diff --git a/docs/platforms/ascend/ascend_npu_best_practice.md b/docs/platforms/ascend/ascend_npu_best_practice.md
index b591d361f..37f0a57ac 100644
--- a/docs/platforms/ascend/ascend_npu_best_practice.md
+++ b/docs/platforms/ascend/ascend_npu_best_practice.md
@@ -13,7 +13,7 @@ you encounter issues or have any questions, please [open an issue](https://githu
 | Deepseek-R1       | Atlas 800I A3 | 32    | PD Disaggregation | 3.9K+1K   | 20ms | W8A8 INT8    | [Optimal Configuration](#deepseek-r1-3_9k-1k-20ms-on-a3-32-cards-disaggregation-mode)     |
 | Deepseek-R1       | Atlas 800I A3 | 32    | PD Disaggregation | 3.5K+1.5K | 20ms | W8A8 INT8    | [Optimal Configuration](#deepseek-r1-3_5k-1_5k-20ms-on-a3-32-cards-disaggregation-mode)   |
 | Deepseek-R1       | Atlas 800I A3 | 32    | PD Disaggregation | 3.5K+1K   | 20ms | W8A8 INT8    | [Optimal Configuration](#deepseek-r1-3_5k-1k-20ms-on-a3-32-cards-disaggregation-mode)     |
-| DeepSeek-V3.2     | Atlas 800I A3 | 32    | PD Disaggregation | 128K+1K   | 20ms | W8A8 INT8    | [Optimal Configuration](#deepseek-v32-128k-1k-20ms-on-a3-32-cards-disaggregation-mode)    |
+| DeepSeek-V3.2     | Atlas 800I A3 | 32    | PD Disaggregation | 128K+1K   | 26ms | W8A8 INT8    | [Optimal Configuration](#deepseek-v32-128k-1k-26ms-on-a3-32-cards-disaggregation-mode)    |
 
