograd Function, pybind11 calls C++ extensions for forward/backward. Multiple pluggable backends exist (AMX BF16/INT8; llamafile). The backend can be switched via YAML (e.g.,
"backend": "AMXBF16" vs. "llamafile").
-
-
-
-MoE backward frequently needs the transposed weights $W^\top$. To avoid repeated runtime transposes, we precompute/cache $W^\top$ at load time (blue box). We also cache necessary intermediate activations (e.g., expert projections, red box) to reuse in backward and reduce recomputation. We provide backward implementations for llamafile and AMX (INT8/BF16), with NUMA-aware optimizations.
-
-
-To lower per-GPU memory peaks on 2–4 GPUs, we use model parallelism + explicit placement, not DataParallel (which duplicates the whole model on each GPU).
-Key changes:
-
-- KTrainer: takes over
.to(device) to prevent “move whole model to a single GPU”. Using KT’s optimize-rule YAML, each layer declares device: cuda:0/cuda:1/... and is constructed directly on the target GPU (no extra copies).
-- Disable automatic DataParallel: when
USE_KT=1, we disable automatic DP wrappers from LLaMA-Factory/HF Trainer to avoid duplication and keep full control over sharding.
-- Gradient aggregation: gradients are reduced to
cuda:0. Intermediate activations stay local; only necessary tensors are transferred, cutting communication/activation overhead.
-
-Thus, we keep KT placement strategies under multi-GPU fine-tuning. Users choose a kt_optimize_rule with multi-gpu. For DeepSeek-671B, DeepSeek-V3-Chat-sft-amx-multi-gpu.yaml is a typical 2-GPU plan: KV/attention parts on each GPU; MoE experts sharded on CPU; both GPUs share the workload.
-
-
-LLaMA-Factory orchestration, KTransformers backend, LoRA (rank=8, α=32, dropout=0.1, BF16), GAS=16, qlen=512, with the same KT optimize rule as training. We evaluate (a) stylized dialogue transfer and (b) two small-scale representative benchmarks: Translational-Style (generative) and AfriMed-QA (medical vertical; SAQ and MCQ). AMX is enabled; GPUs: 2×48GB RTX 4090; CPU: Intel Xeon Platinum 8488C.
-
-
-Dataset: NekoQA-10K. The fine-tuned model consistently exhibits the target style (red boxes) versus neutral/rational base (blue). This shows KT-LoRA injects style features into the generation distribution with low GPU cost.
-
-
-Dataset: Translational-Style-ChatLLM. Metrics: BLEU-1/2/3/4, ROUGE-1/2/L.
-
-
-
-| Translational-Style dataset | BLEU-1 | BLEU-2 | BLEU-3 | BLEU-4 | ROUGE-1 | ROUGE-2 | ROUGE-L |
|---|
-
-
-| V2-Lite (no LoRA) | 20.66 | 8.33 | 4.54 | 2.89 | 22.71 | 4.52 | 19.19 |
-| KT-LoRA fine-tuned V2-Lite | 35.41 | 22.44 | 15.42 | 11.18 | 42.03 | 18.38 | 33.10 |
-| V3 base (no LoRA) | 8.49 | 3.34 | 1.62 | 0.96 | 15.91 | 2.55 | 10.07 |
-| KT-LoRA fine-tuned V3 | 37.02 | 23.70 | 16.21 | 11.49 | 43.43 | 18.96 | 34.54 |
-
-
-
As shown by the test results in the tables above, under a unified workflow and placement strategy, both model scales exhibit consistent gains after fine-tuning, supporting the usability and effectiveness of the “KT backend + LoRA fine-tuning” combination for generative style control. At the same time, this indicates that KT’s heterogeneous placement and operator optimizations can stably support small-sample adaptation in the style domain.
-
-The dataset adopts AfriMed-QA (ACL 2025), a domain-specific dataset for the medical field in Africa with strong scenario customization characteristics, comprising two formats—multiple-choice questions (MCQ) and short-answer questions (SAQ)—which in this case serve as the evaluation for vertical-domain fine-tuning. In terms of evaluation criteria, BLEU/ROUGE are used for SAQ, and Accuracy is used for MCQ.
-
-
-
-| AfriMed-QA (SAQ) | BLEU-1 | BLEU-2 | BLEU-3 | BLEU-4 | ROUGE-1 | ROUGE-2 | ROUGE-L |
|---|
-
-
-| V2-Lite (no LoRA) | 13.58 | 11.12 | 9.10 | 7.23 | 22.48 | 7.81 | 11.73 |
-| KT-LoRA fine-tuned V2-Lite | 35.90 | 27.63 | 22.99 | 19.15 | 35.25 | 17.50 | 28.44 |
-| V3 base (no LoRA) | 12.75 | 10.27 | 8.05 | 5.99 | 20.33 | 5.65 | 10.11 |
-| KT-LoRA fine-tuned V3 | 42.42 | 34.12 | 28.95 | 24.54 | 41.97 | 22.37 | 33.28 |
-
-
-
-
-
-| AfriMed-QA (MCQ) | Accuracy |
|---|
-
-
-| V2-Lite (no LoRA) | 0.0645 |
-| KT-LoRA fine-tuned V2-Lite | 0.4812 |
-| V3 base (no LoRA) | 0.5833 |
-| KT-LoRA fine-tuned V3 | 0.7930 |
-
-
-
As shown in the tables above, (1) DeepSeek-V3 (671B) after KT-LoRA fine-tuning achieves clearly higher performance than the fine-tuned DeepSeek-V2-Lite (14B) on both MCQ and SAQ, and it also surpasses the V3 base model. Within our small-scale setting, this preliminarily indicates that KT-LoRA fine-tuning of ultra-large-parameter models has practical significance in vertical domains.
-(2) Across both SAQ/MCQ sub-tasks, KT-LoRA delivers consistent gains, indicating that—with KT’s heterogeneous placement and backend operator support—LoRA fine-tuning can effectively inject the key knowledge points of vertical domains such as medicine into the model.
-
-At present, most of our testing is conducted on single datasets and at small scale (≤ 20k examples), with the goal of providing existence evidence of system effectiveness for KT-LoRA fine-tuning, rather than drawing generalized conclusions about algorithmic generalization or scaling laws. Our report primarily presents representative figures; to support stronger algorithmic claims, larger sample sizes, multi-lingual/multi-domain datasets, and multi-seed repeated experiments would be required—these are beyond the scope of this work.
-We also warmly welcome everyone to join the open-source LLaMA-Factory KT fine-tuning project. If you have additional test results, we especially welcome you to record them in the shared spreadsheet below, and to include the corresponding kt_optimize_rule files, dataset examples, training/evaluation YAMLs, and detailed GPU-memory and CPU configurations for community reference and reproducibility~!
-
-
-Definitions
-step_time：time per optimization step (tensor movement + Attention + MoE + others).
-tokens_per_step = GAS × qlen；token/s = tokens_per_step / step_time。 We use GAS=16, qlen=512 → tokens_per_step=8192.
-Measured
-
-
-
-| Model | step_time (s) | tokens/step | token/s |
|---|
-
-
-| DeepSeek-V3-671B | 203 | 8192 | 40.35 |
-| DeepSeek-V2-Lite-14B | 36 | 8192 | 227.6 |
-
-
-
Theory
-
-- MoE per-layer, per-token FLOPs (forward+backward) approx.:
-$$
-\text{FLOPs}_{\text{per-layer, per-token}} \approx c \cdot k \cdot H \cdot I
-$$
-
- with $k = 8$（Top-k），$H = 7168$（hidden size），$I = 2048$（intermediate size），$c\approx16$（≈6 forward + ≈10 backward matmuls）。
-
-- Per-step across all MoE layers:
-$$
-\text{FLOPs}{\text{per-step}} \approx c \cdot qlen \cdot k \cdot H \cdot I \cdot L{\text{MoE}}
-$$
-
- Plugging $c=16, qlen=512, k=8, H=7168, I=2048, L_{MoE}=58$，$\text{FLOPs}_{\text{per-step}} \approx 55.8\ \text{TFLOPs}$.
-Measured (MoE TFLOPS on CPU)
-If the MoE-only time per step is t_moe (seconds), $\text{TFLOPS} = \text{FLOPs}_{\text{per-step}} / \text{step_per_second}.$
-Use MoE-phase time, not full step_time, to get MoE throughput.
-
-
-
-| TFLOPS | Forward | Backward |
|---|
-
-
-| Average | 17.55 | 18.41 |
-
-
-
-- DeepSeek-V3 (671B; 58 MoE layers out of 61): ~70 GB total GPU, ~1.2–1.3 TB host memory.
-- DeepSeek-V2-Lite (14B; 26 MoE layers out of 27): ~5 GB GPU, ~30 GB host memory.
-
-
-Integrating KTransformers LoRA with LLaMA-Factory provides a practical path to efficiently train and deploy MoE LLMs. KT contributes placement strategies and operator optimizations (DeepSeek/Qwen/Kimi support with AMX-accelerated kernels), and LoRA enables customization with very low GPU memory; LLaMA-Factory supplies a coherent user-level interface.
-This means even tens-to-hundreds-of-billion-parameter MoE models can be fine-tuned and served with low latency on ordinary hardware. The approach balances memory savings, speed, and usability, turning ultra-large models into tools that developers can actually wield.
-
Author: Azure-Tang
@@ -1670,6 +1485,305 @@ DeepseekV2-Chat got 60 layers, if we got 2 GPUs, we can allocate 30 layers to ea
Note that the self.load_weight function is provided by the KLinearBase class to help users load weights from a gguf file into the module. The implementation details of KLinearBase can be found on GITHUB.
+
+
+MadSys Lab, KVCache-AI Team, Approaching AI, LLaMA-Factory Team
+
+Recent open-source LLMs—from DeepSeek-V3/R1 to Qwen-MoE and Kimi-K2—have surged in performance and scale. Yet due to compute and memory constraints, it is difficult for typical researchers to fine-tune trillion-parameter-class models. We therefore integrate KTransformers with LLaMA-Factory so that, with 2–4 RTX 4090 GPUs and sufficient CPU memory, one can fine-tune ultra-large Mixture-of-Experts (MoE) models such as DeepSeek-671B.
+This architecture bridges resource gaps, enabling local fine-tuning of ultra-large models, while also supporting efficient scenario customization at 14B/30B scales. We validate on stylized dialogue, Westernized translation tone, and medical Q&A, achieving rapid adaptation within hours.
+Architecturally, LLaMA-Factory orchestrates data/config/training, LoRA insertion, and inference; KTransformers is a pluggable, high-performance operator backend that takes over Attention and MoE under the same training code, enabling GPU+CPU heterogeneity to accelerate training and reduce GPU memory.
+
+We evaluated LoRA fine-tuning with HuggingFace default, Unsloth, and KTransformers backends (same settings and data). KTransformers is currently the only solution feasible on 2–4×24GB 4090s for 671B-scale MoE, and also shows higher throughput and lower GPU memory for 14B MoEs.
+
+
+
+| Under LoRA (BF16) + NekoQA-10K stylized dialogue | HuggingFace Backend | Unsloth Backend | KTransformers Backend |
|---|
+
+
+| [14B-DeepSeekV2-Lite] LoRA fine-tuning throughput | 303.58 token/s | 455.37 token/s | 530.38 token/s |
+| [14B-DeepSeekV2-Lite] GPU memory | 32.12 GB | 9.64 GB | 6.08 GB |
+| [671B-DeepSeekV3] LoRA fine-tuning throughput | Too Huge to run | NOT SUPPORT | 40.35 token/s |
+| [671B-DeepSeekV3] GPU memory (sum across GPUs) | theoretical 1400 GB † | NOT SUPPORT | 70 GB † |
+
+
+
† The 1400 GB is the theoretical FP16 full-resident footprint (not runnable). 70 GB is the measured peak with KT (Attention on GPU + layered MoE offload).
+From the table above, it can be seen that for the 14B model, the KTransformers backend achieves approximately 75% higher throughput than the default HuggingFace solution, while using only about one-fifth of the GPU memory. For the 671B model, both HuggingFace and Unsloth fail to run on a single 4090 GPU, whereas KTransformers is able to perform LoRA fine-tuning at 40 tokens/s, keeping the GPU memory usage within 70 GB.
+
+
+We detail how KTransformers takes over core operators in LLaMA-Factory’s fine-tuning framework to optimize Attention and MoE.
+DeepSeek-V3/V2 MoE models comprise a small-parameter dense Attention part and a large-parameter sparse MoE part. For illustration, consider layer 2 of DeepSeek-V2-Lite-Chat (from which each layer includes both Attention and MoE). Attention compute and KV cache mainly reside on the GPU; the heavyweight MoE part is primarily executed on the CPU. We first cover Attention replacement and inheritance, then MoE encapsulation and backend interfacing, and finally multi-GPU placement.
+
+KTransformers provides operator injection (BaseInjectedModule), and PEFT provides LoRA layer insertion. For fine-tuning, we design KTransformersLinearLora, inheriting from both KTransformersLinear and LoraLayer:
+
+- Inheritance:
KTransformersLinearLora retains KT’s high-performance paths (prefill_linear/generate_linear) while accepting LoRA parameters (lora_A/lora_B).
+- Replacement: During preparation, we replace original
KTransformersLinear layers (Q/K/V/O) with KTransformersLinearLora, preserving KT optimizations while enabling LoRA trainability.
+
+
+After replacement, LoRA is inserted at Q/K/V/O linear transforms (left), and KTransformersLinearLora contains both KT fast paths and LoRA matrices (right).
+
+
+
+Given large parameters and sparse compute, we encapsulate the expert computation as a differentiable black-box operator—transparent upstream, replaceable downstream.
+
+- Upstream (PyTorch graph): we register a custom Autograd Function so the MoE layer appears as a single node. In the left figure (red box), only
KSFTExpertsCPU is visible; on the right, the unencapsulated graph expands routing, dispatch, and FFN experts. Encapsulation makes the MoE layer behave like a standard nn.Module with gradients.
+- Downstream (backend): inside the Autograd Function, pybind11 calls C++ extensions for forward/backward. Multiple pluggable backends exist (AMX BF16/INT8; llamafile). The backend can be switched via YAML (e.g.,
"backend": "AMXBF16" vs. "llamafile").
+
+
+
+MoE backward frequently needs the transposed weights $W^\top$. To avoid repeated runtime transposes, we precompute/cache $W^\top$ at load time (blue box). We also cache necessary intermediate activations (e.g., expert projections, red box) to reuse in backward and reduce recomputation. We provide backward implementations for llamafile and AMX (INT8/BF16), with NUMA-aware optimizations.
+
+
+To lower per-GPU memory peaks on 2–4 GPUs, we use model parallelism + explicit placement, not DataParallel (which duplicates the whole model on each GPU).
+Key changes:
+
+- KTrainer: takes over
.to(device) to prevent “move whole model to a single GPU”. Using KT’s optimize-rule YAML, each layer declares device: cuda:0/cuda:1/... and is constructed directly on the target GPU (no extra copies).
+- Disable automatic DataParallel: when
USE_KT=1, we disable automatic DP wrappers from LLaMA-Factory/HF Trainer to avoid duplication and keep full control over sharding.
+- Gradient aggregation: gradients are reduced to
cuda:0. Intermediate activations stay local; only necessary tensors are transferred, cutting communication/activation overhead.
+
+Thus, we keep KT placement strategies under multi-GPU fine-tuning. Users choose a kt_optimize_rule with multi-gpu. For DeepSeek-671B, DeepSeek-V3-Chat-sft-amx-multi-gpu.yaml is a typical 2-GPU plan: KV/attention parts on each GPU; MoE experts sharded on CPU; both GPUs share the workload.
+
+
+LLaMA-Factory orchestration, KTransformers backend, LoRA (rank=8, α=32, dropout=0.1, BF16), GAS=16, qlen=512, with the same KT optimize rule as training. We evaluate (a) stylized dialogue transfer and (b) two small-scale representative benchmarks: Translational-Style (generative) and AfriMed-QA (medical vertical; SAQ and MCQ). AMX is enabled; GPUs: 2×48GB RTX 4090; CPU: Intel Xeon Platinum 8488C.
+
+
+Dataset: NekoQA-10K. The fine-tuned model consistently exhibits the target style (red boxes) versus neutral/rational base (blue). This shows KT-LoRA injects style features into the generation distribution with low GPU cost.
+
+
+Dataset: Translational-Style-ChatLLM. Metrics: BLEU-1/2/3/4, ROUGE-1/2/L.
+
+
+
+| Translational-Style dataset | BLEU-1 | BLEU-2 | BLEU-3 | BLEU-4 | ROUGE-1 | ROUGE-2 | ROUGE-L |
|---|
+
+
+| V2-Lite (no LoRA) | 20.66 | 8.33 | 4.54 | 2.89 | 22.71 | 4.52 | 19.19 |
+| KT-LoRA fine-tuned V2-Lite | 35.41 | 22.44 | 15.42 | 11.18 | 42.03 | 18.38 | 33.10 |
+| V3 base (no LoRA) | 8.49 | 3.34 | 1.62 | 0.96 | 15.91 | 2.55 | 10.07 |
+| KT-LoRA fine-tuned V3 | 37.02 | 23.70 | 16.21 | 11.49 | 43.43 | 18.96 | 34.54 |
+
+
+
As shown by the test results in the tables above, under a unified workflow and placement strategy, both model scales exhibit consistent gains after fine-tuning, supporting the usability and effectiveness of the “KT backend + LoRA fine-tuning” combination for generative style control. At the same time, this indicates that KT’s heterogeneous placement and operator optimizations can stably support small-sample adaptation in the style domain.
+
+The dataset adopts AfriMed-QA (ACL 2025), a domain-specific dataset for the medical field in Africa with strong scenario customization characteristics, comprising two formats—multiple-choice questions (MCQ) and short-answer questions (SAQ)—which in this case serve as the evaluation for vertical-domain fine-tuning. In terms of evaluation criteria, BLEU/ROUGE are used for SAQ, and Accuracy is used for MCQ.
+
+
+
+| AfriMed-QA (SAQ) | BLEU-1 | BLEU-2 | BLEU-3 | BLEU-4 | ROUGE-1 | ROUGE-2 | ROUGE-L |
|---|
+
+
+| V2-Lite (no LoRA) | 13.58 | 11.12 | 9.10 | 7.23 | 22.48 | 7.81 | 11.73 |
+| KT-LoRA fine-tuned V2-Lite | 35.90 | 27.63 | 22.99 | 19.15 | 35.25 | 17.50 | 28.44 |
+| V3 base (no LoRA) | 12.75 | 10.27 | 8.05 | 5.99 | 20.33 | 5.65 | 10.11 |
+| KT-LoRA fine-tuned V3 | 42.42 | 34.12 | 28.95 | 24.54 | 41.97 | 22.37 | 33.28 |
+
+
+
+
+
+| AfriMed-QA (MCQ) | Accuracy |
|---|
+
+
+| V2-Lite (no LoRA) | 0.0645 |
+| KT-LoRA fine-tuned V2-Lite | 0.4812 |
+| V3 base (no LoRA) | 0.5833 |
+| KT-LoRA fine-tuned V3 | 0.7930 |
+
+
+
As shown in the tables above, (1) DeepSeek-V3 (671B) after KT-LoRA fine-tuning achieves clearly higher performance than the fine-tuned DeepSeek-V2-Lite (14B) on both MCQ and SAQ, and it also surpasses the V3 base model. Within our small-scale setting, this preliminarily indicates that KT-LoRA fine-tuning of ultra-large-parameter models has practical significance in vertical domains.
+(2) Across both SAQ/MCQ sub-tasks, KT-LoRA delivers consistent gains, indicating that—with KT’s heterogeneous placement and backend operator support—LoRA fine-tuning can effectively inject the key knowledge points of vertical domains such as medicine into the model.
+
+At present, most of our testing is conducted on single datasets and at small scale (≤ 20k examples), with the goal of providing existence evidence of system effectiveness for KT-LoRA fine-tuning, rather than drawing generalized conclusions about algorithmic generalization or scaling laws. Our report primarily presents representative figures; to support stronger algorithmic claims, larger sample sizes, multi-lingual/multi-domain datasets, and multi-seed repeated experiments would be required—these are beyond the scope of this work.
+We also warmly welcome everyone to join the open-source LLaMA-Factory KT fine-tuning project. If you have additional test results, we especially welcome you to record them in the shared spreadsheet below, and to include the corresponding kt_optimize_rule files, dataset examples, training/evaluation YAMLs, and detailed GPU-memory and CPU configurations for community reference and reproducibility~!
+
+
+Definitions
+step_time：time per optimization step (tensor movement + Attention + MoE + others).
+tokens_per_step = GAS × qlen；token/s = tokens_per_step / step_time。 We use GAS=16, qlen=512 → tokens_per_step=8192.
+Measured
+
+
+
+| Model | step_time (s) | tokens/step | token/s |
|---|
+
+
+| DeepSeek-V3-671B | 203 | 8192 | 40.35 |
+| DeepSeek-V2-Lite-14B | 36 | 8192 | 227.6 |
+
+
+
Theory
+
+- MoE per-layer, per-token FLOPs (forward+backward) approx.:
+$$
+\text{FLOPs}_{\text{per-layer, per-token}} \approx c \cdot k \cdot H \cdot I
+$$
+
+ with $k = 8$（Top-k），$H = 7168$（hidden size），$I = 2048$（intermediate size），$c\approx16$（≈6 forward + ≈10 backward matmuls）。
+
+- Per-step across all MoE layers:
+$$
+\text{FLOPs}{\text{per-step}} \approx c \cdot qlen \cdot k \cdot H \cdot I \cdot L{\text{MoE}}
+$$
+
+ Plugging $c=16, qlen=512, k=8, H=7168, I=2048, L_{MoE}=58$，$\text{FLOPs}_{\text{per-step}} \approx 55.8\ \text{TFLOPs}$.
+Measured (MoE TFLOPS on CPU)
+If the MoE-only time per step is t_moe (seconds), $\text{TFLOPS} = \text{FLOPs}_{\text{per-step}} / \text{step_per_second}.$
+Use MoE-phase time, not full step_time, to get MoE throughput.
+
+
+
+| TFLOPS | Forward | Backward |
|---|
+
+
+| Average | 17.55 | 18.41 |
+
+
+
+- DeepSeek-V3 (671B; 58 MoE layers out of 61): ~70 GB total GPU, ~1.2–1.3 TB host memory.
+- DeepSeek-V2-Lite (14B; 26 MoE layers out of 27): ~5 GB GPU, ~30 GB host memory.
+
+
+Integrating KTransformers LoRA with LLaMA-Factory provides a practical path to efficiently train and deploy MoE LLMs. KT contributes placement strategies and operator optimizations (DeepSeek/Qwen/Kimi support with AMX-accelerated kernels), and LoRA enables customization with very low GPU memory; LLaMA-Factory supplies a coherent user-level interface.
+This means even tens-to-hundreds-of-billion-parameter MoE models can be fine-tuned and served with low latency on ordinary hardware. The approach balances memory savings, speed, and usability, turning ultra-large models into tools that developers can actually wield.
+
+
+This tutorial demonstrates how to use Direct Preference Optimization (DPO) to fine-tune a language model using the LLaMA-Factory framework. DPO is a method for training models based on human preferences, allowing for more aligned and user-centric outputs.
+
+
+conda create -n Kllama python=3.12 # choose from : [3.11, 3.12, 3.13]
+conda install -y -c conda-forge libstdcxx-ng gcc_impl_linux-64
+conda install -y -c nvidia/label/cuda-12.8.0 cuda-runtime
+
+
+git clone --depth 1 https://github.com/hiyouga/LLaMA-Factory.git
+cd LLaMA-Factory
+pip install -e ".[torch,metrics]" --no-build-isolation
+
+
+
+(Note: The CUDA version can differ from that in the wheel filename.)