 ### High Throughput
 
@@ -34,17 +34,18 @@ you encounter issues or have any questions, please [open an issue](https://githu
 | Qwen3-235B-A22B | Atlas 800I A3 | 8     | PD Mixed    | 11K+1K  | 10ms | BF16         | [Optimal Configuration](#qwen3-235b-a22b-11k-1k-10ms-on-a3-8-cards-mixed-mode) |
 | Qwen3-32B       | Atlas 800I A3 | 4     | PD Mixed    | 6K+1.5K | 18ms | BF16         | [Optimal Configuration](#qwen3-32b-6k-1_5k-18ms-on-a3-4-cards-mixed-mode)      |
 | Qwen3-32B       | Atlas 800I A3 | 4     | PD Mixed    | 4K+1.5K | 11ms | BF16         | [Optimal Configuration](#qwen3-32b-4k-1_5k-11ms-on-a3-4-cards-mixed-mode)      |
-| Qwen3-32B       | Atlas 800I A3 | 8     | PD Mixed    | 18K+4K  | 12ms | BF16         | [Optimal Configuration](#qwen3-32b-18k-4k-12ms-on-a3-8-cards-mixed-mode)       |
+| Qwen3-32B       | Atlas 800I A3 | 8     | PD Mixed    | 18K+4K  | 6ms  | BF16         | [Optimal Configuration](#qwen3-32b-18k-4k-6ms-on-a3-8-cards-mixed-mode)        |
 | Qwen3-32B       | Atlas 800I A2 | 8     | PD Mixed    | 6K+1.5K | 18ms | W8A8 INT8    | [Optimal Configuration](#qwen3-32b-6k-1_5k-18ms-on-a2-8-cards-mixed-mode)      |
 | Qwen3-32B       | Atlas 800I A2 | 8     | PD Mixed    | 4K+1.5K | 11ms | BF16         | [Optimal Configuration](#qwen3-32b-4k-1_5k-11ms-on-a2-8-cards-mixed-mode)      |
 | Qwen3-32B       | Atlas 800I A3 | 2     | PD Mixed    | 1K+0.3K | 12ms | W8A8 INT8    | [Optimal Configuration](#qwen3-32b-1k-0_3k-12ms-on-a3-2-cards-mixed-mode)      |
 | Qwen3-32B       | Atlas 800I A3 | 2     | PD Mixed    | 6K+1.5K | 17ms | W8A8 INT8    | [Optimal Configuration](#qwen3-32b-6k-1_5k-17ms-on-a3-2-cards-mixed-mode)      |
 | Qwen3-8B        | Atlas 800I A3 | 1     | PD Mixed    | 1K+0.3K | 7ms  | W8A8 INT8    | [Optimal Configuration](#qwen3-8b-1k-0_3k-7ms-on-a3-1-cards-mixed-mode)        |
-| Qwen3-8B        | Atlas 800I A3 | 1     | PD Mixed    | 6K+1.5K | 9ms  | W8A8 INT8    | [Optimal Configuration](#qwen3-8b-6k-1_5k-9ms-on-a3-1-cards-mixed-mode)        |
+| Qwen3-8B        | Atlas 800I A3 | 1     | PD Mixed    | 6K+1.5K | 12ms | W8A8 INT8    | [Optimal Configuration](#qwen3-8b-6k-1_5k-12ms-on-a3-1-cards-mixed-mode)       |
 | Qwen3-30B-A3B   | Atlas 800I A3 | 1     | PD Mixed    | 6K+1.5K | 10ms | W8A8 INT8    | [Optimal Configuration](#qwen3-30b-a3b-6k-1_5k-10ms-on-a3-1-cards-mixed-mode)  |
-| Qwen3-30B-A3B   | Atlas 800I A3 | 1     | PD Mixed    | 1K+0.3K | 8ms  | W8A8 INT8    | [Optimal Configuration](#qwen3-30b-a3b-1k-0_3k-8ms-on-a3-1-cards-mixed-mode)   |
+| Qwen3-30B-A3B   | Atlas 800I A3 | 1     | PD Mixed    | 1K+0.3K | 7ms  | W8A8 INT8    | [Optimal Configuration](#qwen3-30b-a3b-1k-0_3k-7ms-on-a3-1-cards-mixed-mode)   |
 | Qwen3-Next-A3B-Instruct       | Atlas 800I A3 | 2     | PD Mixed    | 1K+0.3K | 14.21ms | W8A8 INT8    | [Optimal Configuration](#qwen3-next-1k-0_3k-14_21ms-on-a3-2-cards-mixed-mode)      |
 | Qwen3-Next-A3B-Instruct       | Atlas 800I A3 | 2     | PD Mixed    | 6K+1.5K | 15.62ms | W8A8 INT8    | [Optimal Configuration](#qwen3-next-6k-1_5k-15_62ms-on-a3-2-cards-mixed-mode)      |
+| Qwen3-14B                     | Atlas 800I A3 | 1     | PD Mixed    | 3.5K+1.5K | 9ms   | W8A8 INT8    | [Optimal Configuration](#qwen3-14b-3_5k-1_5k-9ms-on-a3-1-cards-mixed-mode)         |
 
 ### High Throughput
 
@@ -64,6 +65,7 @@ you encounter issues or have any questions, please [open an issue](https://githu
 | Qwen3-Next-80B-A3B-Instruct    | Atlas 800I A3 | 2     | PD Mixed          | 3.5K+1.5K | 50ms  | W8A8 INT8    | [Optimal Configuration](#qwen3-next-80B-a3b-instruct-3_5k-1_5k-50ms-on-a3-2-cards-mixed-mode)              |
 | Qwen3-32B                      | Atlas 800I A2 | 8     | PD Mixed          | 3.5K+1.5K | 50ms  | W8A8 INT8    | [Optimal Configuration](#qwen3-32b-3_5k-1_5k-50ms-on-a2-8-cards-mixed-mode)                                |
 | Qwen3-32B                      | Atlas 800I A2 | 8     | PD Mixed          | 2K+2K     | 50ms  | W8A8 INT8    | [Optimal Configuration](#qwen3-32b-2k-2k-50ms-on-a2-8-cards-mixed-mode)                                    |
+| Qwen3-14B                      | Atlas 800I A3 | 1     | PD Mixed          | 3.5K+1.5K | 50ms  | W8A8 INT8    | [Optimal Configuration](#qwen3-14b-3_5k-1_5k-50ms-on-a3-1-cards-mixed-mode)                                |
 