+pip install ktransformers-0.4.4+cu128torch28fancy-cp312-cp312-linux_x86_64.whl
+
+
+git clone --depth 1 https://github.com/kvcache-ai/ktransformers.git
+cd ktransformers/kt-sft
+export TORCH_CUDA_ARCH_LIST="8.0;8.9;9.0" # set according to your GPU
+
+pip install -r "requirements-sft.txt"
+KTRANSFORMERS_FORCE_BUILD=TRUE pip install -v . --no-build-isolation
+
+
+
+# abi=True/False can find from below
+# import torch
+# print(torch._C._GLIBCXX_USE_CXX11_ABI)
+
+pip install https://github.com/Dao-AILab/flash-attention/releases/download/v2.8.3/flash_attn-2.8.3+cu12torch2.8cxx11abiTRUE-cp312-cp312-linux_x86_64.whl
+
+
+git clone https://github.com/kvcache-ai/custom_flashinfer.git
+pip install custom_flashinfer/
+
+
+We use deepseek-ai/DeepSeek-V2-Lite as an example here. You can replace it with other models such as Kimi K2.
+
+# For LoRA SFT
+USE_KT=1 llamafactory-cli train examples/train_lora/deepseek2_lora_dpo_kt.yaml
+# For Chat with model after LoRA SFT
+llamafactory-cli chat examples/inference/deepseek2_lora_dpo_kt.yaml
+# For API with model after LoRA SFT
+llamafactory-cli api examples/inference/deepseek2_lora_dpo_kt.yaml
+
+For example, we provide the YAML file as follows:
+（1）examples/train_lora/deepseek2_lora_dpo_kt.yaml
+### model
+model_name_or_path: deepseek-ai/DeepSeek-V2-Lite
+trust_remote_code: true
+
+### method
+stage: dpo
+do_train: true
+finetuning_type: lora
+lora_rank: 8
+lora_target: all
+pref_beta: 0.1
+pref_loss: sigmoid # choices: [sigmoid (dpo), orpo, simpo]
+
+### dataset
+dataset: dpo_en_demo
+template: llama3
+cutoff_len: 2048
+max_samples: 1000
+overwrite_cache: true
+preprocessing_num_workers: 16
+dataloader_num_workers: 4
+
+### output
+output_dir: saves/Kllama_deepseekV2_DPO
+logging_steps: 10
+save_steps: 500
+plot_loss: true
+overwrite_output_dir: true
+save_only_model: false
+report_to: none # choices: [none, wandb, tensorboard, swanlab, mlflow]
+
+### train
+per_device_train_batch_size: 1
+gradient_accumulation_steps: 8
+learning_rate: 5.0e-6
+num_train_epochs: 3
+lr_scheduler_type: cosine
+warmup_ratio: 0.1
+bf16: true
+ddp_timeout: 180000000
+resume_from_checkpoint: null
+
+### ktransformers
+use_kt: true # use KTransformers as LoRA sft backend
+kt_optimize_rule: examples/kt_optimize_rules/DeepSeek-V2-Lite-Chat-sft-amx.yaml
+cpu_infer: 64
+chunk_size: 8192
+
+For more details about –kt_optimize_rule, please refer to https://github.com/kvcache-ai/ktransformers/blob/main/doc/en/KTransformers-Fine-Tuning_User-Guide.md
+Then, you can use the lora adapter saved in saves/Kllama_deepseekV2_DPO for inference the same as the sft training. For example,
+model_name_or_path: DeepSeek-V2-Lite-Chat
+adapter_name_or_path: saves/Kllama_deepseekV2_DPO
+template: deepseek
+infer_backend: ktransformers # choices: [huggingface, vllm, sglang, ktransformers]
+trust_remote_code: true
+
+use_kt: true # use KTransformers as LoRA sft backend to inference
+kt_optimize_rule: examples/kt_optimize_rules/DeepSeek-V2-Lite-Chat-sft-amx.yaml
+cpu_infer: 32
+chunk_size: 8192
+
+
+
To be written…
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Flexible Framework for Experiencing Cutting-edge LLM Inference/Fine-tune Optimizations 🎯 Overview | 🚀 kt-kernel | 🎓 kt-sft | 🔥 Citation | 🚀 Roadmap(2025Q4) KTransformers is a research project focused on efficient inference and fine-tuning of large language models through CPU-GPU heterogeneous computing. The project has evolved into two core modules: kt-kernel and kt-sft.","breadcrumbs":"Introduction » » 🎯 Overview","id":"0","title":"🎯 Overview"},"1":{"body":"Dec 5, 2025: Support Native Kimi-K2-Thinking inference ( Tutorial) Nov 6, 2025: Support Kimi-K2-Thinking inference ( Tutorial) and fine-tune ( Tutorial) Nov 4, 2025: KTransformers Fine-Tuning × LLaMA-Factory Integration. ( Tutorial) Oct 27, 2025: Support Ascend NPU. ( Tutorial) Oct 10, 2025: Integrating into SGLang. ( Roadmap, Blog) Sept 11, 2025: Support Qwen3-Next. ( Tutorial) Sept 05, 2025: Support Kimi-K2-0905. ( Tutorial) July 26, 2025: Support SmallThinker and GLM4-MoE. ( Tutorial) July 11, 2025: Support Kimi-K2. ( Tutorial) June 30, 2025: Support 3-layer (GPU-CPU-Disk) prefix cache reuse. May 14, 2025: Support Intel Arc GPU ( Tutorial). Apr 29, 2025: Support AMX-Int8、 AMX-BF16 and Qwen3MoE ( Tutorial) Apr 9, 2025: Experimental support for LLaMA 4 models ( Tutorial). Apr 2, 2025: Support Multi-concurrency. ( Tutorial). Mar 15, 2025: Support ROCm on AMD GPU ( Tutorial). Mar 5, 2025: Support unsloth 1.58/2.51 bits weights and IQ1_S/FP8 hybrid weights. Support 139K Longer Context for DeepSeek-V3 and R1 in 24GB VRAM. Feb 25, 2025: Support FP8 GPU kernel for DeepSeek-V3 and R1; Longer Context. Feb 15, 2025: Longer Context (from 4K to 8K for 24GB VRAM) & Slightly Faster Speed （+15%, up to 16 Tokens/s), update docs and online books. Feb 10, 2025: Support Deepseek-R1 and V3 on single (24GB VRAM)/multi gpu and 382G DRAM, up to 3~28x speedup. For detailed show case and reproduction tutorial, see here. Aug 28, 2024: Decrease DeepseekV2’s required VRAM from 21G to 11G. Aug 15, 2024: Update detailed tutorial for injection and multi-GPU. Aug 14, 2024: Support llamfile as linear backend. Aug 12, 2024: Support multiple GPU; Support new model: mixtral 8*7B and 8*22B; Support q2k, q3k, q5k dequant on gpu. Aug 9, 2024: Support windows native.","breadcrumbs":"Introduction » » 🔥 Updates","id":"1","title":"🔥 Updates"},"10":{"body":"Current Support Status: ✅ Intel CPUs with AMX: Fully supported (using weights converted to INT4/INT8 format) ✅ Universal CPU (llamafile backend): Supported (using GGUF-format weights) ✅ AMD CPUs with BLIS: Supported (for int8 prefill & decode) ✅ Kimi-K2 Native INT4 (RAWINT4): Supported on AVX512 CPUs (CPU-GPU shared INT4 weights) - Guide","breadcrumbs":"For kt-kernel » Note","id":"10","title":"Note"},"11":{"body":"CPU-Optimized MoE Kernels: High-throughput MoE expert kernels optimized for instruction sets. AMX INT4/INT8 Backend: INT4 / INT8 quantized expert inference backend for AMX-capable servers. Llamafile CPU Backend: AVX2/AVX512-based MoE backend built on Llamafile for universal CPU deployment. NUMA-Aware Execution: Thread pool and memory layout designed for multi-socket / multi-NUMA machines.","breadcrumbs":"For kt-kernel » Features","id":"11","title":"Features"},"12":{"body":"","breadcrumbs":"For kt-kernel » Installation","id":"12","title":"Installation"},"13":{"body":"Install the latest stable version: pip install kt-kernel Or install a specific version: pip install kt-kernel==0.4.3 Note: Check the latest version on PyPI Features: ✅ Automatic CPU detection: Detects your CPU and loads the optimal kernel variant ✅ Multi-variant wheel: Includes AMX, AVX512, and AVX2 variants in a single package ✅ No compilation needed: Pre-built wheels for Python 3.10, 3.11, 3.12 ✅ Universal compatibility: Works on any x86-64 Linux system (2013+) Requirements: Python 3.10, 3.11, or 3.12 Linux x86-64 (manylinux_2_17 compatible) CPU with AVX2 support (Intel Haswell 2013+, AMD Zen+) CPU Variants Included: The wheel includes 3 optimized variants that are automatically selected at runtime based on your CPU: Variant CPU Support Performance Auto-Selected When AMX Intel Sapphire Rapids+ (2023+) ⚡⚡⚡ Best AMX instructions detected AVX512 Intel Skylake-X/Ice Lake/Cascade Lake (2017+) ⚡⚡ Great AVX512 instructions detected AVX2 Intel Haswell+ (2013+), AMD Zen+ ⚡ Good Fallback for maximum compatibility Verify installation: import kt_kernel # Check which CPU variant was loaded\\nprint(f\\"CPU variant: {kt_kernel.__cpu_variant__}\\") # \'amx\', \'avx512\', or \'avx2\'\\nprint(f\\"Version: {kt_kernel.__version__}\\") # Test import\\nfrom kt_kernel import KTMoEWrapper\\nprint(\\"✓ kt-kernel installed successfully!\\") Environment Variables: # Override automatic CPU detection (for testing or debugging)\\nexport KT_KERNEL_CPU_VARIANT=avx2 # Force AVX2 variant (options: \'avx2\', \'avx512\', \'amx\') # Enable debug output to see detection process\\nexport KT_KERNEL_DEBUG=1\\npython -c \\"import kt_kernel\\"\\n# Output:\\n# [kt-kernel] Detected AMX support via /proc/cpuinfo\\n# [kt-kernel] Selected CPU variant: amx\\n# [kt-kernel] Loading amx from: /path/to/_kt_kernel_ext_amx.cpython-311-x86_64-linux-gnu.so\\n# [kt-kernel] Successfully loaded AMX variant","breadcrumbs":"For kt-kernel » Option 1: Install from PyPI (Recommended for Most Users)","id":"13","title":"Option 1: Install from PyPI (Recommended for Most Users)"},"14":{"body":"Build from source for local installation or when you need AMD (BLIS), ARM (KML), or custom CUDA versions. Prerequisites First, initialize git submodules and create a conda environment: git submodule update --init --recursive\\nconda create -n kt-kernel python=3.11 -y\\nconda activate kt-kernel Quick Installation (Recommended) Simply run the install script - it will auto-detect your CPU and optimize for best performance: ./install.sh What happens automatically: Auto-detects CPU capabilities (AMX, AVX512_VNNI, AVX512_BF16) Installs system dependencies ( cmake, libhwloc-dev, pkg-config) Builds optimized binary for your CPU only (using -march=native) Software fallbacks: Automatically enabled for CPUs without VNNI/BF16 Optional: Two-step installation ./install.sh deps # Install dependencies only\\n./install.sh build # Build and install kt-kernel CPU Requirements by Backend: Backend Minimum CPU Requirement Example CPUs Notes LLAMAFILE AVX2 Intel Haswell (2013+), AMD Zen+ Universal compatibility RAWINT4 AVX512F + AVX512BW Intel Skylake-X (2017+), Ice Lake, Cascade Lake Software fallbacks for VNNI/BF16 AMXINT4/INT8 AMX Intel Sapphire Rapids (2023+) Best performance, requires AMX hardware Software Fallback Support (AVX512 backends): ✅ VNNI fallback: Uses AVX512BW instructions ✅ BF16 fallback: Uses AVX512F instructions ✅ Older AVX512 CPUs (Skylake-X, Cascade Lake) can run RAWINT4 with fallbacks ⚠️ Portability Note: The default build is optimized for your specific CPU and may not work on different/older CPUs. For portable builds or binary distribution, see Manual Configuration below. ⚠️ AMD BLIS backend users: See installation guide for AMD-specific setup.","breadcrumbs":"For kt-kernel » Option 2: Install from Source (For Local Use or Custom Builds)","id":"14","title":"Option 2: Install from Source (For Local Use or Custom Builds)"},"15":{"body":"python -c \\"from kt_kernel import KTMoEWrapper; print(\'✓ kt-kernel installed successfully\')\\"","breadcrumbs":"For kt-kernel » Verification","id":"15","title":"Verification"},"16":{"body":"KT-Kernel can be used standalone via Direct Python API or integrated with SGLang for production deployment. This section describes SGLang integration to enable CPU-GPU heterogeneous inference, where “hot” experts run on GPU and “cold” experts run on CPU for optimal resource utilization.","breadcrumbs":"For kt-kernel » Integration with SGLang","id":"16","title":"Integration with SGLang"},"17":{"body":"1. Install SGLang git clone https://github.com/sgl-project/sglang.git\\ncd sglang\\npip install -e \\"python[all]\\" 2. Prepare Weights You need both GPU weights and CPU-side expert weights for heterogeneous inference. The exact format depends on the backend: GPU Weights (for all backends): Use the model weights required by SGLang for GPU inference (for example, the original or already-quantized model directory from Hugging Face). CPU Weights (AMX backend: AMXINT4 / AMXINT8):\\nQuantize weights to AMX-optimized INT4/INT8 format using the provided script: python scripts/convert_cpu_weights.py \\\\ --input-path /path/to/model \\\\ --input-type bf16 \\\\ --output /path/to/cpu-weights \\\\ --quant-method int8 # or int4 or moe_int8 (for amd now) --input-path: Path to GPU-side original weights --input-type: Depends on your GPU weights type ( fp8, fp16, or bf16) In SGLang integration, --kt-weight-path should point to this converted CPU weights directory. Supported input formats: FP8, FP16, BF16 → INT4/INT8. CPU Weights (LLAMAFILE backend: LLAMAFILE):\\nLLAMAFILE uses pre-quantized GGUF weights on the CPU side directly, without running convert_cpu_weights.py. You need to: Download a GGUF model directly from the web (e.g., GGUF repos on Hugging Face / Modelscope); In SGLang integration, use that GGUF directory as --kt-weight-path.\\nKT-Kernel supports multiple GGUF quantization formats such as Q4_KM, Q4_K, Q5_K, etc. Choose based on your latency and accuracy requirements. 3. Launch SGLang Server Start the SGLang server with your normal SGLang parameters, and add the following KT-Kernel specific parameters to enable CPU-GPU heterogeneous inference: KT-Kernel Parameters to Add: --kt-method: Backend method (AMXINT4, AMXINT8, or LLAMAFILE) --kt-weight-path: Path to the converted CPU weights --kt-cpuinfer: Number of CPU inference threads (set to physical cores) --kt-threadpool-count: Number of thread pools (set to NUMA node count) --kt-num-gpu-experts: Number of experts to keep on GPU --kt-max-deferred-experts-per-token: Deferred experts for pipelined execution Example: python -m sglang.launch_server \\\\ [your normal SGLang parameters...] \\\\ --kt-method AMXINT8 \\\\ --kt-weight-path /path/to/cpu-weights \\\\ --kt-cpuinfer 64 \\\\ --kt-threadpool-count 2 \\\\ --kt-num-gpu-experts 32 \\\\ --kt-max-deferred-experts-per-token 2 See KT-Kernel Parameters section below for detailed parameter tuning guidelines.","breadcrumbs":"For kt-kernel » Installation Steps","id":"17","title":"Installation Steps"},"18":{"body":"This example demonstrates the full workflow from downloading weights to launching the server, showing both AMX backend and LLAMAFILE backend options. Hardware Configuration: GPU: NVIDIA RTX 4090 24GB CPU: 2x Intel Xeon Gold 6454S (64 physical cores total, 128 threads, 2 NUMA nodes) Model: Qwen3-30B-A3B How to verify your system configuration: # Check CPU configuration\\nlscpu | grep -E \\"^CPU\\\\(s\\\\)|Thread\\\\(s\\\\) per core|Socket\\\\(s\\\\)|NUMA node\\\\(s\\\\)\\"\\n# Expected output example:\\nCPU(s): 128\\nThread(s) per core: 2\\nSocket(s): 2\\nNUMA node(s): 2\\n# → Physical cores = CPU(s) / Thread(s) per core = 128 / 2 = 64 Parameter Rationale: --kt-cpuinfer 64: Set to physical cores (64), not hyperthreads (128) --kt-threadpool-count 2: 2 NUMA nodes detected (dual-socket system) --kt-num-gpu-experts 32: With 24GB GPU memory, we can fit ~32 experts on GPU for this model (varies by model architecture and actual memory usage) --kt-max-deferred-experts-per-token 2: Enable pipelined execution; allows CPU to process next batch while GPU completes current batch Option A: AMX Backend (AMXINT8) For Intel CPUs with AMX instruction set support. Step 1: Download model weights # Install huggingface-cli if not already installed\\npip install huggingface-hub # Download model from Hugging Face\\nhuggingface-cli download Qwen/Qwen3-30B-A3B --local-dir /mnt/data/models/Qwen3-30B-A3B Step 2: Convert to CPU weights (AMXINT8) python scripts/convert_cpu_weights.py \\\\ --input-path /mnt/data/models/Qwen3-30B-A3B \\\\ --input-type bf16 \\\\ --output /mnt/data/models/Qwen3-30B-A3B-INT8 \\\\ --quant-method int8 Step 3: Launch SGLang server python -m sglang.launch_server \\\\ --host 0.0.0.0 \\\\ --port 8000 \\\\ --model /mnt/data/models/Qwen3-30B-A3B \\\\ --trust-remote-code \\\\ --mem-fraction-static 0.92 \\\\ --chunked-prefill-size 4096 \\\\ --served-model-name Qwen3-30B-A3B \\\\ --enable-mixed-chunk \\\\ --kt-method AMXINT8 \\\\ --kt-weight-path /mnt/data/models/Qwen3-30B-A3B-INT8 \\\\ --kt-cpuinfer 64 \\\\ --kt-threadpool-count 2 \\\\ --kt-num-gpu-experts 32 \\\\ --kt-max-deferred-experts-per-token 2 Option B: LLAMAFILE Backend (GGUF) For universal CPUs (no AMX required), using pre-quantized GGUF weights directly. Step 1: Download GPU weights (original model) pip install huggingface-hub huggingface-cli download Qwen/Qwen3-30B-A3B --local-dir /mnt/data/models/Qwen3-30B-A3B Step 2: Download CPU weights (GGUF format) huggingface-cli download Qwen/Qwen3-30B-A3B-GGUF Qwen3-30B-A3B-Q4_K_M.gguf \\\\ --local-dir /mnt/data/models/Qwen3-30B-A3B-Q4_K_M Step 3: Launch SGLang server python -m sglang.launch_server \\\\ --host 0.0.0.0 \\\\ --port 8000 \\\\ --model /mnt/data/models/Qwen3-30B-A3B \\\\ --trust-remote-code \\\\ --mem-fraction-static 0.92 \\\\ --chunked-prefill-size 4096 \\\\ --served-model-name Qwen3-30B-A3B \\\\ --enable-mixed-chunk \\\\ --kt-method LLAMAFILE \\\\ --kt-weight-path /mnt/data/models/Qwen3-30B-A3B-Q4_K_M \\\\ --kt-cpuinfer 64 \\\\ --kt-threadpool-count 2 \\\\ --kt-num-gpu-experts 32 \\\\ --kt-max-deferred-experts-per-token 2","breadcrumbs":"For kt-kernel » Complete Example: Qwen3-30B-A3B","id":"18","title":"Complete Example: Qwen3-30B-A3B"},"19":{"body":"Parameter Description Example Value --kt-method CPU inference backend method AMXINT4, AMXINT8, RAWINT4, or LLAMAFILE --kt-weight-path Path to quantized CPU weights /path/to/cpu-weights --kt-cpuinfer Number of CPU inference threads 64 (adjust based on CPU cores) --kt-threadpool-count Number of thread pools for parallel execution 2 (typically 1-4) --kt-num-gpu-experts Number of experts to keep on GPU 32 (remaining experts go to CPU) --kt-max-deferred-experts-per-token Number of experts per token to defer for pipelined execution 2 (0 to disable, 1-4 recommended) --kt-gpu-prefill-token-threshold Token count threshold for prefill strategy (RAWINT4 only) ~ 400 Parameter Guidelines: kt-method: Choose based on your CPU and weight format: AMXINT4: Best performance on AMX CPUs with INT4 quantized weights (May cause huge accuracy drop for some models, e.g., Qwen3-30B-A3B) AMXINT8: Higher accuracy with INT8 quantized weights on AMX CPUs RAWINT4: Native INT4 weights shared by CPU and GPU (AMX backend only, currently supports Kimi-K2-Thinking model). See Kimi-K2-Thinking Native Tutorial for details. LLAMAFILE: GGUF-based backend kt-cpuinfer: Set to the number of physical CPU cores (not hyperthreads). Check physical cores: lscpu | grep -E \\"^CPU\\\\(s\\\\)|Thread\\\\(s\\\\) per core\\" Physical cores = CPU(s) / Thread(s) per core Example: If CPU(s)=128 and Thread(s) per core=2, then physical cores = 64 Important: Do NOT set to hyperthread count - this will degrade performance kt-threadpool-count: Set to the number of NUMA nodes. Check NUMA count: lscpu | grep \\"NUMA node(s)\\" Or use: numactl --hardware | grep \\"available\\" Note: NUMA node count is NOT necessarily the number of physical CPUs It represents memory domains, which may be divided within a single CPU or across multiple CPUs Use the NUMA node count from lscpu, regardless of physical CPU count Typical values: 1-2 for single-socket, 2-4 for dual-socket systems This enables better memory bandwidth utilization across NUMA domains kt-num-gpu-experts: Determine based on GPU memory and profiling: More GPU experts = lower latency but higher GPU memory usage (May cause OOM) kt-max-deferred-experts-per-token: Enables pipelined execution: 0: Synchronous execution (simpler, higher latency) 1-4: Deferred execution (recommended range; good latency/quality balance, requires tuning) 5-7: Highest latency reduction but may introduce noticeable accuracy loss; use with care kt-gpu-prefill-token-threshold (RAWINT4 only): Controls prefill strategy for native INT4 inference: ≤ threshold: Uses hybrid CPU+GPU prefill. No extra VRAM needed, but performance degrades slowly as token count increases. > threshold: Uses layerwise GPU prefill. Performance scales better with longer sequences, but requires ~9GB+ extra VRAM. Only applicable when --kt-method RAWINT4 is used. Currently supports Kimi-K2-Thinking model only.","breadcrumbs":"For kt-kernel » KT-Kernel Parameters","id":"19","title":"KT-Kernel Parameters"},"2":{"body":"","breadcrumbs":"Introduction » » 📦 Core Modules","id":"2","title":"📦 Core Modules"},"20":{"body":"For standalone usage without SGLang, you can use KT-Kernel directly via Python API: from kt_kernel import KTMoEWrapper # Initialize the MoE wrapper\\nwrapper = KTMoEWrapper( layer_idx=0, num_experts=8, num_experts_per_tok=2, hidden_size=4096, moe_intermediate_size=14336, num_gpu_experts=2, cpuinfer_threads=32, threadpool_count=2, weight_path=\\"/path/to/weights\\", chunked_prefill_size=512, method=\\"AMXINT4\\" # Options: \\"AMXINT4\\", \\"AMXINT8\\", \\"LLAMAFILE\\"\\n) # Load weights (from disk - pre-quantized)\\nwrapper.load_weights(physical_to_logical_map) # Or load weights from tensors (online quantization)\\nwrapper.load_weights_from_tensors(gate_proj, up_proj, down_proj, physical_to_logical_map) # Run inference\\noutput = wrapper.forward(hidden_states, topk_ids, topk_weights, cuda_stream) # Or use async API for better performance\\nwrapper.submit_forward(hidden_states, topk_ids, topk_weights, cuda_stream)\\n# ... do other work ...\\noutput = wrapper.sync_forward(hidden_states, cuda_stream)","breadcrumbs":"For kt-kernel » Direct Python API Usage","id":"20","title":"Direct Python API Usage"},"21":{"body":"# Initialize with additional options\\nwrapper = KTMoEWrapper( layer_idx=0, num_experts=8, num_experts_per_tok=2, hidden_size=4096, moe_intermediate_size=14336, num_gpu_experts=2, cpuinfer_threads=32, threadpool_count=2, weight_path=\\"/path/to/weights\\", chunked_prefill_size=512, method=\\"AMXINT4\\", cpu_save=False, # Keep weights in CPU memory after loading max_deferred_experts_per_token=0 # Number of experts to defer (for pipelined execution)\\n) # Pre-allocate buffers for specific batch sizes (improves performance)\\nKTMoEWrapper.set_capture_batch_sizes([1, 2, 4, 8, 16]) # Query captured batch sizes\\nbatch_sizes = KTMoEWrapper.get_capture_batch_sizes() # Clear buffer cache to free memory\\nKTMoEWrapper.clear_buffer_cache()","breadcrumbs":"For kt-kernel » Advanced Options","id":"21","title":"Advanced Options"},"22":{"body":"For portable builds, binary distribution, or cross-machine deployment, you need to manually specify target instruction sets: # General distribution (works on any AVX512 CPU from 2017+)\\nexport CPUINFER_CPU_INSTRUCT=AVX512\\nexport CPUINFER_ENABLE_AMX=OFF\\n./install.sh build --manual # Maximum compatibility (works on any CPU from 2013+)\\nexport CPUINFER_CPU_INSTRUCT=AVX2\\nexport CPUINFER_ENABLE_AMX=OFF\\n./install.sh build --manual # Modern CPUs only (Ice Lake+, Zen 4+)\\nexport CPUINFER_CPU_INSTRUCT=FANCY\\nexport CPUINFER_ENABLE_AMX=OFF\\n./install.sh build --manual Optional: Override VNNI/BF16 detection # Force enable/disable VNNI and BF16 (for testing fallbacks)\\nexport CPUINFER_ENABLE_AVX512_VNNI=OFF\\nexport CPUINFER_ENABLE_AVX512_BF16=OFF\\n./install.sh See ./install.sh --help for all available options.","breadcrumbs":"For kt-kernel » Manual Configuration (Advanced)","id":"22","title":"Manual Configuration (Advanced)"},"23":{"body":"","breadcrumbs":"For kt-kernel » Build Configuration","id":"23","title":"Build Configuration"},"24":{"body":"If you prefer manual installation without the install.sh script: 1. Install System Dependencies Prerequisites: cmake (recommended: conda install -y cmake) libhwloc-dev and pkg-config 2. Set Build Configuration Core Options: Variable Options Description CPUINFER_CPU_INSTRUCT NATIVE, AVX512, AVX2, FANCY CPU instruction set to use CPUINFER_ENABLE_AMX ON, OFF Enable Intel AMX support CPUINFER_BUILD_TYPE Release, Debug, RelWithDebInfo Build type (default: Release) CPUINFER_PARALLEL Number Parallel build jobs (default: auto-detect) CPUINFER_VERBOSE 0, 1 Verbose build output (default: 0) Instruction Set Details: Option Target CPUs Use Case NATIVE Your specific CPU only Local builds (best performance, default) AVX512 Skylake-X, Ice Lake, Cascade Lake, Zen 4+ General distribution AVX2 Haswell (2013) and newer Maximum compatibility FANCY Ice Lake+, Zen 4+ Modern CPUs with full AVX512 extensions Example Configurations: # Local use - maximum performance (default behavior)\\nexport CPUINFER_CPU_INSTRUCT=NATIVE\\nexport CPUINFER_ENABLE_AMX=ON # or OFF # Distribution build - works on any AVX512 CPU\\nexport CPUINFER_CPU_INSTRUCT=AVX512\\nexport CPUINFER_ENABLE_AMX=OFF # Maximum compatibility - works on CPUs since 2013\\nexport CPUINFER_CPU_INSTRUCT=AVX2\\nexport CPUINFER_ENABLE_AMX=OFF # Debug build\\nexport CPUINFER_BUILD_TYPE=Debug\\nexport CPUINFER_VERBOSE=1 3. Build and Install # Editable installation (for development)\\npip install -e . # Standard installation\\npip install .","breadcrumbs":"For kt-kernel » Manual Installation (Without install.sh)","id":"24","title":"Manual Installation (Without install.sh)"},"25":{"body":"","breadcrumbs":"For kt-kernel » Error Troubleshooting","id":"25","title":"Error Troubleshooting"},"26":{"body":"-- Looking for a CUDA compiler - NOTFOUND CMake Error at CMakeLists.txt:389 (message): KTRANSFORMERS_USE_CUDA=ON but CUDA compiler not found Make sure you have the CUDA toolkit installed and nvcc is in your system PATH. Try export CMAKE_ARGS=\\"-D CMAKE_CUDA_COMPILER=$(which nvcc)\\" and reinstall again.","breadcrumbs":"For kt-kernel » CUDA Not Found","id":"26","title":"CUDA Not Found"},"27":{"body":"Run sudo apt install libhwloc-dev if on a Debian-based system or build from source: https://www.open-mpi.org/projects/hwloc/. wget https://download.open-mpi.org/release/hwloc/v2.12/hwloc-2.12.2.tar.gz\\ntar -xzf hwloc-2.12.2.tar.gz\\ncd hwloc-2.12.2\\n./configure\\nmake\\nsudo make install","breadcrumbs":"For kt-kernel » hwloc Not Found","id":"27","title":"hwloc Not Found"},"28":{"body":"For AMX backends ( AMXINT4 / AMXINT8), CPU-side experts must be converted to AMX-friendly INT4/INT8 format using the provided script: python scripts/convert_cpu_weights.py \\\\ --input-path /path/to/model \\\\ --input-type bf16 \\\\ --output /path/to/output \\\\ --quant-method int4 Supported formats: FP8, FP16, BF16 → INT4/INT8 For LLAMAFILE backend ( LLAMAFILE), CPU-side experts are loaded directly from GGUF weights. You do not need to run the AMX conversion script; instead, download a GGUF model from the web (e.g., a GGUF repo on Hugging Face) and point weight_path / SGLang --kt-weight-path (or --model when appropriate) to that GGUF directory. KT-Kernel supports multiple GGUF quantization types such as Q4_KM, Q4_K, Q5_K, etc. For detailed documentation, advanced options, and low-memory mode, see scripts/README.md.","breadcrumbs":"For kt-kernel » Weight Quantization","id":"28","title":"Weight Quantization"},"29":{"body":"Commit messages should follow the Conventional Commits specification: https://www.conventionalcommits.org/ Please format your code before committing: cmake -B build\\ncd build\\nmake format You may need a newer clang-format (at least version 18). In a conda environment: conda install -c conda-forge clang-format=18\\nrm -rf build It’s also recommended to install black for Python code formatting: conda install black","breadcrumbs":"For kt-kernel » Before Commit!","id":"29","title":"Before Commit!"},"3":{"body":"CPU-optimized kernel operations for heterogeneous LLM inference. Key Features: AMX/AVX Acceleration: Intel AMX and AVX512/AVX2 optimized kernels for INT4/INT8 quantized inference MoE Optimization: Efficient Mixture-of-Experts inference with NUMA-aware memory management Quantization Support: CPU-side INT4/INT8 quantized weights, GPU-side GPTQ support Easy Integration: Clean Python API for SGLang and other frameworks Quick Start: cd kt-kernel\\npip install . Use Cases: CPU-GPU hybrid inference for large MoE models Integration with SGLang for production serving Heterogeneous expert placement (hot experts on GPU, cold experts on CPU) Performance Examples: Model Hardware Configuration Total Throughput Output Throughput DeepSeek-R1-0528 (FP8) 8×L20 GPU + Xeon Gold 6454S 227.85 tokens/s 87.58 tokens/s (8-way concurrency) 👉 Full Documentation →","breadcrumbs":"Introduction » » 🚀 kt-kernel - High-Performance Inference Kernels","id":"3","title":"🚀 kt-kernel - High-Performance Inference Kernels"},"30":{"body":"Introduction Fine-Tuning Results (Examples) Quick to Start Environment Setup Core Feature 1: Use KTransformers backend to fine-tune ultra-large MoE models Core Feature 2: Chat with the fine-tuned model (base + LoRA adapter) Core Feature 3: Batch inference + metrics (base + LoRA adapter) KT Fine-Tuning Speed (User-Side View) End-to-End Performance GPU/CPU Memory Footprint Conclusion MadSys Lab, KVCache-AI Team, Approaching AI, LLaMA-Factory Team","breadcrumbs":"For kt-sft » KTransformers Fine-Tuning × LLaMA-Factory Integration – User Guide","id":"30","title":"KTransformers Fine-Tuning × LLaMA-Factory Integration – User Guide"},"31":{"body":"From DeepSeek-V3/R1 to Qwen3-MoE and Kimi-K2, each wave of open-sourced large models brings leaps in performance and scale. However, many researchers and developers are constrained by expensive GPUs and models with tens or even hundreds of billions of parameters, making it hard to fine-tune very large models under limited resources. To bridge this gap, we propose a practical approach: combining KTransformers with LLaMA-Factory. With just 2–4 RTX 4090s and a high-memory CPU, you can fine-tune ultra-large MoE models like DeepSeek-671B. Our goal is to give resource-constrained researchers a local path to explore fine-tuning ultra-large models, and also a fast way to customize smaller models (e.g., 14B/30B) for specific scenarios. We validate the setup using stylized dialogue, Westernized translation tone, and medical Q&A as representative tasks, showing that personalized adaptation can be achieved within hours. As shown below, LLaMA-Factory is the unified orchestration/configuration layer for the whole fine-tuning workflow—handling data, training scheduling, LoRA injection, and inference interfaces. KTransformers acts as a pluggable high-performance backend that takes over core operators like Attention/MoE under the same training configs, enabling efficient GPU+CPU heterogeneous cooperation. Within LLaMA-Factory, we compared LoRA fine-tuning with HuggingFace, Unsloth, and KTransformers backends. KTransformers is the only workable 4090-class solution for ultra-large MoE models (e.g., 671B) and also delivers higher throughput and lower GPU memory on smaller MoE models (e.g., DeepSeek-14B). Under LoRA (BF16) + NekoQA-10K stylized dialogue HuggingFace Backend Unsloth Backend KTransformers Backend [14B-DeepSeekV2-Lite] LoRA fine-tuning throughput 303.58 token/s 455.37 token/s 530.38 token/s [14B-DeepSeekV2-Lite] GPU memory 32.12 GB 9.64 GB 6.08 GB [671B-DeepSeekV3] LoRA fine-tuning throughput Too Huge to run NOT SUPPORT 40.35 token/s [671B-DeepSeekV3] GPU memory (sum across GPUs) theoretical 1400 GB † NOT SUPPORT 70 GB † † 1400 GB is a theoretical FP16 full-parameter resident footprint (not runnable). 70 GB is the measured peak with KT strategy (Attention on GPU + layered MoE offload).","breadcrumbs":"For kt-sft » Introduction","id":"31","title":"Introduction"},"32":{"body":"Stylized Dialogue (CatGirl tone) Dataset: NekoQA-10K. Goal: improve style consistency and recognizability. The figure compares responses from the base vs. fine-tuned models. The fine-tuned model maintains the target tone and address terms more consistently (red boxes), validating the effectiveness of style-transfer fine-tuning. Benchmarks We use: (1) Translational-Style-ChatLLM, which asks for an exaggerated, Westernized translation tone—clear, stylized customization. (2) AfriMed-QA (ACL 2025), a medical dataset for African contexts with strong domain specificity, including multiple-choice and short-answer sub-tasks—well-suited for vertical fine-tuning evaluation. The tables show metrics before vs. after LoRA fine-tuning. We observe large improvements across metrics, verifying fine-tuning effectiveness: Translational-Style dataset BLEU-1 BLEU-2 BLEU-3 BLEU-4 ROUGE-1 ROUGE-2 ROUGE-L V2-Lite (no LoRA) 20.66 8.33 4.54 2.89 22.71 4.52 19.19 KT-LoRA fine-tuned V2-Lite 35.41 22.44 15.42 11.18 42.03 18.38 33.10 V3 base (no LoRA) 8.49 3.34 1.62 0.96 15.91 2.55 10.07 KT-LoRA fine-tuned V3 37.02 23.70 16.21 11.49 43.43 18.96 34.54 AfriMed-QA (short answer) BLEU-1 BLEU-2 BLEU-3 BLEU-4 ROUGE-1 ROUGE-2 ROUGE-L V2-Lite (no LoRA) 13.58 11.12 9.10 7.23 22.48 7.81 11.73 KT-LoRA fine-tuned V2-Lite 35.90 27.63 22.99 19.15 35.25 17.50 28.44 V3 base (no LoRA) 12.75 10.27 8.05 5.99 20.33 5.65 10.11 KT-LoRA fine-tuned V3 42.42 34.12 28.95 24.54 41.97 22.37 33.28 AfriMed-QA (multiple choice) Accuracy V2-Lite (no LoRA) 0.0645 KT-LoRA fine-tuned V2-Lite 0.4812 V3 base (no LoRA) 0.5833 KT-LoRA fine-tuned V3 0.7930 Even for ultra-large MoE models, KTransformers-backed fine-tuning achieves strong task performance quickly.","breadcrumbs":"For kt-sft » Fine-Tuning Results (Examples)","id":"32","title":"Fine-Tuning Results (Examples)"},"33":{"body":"This section shows how to install and use LLaMA-Factory + KTransformers for fine-tuning and inference: Environment setup Fine-tune ultra-large MoE models with KTransformers backend Load the fine-tuned model (base + LoRA adapter) for chat/inference Batch inference and metric evaluation","breadcrumbs":"For kt-sft » Quick to Start","id":"33","title":"Quick to Start"},"34":{"body":"According to the following example, install both the KTransformers and LLaMA-Factory environments simultaneously.\\nThis time, to simplify the installation process of KTransformers, we have specially packaged a wheel file to avoid local compilation.\\nThe detailed installation steps are as follows:\\n(Note: Make sure your local Python version, Torch version, CUDA version, and the KTransformers wheel filename correspond correctly.) # 1. Create a conda environment\\nconda create -n Kllama python=3.12 # choose from : [3.10, 3.11, 3.12, 3.13]\\nconda install -y -c conda-forge libstdcxx-ng gcc_impl_linux-64\\nconda install -y -c nvidia/label/cuda-11.8.0 cuda-runtime # 2. Install the LLaMA-Factory environment\\ngit clone --depth 1 https://github.com/hiyouga/LLaMA-Factory.git\\ncd LLaMA-Factory\\npip install -e \\".[torch,metrics]\\" --no-build-isolation # 3. Install the KTransformers wheel that matches your Torch and Python versions, from https://github.com/kvcache-ai/ktransformers/releases/tag/v0.4.1 (Note: The CUDA version can differ from that in the wheel filename.)\\npip install ktransformers-0.4.1+cu128torch27fancy-cp312-cp312-linux_x86_64.whl # 4. Install flash-attention, download the corresponding file based on your Python and Torch versions from: https://github.com/Dao-AILab/flash-attention/releases\\npip install flash_attn-2.8.3+cu12torch2.7cxx11abiTRUE-cp312-cp312-linux_x86_64.whl\\n# abi=True/False can find from below\\n# import torch\\n# print(torch._C._GLIBCXX_USE_CXX11_ABI) # 5. (Optional) If you want to use flash_infer (otherwise it defaults to triton)\\ngit clone https://github.com/kvcache-ai/custom_flashinfer.git\\npip install custom_flashinfer/ Usage tip: In LLaMA-Factory YAML, set use_kt: true and pick a kt_optimize_rule file to have KTransformers handle the core compute. The features below show typical configs.","breadcrumbs":"For kt-sft » Environment Setup","id":"34","title":"Environment Setup"},"35":{"body":"Run the command: USE_KT=1 llamafactory-cli train examples/train_lora/deepseek3_lora_sft_kt.yaml. Note: You must provide a BF16 model. DeepSeek-V3-671B is released in FP8 by default; convert with DeepSeek-V3/inference/fp8_cast_bf16.py. ### model\\nmodel_name_or_path: opensourcerelease/DeepSeek-V3-bf16\\ntrust_remote_code: true ### method\\nstage: sft\\ndo_train: true\\nfinetuning_type: lora\\nlora_rank: 8\\nlora_target: all ### dataset\\ndataset: identity\\ntemplate: deepseek\\ncutoff_len: 2048\\nmax_samples: 100000\\noverwrite_cache: true\\npreprocessing_num_workers: 16\\ndataloader_num_workers: 4 ### output\\noutput_dir: saves/Kllama_deepseekV3\\nlogging_steps: 10\\nsave_steps: 500\\nplot_loss: true\\noverwrite_output_dir: true\\nsave_only_model: false\\nreport_to: none # choices: [none, wandb, tensorboard, swanlab, mlflow] ### train\\nper_device_train_batch_size: 1\\ngradient_accumulation_steps: 8\\nlearning_rate: 1.0e-4\\nnum_train_epochs: 3.0\\nlr_scheduler_type: cosine\\nwarmup_ratio: 0.1\\nbf16: true\\nddp_timeout: 180000000\\nresume_from_checkpoint: null ### ktransformers\\nuse_kt: true # use KTransformers as LoRA sft backend\\nkt_optimize_rule: examples/kt_optimize_rules/DeepSeek-V3-Chat-sft-amx-multi-gpu.yaml\\ncpu_infer: 32\\nchunk_size: 8192 kt_optimize_rule controls placement strategy. See also ktransformers/optimize_rules. Naming hints ( * = wildcard): Pattern Meaning DeepSeek-V2-Lite-Chat-* / DeepSeek-V3-Chat-* Target model variants -sft- Strategy for fine-tuning; others are for inference -amx- Use AMX on CPU; otherwise use llamafile -multi-gpu-X Model parallel on X GPUs (X omitted → default 2 GPUs) Example: DeepSeek-V3-Chat-sft-amx-multi-gpu.yaml = V3-Chat fine-tuning with AMX and 2-GPU model parallel. We recommend AMX acceleration where available ( lscpu | grep amx). AMX supports BF16/INT8. Example: - match: name: \\"^model\\\\\\\\.layers\\\\\\\\..*\\\\\\\\.mlp\\\\\\\\.experts$\\" replace: class: ktransformers.operators.experts.KTransformersExperts # custom MoE Kernel with expert parallelism kwargs: prefill_device: \\"cpu\\" prefill_op: \\"KExpertsTorch\\" generate_device: \\"cpu\\" generate_op: \\"KSFTExpertsCPU\\" out_device: \\"cuda\\" backend: \\"AMXInt8\\" # or \\"AMXBF16\\" or \\"llamafile\\" (default) Outputs go to output_dir in safetensors format plus adapter metadata for later loading.","breadcrumbs":"For kt-sft » Core Feature 1: Use KTransformers backend to fine-tune ultra-large MoE models","id":"35","title":"Core Feature 1: Use KTransformers backend to fine-tune ultra-large MoE models"},"36":{"body":"Run the command: llamafactory-cli chat examples/inference/deepseek3_lora_sft_kt.yaml. Use the safetensors adapter trained with KT for inference. model_name_or_path: opensourcerelease/DeepSeek-V3-bf16\\nadapter_name_or_path: saves/Kllama_deepseekV3\\ntemplate: deepseek\\ninfer_backend: ktransformers # choices: [huggingface, vllm, sglang, ktransformers]\\ntrust_remote_code: true use_kt: true # use KTransformers as LoRA sft backend to inference\\nkt_optimize_rule: examples/kt_optimize_rules/DeepSeek-V3-Chat-sft-amx-multi-gpu.yaml\\ncpu_infer: 32\\nchunk_size: 8192 We also support GGUF adapters: for safetensors, set the directory; for GGUF, set the file path in adapter_name_or_path. During loading, LLaMA-Factory maps layer names to KT’s naming. You’ll see logs like Loaded adapter weight: XXX -> XXX:","breadcrumbs":"For kt-sft » Core Feature 2: Chat with the fine-tuned model (base + LoRA adapter)","id":"36","title":"Core Feature 2: Chat with the fine-tuned model (base + LoRA adapter)"},"37":{"body":"Run the command: API_PORT=8000 llamafactory-cli api examples/inference/deepseek3_lora_sft_kt.yaml.\\nInvoke the KT fine-tuned adapter to provide the API; the usage logic of other APIs is consistent with the native LLaMA-Factory approach. model_name_or_path: opensourcerelease/DeepSeek-V3-bf16\\nadapter_name_or_path: saves/Kllama_deepseekV3\\ntemplate: deepseek\\ninfer_backend: ktransformers # choices: [huggingface, vllm, sglang, ktransformers]\\ntrust_remote_code: true use_kt: true # use KTransformers as LoRA sft backend to inference\\nkt_optimize_rule: examples/kt_optimize_rules/DeepSeek-V3-Chat-sft-amx-multi-gpu.yaml\\ncpu_infer: 32\\nchunk_size: 8192","breadcrumbs":"For kt-sft » Core Feature 3: Batch inference + metrics (base + LoRA adapter)","id":"37","title":"Core Feature 3: Batch inference + metrics (base + LoRA adapter)"},"38":{"body":"","breadcrumbs":"For kt-sft » KT Fine-Tuning Speed (User-Side View)","id":"38","title":"KT Fine-Tuning Speed (User-Side View)"},"39":{"body":"Definitions step_time: wall-clock time for a full optimization step (tensor movement + Attention + MoE + other compute). tokens_per_step = GAS × qlen; token/s = tokens_per_step / step_time. Settings: GAS=16, qlen=512 (→ tokens_per_step = 8192); LoRA ( r=8, alpha=32, dropout=0.1); AMX enabled; GPU: RTX 4090, CPU: Intel Xeon Platinum 8488C. Measured DeepSeek-V3-671B: step_time = 203 s → token/s ≈ 8192 / 203 ≈ 40.35 DeepSeek-V2-Lite-14B: step_time = 36 s → token/s ≈ 8192 / 36 ≈ 227.6","breadcrumbs":"For kt-sft » End-to-End Performance","id":"39","title":"End-to-End Performance"},"4":{"body":"KTransformers × LLaMA-Factory integration for ultra-large MoE model fine-tuning. Key Features: Resource Efficient: Fine-tune 671B DeepSeek-V3 with just 70GB GPU memory + 1.3TB RAM LoRA Support: Full LoRA fine-tuning with heterogeneous acceleration LLaMA-Factory Integration: Seamless integration with popular fine-tuning framework Production Ready: Chat, batch inference, and metrics evaluation Performance Examples: Model Configuration Throughput GPU Memory DeepSeek-V3 (671B) LoRA + AMX ~40 tokens/s 70GB (multi-GPU) DeepSeek-V2-Lite (14B) LoRA + AMX ~530 tokens/s 6GB Quick Start: cd kt-sft\\n# Install environment following kt-sft/README.md\\nUSE_KT=1 llamafactory-cli train examples/train_lora/deepseek3_lora_sft_kt.yaml 👉 Full Documentation →","breadcrumbs":"Introduction » » 🎓 kt-sft - Fine-Tuning Framework","id":"4","title":"🎓 kt-sft - Fine-Tuning Framework"},"40":{"body":"DeepSeek-V3 (671B; 61 layers with 58 MoE): ~ 70 GB total GPU VRAM (multi-GPU), ~ 1.2–1.3 TB CPU RAM. DeepSeek-V2-Lite (14B; 27 layers with 26 MoE): ~ 5.5 GB GPU VRAM, ~ 30 GB CPU RAM.","breadcrumbs":"For kt-sft » GPU/CPU Memory Footprint","id":"40","title":"GPU/CPU Memory Footprint"},"41":{"body":"By integrating KTransformers LoRA fine-tuning into LLaMA-Factory, we provide a practical guide for efficient training and deployment of MoE LLMs. KT brings cutting-edge optimizations (DeepSeek/Qwen/Kimi support with AMX-accelerated kernels), and LoRA enables customization under very low GPU memory. LLaMA-Factory offers a friendly, unified interface. This integration (akin to Unsloth-style speedups) means even models with tens to hundreds of billions of parameters can be fine-tuned and deployed with low latency on commodity hardware. You get memory savings, speed-ups, and usability together. We encourage you to try LLaMA-Factory + KT for your next MoE project and follow this guide. Feedback is welcome!","breadcrumbs":"For kt-sft » Conclusion","id":"41","title":"Conclusion"},"42":{"body":"","breadcrumbs":"kt-sft part » kt-sft Docs","id":"42","title":"kt-sft Docs"},"43":{"body":"Introduction Overall View of the KT Fine-Tuning Framework Attention (LoRA + KT coexist) MoE (operator encapsulation + backward) Multi-GPU Loading/Training: Placement strategy instead of DataParallel KT-LoRA Fine-Tuning Evaluation Setup Results Speed Tests Memory Footprint Conclusion MadSys Lab, KVCache-AI Team, Approaching AI, LLaMA-Factory Team","breadcrumbs":"kt-sft part » kt-sft developer tech notes » KTransformers Fine-Tuning × LLaMA-Factory Integration – Developer Technical Notes","id":"43","title":"KTransformers Fine-Tuning × LLaMA-Factory Integration – Developer Technical Notes"},"44":{"body":"Recent open-source LLMs—from DeepSeek-V3/R1 to Qwen-MoE and Kimi-K2—have surged in performance and scale. Yet due to compute and memory constraints, it is difficult for typical researchers to fine-tune trillion-parameter-class models. We therefore integrate KTransformers with LLaMA-Factory so that, with 2–4 RTX 4090 GPUs and sufficient CPU memory, one can fine-tune ultra-large Mixture-of-Experts (MoE) models such as DeepSeek-671B. This architecture bridges resource gaps, enabling local fine-tuning of ultra-large models, while also supporting efficient scenario customization at 14B/30B scales. We validate on stylized dialogue, Westernized translation tone, and medical Q&A, achieving rapid adaptation within hours. Architecturally, LLaMA-Factory orchestrates data/config/training, LoRA insertion, and inference; KTransformers is a pluggable, high-performance operator backend that takes over Attention and MoE under the same training code, enabling GPU+CPU heterogeneity to accelerate training and reduce GPU memory. We evaluated LoRA fine-tuning with HuggingFace default, Unsloth, and KTransformers backends (same settings and data). KTransformers is currently the only solution feasible on 2–4×24GB 4090s for 671B-scale MoE, and also shows higher throughput and lower GPU memory for 14B MoEs. Under LoRA (BF16) + NekoQA-10K stylized dialogue HuggingFace Backend Unsloth Backend KTransformers Backend [14B-DeepSeekV2-Lite] LoRA fine-tuning throughput 303.58 token/s 455.37 token/s 530.38 token/s [14B-DeepSeekV2-Lite] GPU memory 32.12 GB 9.64 GB 6.08 GB [671B-DeepSeekV3] LoRA fine-tuning throughput Too Huge to run NOT SUPPORT 40.35 token/s [671B-DeepSeekV3] GPU memory (sum across GPUs) theoretical 1400 GB † NOT SUPPORT 70 GB † † The 1400 GB is the theoretical FP16 full-resident footprint (not runnable). 