 ## Optimal Configuration
 
@@ -96,6 +98,10 @@ export PATH=/usr/local/Ascend/8.5.0/compiler/bishengir/bin:$PATH
 
 export PYTORCH_NPU_ALLOC_CONF=expandable_segments:True
 export STREAMS_PER_DEVICE=32
+export HCCL_OP_EXPANSION_MODE=AIV
+export SGLANG_NPU_USE_MLAPO=1
+export SGLANG_USE_FIA_NZ=1
+export SGLANG_NPU_USE_MULTI_STREAM=1
 
 export ASCEND_MF_STORE_URL="tcp://your prefill ip1:24669"
 
@@ -105,9 +111,6 @@ D_IP=('your decode ip1' 'your decode ip2')
 
 MODEL_PATH=xxx
 
-export SGLANG_NPU_USE_MLAPO=1
-export SGLANG_USE_FIA_NZ=1
-
 LOCAL_HOST1=`hostname -I|awk -F " " '{print$1}'`
 LOCAL_HOST2=`hostname -I|awk -F " " '{print$2}'`
 echo "${LOCAL_HOST1}"
@@ -118,19 +121,22 @@ do
     if [[ "$LOCAL_HOST1" == "${P_IP[$i]}" || "$LOCAL_HOST2" == "${P_IP[$i]}" ]];
     then
         echo "${P_IP[$i]}"
-        export HCCL_BUFFSIZE=1536
+        export SGLANG_USE_AG_AFTER_QLORA=1
+        export HCCL_BUFFSIZE=800
         export DEEP_NORMAL_MODE_USE_INT8_QUANT=1
         export TASK_QUEUE_ENABLE=2
+        export SGLANG_NPU_FUSED_MOE_MODE=2
+        export SGLANG_DEEPEP_NUM_MAX_DISPATCH_TOKENS_PER_RANK=131072
 