70 GB is the measured peak with KT (Attention on GPU + layered MoE offload). From the table above, it can be seen that for the 14B model, the KTransformers backend achieves approximately 75% higher throughput than the default HuggingFace solution, while using only about one-fifth of the GPU memory. For the 671B model, both HuggingFace and Unsloth fail to run on a single 4090 GPU, whereas KTransformers is able to perform LoRA fine-tuning at 40 tokens/s, keeping the GPU memory usage within 70 GB.","breadcrumbs":"kt-sft part » kt-sft developer tech notes » Introduction","id":"44","title":"Introduction"},"45":{"body":"We detail how KTransformers takes over core operators in LLaMA-Factory’s fine-tuning framework to optimize Attention and MoE. DeepSeek-V3/V2 MoE models comprise a small-parameter dense Attention part and a large-parameter sparse MoE part. For illustration, consider layer 2 of DeepSeek-V2-Lite-Chat (from which each layer includes both Attention and MoE). Attention compute and KV cache mainly reside on the GPU; the heavyweight MoE part is primarily executed on the CPU. We first cover Attention replacement and inheritance, then MoE encapsulation and backend interfacing, and finally multi-GPU placement.","breadcrumbs":"kt-sft part » kt-sft developer tech notes » Overall View of the KT Fine-Tuning Framework","id":"45","title":"Overall View of the KT Fine-Tuning Framework"},"46":{"body":"KTransformers provides operator injection ( BaseInjectedModule), and PEFT provides LoRA layer insertion. For fine-tuning, we design KTransformersLinearLora, inheriting from both KTransformersLinear and LoraLayer: Inheritance: KTransformersLinearLora retains KT’s high-performance paths ( prefill_linear/ generate_linear) while accepting LoRA parameters ( lora_A/lora_B). Replacement: During preparation, we replace original KTransformersLinear layers (Q/K/V/O) with KTransformersLinearLora, preserving KT optimizations while enabling LoRA trainability. After replacement, LoRA is inserted at Q/K/V/O linear transforms (left), and KTransformersLinearLora contains both KT fast paths and LoRA matrices (right).","breadcrumbs":"kt-sft part » kt-sft developer tech notes » Attention (LoRA + KT coexist)","id":"46","title":"Attention (LoRA + KT coexist)"},"47":{"body":"Encapsulation Given large parameters and sparse compute, we encapsulate the expert computation as a differentiable black-box operator—transparent upstream, replaceable downstream. Upstream (PyTorch graph): we register a custom Autograd Function so the MoE layer appears as a single node. In the left figure (red box), only KSFTExpertsCPU is visible; on the right, the unencapsulated graph expands routing, dispatch, and FFN experts. Encapsulation makes the MoE layer behave like a standard nn.Module with gradients. Downstream (backend): inside the Autograd Function, pybind11 calls C++ extensions for forward/backward. Multiple pluggable backends exist (AMX BF16/INT8; llamafile). The backend can be switched via YAML (e.g., \\"backend\\": \\"AMXBF16\\" vs. \\"llamafile\\"). Backward (CPU) MoE backward frequently needs the transposed weights $W^\\\\top$. To avoid repeated runtime transposes, we precompute/cache $W^\\\\top$ at load time (blue box). We also cache necessary intermediate activations (e.g., expert projections, red box) to reuse in backward and reduce recomputation. We provide backward implementations for llamafile and AMX (INT8/BF16), with NUMA-aware optimizations.","breadcrumbs":"kt-sft part » kt-sft developer tech notes » MoE (operator encapsulation + backward)","id":"47","title":"MoE (operator encapsulation + backward)"},"48":{"body":"To lower per-GPU memory peaks on 2–4 GPUs, we use model parallelism + explicit placement, not DataParallel (which duplicates the whole model on each GPU). Key changes: KTrainer: takes over .to(device) to prevent “move whole model to a single GPU”. Using KT’s optimize-rule YAML, each layer declares device: cuda:0/cuda:1/... and is constructed directly on the target GPU (no extra copies). Disable automatic DataParallel: when USE_KT=1, we disable automatic DP wrappers from LLaMA-Factory/HF Trainer to avoid duplication and keep full control over sharding. Gradient aggregation: gradients are reduced to cuda:0. Intermediate activations stay local; only necessary tensors are transferred, cutting communication/activation overhead. Thus, we keep KT placement strategies under multi-GPU fine-tuning. Users choose a kt_optimize_rule with multi-gpu. For DeepSeek-671B, DeepSeek-V3-Chat-sft-amx-multi-gpu.yaml is a typical 2-GPU plan: KV/attention parts on each GPU; MoE experts sharded on CPU; both GPUs share the workload.","breadcrumbs":"kt-sft part » kt-sft developer tech notes » Multi-GPU Loading/Training: Placement strategy instead of DataParallel","id":"48","title":"Multi-GPU Loading/Training: Placement strategy instead of DataParallel"},"49":{"body":"","breadcrumbs":"kt-sft part » kt-sft developer tech notes » KT-LoRA Fine-Tuning Evaluation","id":"49","title":"KT-LoRA Fine-Tuning Evaluation"},"5":{"body":"If you use KTransformers in your research, please cite our paper: @inproceedings{10.1145/3731569.3764843, title = {KTransformers: Unleashing the Full Potential of CPU/GPU Hybrid Inference for MoE Models}, author = {Chen, Hongtao and Xie, Weiyu and Zhang, Boxin and Tang, Jingqi and Wang, Jiahao and Dong, Jianwei and Chen, Shaoyuan and Yuan, Ziwei and Lin, Chen and Qiu, Chengyu and Zhu, Yuening and Ou, Qingliang and Liao, Jiaqi and Chen, Xianglin and Ai, Zhiyuan and Wu, Yongwei and Zhang, Mingxing}, booktitle = {Proceedings of the ACM SIGOPS 31st Symposium on Operating Systems Principles}, year = {2025}\\n}","breadcrumbs":"Introduction » » 🔥 Citation","id":"5","title":"🔥 Citation"},"50":{"body":"LLaMA-Factory orchestration, KTransformers backend, LoRA (rank=8, α=32, dropout=0.1, BF16), GAS=16, qlen=512, with the same KT optimize rule as training. We evaluate (a) stylized dialogue transfer and (b) two small-scale representative benchmarks: Translational-Style (generative) and AfriMed-QA (medical vertical; SAQ and MCQ). AMX is enabled; GPUs: 2×48GB RTX 4090; CPU: Intel Xeon Platinum 8488C.","breadcrumbs":"kt-sft part » kt-sft developer tech notes » Setup","id":"50","title":"Setup"},"51":{"body":"Stylized Dialogue (CatGirl tone) Dataset: NekoQA-10K. The fine-tuned model consistently exhibits the target style (red boxes) versus neutral/rational base (blue). This shows KT-LoRA injects style features into the generation distribution with low GPU cost. Translational-Style benchmark (generative) Dataset: Translational-Style-ChatLLM. Metrics: BLEU-1/2/3/4, ROUGE-1/2/L. Translational-Style dataset BLEU-1 BLEU-2 BLEU-3 BLEU-4 ROUGE-1 ROUGE-2 ROUGE-L V2-Lite (no LoRA) 20.66 8.33 4.54 2.89 22.71 4.52 19.19 KT-LoRA fine-tuned V2-Lite 35.41 22.44 15.42 11.18 42.03 18.38 33.10 V3 base (no LoRA) 8.49 3.34 1.62 0.96 15.91 2.55 10.07 KT-LoRA fine-tuned V3 37.02 23.70 16.21 11.49 43.43 18.96 34.54 As shown by the test results in the tables above, under a unified workflow and placement strategy, both model scales exhibit consistent gains after fine-tuning, supporting the usability and effectiveness of the “KT backend + LoRA fine-tuning” combination for generative style control. At the same time, this indicates that KT’s heterogeneous placement and operator optimizations can stably support small-sample adaptation in the style domain. Medical Vertical Benchmark (AfriMed-SAQ/MCQ) The dataset adopts AfriMed-QA (ACL 2025), a domain-specific dataset for the medical field in Africa with strong scenario customization characteristics, comprising two formats—multiple-choice questions (MCQ) and short-answer questions (SAQ)—which in this case serve as the evaluation for vertical-domain fine-tuning. In terms of evaluation criteria, BLEU/ROUGE are used for SAQ, and Accuracy is used for MCQ. AfriMed-QA (SAQ) BLEU-1 BLEU-2 BLEU-3 BLEU-4 ROUGE-1 ROUGE-2 ROUGE-L V2-Lite (no LoRA) 13.58 11.12 9.10 7.23 22.48 7.81 11.73 KT-LoRA fine-tuned V2-Lite 35.90 27.63 22.99 19.15 35.25 17.50 28.44 V3 base (no LoRA) 12.75 10.27 8.05 5.99 20.33 5.65 10.11 KT-LoRA fine-tuned V3 42.42 34.12 28.95 24.54 41.97 22.37 33.28 AfriMed-QA (MCQ) Accuracy V2-Lite (no LoRA) 0.0645 KT-LoRA fine-tuned V2-Lite 0.4812 V3 base (no LoRA) 0.5833 KT-LoRA fine-tuned V3 0.7930 As shown in the tables above, (1) DeepSeek-V3 (671B) after KT-LoRA fine-tuning achieves clearly higher performance than the fine-tuned DeepSeek-V2-Lite (14B) on both MCQ and SAQ, and it also surpasses the V3 base model. Within our small-scale setting, this preliminarily indicates that KT-LoRA fine-tuning of ultra-large-parameter models has practical significance in vertical domains. (2) Across both SAQ/MCQ sub-tasks, KT-LoRA delivers consistent gains, indicating that—with KT’s heterogeneous placement and backend operator support—LoRA fine-tuning can effectively inject the key knowledge points of vertical domains such as medicine into the model. Limitations At present, most of our testing is conducted on single datasets and at small scale (≤ 20k examples), with the goal of providing existence evidence of system effectiveness for KT-LoRA fine-tuning, rather than drawing generalized conclusions about algorithmic generalization or scaling laws. Our report primarily presents representative figures; to support stronger algorithmic claims, larger sample sizes, multi-lingual/multi-domain datasets, and multi-seed repeated experiments would be required—these are beyond the scope of this work. We also warmly welcome everyone to join the open-source LLaMA-Factory KT fine-tuning project. If you have additional test results, we especially welcome you to record them in the shared spreadsheet below, and to include the corresponding kt_optimize_rule files, dataset examples, training/evaluation YAMLs, and detailed GPU-memory and CPU configurations for community reference and reproducibility~!","breadcrumbs":"kt-sft part » kt-sft developer tech notes » Results","id":"51","title":"Results"},"52":{"body":"End-to-End Performance Definitions step_time：time per optimization step (tensor movement + Attention + MoE + others). tokens_per_step = GAS × qlen； token/s = tokens_per_step / step_time。 We use GAS=16, qlen=512 → tokens_per_step=8192. Measured Model step_time (s) tokens/step token/s DeepSeek-V3-671B 203 8192 40.35 DeepSeek-V2-Lite-14B 36 8192 227.6 MoE Compute (DeepSeek-V3-671B) Theory MoE per-layer, per-token FLOPs (forward+backward) approx.:\\n$$\\n\\\\text{FLOPs}_{\\\\text{per-layer, per-token}} \\\\approx c \\\\cdot k \\\\cdot H \\\\cdot I\\n$$ with $k = 8$（Top-k），$H = 7168$（hidden size），$I = 2048$（intermediate size），$c\\\\approx16$（≈6 forward + ≈10 backward matmuls）。 Per-step across all MoE layers:\\n$$\\n\\\\text{FLOPs} {\\\\text{per-step}} \\\\approx c \\\\cdot qlen \\\\cdot k \\\\cdot H \\\\cdot I \\\\cdot L{\\\\text{MoE}}\\n$$ Plugging $c=16, qlen=512, k=8, H=7168, I=2048, L_{MoE}=58$，$\\\\text{FLOPs}_{\\\\text{per-step}} \\\\approx 55.8\\\\ \\\\text{TFLOPs}$. Measured (MoE TFLOPS on CPU) If the MoE-only time per step is t_moe (seconds), $\\\\text{TFLOPS} = \\\\text{FLOPs}_{\\\\text{per-step}} / \\\\text{step_per_second}.$ Use MoE-phase time, not full step_time, to get MoE throughput. TFLOPS Forward Backward Average 17.55 18.41","breadcrumbs":"kt-sft part » kt-sft developer tech notes » Speed Tests","id":"52","title":"Speed Tests"},"53":{"body":"DeepSeek-V3 (671B; 58 MoE layers out of 61): ~ 70 GB total GPU, ~ 1.2–1.3 TB host memory. DeepSeek-V2-Lite (14B; 26 MoE layers out of 27): ~ 5 GB GPU, ~ 30 GB host memory.","breadcrumbs":"kt-sft part » kt-sft developer tech notes » Memory Footprint","id":"53","title":"Memory Footprint"},"54":{"body":"Integrating KTransformers LoRA with LLaMA-Factory provides a practical path to efficiently train and deploy MoE LLMs. KT contributes placement strategies and operator optimizations (DeepSeek/Qwen/Kimi support with AMX-accelerated kernels), and LoRA enables customization with very low GPU memory; LLaMA-Factory supplies a coherent user-level interface. This means even tens-to-hundreds-of-billion-parameter MoE models can be fine-tuned and served with low latency on ordinary hardware. The approach balances memory savings, speed, and usability, turning ultra-large models into tools that developers can actually wield.","breadcrumbs":"kt-sft part » kt-sft developer tech notes » Conclusion","id":"54","title":"Conclusion"},"55":{"body":"Author: Azure-Tang","breadcrumbs":"kt-sft part » Injection Tutorial » Tutorial: Inject Operator Step by Step","id":"55","title":"Tutorial: Inject Operator Step by Step"},"56":{"body":"This tutorial will guide you through the process of injecting custom operators into a model using the KTransformers framework. We will use the DeepSeekV2-Chat model as an example to demonstrate how to inject custom operators into the model step by step. The tutorial will cover the following topics: TL;DR How to Write Injection Rules Understanding Model Structure Matrix Absorption-based MLA Injection Injection of Routed Experts Injection of Linear Layers Injection of Modules with Pre-calculated Buffers Specifying Running Devices for Modules Muti-GPU How to Write a New Operator and Inject into the Model","breadcrumbs":"kt-sft part » Injection Tutorial » TL;DR","id":"56","title":"TL;DR"},"57":{"body":"The basic form of the injection rules for the Inject framework is as follows: - match: name: \\"^model\\\\\\\\.layers\\\\\\\\..*\\\\\\\\.*$\\" # Target module name class: torch.nn.Linear # Target module replace: class: \\"default\\" kwargs: generate_device: \\"cuda:0\\" # your_op_param_1: 1234 # your_op_param_2: 5678 recursive: True match: This field marks the matching rules, which can appear in two forms, name and class. These two matching rules can appear together or separately; they only match when both criteria are met. replace: class: Python class that can be imported to replace the target module. If no replacement is desired, set to default. kwargs: List of parameters needed for module initialization. generate_device: The device for this module, can be set to “cpu”, “cuda”, “cuda:1”, etc. recursive: Whether to recursively inject this module’s submodules, default is True. For the recursive field: Some modules contain multiple submodules, such as the Self-attention module typically includes q/k/v/o four linear modules. If we replace the self-attention module but do not want the internal linear modules to be covered by other rules, set this rule to False.","breadcrumbs":"kt-sft part » Injection Tutorial » How to Write Injection Rules","id":"57","title":"How to Write Injection Rules"},"58":{"body":"Using deepseek-ai/DeepSeek-V2-Lite-Chat as an example, we can follow the above rules step by step to inject our custom module and run it. KTransformers offers a high degree of flexibility, allowing you to replace/experiment with basic operators. However, it also requires users to clearly understand the structure of the model they are running. Fortunately, knowing the structure of a model is very simple. Open the file list on the deepseek-ai/DeepSeek-V2-Lite homepage, and you can see the following files: From the .saftensors file, we can see the name of each layer’s weights, corresponding to the match.name attribute in the injection rules.\\nFrom the modeling_deepseek.py file, we can see the specific implementation of each module class, with the class name corresponding to the match.class attribute in the injection rules. The structure of the DeepSeekV2 model from the .saftensors and modeling_deepseek.py files is as follows: Supported operators and their corresponding classes are as follows: match replace backends descriptions Linear KTransformersLinear KLinearMarlin Marlin as backend KLinearTorch pytorch as backend KLinearCPUInfer llamafile as backend KLinearFP8 Triton fp8_gemm kernel. Requires GPU be able to caluculate fp8 data experts KTransformersExperts KExpertsTorch pytorch as backend KExpertsMarlin Marlin as backend KExpertsCPU llamafile as backend Attention KDeepseekV2Attention KDeepseekV2Attention MLA implementation MoE KMistralSparseMoEBlock KQwen2MoeSparseMoeBlock MoE for Qwen2 KDeepseekV2MoE KDeepseekV2MoE MoE for DeepseekV2 Model KQwen2MoeModel KQwen2MoeModel Model for Qwen2 KDeepseekV2Model KDeepseekV2Model Model for DeepseekV2 RoPE RotaryEmbedding RotaryEmbedding RoPE module YarnRotaryEmbedding YarnRotaryEmbedding RoPE module Then we start step-by-step injection of custom modules, our targets are: Replace the linear module with custom Marlin linear module. Replace the self-attention module with a custom Absorption-based MLA module. Replace the experts module with a custom Experts module. Replace the MoE module with a custom MoE module. Replace the RoPE module with a custom RoPE module. Set the running device for each module. The full implementation of the injection rules can be found in the here.","breadcrumbs":"kt-sft part » Injection Tutorial » Understanding Model Structure","id":"58","title":"Understanding Model Structure"},"59":{"body":"For the injection of the Attention module, we only need to use a regular expression to match the module names used in transformers and replace them with our own MLA module implementation. The YAML injection rule is as follows: - match: name: \\"^model\\\\\\\\.layers\\\\\\\\..*\\\\\\\\.self_attn$\\" # Regular expression replace: class: ktransformers.operators.attention.KDeepseekV2Attention # Optimized MLA implementation As you can see, each rule in the YAML file has two parts: match and replace. The match part specifies the module to be replaced, and the replace part specifies the module to be injected into the model along with the initialization keywords.","breadcrumbs":"kt-sft part » Injection Tutorial » Matrix Absorption-based MLA Injection","id":"59","title":"Matrix Absorption-based MLA Injection"},"6":{"body":"Developed and maintained by: MADSys Lab @ Tsinghua University Approaching.AI 9#AISoft Community contributors We welcome contributions! Please feel free to submit issues and pull requests.","breadcrumbs":"Introduction » » 👥 Contributors & Team","id":"6","title":"👥 Contributors & Team"},"60":{"body":"For Routed Experts (corresponding to the exps in the diagram), the module we inject is CPUInfer, which is wrapped in the wrapper module KTransformersExperts. KTransformersExperts has multiple implementations, and we need to specify keywords to tell the wrapper module which implementation we want to use and how we plan to use it. In the source code of the transformer, MoE is implemented using nn.ModuleList. We do not want KTransformers to traverse all submodules in the list and inject them one by one, so in this rule, we set recursive: False to prevent recursive injection into the submodules of this module. The YAML rule is as follows: - match: name: \\"^model\\\\\\\\.layers\\\\\\\\..*\\\\\\\\.mlp\\\\\\\\.experts$\\" replace: class: ktransformers.operators.experts.KTransformersExperts # Custom MoE kernel with expert parallelism kwargs: generate_device: \\"cpu\\" generate_op: \\"MLPCPUExperts\\" out_device: \\"cuda\\" recursive: False # Don\'t recursively inject submodules of this module If we inject Routed Experts as a custom module, we cannot use the interfaces in the original nn.ModuleList. Therefore, it is necessary to modify the forward function in the FFN module. The simplest method is to implement a new module with a custom forward function and inject it. - match: class: ktransformers.models.modeling_deepseek.DeepseekV2MoE replace: class: ktransformers.operators.experts.KDeepseekV2MoE # MLP module with custom forward function","breadcrumbs":"kt-sft part » Injection Tutorial » Injection of Routed Experts","id":"60","title":"Injection of Routed Experts"},"61":{"body":"For the remaining linear layer modules, we aim to use quantized operators to save storage space while improving performance. Since there is no current research on using MLA and quantization together, we do not want to inject linear into the MLA operator. Therefore, we can modify the regular expression and add a type check in the match part of the rule. Only modules that match both the name and class simultaneously will be injected. We also need to pass some keywords similar to the injection of Routed Experts. The YAML rule is as follows: - match: name: \\"^model\\\\\\\\.layers\\\\\\\\.(?!.*self_attn).*$\\" # Regular expression class: torch.nn.Linear # Only match modules matching name and class simultaneously replace: class: ktransformers.operators.linear.KTransformersLinear # Optimized kernel on quantized data types kwargs: generate_device: \\"cuda\\" generate_op: \\"QuantizedLinearMarlin\\"","breadcrumbs":"kt-sft part » Injection Tutorial » Injection of Linear Layers","id":"61","title":"Injection of Linear Layers"},"62":{"body":"To avoid occupying resources when initializing the injected original model, we use torch’s meta device to initialize the original model. The RoPE module pre-calculates some buffers during initialization, but no calculations are performed when using the meta device. Therefore, we need to compensate for the calculation of the buffer when loading the model. Simply, we inject a custom module into the rotary embedding module, which performs pre-calculation during loading. The YAML rule is as follows: - match: class: ktransformers.models.modeling_deepseek.DeepseekV2YarnRotaryEmbedding replace: class: ktransformers.operators.RoPE.YarnRotaryEmbedding","breadcrumbs":"kt-sft part » Injection Tutorial » Injection of Modules with Pre-calculated Buffers","id":"62","title":"Injection of Modules with Pre-calculated Buffers"},"63":{"body":"Finally, we set a fallback basic attribute generate_device for all modules: - match: name: \\"^model\\\\\\\\.layers\\\\\\\\..*\\\\\\\\.|^lm_head\\" replace: class: \\"default\\" kwargs: generate_device: \\"cuda\\" - match: name: \\"^model.embed_tokens\\" replace: class: \\"default\\" kwargs: generate_device: \\"cpu\\" Through these two rules, we place all previously unmatched layers (and their submodules) and lm_head on cuda, and the embedding on cpu. Note that the properties of a module will be determined by the first rule it matches. For example, if you later set a new replace.kwargs.generate_device in an injected module, the device set earlier will take precedence. If your computer has multiple cards, you can also configure the model to multiple cards.","breadcrumbs":"kt-sft part » Injection Tutorial » Specifying Running Devices for Modules","id":"63","title":"Specifying Running Devices for Modules"},"64":{"body":"If you have multiple GPUs, you can set the device for each module to different GPUs.\\nDeepseekV2-Chat got 60 layers, if we got 2 GPUs, we can allocate 30 layers to each GPU. Complete multi GPU rule examples here. First of all, for multi-GPU, we have to inject an new operator KDeepseekV2Model. And set division of the layers to different GPUs. For our case, we have to set the transfer_map in the KDeepseekV2Model operatoras as follows: - match: name: \\"^model$\\" replace: class: \\"ktransformers.operators.models.KDeepseekV2Model\\" kwargs: transfer_map: 30: \\"cuda:1\\" And we have to set the device for each module in the model. For example, for routed experts, the yaml for one GPU is: - match: name: \\"^model\\\\\\\\.layers\\\\\\\\..*\\\\\\\\.mlp\\\\\\\\.experts$\\" replace: class: ktransformers.operators.experts.KTransformersExperts # Custom MoE kernel with expert parallelism kwargs: generate_device: \\"cuda:0\\" generate_op: \\"MLPCUDAExperts\\" out_device: \\"cuda:0\\" recursive: False # Don\'t recursively inject submodules of this module But for two GPUs, we need to set the device for each module in the model. # allcate 0-29 layers‘s out_device to cuda:0\\n- match: name: \\"^model\\\\\\\\.layers\\\\\\\\.(0|[1-9]|[12][0-9])\\\\\\\\.mlp\\\\\\\\.experts$\\" replace: class: ktransformers.operators.experts.KTransformersExperts # custom MoE Kernel with expert paralleism kwargs: generate_device: \\"cpu\\" generate_op: \\"KExpertsCPU\\" out_device: \\"cuda:0\\" recursive: False # don\'t recursively inject submodules of this module # allocate 30-59 layers‘s out_device to cuda:1\\n- match: name: \\"^model\\\\\\\\.layers\\\\\\\\.([345][0-9])\\\\\\\\.mlp\\\\\\\\.experts$\\" replace: class: ktransformers.operators.experts.KTransformersExperts # custom MoE Kernel with expert paralleism kwargs: generate_device: \\"cpu\\" generate_op: \\"KExpertsCPU\\" out_device: \\"cuda:1\\" recursive: False # don\'t recursively inject submodules of this module For other modules, we can set the device in the same way.","breadcrumbs":"kt-sft part » Injection Tutorial » Muti-GPU","id":"64","title":"Muti-GPU"},"65":{"body":"In this section, we will explain how to write an operator that can be injected, using the implementation of a new linear as an example. First, all injectable operators need to inherit from the BaseInjectedModule class, which inherits some attributes required by our injection framework. Its initialization function needs to meet the following basic format: class LinearTorchInject(BaseInjectedModule): def __init__( self, key: str, gguf_loader: GGUFLoader, config: PretrainedConfig, orig_module: nn.Module = None, generate_device: str = \\"cuda\\", **kwargs, ): super().__init__(key, gguf_loader, config, orig_module, generate_device, **kwargs) If users have other parameters that need to be passed to this class, they can also be included in the init function and re-passed in the kwargs parameter in the yaml file. For example, if our operator wants to pass a parameter my_param, the init function can be written as: class LinearTorchInject(BaseInjectedModule): def __init__( self, key: str, gguf_loader: GGUFLoader, config: PretrainedConfig, orig_module: nn.Module = None, generate_device: str = \\"cuda\\", my_param: bool = True, **kwargs, ): super().__init__(key, gguf_loader, config, orig_module, generate_device, **kwargs) self.my_param = my_param Then our injection rule can be written as: - match: name: \\"^model\\\\\\\\.layers\\\\\\\\..*$\\" # Regular expression matches the module name. class: torch.nn.Linear # Type restrictions can be added. replace: class: ktransformers.operators.linear.LinearTorchInject # Inject module path kwargs: # Extra parameters generate_device: \\"cuda\\" my_param: True For the linear module, it is also necessary to read weights from a gguf file. We provide the KLinearBase class to help users read weights from gguf files. Users only need to inherit and implement the load, unload, and forward functions. Therefore, a fully injectable linear class would look like this: class LinearTorchInject(BaseInjectedModule, KLinearBase): def __init__( self, key: str, gguf_loader: GGUFLoader, config: PretrainedConfig, orig_module: nn.Module = None, generate_device: str = \\"cuda\\", **kwargs, ): super().__init__(key, gguf_loader, config, orig_module, generate_device, **kwargs) KLinearBase.__init__(self) self.has_bias = False self.dtype = torch.get_default_dtype() self.w = None self.has_bias = False def load(self, w: dict | nn.Parameter | tuple | None = None, device: str|None = None): if device is None: device = self.device if w is None: w = self.load_weight(device=device) if isinstance(w, nn.Parameter): self.w = w.to(dtype=self.dtype).view(self.out_features, self.in_features).T self.has_bias = False elif isinstance(w, tuple): self.w = w[0].to(dtype=self.dtype).view(self.out_features, self.in_features).T self.bias = w[1].to(dtype=self.dtype) self.has_bias = True else: raise ValueError(\\"Invalid weight type\\") self.w = self.w.to(device) if self.has_bias: self.bias = self.bias.to(device) def unload(self): if self.w is not None: self.w = None if self.has_bias: self.bias = None def forward(self, x: torch.Tensor) -> torch.Tensor: dtype = x.dtype out_device = x.device x = x.to(device=self.device, dtype=self.dtype) x = x @ self.w if self.has_bias: x = x + self.bias x = x.to(dtype=dtype, device=out_device) return x Note that the self.load_weight function is provided by the KLinearBase class to help users load weights from a gguf file into the module. The implementation details of KLinearBase can be found on GITHUB.","breadcrumbs":"kt-sft part » Injection Tutorial » How to Write a New Operator and Inject into the Model","id":"65","title":"How to Write a New Operator and Inject into the Model"},"66":{"body":"To be written…","breadcrumbs":"kt-kernel part » kt-kernel Docs","id":"66","title":"kt-kernel Docs"},"67":{"body":"","breadcrumbs":"FAQ » see the issue FAQ page","id":"67","title":"see the issue FAQ page"},"7":{"body":"GitHub Issues: Report bugs or request features WeChat Group: See archive/WeChatGroup.png","breadcrumbs":"Introduction » » 💬 Community & Support","id":"7","title":"💬 Community & Support"},"8":{"body":"The original integrated KTransformers framework has been archived to the archive/ directory for reference. The project now focuses on the two core modules above for better modularity and maintainability. For the original documentation with full quick-start guides and examples, see: archive/README.md (English) archive/README_ZH.md (中文)","breadcrumbs":"Introduction » » 📦 KT original Code","id":"8","title":"📦 KT original Code"},"9":{"body":"High-performance kernel operations for KTransformers, featuring CPU-optimized MoE inference with AMX, AVX, KML and blis (amd library) support. KT-Kernel Note Features Installation Prerequisites Quick Installation (Recommended) Manual Configuration (Advanced) Verification Integration with SGLang Installation Steps 1. Install SGLang 2. Prepare Weights 3. Launch SGLang Server Complete Example: Qwen3-30B-A3B Option A: AMX Backend (AMXINT8) Option B: LLAMAFILE Backend (GGUF) KT-Kernel Parameters Direct Python API Usage Advanced Options Build Configuration Manual Installation 1. Install System Dependencies 2. Set Build Configuration 3. Build and Install Error Troubleshooting CUDA Not Found hwloc Not Found Weight Quantization Before Commit!","breadcrumbs":"For kt-kernel » 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Flexible Framework for Experiencing Cutting-edge LLM Inference/Fine-tune Optimizations 🎯 Overview | 🚀 kt-kernel | 🎓 kt-sft | 🔥 Citation | 🚀 Roadmap(2025Q4) KTransformers is a research project focused on efficient inference and fine-tuning of large language models through CPU-GPU heterogeneous computing. The project has evolved into two core modules: kt-kernel and kt-sft.","breadcrumbs":"Introduction » » 🎯 Overview","id":"0","title":"🎯 Overview"},"1":{"body":"Dec 22, 2025: Support RL-DPO fine-tuning with LLaMA-Factory. ( Tutorial) Dec 5, 2025: Support Native Kimi-K2-Thinking inference ( Tutorial) Nov 6, 2025: Support Kimi-K2-Thinking inference ( Tutorial) and fine-tune ( Tutorial) Nov 4, 2025: KTransformers Fine-Tuning × LLaMA-Factory Integration. ( Tutorial) Oct 27, 2025: Support Ascend NPU. ( Tutorial) Oct 10, 2025: Integrating into SGLang. ( Roadmap, Blog) Sept 11, 2025: Support Qwen3-Next. ( Tutorial) Sept 05, 2025: Support Kimi-K2-0905. ( Tutorial) July 26, 2025: Support SmallThinker and GLM4-MoE. ( Tutorial) July 11, 2025: Support Kimi-K2. ( Tutorial) June 30, 2025: Support 3-layer (GPU-CPU-Disk) prefix cache reuse. May 14, 2025: Support Intel Arc GPU ( Tutorial). Apr 29, 2025: Support AMX-Int8、 AMX-BF16 and Qwen3MoE ( Tutorial) Apr 9, 2025: Experimental support for LLaMA 4 models ( Tutorial). Apr 2, 2025: Support Multi-concurrency. ( Tutorial). Mar 15, 2025: Support ROCm on AMD GPU ( Tutorial). Mar 5, 2025: Support unsloth 1.58/2.51 bits weights and IQ1_S/FP8 hybrid weights. Support 139K Longer Context for DeepSeek-V3 and R1 in 24GB VRAM. Feb 25, 2025: Support FP8 GPU kernel for DeepSeek-V3 and R1; Longer Context. Feb 15, 2025: Longer Context (from 4K to 8K for 24GB VRAM) & Slightly Faster Speed （+15%, up to 16 Tokens/s), update docs and online books. Feb 10, 2025: Support Deepseek-R1 and V3 on single (24GB VRAM)/multi gpu and 382G DRAM, up to 3~28x speedup. For detailed show case and reproduction tutorial, see here. Aug 28, 2024: Decrease DeepseekV2’s required VRAM from 21G to 11G. Aug 15, 2024: Update detailed tutorial for injection and multi-GPU. Aug 14, 2024: Support llamfile as linear backend. Aug 12, 2024: Support multiple GPU; Support new model: mixtral 8*7B and 8*22B; Support q2k, q3k, q5k dequant on gpu. Aug 9, 2024: Support windows native.","breadcrumbs":"Introduction » » 🔥 Updates","id":"1","title":"🔥 Updates"},"10":{"body":"Current Support Status: ✅ Intel CPUs with AMX: Fully supported (using weights converted to INT4/INT8 format) ✅ Universal CPU (llamafile backend): Supported (using GGUF-format weights) ✅ AMD CPUs with BLIS: Supported (for int8 prefill & decode) ✅ Kimi-K2 Native INT4 (RAWINT4): Supported on AVX512 CPUs (CPU-GPU shared INT4 weights) - Guide","breadcrumbs":"For kt-kernel » Note","id":"10","title":"Note"},"11":{"body":"CPU-Optimized MoE Kernels: High-throughput MoE expert kernels optimized for instruction sets. AMX INT4/INT8 Backend: INT4 / INT8 quantized expert inference backend for AMX-capable servers. Llamafile CPU Backend: AVX2/AVX512-based MoE backend built on Llamafile for universal CPU deployment. NUMA-Aware Execution: Thread pool and memory layout designed for multi-socket / multi-NUMA machines.","breadcrumbs":"For kt-kernel » Features","id":"11","title":"Features"},"12":{"body":"","breadcrumbs":"For kt-kernel » Installation","id":"12","title":"Installation"},"13":{"body":"Install the latest stable version: pip install kt-kernel Or install a specific version: pip install kt-kernel==0.4.3 Note: Check the latest version on PyPI Features: ✅ Automatic CPU detection: Detects your CPU and loads the optimal kernel variant ✅ Multi-variant wheel: Includes AMX, AVX512, and AVX2 variants in a single package ✅ No compilation needed: Pre-built wheels for Python 3.10, 3.11, 3.12 ✅ Universal compatibility: Works on any x86-64 Linux system (2013+) Requirements: Python 3.10, 3.11, or 3.12 Linux x86-64 (manylinux_2_17 compatible) CPU with AVX2 support (Intel Haswell 2013+, AMD Zen+) CPU Variants Included: The wheel includes 3 optimized variants that are automatically selected at runtime based on your CPU: Variant CPU Support Performance Auto-Selected When AMX Intel Sapphire Rapids+ (2023+) ⚡⚡⚡ Best AMX instructions detected AVX512 Intel Skylake-X/Ice Lake/Cascade Lake (2017+) ⚡⚡ Great AVX512 instructions detected AVX2 Intel Haswell+ (2013+), AMD Zen+ ⚡ Good Fallback for maximum compatibility Verify installation: import kt_kernel # Check which CPU variant was loaded\\nprint(f\\"CPU variant: {kt_kernel.__cpu_variant__}\\") # \'amx\', \'avx512\', or \'avx2\'\\nprint(f\\"Version: {kt_kernel.__version__}\\") # Test import\\nfrom kt_kernel import KTMoEWrapper\\nprint(\\"✓ kt-kernel installed successfully!\\") Environment Variables: # Override automatic CPU detection (for testing or debugging)\\nexport KT_KERNEL_CPU_VARIANT=avx2 # Force AVX2 variant (options: \'avx2\', \'avx512\', \'amx\') # Enable debug output to see detection process\\nexport KT_KERNEL_DEBUG=1\\npython -c \\"import kt_kernel\\"\\n# Output:\\n# [kt-kernel] Detected AMX support via /proc/cpuinfo\\n# [kt-kernel] Selected CPU variant: amx\\n# [kt-kernel] Loading amx from: /path/to/_kt_kernel_ext_amx.cpython-311-x86_64-linux-gnu.so\\n# [kt-kernel] Successfully loaded AMX variant","breadcrumbs":"For kt-kernel » Option 1: Install from PyPI (Recommended for Most Users)","id":"13","title":"Option 1: Install from PyPI (Recommended for Most Users)"},"14":{"body":"Build from source for local installation or when you need AMD (BLIS), ARM (KML), or custom CUDA versions. Prerequisites First, initialize git submodules and create a conda environment: git submodule update --init --recursive\\nconda create -n kt-kernel python=3.11 -y\\nconda activate kt-kernel Quick Installation (Recommended) Simply run the install script - it will auto-detect your CPU and optimize for best performance: ./install.sh What happens automatically: Auto-detects CPU capabilities (AMX, AVX512_VNNI, AVX512_BF16) Installs system dependencies ( cmake, libhwloc-dev, pkg-config) Builds optimized binary for your CPU only (using -march=native) Software fallbacks: Automatically enabled for CPUs without VNNI/BF16 Optional: Two-step installation ./install.sh deps # Install dependencies only\\n./install.sh build # Build and install kt-kernel CPU Requirements by Backend: Backend Minimum CPU Requirement Example CPUs Notes LLAMAFILE AVX2 Intel Haswell (2013+), AMD Zen+ Universal compatibility RAWINT4 AVX512F + AVX512BW Intel Skylake-X (2017+), Ice Lake, Cascade Lake Software fallbacks for VNNI/BF16 AMXINT4/INT8 AMX Intel Sapphire Rapids (2023+) Best performance, requires AMX hardware Software Fallback Support (AVX512 backends): ✅ VNNI fallback: Uses AVX512BW instructions ✅ BF16 fallback: Uses AVX512F instructions ✅ Older AVX512 CPUs (Skylake-X, Cascade Lake) can run RAWINT4 with fallbacks ⚠️ Portability Note: The default build is optimized for your specific CPU and may not work on different/older CPUs. For portable builds or binary distribution, see Manual Configuration below. ⚠️ AMD BLIS backend users: See installation guide for AMD-specific setup.","breadcrumbs":"For kt-kernel » Option 2: Install from Source (For Local Use or Custom Builds)","id":"14","title":"Option 2: Install from Source (For Local Use or Custom Builds)"},"15":{"body":"python -c \\"from kt_kernel import KTMoEWrapper; print(\'✓ kt-kernel installed successfully\')\\"","breadcrumbs":"For kt-kernel » Verification","id":"15","title":"Verification"},"16":{"body":"KT-Kernel can be used standalone via Direct Python API or integrated with SGLang for production deployment. This section describes SGLang integration to enable CPU-GPU heterogeneous inference, where “hot” experts run on GPU and “cold” experts run on CPU for optimal resource utilization.","breadcrumbs":"For kt-kernel » Integration with SGLang","id":"16","title":"Integration with SGLang"},"17":{"body":"1. Install SGLang git clone https://github.com/sgl-project/sglang.git\\ncd sglang\\npip install -e \\"python[all]\\" 2. Prepare Weights You need both GPU weights and CPU-side expert weights for heterogeneous inference. The exact format depends on the backend: GPU Weights (for all backends): Use the model weights required by SGLang for GPU inference (for example, the original or already-quantized model directory from Hugging Face). CPU Weights (AMX backend: AMXINT4 / AMXINT8):\\nQuantize weights to AMX-optimized INT4/INT8 format using the provided script: python scripts/convert_cpu_weights.py \\\\ --input-path /path/to/model \\\\ --input-type bf16 \\\\ --output /path/to/cpu-weights \\\\ --quant-method int8 # or int4 or moe_int8 (for amd now) --input-path: Path to GPU-side original weights --input-type: Depends on your GPU weights type ( fp8, fp16, or bf16) In SGLang integration, --kt-weight-path should point to this converted CPU weights directory. Supported input formats: FP8, FP16, BF16 → INT4/INT8. CPU Weights (LLAMAFILE backend: LLAMAFILE):\\nLLAMAFILE uses pre-quantized GGUF weights on the CPU side directly, without running convert_cpu_weights.py. You need to: Download a GGUF model directly from the web (e.g., GGUF repos on Hugging Face / Modelscope); In SGLang integration, use that GGUF directory as --kt-weight-path.\\nKT-Kernel supports multiple GGUF quantization formats such as Q4_KM, Q4_K, Q5_K, etc. Choose based on your latency and accuracy requirements. 