         export HCCL_SOCKET_IFNAME=lo
         export GLOO_SOCKET_IFNAME=lo
         python -m sglang.launch_server --model-path ${MODEL_PATH}  --disaggregation-mode prefill --host ${P_IP[$i]} \
         --port 8000 --disaggregation-bootstrap-port $((8998+$i)) --trust-remote-code --nnodes 1 --node-rank 0 \
-        --tp-size 16 --mem-fraction-static 0.81 --attention-backend ascend --device npu --quantization modelslim \
-        --disaggregation-transfer-backend ascend --max-running-requests 8 --context-length 8192  --disable-radix-cache \
-        --chunked-prefill-size -1 --max-prefill-tokens 28680 --moe-a2a-backend deepep --deepep-mode normal \
+        --tp-size 16 --mem-fraction-static 0.778 --attention-backend ascend --device npu --quantization modelslim \
+        --disaggregation-transfer-backend ascend --max-running-requests 16 --disable-radix-cache \
+        --chunked-prefill-size -1 --max-prefill-tokens 60000 --moe-a2a-backend ascend_fuseep --deepep-mode normal \
         --speculative-algorithm NEXTN --speculative-num-steps 1 --speculative-eagle-topk 1 --speculative-num-draft-tokens 2  \
-        --dp-size 2 --enable-dp-attention --disable-shared-experts-fusion --dtype bfloat16 --enable-attn-tp-input-scattered
+        --dp-size 4 --enable-dp-attention --disable-shared-experts-fusion --dtype bfloat16 --enable-attn-tp-input-scattered
         NODE_RANK=$i
         break
     fi
@@ -144,20 +150,21 @@ do
         echo "${D_IP[$i]}"
         export SGLANG_ENABLE_OVERLAP_PLAN_STREAM=1
         export SGLANG_ENABLE_SPEC_V2=1
-        export HCCL_BUFFSIZE=650
-        export SGLANG_DEEPEP_NUM_MAX_DISPATCH_TOKENS_PER_RANK=78
+        export HCCL_BUFFSIZE=600
+        export SGLANG_DEEPEP_NUM_MAX_DISPATCH_TOKENS_PER_RANK=64
         export TASK_QUEUE_ENABLE=1
-        export SGLANG_SCHEDULER_SKIP_ALL_GATHER=1
+        export SGLANG_NPU_FUSED_MOE_MODE=1
+        export SGLANG_LM_HEAD_TP=8
         export HCCL_SOCKET_IFNAME=xxx
         export GLOO_SOCKET_IFNAME=xxx
         python -m sglang.launch_server --model-path ${MODEL_PATH} --disaggregation-mode decode --host ${D_IP[$i]} \
         --port 8001 --trust-remote-code --dist-init-addr ${D_IP[0]}:5000 --nnodes 2 --node-rank $i --tp-size 32 --dp-size 32 \
-        --mem-fraction-static 0.815 --max-running-requests 832 --attention-backend ascend --device npu --quantization modelslim \
-        --moe-a2a-backend deepep --enable-dp-attention --deepep-mode low_latency --enable-dp-lm-head --moe-dense-tp 1 \
-        --cuda-graph-bs 12 14 16 18 20 22 24 26 --disaggregation-transfer-backend ascend --watchdog-timeout 9000 --context-length 8192 \
-        --speculative-algorithm NEXTN --speculative-num-steps 2 --speculative-eagle-topk 1 --speculative-num-draft-tokens 3  \
+        --mem-fraction-static 0.82 --max-running-requests 1024 --attention-backend ascend --device npu --quantization modelslim \
+        --moe-a2a-backend ascend_fuseep --enable-dp-attention --deepep-mode low_latency --moe-dense-tp 1 \
+        --cuda-graph-bs 2 4 6 8 10 12 14 16 18 20 22 24 26 28 30 32 --disaggregation-transfer-backend ascend --watchdog-timeout 9000 --context-length 8192 \
+        --speculative-algorithm NEXTN --speculative-num-steps 1 --speculative-eagle-topk 1 --speculative-num-draft-tokens 2  \
         --tokenizer-worker-num 4 --disable-shared-experts-fusion --dtype bfloat16 \
-        --load-balance-method decode_round_robin
+        --load-balance-method round_robin
         NODE_RANK=$i
         break
     fi
@@ -261,13 +268,13 @@ do
         export SGLANG_ENABLE_OVERLAP_PLAN_STREAM=1
         export SGLANG_ENABLE_SPEC_V2=1
         export HCCL_BUFFSIZE=650
-        export SGLANG_DEEPEP_NUM_MAX_DISPATCH_TOKENS_PER_RANK=12
+        export SGLANG_DEEPEP_NUM_MAX_DISPATCH_TOKENS_PER_RANK=16
         export TASK_QUEUE_ENABLE=1
         export SGLANG_SCHEDULER_SKIP_ALL_GATHER=1
         export HCCL_SOCKET_IFNAME=xxx
         export GLOO_SOCKET_IFNAME=xxx
         python -m sglang.launch_server --model-path ${MODEL_PATH} --disaggregation-mode decode --host ${D_IP[$i]} \
-        --port 8001 --trust-remote-code --dist-init-addr DIP1:5000 --nnodes 2 --node-rank $i --tp-size 32 --dp-size 16 \
+        --port 8001 --trust-remote-code --dist-init-addr DIP1:5000 --nnodes 2 --node-rank $i --tp-size 32 --dp-size 8 \
         --mem-fraction-static 0.75 --max-running-requests 32 --attention-backend ascend --device npu --quantization modelslim \
         --moe-a2a-backend deepep --enable-dp-attention --deepep-mode low_latency --enable-dp-lm-head --moe-dense-tp 1 \
         --cuda-graph-bs 2 4 6 --disaggregation-transfer-backend ascend --watchdog-timeout 9000 --context-length 8192 \
@@ -414,11 +421,12 @@ export PATH=/usr/local/Ascend/8.5.0/compiler/bishengir/bin:$PATH
 export PYTORCH_NPU_ALLOC_CONF=expandable_segments:True
 export STREAMS_PER_DEVICE=32
 export SGLANG_SCHEDULER_DECREASE_PREFILL_IDLE=1
+export SGLANG_PREFILL_DELAYER_MAX_DELAY_PASSES=200
 
 export HCCL_SOCKET_IFNAME=lo
 export GLOO_SOCKET_IFNAME=lo
 
-export SGLANG_DEEPEP_NUM_MAX_DISPATCH_TOKENS_PER_RANK=64
+export SGLANG_DEEPEP_NUM_MAX_DISPATCH_TOKENS_PER_RANK=88
 export HCCL_BUFFSIZE=1600
 export DEEPEP_NORMAL_LONG_SEQ_ROUND=10
 export DEEPEP_NORMAL_LONG_SEQ_PER_ROUND_TOKENS=512
@@ -430,7 +438,6 @@ export SGLANG_NPU_USE_MLAPO=1
 export SGLANG_ENABLE_SPEC_V2=1
 export SGLANG_ENABLE_OVERLAP_PLAN_STREAM=1
 export SGLANG_USE_FIA_NZ=1
-export ENABLE_MOE_NZ=1
 
 python3 -m sglang.launch_server --model-path ${MODEL_PATH} \
 --tp 16 \
@@ -440,15 +447,14 @@ python3 -m sglang.launch_server --model-path ${MODEL_PATH} \
 --quantization modelslim \
 --watchdog-timeout 9000 \
 --host 127.0.0.1 --port 6699 \
---cuda-graph-bs 4 8 16 \
---mem-fraction-static 0.74 \
---max-running-requests 256 \
+--cuda-graph-bs 4 8 20 21 22 \
+--mem-fraction-static 0.78 \
+--max-running-requests 352 \
 --disable-radix-cache --chunked-prefill-size -1 --max-prefill-tokens 1500 \
 --moe-a2a-backend deepep --deepep-mode auto \
 --enable-dp-attention --dp-size 16 --enable-dp-lm-head \
---speculative-algorithm NEXTN --speculative-num-steps 3 --speculative-eagle-topk 1 --speculative-num-draft-tokens 4 \
+--speculative-algorithm NEXTN --speculative-num-steps 2 --speculative-eagle-topk 1 --speculative-num-draft-tokens 3 \
 --dtype bfloat16
-
 ```
 
 #### Benchmark
@@ -481,8 +487,6 @@ sysctl -w vm.swappiness=0
 sysctl -w kernel.numa_balancing=0
 sysctl -w kernel.sched_migration_cost_ns=50000
 
-export SGLANG_SET_CPU_AFFINITY=1
-
 unset https_proxy
 unset http_proxy
 unset HTTPS_PROXY
@@ -492,6 +496,7 @@ source /usr/local/Ascend/ascend-toolkit/set_env.sh
 source /usr/local/Ascend/nnal/atb/set_env.sh
 export PATH=/usr/local/Ascend/8.5.0/compiler/bishengir/bin:$PATH
 
+export SGLANG_SET_CPU_AFFINITY=1
 export PYTORCH_NPU_ALLOC_CONF=expandable_segments:True
 export STREAMS_PER_DEVICE=32
 
@@ -526,11 +531,11 @@ do
         export GLOO_SOCKET_IFNAME=lo
         python -m sglang.launch_server --model-path ${MODEL_PATH}  --disaggregation-mode prefill --host ${P_IP[$i]} \
         --port 8000 --disaggregation-bootstrap-port $((8998+$i)) --trust-remote-code --nnodes 1 --node-rank 0 \
-        --tp-size 16 --mem-fraction-static 0.6 --attention-backend ascend --device npu --quantization modelslim \
+        --tp-size 16 --mem-fraction-static 0.8 --attention-backend ascend --device npu --quantization modelslim \
         --disaggregation-transfer-backend ascend --max-running-requests 8 --context-length 8192  --disable-radix-cache \
         --chunked-prefill-size 32768 --max-prefill-tokens 28680 --moe-a2a-backend deepep --deepep-mode normal \
         --speculative-algorithm NEXTN --speculative-num-steps 1 --speculative-eagle-topk 1 --speculative-num-draft-tokens 2  \
-        --dp-size 2 --enable-dp-attention --disable-shared-experts-fusion --dtype bfloat16
+        --dp-size 1 --enable-dp-attention --disable-shared-experts-fusion --dtype bfloat16
         NODE_RANK=$i
         break
     fi
@@ -545,18 +550,19 @@ do
         export SGLANG_ENABLE_OVERLAP_PLAN_STREAM=1
         export SGLANG_ENABLE_SPEC_V2=1
         export HCCL_BUFFSIZE=720