3. Launch SGLang Server Start the SGLang server with your normal SGLang parameters, and add the following KT-Kernel specific parameters to enable CPU-GPU heterogeneous inference: KT-Kernel Parameters to Add: --kt-method: Backend method (AMXINT4, AMXINT8, or LLAMAFILE) --kt-weight-path: Path to the converted CPU weights --kt-cpuinfer: Number of CPU inference threads (set to physical cores) --kt-threadpool-count: Number of thread pools (set to NUMA node count) --kt-num-gpu-experts: Number of experts to keep on GPU --kt-max-deferred-experts-per-token: Deferred experts for pipelined execution Example: python -m sglang.launch_server \\\\ [your normal SGLang parameters...] \\\\ --kt-method AMXINT8 \\\\ --kt-weight-path /path/to/cpu-weights \\\\ --kt-cpuinfer 64 \\\\ --kt-threadpool-count 2 \\\\ --kt-num-gpu-experts 32 \\\\ --kt-max-deferred-experts-per-token 2 See KT-Kernel Parameters section below for detailed parameter tuning guidelines.","breadcrumbs":"For kt-kernel » Installation Steps","id":"17","title":"Installation Steps"},"18":{"body":"This example demonstrates the full workflow from downloading weights to launching the server, showing both AMX backend and LLAMAFILE backend options. Hardware Configuration: GPU: NVIDIA RTX 4090 24GB CPU: 2x Intel Xeon Gold 6454S (64 physical cores total, 128 threads, 2 NUMA nodes) Model: Qwen3-30B-A3B How to verify your system configuration: # Check CPU configuration\\nlscpu | grep -E \\"^CPU\\\\(s\\\\)|Thread\\\\(s\\\\) per core|Socket\\\\(s\\\\)|NUMA node\\\\(s\\\\)\\"\\n# Expected output example:\\nCPU(s): 128\\nThread(s) per core: 2\\nSocket(s): 2\\nNUMA node(s): 2\\n# → Physical cores = CPU(s) / Thread(s) per core = 128 / 2 = 64 Parameter Rationale: --kt-cpuinfer 64: Set to physical cores (64), not hyperthreads (128) --kt-threadpool-count 2: 2 NUMA nodes detected (dual-socket system) --kt-num-gpu-experts 32: With 24GB GPU memory, we can fit ~32 experts on GPU for this model (varies by model architecture and actual memory usage) --kt-max-deferred-experts-per-token 2: Enable pipelined execution; allows CPU to process next batch while GPU completes current batch Option A: AMX Backend (AMXINT8) For Intel CPUs with AMX instruction set support. Step 1: Download model weights # Install huggingface-cli if not already installed\\npip install huggingface-hub # Download model from Hugging Face\\nhuggingface-cli download Qwen/Qwen3-30B-A3B --local-dir /mnt/data/models/Qwen3-30B-A3B Step 2: Convert to CPU weights (AMXINT8) python scripts/convert_cpu_weights.py \\\\ --input-path /mnt/data/models/Qwen3-30B-A3B \\\\ --input-type bf16 \\\\ --output /mnt/data/models/Qwen3-30B-A3B-INT8 \\\\ --quant-method int8 Step 3: Launch SGLang server python -m sglang.launch_server \\\\ --host 0.0.0.0 \\\\ --port 8000 \\\\ --model /mnt/data/models/Qwen3-30B-A3B \\\\ --trust-remote-code \\\\ --mem-fraction-static 0.92 \\\\ --chunked-prefill-size 4096 \\\\ --served-model-name Qwen3-30B-A3B \\\\ --enable-mixed-chunk \\\\ --kt-method AMXINT8 \\\\ --kt-weight-path /mnt/data/models/Qwen3-30B-A3B-INT8 \\\\ --kt-cpuinfer 64 \\\\ --kt-threadpool-count 2 \\\\ --kt-num-gpu-experts 32 \\\\ --kt-max-deferred-experts-per-token 2 Option B: LLAMAFILE Backend (GGUF) For universal CPUs (no AMX required), using pre-quantized GGUF weights directly. Step 1: Download GPU weights (original model) pip install huggingface-hub huggingface-cli download Qwen/Qwen3-30B-A3B --local-dir /mnt/data/models/Qwen3-30B-A3B Step 2: Download CPU weights (GGUF format) huggingface-cli download Qwen/Qwen3-30B-A3B-GGUF Qwen3-30B-A3B-Q4_K_M.gguf \\\\ --local-dir /mnt/data/models/Qwen3-30B-A3B-Q4_K_M Step 3: Launch SGLang server python -m sglang.launch_server \\\\ --host 0.0.0.0 \\\\ --port 8000 \\\\ --model /mnt/data/models/Qwen3-30B-A3B \\\\ --trust-remote-code \\\\ --mem-fraction-static 0.92 \\\\ --chunked-prefill-size 4096 \\\\ --served-model-name Qwen3-30B-A3B \\\\ --enable-mixed-chunk \\\\ --kt-method LLAMAFILE \\\\ --kt-weight-path /mnt/data/models/Qwen3-30B-A3B-Q4_K_M \\\\ --kt-cpuinfer 64 \\\\ --kt-threadpool-count 2 \\\\ --kt-num-gpu-experts 32 \\\\ --kt-max-deferred-experts-per-token 2","breadcrumbs":"For kt-kernel » Complete Example: Qwen3-30B-A3B","id":"18","title":"Complete Example: Qwen3-30B-A3B"},"19":{"body":"Parameter Description Example Value --kt-method CPU inference backend method AMXINT4, AMXINT8, RAWINT4, or LLAMAFILE --kt-weight-path Path to quantized CPU weights /path/to/cpu-weights --kt-cpuinfer Number of CPU inference threads 64 (adjust based on CPU cores) --kt-threadpool-count Number of thread pools for parallel execution 2 (typically 1-4) --kt-num-gpu-experts Number of experts to keep on GPU 32 (remaining experts go to CPU) --kt-max-deferred-experts-per-token Number of experts per token to defer for pipelined execution 2 (0 to disable, 1-4 recommended) --kt-gpu-prefill-token-threshold Token count threshold for prefill strategy (RAWINT4 only) ~ 400 Parameter Guidelines: kt-method: Choose based on your CPU and weight format: AMXINT4: Best performance on AMX CPUs with INT4 quantized weights (May cause huge accuracy drop for some models, e.g., Qwen3-30B-A3B) AMXINT8: Higher accuracy with INT8 quantized weights on AMX CPUs RAWINT4: Native INT4 weights shared by CPU and GPU (AMX backend only, currently supports Kimi-K2-Thinking model). See Kimi-K2-Thinking Native Tutorial for details. LLAMAFILE: GGUF-based backend kt-cpuinfer: Set to the number of physical CPU cores (not hyperthreads). Check physical cores: lscpu | grep -E \\"^CPU\\\\(s\\\\)|Thread\\\\(s\\\\) per core\\" Physical cores = CPU(s) / Thread(s) per core Example: If CPU(s)=128 and Thread(s) per core=2, then physical cores = 64 Important: Do NOT set to hyperthread count - this will degrade performance kt-threadpool-count: Set to the number of NUMA nodes. Check NUMA count: lscpu | grep \\"NUMA node(s)\\" Or use: numactl --hardware | grep \\"available\\" Note: NUMA node count is NOT necessarily the number of physical CPUs It represents memory domains, which may be divided within a single CPU or across multiple CPUs Use the NUMA node count from lscpu, regardless of physical CPU count Typical values: 1-2 for single-socket, 2-4 for dual-socket systems This enables better memory bandwidth utilization across NUMA domains kt-num-gpu-experts: Determine based on GPU memory and profiling: More GPU experts = lower latency but higher GPU memory usage (May cause OOM) kt-max-deferred-experts-per-token: Enables pipelined execution: 0: Synchronous execution (simpler, higher latency) 1-4: Deferred execution (recommended range; good latency/quality balance, requires tuning) 5-7: Highest latency reduction but may introduce noticeable accuracy loss; use with care kt-gpu-prefill-token-threshold (RAWINT4 only): Controls prefill strategy for native INT4 inference: ≤ threshold: Uses hybrid CPU+GPU prefill. No extra VRAM needed, but performance degrades slowly as token count increases. > threshold: Uses layerwise GPU prefill. Performance scales better with longer sequences, but requires ~9GB+ extra VRAM. Only applicable when --kt-method RAWINT4 is used. Currently supports Kimi-K2-Thinking model only.","breadcrumbs":"For kt-kernel » KT-Kernel Parameters","id":"19","title":"KT-Kernel Parameters"},"2":{"body":"","breadcrumbs":"Introduction » » 📦 Core Modules","id":"2","title":"📦 Core Modules"},"20":{"body":"For standalone usage without SGLang, you can use KT-Kernel directly via Python API: from kt_kernel import KTMoEWrapper # Initialize the MoE wrapper\\nwrapper = KTMoEWrapper( layer_idx=0, num_experts=8, num_experts_per_tok=2, hidden_size=4096, moe_intermediate_size=14336, num_gpu_experts=2, cpuinfer_threads=32, threadpool_count=2, weight_path=\\"/path/to/weights\\", chunked_prefill_size=512, method=\\"AMXINT4\\" # Options: \\"AMXINT4\\", \\"AMXINT8\\", \\"LLAMAFILE\\"\\n) # Load weights (from disk - pre-quantized)\\nwrapper.load_weights(physical_to_logical_map) # Or load weights from tensors (online quantization)\\nwrapper.load_weights_from_tensors(gate_proj, up_proj, down_proj, physical_to_logical_map) # Run inference\\noutput = wrapper.forward(hidden_states, topk_ids, topk_weights, cuda_stream) # Or use async API for better performance\\nwrapper.submit_forward(hidden_states, topk_ids, topk_weights, cuda_stream)\\n# ... do other work ...\\noutput = wrapper.sync_forward(hidden_states, cuda_stream)","breadcrumbs":"For kt-kernel » Direct Python API Usage","id":"20","title":"Direct Python API Usage"},"21":{"body":"# Initialize with additional options\\nwrapper = KTMoEWrapper( layer_idx=0, num_experts=8, num_experts_per_tok=2, hidden_size=4096, moe_intermediate_size=14336, num_gpu_experts=2, cpuinfer_threads=32, threadpool_count=2, weight_path=\\"/path/to/weights\\", chunked_prefill_size=512, method=\\"AMXINT4\\", cpu_save=False, # Keep weights in CPU memory after loading max_deferred_experts_per_token=0 # Number of experts to defer (for pipelined execution)\\n) # Pre-allocate buffers for specific batch sizes (improves performance)\\nKTMoEWrapper.set_capture_batch_sizes([1, 2, 4, 8, 16]) # Query captured batch sizes\\nbatch_sizes = KTMoEWrapper.get_capture_batch_sizes() # Clear buffer cache to free memory\\nKTMoEWrapper.clear_buffer_cache()","breadcrumbs":"For kt-kernel » Advanced Options","id":"21","title":"Advanced Options"},"22":{"body":"For portable builds, binary distribution, or cross-machine deployment, you need to manually specify target instruction sets: # General distribution (works on any AVX512 CPU from 2017+)\\nexport CPUINFER_CPU_INSTRUCT=AVX512\\nexport CPUINFER_ENABLE_AMX=OFF\\n./install.sh build --manual # Maximum compatibility (works on any CPU from 2013+)\\nexport CPUINFER_CPU_INSTRUCT=AVX2\\nexport CPUINFER_ENABLE_AMX=OFF\\n./install.sh build --manual # Modern CPUs only (Ice Lake+, Zen 4+)\\nexport CPUINFER_CPU_INSTRUCT=FANCY\\nexport CPUINFER_ENABLE_AMX=OFF\\n./install.sh build --manual Optional: Override VNNI/BF16 detection # Force enable/disable VNNI and BF16 (for testing fallbacks)\\nexport CPUINFER_ENABLE_AVX512_VNNI=OFF\\nexport CPUINFER_ENABLE_AVX512_BF16=OFF\\n./install.sh See ./install.sh --help for all available options.","breadcrumbs":"For kt-kernel » Manual Configuration (Advanced)","id":"22","title":"Manual Configuration (Advanced)"},"23":{"body":"","breadcrumbs":"For kt-kernel » Build Configuration","id":"23","title":"Build Configuration"},"24":{"body":"If you prefer manual installation without the install.sh script: 1. Install System Dependencies Prerequisites: cmake (recommended: conda install -y cmake) libhwloc-dev and pkg-config 2. Set Build Configuration Core Options: Variable Options Description CPUINFER_CPU_INSTRUCT NATIVE, AVX512, AVX2, FANCY CPU instruction set to use CPUINFER_ENABLE_AMX ON, OFF Enable Intel AMX support CPUINFER_BUILD_TYPE Release, Debug, RelWithDebInfo Build type (default: Release) CPUINFER_PARALLEL Number Parallel build jobs (default: auto-detect) CPUINFER_VERBOSE 0, 1 Verbose build output (default: 0) Instruction Set Details: Option Target CPUs Use Case NATIVE Your specific CPU only Local builds (best performance, default) AVX512 Skylake-X, Ice Lake, Cascade Lake, Zen 4+ General distribution AVX2 Haswell (2013) and newer Maximum compatibility FANCY Ice Lake+, Zen 4+ Modern CPUs with full AVX512 extensions Example Configurations: # Local use - maximum performance (default behavior)\\nexport CPUINFER_CPU_INSTRUCT=NATIVE\\nexport CPUINFER_ENABLE_AMX=ON # or OFF # Distribution build - works on any AVX512 CPU\\nexport CPUINFER_CPU_INSTRUCT=AVX512\\nexport CPUINFER_ENABLE_AMX=OFF # Maximum compatibility - works on CPUs since 2013\\nexport CPUINFER_CPU_INSTRUCT=AVX2\\nexport CPUINFER_ENABLE_AMX=OFF # Debug build\\nexport CPUINFER_BUILD_TYPE=Debug\\nexport CPUINFER_VERBOSE=1 3. Build and Install # Editable installation (for development)\\npip install -e . # Standard installation\\npip install .","breadcrumbs":"For kt-kernel » Manual Installation (Without install.sh)","id":"24","title":"Manual Installation (Without install.sh)"},"25":{"body":"","breadcrumbs":"For kt-kernel » Error Troubleshooting","id":"25","title":"Error Troubleshooting"},"26":{"body":"-- Looking for a CUDA compiler - NOTFOUND CMake Error at CMakeLists.txt:389 (message): KTRANSFORMERS_USE_CUDA=ON but CUDA compiler not found Make sure you have the CUDA toolkit installed and nvcc is in your system PATH. Try export CMAKE_ARGS=\\"-D CMAKE_CUDA_COMPILER=$(which nvcc)\\" and reinstall again.","breadcrumbs":"For kt-kernel » CUDA Not Found","id":"26","title":"CUDA Not Found"},"27":{"body":"Run sudo apt install libhwloc-dev if on a Debian-based system or build from source: https://www.open-mpi.org/projects/hwloc/. wget https://download.open-mpi.org/release/hwloc/v2.12/hwloc-2.12.2.tar.gz\\ntar -xzf hwloc-2.12.2.tar.gz\\ncd hwloc-2.12.2\\n./configure\\nmake\\nsudo make install","breadcrumbs":"For kt-kernel » hwloc Not Found","id":"27","title":"hwloc Not Found"},"28":{"body":"For AMX backends ( AMXINT4 / AMXINT8), CPU-side experts must be converted to AMX-friendly INT4/INT8 format using the provided script: python scripts/convert_cpu_weights.py \\\\ --input-path /path/to/model \\\\ --input-type bf16 \\\\ --output /path/to/output \\\\ --quant-method int4 Supported formats: FP8, FP16, BF16 → INT4/INT8 For LLAMAFILE backend ( LLAMAFILE), CPU-side experts are loaded directly from GGUF weights. You do not need to run the AMX conversion script; instead, download a GGUF model from the web (e.g., a GGUF repo on Hugging Face) and point weight_path / SGLang --kt-weight-path (or --model when appropriate) to that GGUF directory. KT-Kernel supports multiple GGUF quantization types such as Q4_KM, Q4_K, Q5_K, etc. For detailed documentation, advanced options, and low-memory mode, see scripts/README.md.","breadcrumbs":"For kt-kernel » Weight Quantization","id":"28","title":"Weight Quantization"},"29":{"body":"Commit messages should follow the Conventional Commits specification: https://www.conventionalcommits.org/ Please format your code before committing: cmake -B build\\ncd build\\nmake format You may need a newer clang-format (at least version 18). In a conda environment: conda install -c conda-forge clang-format=18\\nrm -rf build It’s also recommended to install black for Python code formatting: conda install black","breadcrumbs":"For kt-kernel » Before Commit!","id":"29","title":"Before Commit!"},"3":{"body":"CPU-optimized kernel operations for heterogeneous LLM inference. Key Features: AMX/AVX Acceleration: Intel AMX and AVX512/AVX2 optimized kernels for INT4/INT8 quantized inference MoE Optimization: Efficient Mixture-of-Experts inference with NUMA-aware memory management Quantization Support: CPU-side INT4/INT8 quantized weights, GPU-side GPTQ support Easy Integration: Clean Python API for SGLang and other frameworks Quick Start: cd kt-kernel\\npip install . Use Cases: CPU-GPU hybrid inference for large MoE models Integration with SGLang for production serving Heterogeneous expert placement (hot experts on GPU, cold experts on CPU) Performance Examples: Model Hardware Configuration Total Throughput Output Throughput DeepSeek-R1-0528 (FP8) 8×L20 GPU + Xeon Gold 6454S 227.85 tokens/s 87.58 tokens/s (8-way concurrency) 👉 Full Documentation →","breadcrumbs":"Introduction » » 🚀 kt-kernel - High-Performance Inference Kernels","id":"3","title":"🚀 kt-kernel - High-Performance Inference Kernels"},"30":{"body":"Introduction Fine-Tuning Results (Examples) Quick to Start Environment Setup Core Feature 1: Use KTransformers backend to fine-tune ultra-large MoE models Core Feature 2: Chat with the fine-tuned model (base + LoRA adapter) Core Feature 3: Batch inference + metrics (base + LoRA adapter) KT Fine-Tuning Speed (User-Side View) End-to-End Performance GPU/CPU Memory Footprint Conclusion MadSys Lab, KVCache-AI Team, Approaching AI, LLaMA-Factory Team","breadcrumbs":"For kt-sft » KTransformers Fine-Tuning × LLaMA-Factory Integration – User Guide","id":"30","title":"KTransformers Fine-Tuning × LLaMA-Factory Integration – User Guide"},"31":{"body":"From DeepSeek-V3/R1 to Qwen3-MoE and Kimi-K2, each wave of open-sourced large models brings leaps in performance and scale. However, many researchers and developers are constrained by expensive GPUs and models with tens or even hundreds of billions of parameters, making it hard to fine-tune very large models under limited resources. To bridge this gap, we propose a practical approach: combining KTransformers with LLaMA-Factory. With just 2–4 RTX 4090s and a high-memory CPU, you can fine-tune ultra-large MoE models like DeepSeek-671B. Our goal is to give resource-constrained researchers a local path to explore fine-tuning ultra-large models, and also a fast way to customize smaller models (e.g., 14B/30B) for specific scenarios. We validate the setup using stylized dialogue, Westernized translation tone, and medical Q&A as representative tasks, showing that personalized adaptation can be achieved within hours. As shown below, LLaMA-Factory is the unified orchestration/configuration layer for the whole fine-tuning workflow—handling data, training scheduling, LoRA injection, and inference interfaces. KTransformers acts as a pluggable high-performance backend that takes over core operators like Attention/MoE under the same training configs, enabling efficient GPU+CPU heterogeneous cooperation. Within LLaMA-Factory, we compared LoRA fine-tuning with HuggingFace, Unsloth, and KTransformers backends. KTransformers is the only workable 4090-class solution for ultra-large MoE models (e.g., 671B) and also delivers higher throughput and lower GPU memory on smaller MoE models (e.g., DeepSeek-14B). Under LoRA (BF16) + NekoQA-10K stylized dialogue HuggingFace Backend Unsloth Backend KTransformers Backend [14B-DeepSeekV2-Lite] LoRA fine-tuning throughput 303.58 token/s 455.37 token/s 530.38 token/s [14B-DeepSeekV2-Lite] GPU memory 32.12 GB 9.64 GB 6.08 GB [671B-DeepSeekV3] LoRA fine-tuning throughput Too Huge to run NOT SUPPORT 40.35 token/s [671B-DeepSeekV3] GPU memory (sum across GPUs) theoretical 1400 GB † NOT SUPPORT 70 GB † † 1400 GB is a theoretical FP16 full-parameter resident footprint (not runnable). 70 GB is the measured peak with KT strategy (Attention on GPU + layered MoE offload).","breadcrumbs":"For kt-sft » Introduction","id":"31","title":"Introduction"},"32":{"body":"Stylized Dialogue (CatGirl tone) Dataset: NekoQA-10K. Goal: improve style consistency and recognizability. The figure compares responses from the base vs. fine-tuned models. The fine-tuned model maintains the target tone and address terms more consistently (red boxes), validating the effectiveness of style-transfer fine-tuning. Benchmarks We use: (1) Translational-Style-ChatLLM, which asks for an exaggerated, Westernized translation tone—clear, stylized customization. (2) AfriMed-QA (ACL 2025), a medical dataset for African contexts with strong domain specificity, including multiple-choice and short-answer sub-tasks—well-suited for vertical fine-tuning evaluation. The tables show metrics before vs. after LoRA fine-tuning. We observe large improvements across metrics, verifying fine-tuning effectiveness: Translational-Style dataset BLEU-1 BLEU-2 BLEU-3 BLEU-4 ROUGE-1 ROUGE-2 ROUGE-L V2-Lite (no LoRA) 20.66 8.33 4.54 2.89 22.71 4.52 19.19 KT-LoRA fine-tuned V2-Lite 35.41 22.44 15.42 11.18 42.03 18.38 33.10 V3 base (no LoRA) 8.49 3.34 1.62 0.96 15.91 2.55 10.07 KT-LoRA fine-tuned V3 37.02 23.70 16.21 11.49 43.43 18.96 34.54 AfriMed-QA (short answer) BLEU-1 BLEU-2 BLEU-3 BLEU-4 ROUGE-1 ROUGE-2 ROUGE-L V2-Lite (no LoRA) 13.58 11.12 9.10 7.23 22.48 7.81 11.73 KT-LoRA fine-tuned V2-Lite 35.90 27.63 22.99 19.15 35.25 17.50 28.44 V3 base (no LoRA) 12.75 10.27 8.05 5.99 20.33 5.65 10.11 KT-LoRA fine-tuned V3 42.42 34.12 28.95 24.54 41.97 22.37 33.28 AfriMed-QA (multiple choice) Accuracy V2-Lite (no LoRA) 0.0645 KT-LoRA fine-tuned V2-Lite 0.4812 V3 base (no LoRA) 0.5833 KT-LoRA fine-tuned V3 0.7930 Even for ultra-large MoE models, KTransformers-backed fine-tuning achieves strong task performance quickly.","breadcrumbs":"For kt-sft » Fine-Tuning Results (Examples)","id":"32","title":"Fine-Tuning Results (Examples)"},"33":{"body":"This section shows how to install and use LLaMA-Factory + KTransformers for fine-tuning and inference: Environment setup Fine-tune ultra-large MoE models with KTransformers backend Load the fine-tuned model (base + LoRA adapter) for chat/inference Batch inference and metric evaluation","breadcrumbs":"For kt-sft » Quick to Start","id":"33","title":"Quick to Start"},"34":{"body":"According to the following example, install both the KTransformers and LLaMA-Factory environments simultaneously.\\nThis time, to simplify the installation process of KTransformers, we have specially packaged a wheel file to avoid local compilation.\\nThe detailed installation steps are as follows:\\n(Note: Make sure your local Python version, Torch version, CUDA version, and the KTransformers wheel filename correspond correctly.) # 1. Create a conda environment\\nconda create -n Kllama python=3.12 # choose from : [3.10, 3.11, 3.12, 3.13]\\nconda install -y -c conda-forge libstdcxx-ng gcc_impl_linux-64\\nconda install -y -c nvidia/label/cuda-11.8.0 cuda-runtime # 2. Install the LLaMA-Factory environment\\ngit clone --depth 1 https://github.com/hiyouga/LLaMA-Factory.git\\ncd LLaMA-Factory\\npip install -e \\".[torch,metrics]\\" --no-build-isolation # 3. Install the KTransformers wheel that matches your Torch and Python versions, from https://github.com/kvcache-ai/ktransformers/releases/tag/v0.4.1 (Note: The CUDA version can differ from that in the wheel filename.)\\npip install ktransformers-0.4.1+cu128torch27fancy-cp312-cp312-linux_x86_64.whl # 4. Install flash-attention, download the corresponding file based on your Python and Torch versions from: https://github.com/Dao-AILab/flash-attention/releases\\npip install flash_attn-2.8.3+cu12torch2.7cxx11abiTRUE-cp312-cp312-linux_x86_64.whl\\n# abi=True/False can find from below\\n# import torch\\n# print(torch._C._GLIBCXX_USE_CXX11_ABI) # 5. (Optional) If you want to use flash_infer (otherwise it defaults to triton)\\ngit clone https://github.com/kvcache-ai/custom_flashinfer.git\\npip install custom_flashinfer/ Usage tip: In LLaMA-Factory YAML, set use_kt: true and pick a kt_optimize_rule file to have KTransformers handle the core compute. The features below show typical configs.","breadcrumbs":"For kt-sft » Environment Setup","id":"34","title":"Environment Setup"},"35":{"body":"Run the command: USE_KT=1 llamafactory-cli train examples/train_lora/deepseek3_lora_sft_kt.yaml. Note: You must provide a BF16 model. DeepSeek-V3-671B is released in FP8 by default; convert with DeepSeek-V3/inference/fp8_cast_bf16.py. ### model\\nmodel_name_or_path: opensourcerelease/DeepSeek-V3-bf16\\ntrust_remote_code: true ### method\\nstage: sft\\ndo_train: true\\nfinetuning_type: lora\\nlora_rank: 8\\nlora_target: all ### dataset\\ndataset: identity\\ntemplate: deepseek\\ncutoff_len: 2048\\nmax_samples: 100000\\noverwrite_cache: true\\npreprocessing_num_workers: 16\\ndataloader_num_workers: 4 ### output\\noutput_dir: saves/Kllama_deepseekV3\\nlogging_steps: 10\\nsave_steps: 500\\nplot_loss: true\\noverwrite_output_dir: true\\nsave_only_model: false\\nreport_to: none # choices: [none, wandb, tensorboard, swanlab, mlflow] ### train\\nper_device_train_batch_size: 1\\ngradient_accumulation_steps: 8\\nlearning_rate: 1.0e-4\\nnum_train_epochs: 3.0\\nlr_scheduler_type: cosine\\nwarmup_ratio: 0.1\\nbf16: true\\nddp_timeout: 180000000\\nresume_from_checkpoint: null ### ktransformers\\nuse_kt: true # use KTransformers as LoRA sft backend\\nkt_optimize_rule: examples/kt_optimize_rules/DeepSeek-V3-Chat-sft-amx-multi-gpu.yaml\\ncpu_infer: 32\\nchunk_size: 8192 kt_optimize_rule controls placement strategy. See also ktransformers/optimize_rules. Naming hints ( * = wildcard): Pattern Meaning DeepSeek-V2-Lite-Chat-* / DeepSeek-V3-Chat-* Target model variants -sft- Strategy for fine-tuning; others are for inference -amx- Use AMX on CPU; otherwise use llamafile -multi-gpu-X Model parallel on X GPUs (X omitted → default 2 GPUs) Example: DeepSeek-V3-Chat-sft-amx-multi-gpu.yaml = V3-Chat fine-tuning with AMX and 2-GPU model parallel. We recommend AMX acceleration where available ( lscpu | grep amx). AMX supports BF16/INT8. Example: - match: name: \\"^model\\\\\\\\.layers\\\\\\\\..