+        export SGLANG_DP_ROUND_ROBIN=1
         export SGLANG_DEEPEP_NUM_MAX_DISPATCH_TOKENS_PER_RANK=96
         export TASK_QUEUE_ENABLE=1
         export HCCL_SOCKET_IFNAME=xxx
         export GLOO_SOCKET_IFNAME=xxx
         python -m sglang.launch_server --model-path ${MODEL_PATH} --disaggregation-mode decode --host ${D_IP[$i]} \
-        --port 8001 --trust-remote-code --nnodes 1 --node-rank 0 --tp-size 16 --dp-size 16 \
-        --mem-fraction-static 0.8 --max-running-requests 384 --attention-backend ascend --device npu --quantization modelslim \
+        --port 8001 --trust-remote-code --nnodes 1 --node-rank 0 --tp-size 16 --dp-size 4 \
+        --mem-fraction-static 0.8 --max-running-requests 24 --attention-backend ascend --device npu --quantization modelslim \
         --moe-a2a-backend deepep --enable-dp-attention --deepep-mode low_latency --enable-dp-lm-head \
         --cuda-graph-bs 8 10 12 14 16 18 20 22 24 --disaggregation-transfer-backend ascend --watchdog-timeout 9000 --context-length 8192 \
         --speculative-algorithm NEXTN --speculative-num-steps 3 --speculative-eagle-topk 1 --speculative-num-draft-tokens 4  \
         --disable-shared-experts-fusion --dtype bfloat16 --tokenizer-worker-num 4 \
-		--load-balance-method decode_round_robin
+		--load-balance-method round_robin
         NODE_RANK=$i
         break
     fi
@@ -605,8 +611,6 @@ sysctl -w vm.swappiness=0
 sysctl -w kernel.numa_balancing=0
 sysctl -w kernel.sched_migration_cost_ns=50000
 
-export SGLANG_SET_CPU_AFFINITY=1
-
 unset https_proxy
 unset http_proxy
 unset HTTPS_PROXY
@@ -622,14 +626,16 @@ export STREAMS_PER_DEVICE=32
 export HCCL_SOCKET_IFNAME=lo
 export GLOO_SOCKET_IFNAME=lo
 export SGLANG_SCHEDULER_DECREASE_PREFILL_IDLE=1
-export SGLANG_DEEPEP_NUM_MAX_DISPATCH_TOKENS_PER_RANK=36
-export HCCL_BUFFSIZE=1600
+export SGLANG_PREFILL_DELAYER_MAX_DELAY_PASSES=200
+export SGLANG_DEEPEP_NUM_MAX_DISPATCH_TOKENS_PER_RANK=56
+export HCCL_BUFFSIZE=1200
+export DEEPEP_NORMAL_LONG_SEQ_ROUND=10
+export DEEPEP_NORMAL_LONG_SEQ_PER_ROUND_TOKENS=512
 export DEEP_NORMAL_MODE_USE_INT8_QUANT=1
 export SGLANG_NPU_USE_MLAPO=1
 export SGLANG_ENABLE_SPEC_V2=1
 export SGLANG_ENABLE_OVERLAP_PLAN_STREAM=1
 export SGLANG_USE_FIA_NZ=1
-export ENABLE_MOE_NZ=1
 
 MODEL_PATH=xxx
 
@@ -641,15 +647,14 @@ python3 -m sglang.launch_server --model-path ${MODEL_PATH} \
 --quantization modelslim \
 --watchdog-timeout 9000 \
 --host 127.0.0.1 --port 6699 \
---cuda-graph-bs 8 16 24 28 32 36 \
---mem-fraction-static 0.71 \
---max-running-requests 144 \
---context-length 8188  --disable-radix-cache --chunked-prefill-size -1 --max-prefill-tokens 9000 \
+--cuda-graph-bs 4 8 12 14 \
+--mem-fraction-static 0.77 \
+--max-running-requests 224 \
+--context-length 8188  --disable-radix-cache --chunked-prefill-size -1 --max-prefill-tokens 3000 \
 --moe-a2a-backend deepep --deepep-mode auto \
---enable-dp-attention --dp-size 4 --enable-dp-lm-head \
+--enable-dp-attention --dp-size 16 --enable-dp-lm-head \
 --speculative-algorithm NEXTN --speculative-num-steps 3 --speculative-eagle-topk 1 --speculative-num-draft-tokens 4 \
 --dtype bfloat16
-
 ```
 