*\\\\\\\\.mlp\\\\\\\\.experts$\\" replace: class: ktransformers.operators.experts.KTransformersExperts # custom MoE Kernel with expert parallelism kwargs: prefill_device: \\"cpu\\" prefill_op: \\"KExpertsTorch\\" generate_device: \\"cpu\\" generate_op: \\"KSFTExpertsCPU\\" out_device: \\"cuda\\" backend: \\"AMXInt8\\" # or \\"AMXBF16\\" or \\"llamafile\\" (default) Outputs go to output_dir in safetensors format plus adapter metadata for later loading.","breadcrumbs":"For kt-sft » Core Feature 1: Use KTransformers backend to fine-tune ultra-large MoE models","id":"35","title":"Core Feature 1: Use KTransformers backend to fine-tune ultra-large MoE models"},"36":{"body":"Run the command: llamafactory-cli chat examples/inference/deepseek3_lora_sft_kt.yaml. Use the safetensors adapter trained with KT for inference. model_name_or_path: opensourcerelease/DeepSeek-V3-bf16\\nadapter_name_or_path: saves/Kllama_deepseekV3\\ntemplate: deepseek\\ninfer_backend: ktransformers # choices: [huggingface, vllm, sglang, ktransformers]\\ntrust_remote_code: true use_kt: true # use KTransformers as LoRA sft backend to inference\\nkt_optimize_rule: examples/kt_optimize_rules/DeepSeek-V3-Chat-sft-amx-multi-gpu.yaml\\ncpu_infer: 32\\nchunk_size: 8192 We also support GGUF adapters: for safetensors, set the directory; for GGUF, set the file path in adapter_name_or_path. During loading, LLaMA-Factory maps layer names to KT’s naming. You’ll see logs like Loaded adapter weight: XXX -> XXX:","breadcrumbs":"For kt-sft » Core Feature 2: Chat with the fine-tuned model (base + LoRA adapter)","id":"36","title":"Core Feature 2: Chat with the fine-tuned model (base + LoRA adapter)"},"37":{"body":"Run the command: API_PORT=8000 llamafactory-cli api examples/inference/deepseek3_lora_sft_kt.yaml.\\nInvoke the KT fine-tuned adapter to provide the API; the usage logic of other APIs is consistent with the native LLaMA-Factory approach. model_name_or_path: opensourcerelease/DeepSeek-V3-bf16\\nadapter_name_or_path: saves/Kllama_deepseekV3\\ntemplate: deepseek\\ninfer_backend: ktransformers # choices: [huggingface, vllm, sglang, ktransformers]\\ntrust_remote_code: true use_kt: true # use KTransformers as LoRA sft backend to inference\\nkt_optimize_rule: examples/kt_optimize_rules/DeepSeek-V3-Chat-sft-amx-multi-gpu.yaml\\ncpu_infer: 32\\nchunk_size: 8192","breadcrumbs":"For kt-sft » Core Feature 3: Batch inference + metrics (base + LoRA adapter)","id":"37","title":"Core Feature 3: Batch inference + metrics (base + LoRA adapter)"},"38":{"body":"","breadcrumbs":"For kt-sft » KT Fine-Tuning Speed (User-Side View)","id":"38","title":"KT Fine-Tuning Speed (User-Side View)"},"39":{"body":"Definitions step_time: wall-clock time for a full optimization step (tensor movement + Attention + MoE + other compute). tokens_per_step = GAS × qlen; token/s = tokens_per_step / step_time. Settings: GAS=16, qlen=512 (→ tokens_per_step = 8192); LoRA ( r=8, alpha=32, dropout=0.1); AMX enabled; GPU: RTX 4090, CPU: Intel Xeon Platinum 8488C. Measured DeepSeek-V3-671B: step_time = 203 s → token/s ≈ 8192 / 203 ≈ 40.35 DeepSeek-V2-Lite-14B: step_time = 36 s → token/s ≈ 8192 / 36 ≈ 227.6","breadcrumbs":"For kt-sft » End-to-End Performance","id":"39","title":"End-to-End Performance"},"4":{"body":"KTransformers × LLaMA-Factory integration for ultra-large MoE model fine-tuning. Key Features: Resource Efficient: Fine-tune 671B DeepSeek-V3 with just 70GB GPU memory + 1.3TB RAM LoRA Support: Full LoRA fine-tuning with heterogeneous acceleration LLaMA-Factory Integration: Seamless integration with popular fine-tuning framework Production Ready: Chat, batch inference, and metrics evaluation Performance Examples: Model Configuration Throughput GPU Memory DeepSeek-V3 (671B) LoRA + AMX ~40 tokens/s 70GB (multi-GPU) DeepSeek-V2-Lite (14B) LoRA + AMX ~530 tokens/s 6GB Quick Start: cd kt-sft\\n# Install environment following kt-sft/README.md\\nUSE_KT=1 llamafactory-cli train examples/train_lora/deepseek3_lora_sft_kt.yaml 👉 Full Documentation →","breadcrumbs":"Introduction » » 🎓 kt-sft - Fine-Tuning Framework","id":"4","title":"🎓 kt-sft - Fine-Tuning Framework"},"40":{"body":"DeepSeek-V3 (671B; 61 layers with 58 MoE): ~ 70 GB total GPU VRAM (multi-GPU), ~ 1.2–1.3 TB CPU RAM. DeepSeek-V2-Lite (14B; 27 layers with 26 MoE): ~ 5.5 GB GPU VRAM, ~ 30 GB CPU RAM.","breadcrumbs":"For kt-sft » GPU/CPU Memory Footprint","id":"40","title":"GPU/CPU Memory Footprint"},"41":{"body":"By integrating KTransformers LoRA fine-tuning into LLaMA-Factory, we provide a practical guide for efficient training and deployment of MoE LLMs. KT brings cutting-edge optimizations (DeepSeek/Qwen/Kimi support with AMX-accelerated kernels), and LoRA enables customization under very low GPU memory. LLaMA-Factory offers a friendly, unified interface. This integration (akin to Unsloth-style speedups) means even models with tens to hundreds of billions of parameters can be fine-tuned and deployed with low latency on commodity hardware. You get memory savings, speed-ups, and usability together. We encourage you to try LLaMA-Factory + KT for your next MoE project and follow this guide. Feedback is welcome!","breadcrumbs":"For kt-sft » Conclusion","id":"41","title":"Conclusion"},"42":{"body":"","breadcrumbs":"kt-sft part » kt-sft Docs","id":"42","title":"kt-sft Docs"},"43":{"body":"Author: Azure-Tang","breadcrumbs":"kt-sft part » Injection Tutorial » Tutorial: Inject Operator Step by Step","id":"43","title":"Tutorial: Inject Operator Step by Step"},"44":{"body":"This tutorial will guide you through the process of injecting custom operators into a model using the KTransformers framework. We will use the DeepSeekV2-Chat model as an example to demonstrate how to inject custom operators into the model step by step. The tutorial will cover the following topics: TL;DR How to Write Injection Rules Understanding Model Structure Matrix Absorption-based MLA Injection Injection of Routed Experts Injection of Linear Layers Injection of Modules with Pre-calculated Buffers Specifying Running Devices for Modules Muti-GPU How to Write a New Operator and Inject into the Model","breadcrumbs":"kt-sft part » Injection Tutorial » TL;DR","id":"44","title":"TL;DR"},"45":{"body":"The basic form of the injection rules for the Inject framework is as follows: - match: name: \\"^model\\\\\\\\.layers\\\\\\\\..*\\\\\\\\.*$\\" # Target module name class: torch.nn.Linear # Target module replace: class: \\"default\\" kwargs: generate_device: \\"cuda:0\\" # your_op_param_1: 1234 # your_op_param_2: 5678 recursive: True match: This field marks the matching rules, which can appear in two forms, name and class. These two matching rules can appear together or separately; they only match when both criteria are met. replace: class: Python class that can be imported to replace the target module. If no replacement is desired, set to default. kwargs: List of parameters needed for module initialization. generate_device: The device for this module, can be set to “cpu”, “cuda”, “cuda:1”, etc. recursive: Whether to recursively inject this module’s submodules, default is True. For the recursive field: Some modules contain multiple submodules, such as the Self-attention module typically includes q/k/v/o four linear modules. If we replace the self-attention module but do not want the internal linear modules to be covered by other rules, set this rule to False.","breadcrumbs":"kt-sft part » Injection Tutorial » How to Write Injection Rules","id":"45","title":"How to Write Injection Rules"},"46":{"body":"Using deepseek-ai/DeepSeek-V2-Lite-Chat as an example, we can follow the above rules step by step to inject our custom module and run it. KTransformers offers a high degree of flexibility, allowing you to replace/experiment with basic operators. However, it also requires users to clearly understand the structure of the model they are running. Fortunately, knowing the structure of a model is very simple. Open the file list on the deepseek-ai/DeepSeek-V2-Lite homepage, and you can see the following files: From the .saftensors file, we can see the name of each layer’s weights, corresponding to the match.name attribute in the injection rules.\\nFrom the modeling_deepseek.py file, we can see the specific implementation of each module class, with the class name corresponding to the match.class attribute in the injection rules. The structure of the DeepSeekV2 model from the .saftensors and modeling_deepseek.py files is as follows: Supported operators and their corresponding classes are as follows: match replace backends descriptions Linear KTransformersLinear KLinearMarlin Marlin as backend KLinearTorch pytorch as backend KLinearCPUInfer llamafile as backend KLinearFP8 Triton fp8_gemm kernel. Requires GPU be able to caluculate fp8 data experts KTransformersExperts KExpertsTorch pytorch as backend KExpertsMarlin Marlin as backend KExpertsCPU llamafile as backend Attention KDeepseekV2Attention KDeepseekV2Attention MLA implementation MoE KMistralSparseMoEBlock KQwen2MoeSparseMoeBlock MoE for Qwen2 KDeepseekV2MoE KDeepseekV2MoE MoE for DeepseekV2 Model KQwen2MoeModel KQwen2MoeModel Model for Qwen2 KDeepseekV2Model KDeepseekV2Model Model for DeepseekV2 RoPE RotaryEmbedding RotaryEmbedding RoPE module YarnRotaryEmbedding YarnRotaryEmbedding RoPE module Then we start step-by-step injection of custom modules, our targets are: Replace the linear module with custom Marlin linear module. Replace the self-attention module with a custom Absorption-based MLA module. Replace the experts module with a custom Experts module. Replace the MoE module with a custom MoE module. Replace the RoPE module with a custom RoPE module. Set the running device for each module. The full implementation of the injection rules can be found in the here.","breadcrumbs":"kt-sft part » Injection Tutorial » Understanding Model Structure","id":"46","title":"Understanding Model Structure"},"47":{"body":"For the injection of the Attention module, we only need to use a regular expression to match the module names used in transformers and replace them with our own MLA module implementation. The YAML injection rule is as follows: - match: name: \\"^model\\\\\\\\.layers\\\\\\\\..*\\\\\\\\.self_attn$\\" # Regular expression replace: class: ktransformers.operators.attention.KDeepseekV2Attention # Optimized MLA implementation As you can see, each rule in the YAML file has two parts: match and replace. The match part specifies the module to be replaced, and the replace part specifies the module to be injected into the model along with the initialization keywords.","breadcrumbs":"kt-sft part » Injection Tutorial » Matrix Absorption-based MLA Injection","id":"47","title":"Matrix Absorption-based MLA Injection"},"48":{"body":"For Routed Experts (corresponding to the exps in the diagram), the module we inject is CPUInfer, which is wrapped in the wrapper module KTransformersExperts. KTransformersExperts has multiple implementations, and we need to specify keywords to tell the wrapper module which implementation we want to use and how we plan to use it. In the source code of the transformer, MoE is implemented using nn.ModuleList. We do not want KTransformers to traverse all submodules in the list and inject them one by one, so in this rule, we set recursive: False to prevent recursive injection into the submodules of this module. The YAML rule is as follows: - match: name: \\"^model\\\\\\\\.layers\\\\\\\\..*\\\\\\\\.mlp\\\\\\\\.experts$\\" replace: class: ktransformers.operators.experts.KTransformersExperts # Custom MoE kernel with expert parallelism kwargs: generate_device: \\"cpu\\" generate_op: \\"MLPCPUExperts\\" out_device: \\"cuda\\" recursive: False # Don\'t recursively inject submodules of this module If we inject Routed Experts as a custom module, we cannot use the interfaces in the original nn.ModuleList. Therefore, it is necessary to modify the forward function in the FFN module. The simplest method is to implement a new module with a custom forward function and inject it. - match: class: ktransformers.models.modeling_deepseek.DeepseekV2MoE replace: class: ktransformers.operators.experts.KDeepseekV2MoE # MLP module with custom forward function","breadcrumbs":"kt-sft part » Injection Tutorial » Injection of Routed Experts","id":"48","title":"Injection of Routed Experts"},"49":{"body":"For the remaining linear layer modules, we aim to use quantized operators to save storage space while improving performance. Since there is no current research on using MLA and quantization together, we do not want to inject linear into the MLA operator. Therefore, we can modify the regular expression and add a type check in the match part of the rule. Only modules that match both the name and class simultaneously will be injected. We also need to pass some keywords similar to the injection of Routed Experts. The YAML rule is as follows: - match: name: \\"^model\\\\\\\\.layers\\\\\\\\.(?!.*self_attn).*$\\" # Regular expression class: torch.nn.Linear # Only match modules matching name and class simultaneously replace: class: ktransformers.operators.linear.KTransformersLinear # Optimized kernel on quantized data types kwargs: generate_device: \\"cuda\\" generate_op: \\"QuantizedLinearMarlin\\"","breadcrumbs":"kt-sft part » Injection Tutorial » Injection of Linear Layers","id":"49","title":"Injection of Linear Layers"},"5":{"body":"If you use KTransformers in your research, please cite our paper: @inproceedings{10.1145/3731569.3764843, title = {KTransformers: Unleashing the Full Potential of CPU/GPU Hybrid Inference for MoE Models}, author = {Chen, Hongtao and Xie, Weiyu and Zhang, Boxin and Tang, Jingqi and Wang, Jiahao and Dong, Jianwei and Chen, Shaoyuan and Yuan, Ziwei and Lin, Chen and Qiu, Chengyu and Zhu, Yuening and Ou, Qingliang and Liao, Jiaqi and Chen, Xianglin and Ai, Zhiyuan and Wu, Yongwei and Zhang, Mingxing}, booktitle = {Proceedings of the ACM SIGOPS 31st Symposium on Operating Systems Principles}, year = {2025}\\n}","breadcrumbs":"Introduction » » 🔥 Citation","id":"5","title":"🔥 Citation"},"50":{"body":"To avoid occupying resources when initializing the injected original model, we use torch’s meta device to initialize the original model. The RoPE module pre-calculates some buffers during initialization, but no calculations are performed when using the meta device. Therefore, we need to compensate for the calculation of the buffer when loading the model. Simply, we inject a custom module into the rotary embedding module, which performs pre-calculation during loading. The YAML rule is as follows: - match: class: ktransformers.models.modeling_deepseek.DeepseekV2YarnRotaryEmbedding replace: class: ktransformers.operators.RoPE.YarnRotaryEmbedding","breadcrumbs":"kt-sft part » Injection Tutorial » Injection of Modules with Pre-calculated Buffers","id":"50","title":"Injection of Modules with Pre-calculated Buffers"},"51":{"body":"Finally, we set a fallback basic attribute generate_device for all modules: - match: name: \\"^model\\\\\\\\.layers\\\\\\\\..*\\\\\\\\.|^lm_head\\" replace: class: \\"default\\" kwargs: generate_device: \\"cuda\\" - match: name: \\"^model.embed_tokens\\" replace: class: \\"default\\" kwargs: generate_device: \\"cpu\\" Through these two rules, we place all previously unmatched layers (and their submodules) and lm_head on cuda, and the embedding on cpu. Note that the properties of a module will be determined by the first rule it matches. For example, if you later set a new replace.kwargs.generate_device in an injected module, the device set earlier will take precedence. If your computer has multiple cards, you can also configure the model to multiple cards.","breadcrumbs":"kt-sft part » Injection Tutorial » Specifying Running Devices for Modules","id":"51","title":"Specifying Running Devices for Modules"},"52":{"body":"If you have multiple GPUs, you can set the device for each module to different GPUs.\\nDeepseekV2-Chat got 60 layers, if we got 2 GPUs, we can allocate 30 layers to each GPU. Complete multi GPU rule examples here. First of all, for multi-GPU, we have to inject an new operator KDeepseekV2Model. And set division of the layers to different GPUs. For our case, we have to set the transfer_map in the KDeepseekV2Model operatoras as follows: - match: name: \\"^model$\\" replace: class: \\"ktransformers.operators.models.KDeepseekV2Model\\" kwargs: transfer_map: 30: \\"cuda:1\\" And we have to set the device for each module in the model. For example, for routed experts, the yaml for one GPU is: - match: name: \\"^model\\\\\\\\.layers\\\\\\\\..*\\\\\\\\.mlp\\\\\\\\.experts$\\" replace: class: ktransformers.operators.experts.KTransformersExperts # Custom MoE kernel with expert parallelism kwargs: generate_device: \\"cuda:0\\" generate_op: \\"MLPCUDAExperts\\" out_device: \\"cuda:0\\" recursive: False # Don\'t recursively inject submodules of this module But for two GPUs, we need to set the device for each module in the model. # allcate 0-29 layers‘s out_device to cuda:0\\n- match: name: \\"^model\\\\\\\\.layers\\\\\\\\.(0|[1-9]|[12][0-9])\\\\\\\\.mlp\\\\\\\\.experts$\\" replace: class: ktransformers.operators.experts.KTransformersExperts # custom MoE Kernel with expert paralleism kwargs: generate_device: \\"cpu\\" generate_op: \\"KExpertsCPU\\" out_device: \\"cuda:0\\" recursive: False # don\'t recursively inject submodules of this module # allocate 30-59 layers‘s out_device to cuda:1\\n- match: name: \\"^model\\\\\\\\.layers\\\\\\\\.([345][0-9])\\\\\\\\.mlp\\\\\\\\.experts$\\" replace: class: ktransformers.operators.experts.KTransformersExperts # custom MoE Kernel with expert paralleism kwargs: generate_device: \\"cpu\\" generate_op: \\"KExpertsCPU\\" out_device: \\"cuda:1\\" recursive: False # don\'t recursively inject submodules of this module For other modules, we can set the device in the same way.","breadcrumbs":"kt-sft part » Injection Tutorial » Muti-GPU","id":"52","title":"Muti-GPU"},"53":{"body":"In this section, we will explain how to write an operator that can be injected, using the implementation of a new linear as an example. First, all injectable operators need to inherit from the BaseInjectedModule class, which inherits some attributes required by our injection framework. Its initialization function needs to meet the following basic format: class LinearTorchInject(BaseInjectedModule): def __init__( self, key: str, gguf_loader: GGUFLoader, config: PretrainedConfig, orig_module: nn.Module = None, generate_device: str = \\"cuda\\", **kwargs, ): super().__init__(key, gguf_loader, config, orig_module, generate_device, **kwargs) If users have other parameters that need to be passed to this class, they can also be included in the init function and re-passed in the kwargs parameter in the yaml file. For example, if our operator wants to pass a parameter my_param, the init function can be written as: class LinearTorchInject(BaseInjectedModule): def __init__( self, key: str, gguf_loader: GGUFLoader, config: PretrainedConfig, orig_module: nn.Module = None, generate_device: str = \\"cuda\\", my_param: bool = True, **kwargs, ): super().__init__(key, gguf_loader, config, orig_module, generate_device, **kwargs) self.my_param = my_param Then our injection rule can be written as: - match: name: \\"^model\\\\\\\\.layers\\\\\\\\..*$\\" # Regular expression matches the module name. class: torch.nn.Linear # Type restrictions can be added. replace: class: ktransformers.operators.linear.LinearTorchInject # Inject module path kwargs: # Extra parameters generate_device: \\"cuda\\" my_param: True For the linear module, it is also necessary to read weights from a gguf file. We provide the KLinearBase class to help users read weights from gguf files. Users only need to inherit and implement the load, unload, and forward functions. Therefore, a fully injectable linear class would look like this: class LinearTorchInject(BaseInjectedModule, KLinearBase): def __init__( self, key: str, gguf_loader: GGUFLoader, config: PretrainedConfig, orig_module: nn.Module = None, generate_device: str = \\"cuda\\", **kwargs, ): super().__init__(key, gguf_loader, config, orig_module, generate_device, **kwargs) KLinearBase.__init__(self) self.has_bias = False self.dtype = torch.get_default_dtype() self.w = None self.has_bias = False def load(self, w: dict | nn.Parameter | tuple | None = None, device: str|None = None): if device is None: device = self.device if w is None: w = self.load_weight(device=device) if isinstance(w, nn.Parameter): self.w = w.to(dtype=self.dtype).view(self.out_features, self.in_features).T self.has_bias = False elif isinstance(w, tuple): self.w = w[0].to(dtype=self.dtype).view(self.out_features, self.in_features).T self.bias = w[1].to(dtype=self.dtype) self.has_bias = True else: raise ValueError(\\"Invalid weight type\\") self.w = self.w.to(device) if self.has_bias: self.bias = self.bias.to(device) def unload(self): if self.w is not None: self.w = None if self.has_bias: self.bias = None def forward(self, x: torch.Tensor) -> torch.Tensor: dtype = x.dtype out_device = x.device x = x.to(device=self.device, dtype=self.dtype) x = x @ self.w if self.has_bias: x = x + self.bias x = x.to(dtype=dtype, device=out_device) return x Note that the self.load_weight function is provided by the KLinearBase class to help users load weights from a gguf file into the module. The implementation details of KLinearBase can be found on GITHUB.","breadcrumbs":"kt-sft part » Injection Tutorial » How to Write a New Operator and Inject into the Model","id":"53","title":"How to Write a New Operator and Inject into the Model"},"54":{"body":"Introduction Overall View of the KT Fine-Tuning Framework Attention (LoRA + KT coexist) MoE (operator encapsulation + backward) Multi-GPU Loading/Training: Placement strategy instead of DataParallel KT-LoRA Fine-Tuning Evaluation Setup Results Speed Tests Memory Footprint Conclusion MadSys Lab, KVCache-AI Team, Approaching AI, LLaMA-Factory Team","breadcrumbs":"kt-sft part » kt-sft developer tech notes » KTransformers Fine-Tuning × LLaMA-Factory Integration – Developer Technical Notes","id":"54","title":"KTransformers Fine-Tuning × LLaMA-Factory Integration – Developer Technical Notes"},"55":{"body":"Recent open-source LLMs—from DeepSeek-V3/R1 to Qwen-MoE and Kimi-K2—have surged in performance and scale. Yet due to compute and memory constraints, it is difficult for typical researchers to fine-tune trillion-parameter-class models. We therefore integrate KTransformers with LLaMA-Factory so that, with 2–4 RTX 4090 GPUs and sufficient CPU memory, one can fine-tune ultra-large Mixture-of-Experts (MoE) models such as DeepSeek-671B. This architecture bridges resource gaps, enabling local fine-tuning of ultra-large models, while also supporting efficient scenario customization at 14B/30B scales. We validate on stylized dialogue, Westernized translation tone, and medical Q&A, achieving rapid adaptation within hours. Architecturally, LLaMA-Factory orchestrates data/config/training, LoRA insertion, and inference; KTransformers is a pluggable, high-performance operator backend that takes over Attention and MoE under the same training code, enabling GPU+CPU heterogeneity to accelerate training and reduce GPU memory. We evaluated LoRA fine-tuning with HuggingFace default, Unsloth, and KTransformers backends (same settings and data). KTransformers is currently the only solution feasible on 2–4×24GB 4090s for 671B-scale MoE, and also shows higher throughput and lower GPU memory for 14B MoEs. Under LoRA (BF16) + NekoQA-10K stylized dialogue HuggingFace Backend Unsloth Backend KTransformers Backend [14B-DeepSeekV2-Lite] LoRA fine-tuning throughput 303.58 token/s 455.37 token/s 530.38 token/s [14B-DeepSeekV2-Lite] GPU memory 32.12 GB 9.64 GB 6.08 GB [671B-DeepSeekV3] LoRA fine-tuning throughput Too Huge to run NOT SUPPORT 40.35 token/s [671B-DeepSeekV3] GPU memory (sum across GPUs) theoretical 1400 GB † NOT SUPPORT 70 GB † † The 1400 GB is the theoretical FP16 full-resident footprint (not runnable). 70 GB is the measured peak with KT (Attention on GPU + layered MoE offload). From the table above, it can be seen that for the 14B model, the KTransformers backend achieves approximately 75% higher throughput than the default HuggingFace solution, while using only about one-fifth of the GPU memory. For the 671B model, both HuggingFace and Unsloth fail to run on a single 4090 GPU, whereas KTransformers is able to perform LoRA fine-tuning at 40 tokens/s, keeping the GPU memory usage within 70 GB.","breadcrumbs":"kt-sft part » kt-sft developer tech notes » Introduction","id":"55","title":"Introduction"},"56":{"body":"We detail how KTransformers takes over core operators in LLaMA-Factory’s fine-tuning framework to optimize Attention and MoE. DeepSeek-V3/V2 MoE models comprise a small-parameter dense Attention part and a large-parameter sparse MoE part. For illustration, consider layer 2 of DeepSeek-V2-Lite-Chat (from which each layer includes both Attention and MoE). Attention compute and KV cache mainly reside on the GPU; the heavyweight MoE part is primarily executed on the CPU. We first cover Attention replacement and inheritance, then MoE encapsulation and backend interfacing, and finally multi-GPU placement.","breadcrumbs":"kt-sft part » kt-sft developer tech notes » Overall View of the KT Fine-Tuning Framework","id":"56","title":"Overall View of the KT Fine-Tuning Framework"},"57":{"body":"KTransformers provides operator injection ( BaseInjectedModule), and PEFT provides LoRA layer insertion. For fine-tuning, we design KTransformersLinearLora, inheriting from both KTransformersLinear and LoraLayer: Inheritance: KTransformersLinearLora retains KT’s high-performance paths ( prefill_linear/ generate_linear) while accepting LoRA parameters ( lora_A/lora_B). Replacement: During preparation, we replace original KTransformersLinear layers (Q/K/V/O) with KTransformersLinearLora, preserving KT optimizations while enabling LoRA trainability. After replacement, LoRA is inserted at Q/K/V/O linear transforms (left), and KTransformersLinearLora contains both KT fast paths and LoRA matrices (right).","breadcrumbs":"kt-sft part » kt-sft developer tech notes » Attention (LoRA + KT coexist)","id":"57","title":"Attention (LoRA + KT coexist)"},"58":{"body":"Encapsulation Given large parameters and sparse compute, we encapsulate the expert computation as a differentiable black-box operator—transparent upstream, replaceable downstream. Upstream (PyTorch graph): we register a custom Autograd Function so the MoE layer appears as a single node. In the left figure (red box), only KSFTExpertsCPU is visible; on the right, the unencapsulated graph expands routing, dispatch, and FFN experts. Encapsulation makes the MoE layer behave like a standard nn.Module with gradients. Downstream (backend): inside the Autograd Function, pybind11 calls C++ extensions for forward/backward. Multiple pluggable backends exist (AMX BF16/INT8; llamafile). The backend can be switched via YAML (e.g., \\"backend\\": \\"AMXBF16\\" vs. \\"llamafile\\"). Backward (CPU) MoE backward frequently needs the transposed weights $W^\\\\top$. To avoid repeated runtime transposes, we precompute/cache $W^\\\\top$ at load time (blue box). We also cache necessary intermediate activations (e.g., expert projections, red box) to reuse in backward and reduce recomputation. We provide backward implementations for llamafile and AMX (INT8/BF16), with NUMA-aware optimizations.","breadcrumbs":"kt-sft part » kt-sft developer tech notes » MoE (operator encapsulation + backward)","id":"58","title":"MoE (operator encapsulation + backward)"},"59":{"body":"To lower per-GPU memory peaks on 2–4 GPUs, we use model parallelism + explicit placement, not DataParallel (which duplicates the whole model on each GPU). Key changes: KTrainer: takes over .to(device) to prevent “move whole model to a single GPU”. Using KT’s optimize-rule YAML, each layer declares device: cuda:0/cuda:1/... and is constructed directly on the target GPU (no extra copies). Disable automatic DataParallel: when USE_KT=1, we disable automatic DP wrappers from LLaMA-Factory/HF Trainer to avoid duplication and keep full control over sharding. Gradient aggregation: gradients are reduced to cuda:0. Intermediate activations stay local; only necessary tensors are transferred, cutting communication/activation overhead. Thus, we keep KT placement strategies under multi-GPU fine-tuning. Users choose a kt_optimize_rule with multi-gpu. For DeepSeek-671B, DeepSeek-V3-Chat-sft-amx-multi-gpu.yaml is a typical 2-GPU plan: KV/attention parts on each GPU; MoE experts sharded on CPU; both GPUs share the workload.","breadcrumbs":"kt-sft part » kt-sft developer tech notes » Multi-GPU Loading/Training: Placement strategy instead of DataParallel","id":"59","title":"Multi-GPU Loading/Training: Placement strategy instead of DataParallel"},"6":{"body":"Developed and maintained by: MADSys Lab @ Tsinghua University Approaching.AI 9#AISoft Community contributors We welcome contributions! Please feel free to submit issues and pull requests.","breadcrumbs":"Introduction » » 👥 Contributors & Team","id":"6","title":"👥 Contributors & Team"},"60":{"body":"","breadcrumbs":"kt-sft part » kt-sft developer tech notes » KT-LoRA Fine-Tuning Evaluation","id":"60","title":"KT-LoRA Fine-Tuning Evaluation"},"61":{"body":"LLaMA-Factory orchestration, KTransformers backend, LoRA (rank=8, α=32, dropout=0.1, BF16), GAS=16, qlen=512, with the same KT optimize rule as training. We evaluate (a) stylized dialogue transfer and (b) two small-scale representative benchmarks: Translational-Style (generative) and AfriMed-QA (medical vertical; SAQ and MCQ). AMX is enabled; GPUs: 2×48GB RTX 4090; CPU: Intel Xeon Platinum 8488C.","breadcrumbs":"kt-sft part » kt-sft developer tech notes » Setup","id":"61","title":"Setup"},"62":{"body":"Stylized Dialogue (CatGirl tone) Dataset: NekoQA-10K. The fine-tuned model consistently exhibits the target style (red boxes) versus neutral/rational base (blue). This shows KT-LoRA injects style features into the generation distribution with low GPU cost. Translational-Style benchmark (generative) Dataset: Translational-Style-ChatLLM. Metrics: BLEU-1/2/3/4, ROUGE-1/2/L. Translational-Style dataset BLEU-1 BLEU-2 BLEU-3 BLEU-4 ROUGE-1 ROUGE-2 ROUGE-L V2-Lite (no LoRA) 20.66 8.33 4.54 2.89 22.71 4.52 19.19 KT-LoRA fine-tuned V2-Lite 35.41 22.44 15.42 11.18 42.03 18.38 33.10 V3 base (no LoRA) 8.49 3.34 1.62 0.96 15.91 2.55 10.07 KT-LoRA fine-tuned V3 37.02 23.70 16.21 11.49 43.43 18.96 34.54 As shown by the test results in the tables above, under a unified workflow and placement strategy, both model scales exhibit consistent gains after fine-tuning, supporting the usability and effectiveness of the “KT backend + LoRA fine-tuning” combination for generative style control. At the same time, this indicates that KT’s heterogeneous placement and operator optimizations can stably support small-sample adaptation in the style domain. Medical Vertical Benchmark (AfriMed-SAQ/MCQ) The dataset adopts AfriMed-QA (ACL 2025), a domain-specific dataset for the medical field in Africa with strong scenario customization characteristics, comprising two formats—multiple-choice questions (MCQ) and short-answer questions (SAQ)—which in this case serve as the evaluation for vertical-domain fine-tuning. In terms of evaluation criteria, BLEU/ROUGE are used for SAQ, and Accuracy is used for MCQ. AfriMed-QA (SAQ) BLEU-1 BLEU-2 BLEU-3 BLEU-4 ROUGE-1 ROUGE-2 ROUGE-L V2-Lite (no LoRA) 13.58 11.12 9.10 7.23 22.48 7.81 11.73 KT-LoRA fine-tuned V2-Lite 35.90 27.63 22.99 19.15 35.25 17.50 28.44 V3 base (no LoRA) 12.75 10.27 8.05 5.99 20.33 5.65 10.11 KT-LoRA fine-tuned V3 42.42 34.12 28.95 24.54 41.97 22.37 33.28 AfriMed-QA (MCQ) Accuracy V2-Lite (no LoRA) 0.0645 KT-LoRA fine-tuned V2-Lite 0.4812 V3 base (no LoRA) 0.5833 KT-LoRA fine-tuned V3 0.7930 As shown in the tables above, (1) DeepSeek-V3 (671B) after KT-LoRA fine-tuning achieves clearly higher performance than the fine-tuned DeepSeek-V2-Lite (14B) on both MCQ and SAQ, and it also surpasses the V3 base model. Within our small-scale setting, this preliminarily indicates that KT-LoRA fine-tuning of ultra-large-parameter models has practical significance in vertical domains. (2) Across both SAQ/MCQ sub-tasks, KT-LoRA delivers consistent gains, indicating that—with KT’s heterogeneous placement and backend operator support—LoRA fine-tuning can effectively inject the key knowledge points of vertical domains such as medicine into the model. Limitations At present, most of our testing is conducted on single datasets and at small scale (≤ 20k examples), with the goal of providing existence evidence of system effectiveness for KT-LoRA fine-tuning, rather than drawing generalized conclusions about algorithmic generalization or scaling laws. Our report primarily presents representative figures; to support stronger algorithmic claims, larger sample sizes, multi-lingual/multi-domain datasets, and multi-seed repeated experiments would be required—these are beyond the scope of this work. We also warmly welcome everyone to join the open-source LLaMA-Factory KT fine-tuning project. If you have additional test results, we especially welcome you to record them in the shared spreadsheet below, and to include the corresponding kt_optimize_rule files, dataset examples, training/evaluation YAMLs, and detailed GPU-memory and CPU configurations for community reference and reproducibility~!","breadcrumbs":"kt-sft part » kt-sft developer tech notes » Results","id":"62","title":"Results"},"63":{"body":"End-to-End Performance Definitions step_time：time per optimization step (tensor movement + Attention + MoE + others). tokens_per_step = GAS × qlen； token/s = tokens_per_step / step_time。 We use GAS=16, qlen=512 → tokens_per_step=8192. Measured Model step_time (s) tokens/step token/s DeepSeek-V3-671B 203 8192 40.35 DeepSeek-V2-Lite-14B 36 8192 227.6 MoE Compute (DeepSeek-V3-671B) Theory MoE per-layer, per-token FLOPs (forward+backward) approx.:\\n$$\\n\\\\text{FLOPs}_{\\\\text{per-layer, per-token}} \\\\approx c \\\\cdot k \\\\cdot H \\\\cdot I\\n$$ with $k = 8$（Top-k），$H = 7168$（hidden size），$I = 2048$（intermediate size），$c\\\\approx16$（≈6 forward + ≈10 backward matmuls）。 Per-step across all MoE layers:\\n$$\\n\\\\text{FLOPs} {\\\\text{per-step}} \\\\approx c \\\\cdot qlen \\\\cdot k \\\\cdot H \\\\cdot I \\\\cdot L{\\\\text{MoE}}\\n$$ Plugging $c=16, qlen=512, k=8, H=7168, I=2048, L_{MoE}=58$，$\\\\text{FLOPs}_{\\\\text{per-step}} \\\\approx 55.8\\\\ \\\\text{TFLOPs}$. Measured (MoE TFLOPS on CPU) If the MoE-only time per step is t_moe (seconds), $\\\\text{TFLOPS} = \\\\text{FLOPs}_{\\\\text{per-step}} / \\\\text{step_per_second}.$ Use MoE-phase time, not full step_time, to get MoE throughput. TFLOPS Forward Backward Average 17.55 18.41","breadcrumbs":"kt-sft part » kt-sft developer tech notes » Speed Tests","id":"63","title":"Speed Tests"},"64":{"body":"DeepSeek-V3 (671B; 58 MoE layers out of 61): ~ 70 GB total GPU, ~ 1.2–1.3 TB host memory. DeepSeek-V2-Lite (14B; 26 MoE layers out of 27): ~ 5 GB GPU, ~ 30 GB host memory.","breadcrumbs":"kt-sft part » kt-sft developer tech notes » Memory Footprint","id":"64","title":"Memory Footprint"},"65":{"body":"Integrating KTransformers LoRA with LLaMA-Factory provides a practical path to efficiently train and deploy MoE LLMs. KT contributes placement strategies and operator optimizations (DeepSeek/Qwen/Kimi support with AMX-accelerated kernels), and LoRA enables customization with very low GPU memory; LLaMA-Factory supplies a coherent user-level interface. This means even tens-to-hundreds-of-billion-parameter MoE models can be fine-tuned and served with low latency on ordinary hardware. The approach balances memory savings, speed, and usability, turning ultra-large models into tools that developers can actually wield.","breadcrumbs":"kt-sft part » kt-sft developer tech notes » Conclusion","id":"65","title":"Conclusion"},"66":{"body":"This tutorial demonstrates how to use Direct Preference Optimization (DPO) to fine-tune a language model using the LLaMA-Factory framework. DPO is a method for training models based on human preferences, allowing for more aligned and user-centric outputs.","breadcrumbs":"kt-sft part » DPO tutorial » DPO Training with LLaMA-Factory","id":"66","title":"DPO Training with LLaMA-Factory"},"67":{"body":"","breadcrumbs":"kt-sft part » DPO tutorial » Installation","id":"67","title":"Installation"},"68":{"body":"conda create -n Kllama python=3.12 # choose from : [3.11, 3.12, 3.13]\\nconda install -y -c conda-forge libstdcxx-ng gcc_impl_linux-64\\nconda install -y -c nvidia/label/cuda-12.8.0 cuda-runtime","breadcrumbs":"kt-sft part » DPO tutorial » Step 1: Create a conda environment and suit it for KTransformers","id":"68","title":"Step 1: Create a conda environment and suit it for KTransformers"},"69":{"body":"git clone --depth 1 https://github.com/hiyouga/LLaMA-Factory.git\\ncd LLaMA-Factory\\npip install -e \\".[torch,metrics]\\" --no-build-isolation","breadcrumbs":"kt-sft part » DPO tutorial » Step 2: Install the LLaMA-Factory environment","id":"69","title":"Step 2: Install the LLaMA-Factory environment"},"7":{"body":"GitHub Issues: Report bugs or request features WeChat Group: See archive/WeChatGroup.png","breadcrumbs":"Introduction » » 💬 Community & Support","id":"7","title":"💬 Community & Support"},"70":{"body":"Option 1: Install the KTransformers wheel that matches your Torch and Python versions, from https://github.com/kvcache-ai/ktransformers/releases/tag/v0.4.4 (Note: The CUDA version can differ from that in the wheel filename.) pip install ktransformers-0.4.4+cu128torch28fancy-cp312-cp312-linux_x86_64.whl Option 2: Install KTransformers from source git clone --depth 1 https://github.com/kvcache-ai/ktransformers.git\\ncd ktransformers/kt-sft\\nexport TORCH_CUDA_ARCH_LIST=\\"8.0;8.9;9.0\\" # set according to your GPU pip install -r \\"requirements-sft.txt\\"\\nKTRANSFORMERS_FORCE_BUILD=TRUE pip install -v . --no-build-isolation","breadcrumbs":"kt-sft part » DPO tutorial » Step 3: Install KTransformers","id":"70","title":"Step 3: Install KTransformers"},"71":{"body":"# abi=True/False can find from below\\n# import torch\\n# print(torch._C._GLIBCXX_USE_CXX11_ABI) pip install https://github.com/Dao-AILab/flash-attention/releases/download/v2.8.3/flash_attn-2.8.3+cu12torch2.8cxx11abiTRUE-cp312-cp312-linux_x86_64.whl","breadcrumbs":"kt-sft part » DPO tutorial » Step 4: Install the Flash-attention wheel that matches your Torch and Python versions, from: https://github.com/Dao-AILab/flash-attention/releases","id":"71","title":"Step 4: Install the Flash-attention wheel that matches your Torch and Python versions, from: https://github.com/Dao-AILab/flash-attention/releases"},"72":{"body":"git clone https://github.com/kvcache-ai/custom_flashinfer.git\\npip install custom_flashinfer/","breadcrumbs":"kt-sft part » DPO tutorial » Step 5: (Optional) If you want to use flash_infer (otherwise it defaults to triton)","id":"72","title":"Step 5: (Optional) If you want to use flash_infer (otherwise it defaults to triton)"},"73":{"body":"We use deepseek-ai/DeepSeek-V2-Lite as an example here. You can replace it with other models such as Kimi K2.","breadcrumbs":"kt-sft part » DPO tutorial » Prepare Models","id":"73","title":"Prepare Models"},"74":{"body":"# For LoRA SFT\\nUSE_KT=1 llamafactory-cli train examples/train_lora/deepseek2_lora_dpo_kt.yaml\\n# For Chat with model after LoRA SFT\\nllamafactory-cli chat examples/inference/deepseek2_lora_dpo_kt.yaml\\n# For API with model after LoRA SFT\\nllamafactory-cli api examples/inference/deepseek2_lora_dpo_kt.yaml For example, we provide the YAML file as follows: （1）examples/train_lora/deepseek2_lora_dpo_kt.yaml ### model\\nmodel_name_or_path: deepseek-ai/DeepSeek-V2-Lite\\ntrust_remote_code: true ### method\\nstage: dpo\\ndo_train: true\\nfinetuning_type: lora\\nlora_rank: 8\\nlora_target: all\\npref_beta: 0.1\\npref_loss: sigmoid # choices: [sigmoid (dpo), orpo, simpo] ### dataset\\ndataset: dpo_en_demo\\ntemplate: llama3\\ncutoff_len: 2048\\nmax_samples: 1000\\noverwrite_cache: true\\npreprocessing_num_workers: 16\\ndataloader_num_workers: 4 ### output\\noutput_dir: saves/Kllama_deepseekV2_DPO\\nlogging_steps: 10\\nsave_steps: 500\\nplot_loss: true\\noverwrite_output_dir: true\\nsave_only_model: false\\nreport_to: none # choices: [none, wandb, tensorboard, swanlab, mlflow] ### train\\nper_device_train_batch_size: 1\\ngradient_accumulation_steps: 8\\nlearning_rate: 5.0e-6\\nnum_train_epochs: 3\\nlr_scheduler_type: cosine\\nwarmup_ratio: 0.1\\nbf16: true\\nddp_timeout: 180000000\\nresume_from_checkpoint: null ### ktransformers\\nuse_kt: true # use KTransformers as LoRA sft backend\\nkt_optimize_rule: examples/kt_optimize_rules/DeepSeek-V2-Lite-Chat-sft-amx.yaml\\ncpu_infer: 64\\nchunk_size: 8192 For more details about –kt_optimize_rule, please refer to https://github.com/kvcache-ai/ktransformers/blob/main/doc/en/KTransformers-Fine-Tuning_User-Guide.md Then, you can use the lora adapter saved in saves/Kllama_deepseekV2_DPO for inference the same as the sft training. For example, model_name_or_path: DeepSeek-V2-Lite-Chat adapter_name_or_path: saves/Kllama_deepseekV2_DPO\\ntemplate: deepseek\\ninfer_backend: ktransformers # choices: [huggingface, vllm, sglang, ktransformers]\\ntrust_remote_code: true use_kt: true # use KTransformers as LoRA sft backend to inference\\nkt_optimize_rule: examples/kt_optimize_rules/DeepSeek-V2-Lite-Chat-sft-amx.yaml\\ncpu_infer: 32\\nchunk_size: 8192","breadcrumbs":"kt-sft part » DPO tutorial » How to start","id":"74","title":"How to start"},"75":{"body":"To be written…","breadcrumbs":"kt-kernel part » kt-kernel Docs","id":"75","title":"kt-kernel Docs"},"76":{"body":"","breadcrumbs":"FAQ » see the issue FAQ page","id":"76","title":"see the issue FAQ page"},"8":{"body":"The original integrated KTransformers framework has been archived to the archive/ directory for reference. The project now focuses on the two core modules above for better modularity and maintainability. For the original documentation with full quick-start guides and examples, see: archive/README.md (English) archive/README_ZH.md (中文)","breadcrumbs":"Introduction » » 📦 KT original Code","id":"8","title":"📦 KT original Code"},"9":{"body":"High-performance kernel operations for KTransformers, featuring CPU-optimized MoE inference with AMX, AVX, KML and blis (amd library) support. KT-Kernel Note Features Installation Prerequisites Quick Installation (Recommended) Manual Configuration (Advanced) Verification Integration with SGLang Installation Steps 1. Install SGLang 2. Prepare Weights 3. Launch SGLang Server Complete Example: Qwen3-30B-A3B Option A: AMX Backend (AMXINT8) Option B: LLAMAFILE Backend (GGUF) KT-Kernel Parameters Direct Python API Usage Advanced Options Build Configuration Manual Installation 1. Install System Dependencies 2. Set Build Configuration 3. 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- 3. kt-sft part
❱
- 3.1. kt-sft developer tech notes
- 3.2. Injection Tutorial
- 4. kt-kernel part
- FAQ
- 5. FAQ
';
+ this.innerHTML = '- Introduction
- Install & Usage
- 1. For kt-kernel
- 2. For kt-sft
- Tutorial
- 3. kt-sft part
❱
- 3.1. Injection Tutorial
- 3.2. kt-sft developer tech notes
- 3.3. DPO tutorial
- 4. kt-kernel part
- FAQ
- 5. FAQ
';
// Set the current, active page, and reveal it if it's hidden
let current_page = document.location.href.toString().split('#')[0].split('?')[0];
if (current_page.endsWith('/')) {
diff --git a/toc.html b/toc.html
index c5c395b7..4747975f 100644
--- a/toc.html
+++ b/toc.html
@@ -26,6 +26,6 @@
- - Introduction
- Install & Usage
- 1. For kt-kernel
- 2. For kt-sft
- Tutorial
- 3. kt-sft part
❱
- 3.1. kt-sft developer tech notes
- 3.2. Injection Tutorial
- 4. kt-kernel part
- FAQ
- 5. FAQ
+ - Introduction
- Install & Usage
- 1. For kt-kernel
- 2. For kt-sft
- Tutorial
- 3. kt-sft part
❱
- 3.1. Injection Tutorial
- 3.2. kt-sft developer tech notes
- 3.3. DPO tutorial
- 4. kt-kernel part
- FAQ
- 5. FAQ