 #### Benchmark
@@ -682,7 +687,6 @@ sysctl -w vm.swappiness=0
 sysctl -w kernel.numa_balancing=0
 sysctl -w kernel.sched_migration_cost_ns=50000
 
-export SGLANG_SET_CPU_AFFINITY=1
 unset https_proxy
 unset http_proxy
 unset HTTPS_PROXY
@@ -692,6 +696,7 @@ source /usr/local/Ascend/ascend-toolkit/set_env.sh
 source /usr/local/Ascend/nnal/atb/set_env.sh
 export PATH=/usr/local/Ascend/8.5.0/compiler/bishengir/bin:$PATH
 
+export SGLANG_SET_CPU_AFFINITY=1
 export PYTORCH_NPU_ALLOC_CONF=expandable_segments:True
 export STREAMS_PER_DEVICE=32
 
@@ -718,7 +723,7 @@ do
     if [[ "$LOCAL_HOST1" == "${P_IP[$i]}" || "$LOCAL_HOST2" == "${P_IP[$i]}" ]];
     then
         echo "${P_IP[$i]}"
-        export HCCL_BUFFSIZE=1536
+        export HCCL_BUFFSIZE=3500
         export DEEP_NORMAL_MODE_USE_INT8_QUANT=1
         export TASK_QUEUE_ENABLE=2
 
@@ -726,11 +731,11 @@ do
         export GLOO_SOCKET_IFNAME=lo
         python -m sglang.launch_server --model-path ${MODEL_PATH}  --disaggregation-mode prefill --host ${P_IP[$i]} \
         --port 8000 --disaggregation-bootstrap-port $((8998+$i)) --trust-remote-code --nnodes 1 --node-rank 0 \
-        --tp-size 16 --mem-fraction-static 0.6 --attention-backend ascend --device npu --quantization modelslim \
-        --disaggregation-transfer-backend ascend --max-running-requests 8 --context-length 8192  --disable-radix-cache \
-        --chunked-prefill-size -1 --max-prefill-tokens 28680 --moe-a2a-backend deepep --deepep-mode normal \
+        --tp-size 16 --mem-fraction-static 0.62 --attention-backend ascend --device npu --quantization modelslim \
+        --disaggregation-transfer-backend ascend --max-running-requests 32 --context-length 8192  --disable-radix-cache \
+        --chunked-prefill-size -1 --max-prefill-tokens 20480 --moe-a2a-backend deepep --deepep-mode normal \
         --speculative-algorithm NEXTN --speculative-num-steps 1 --speculative-eagle-topk 1 --speculative-num-draft-tokens 2  \
-        --dp-size 2 --enable-dp-attention --disable-shared-experts-fusion --dtype bfloat16
+        --dp-size 8 --enable-dp-attention --disable-shared-experts-fusion --dtype bfloat16
         NODE_RANK=$i
         break
     fi
@@ -744,19 +749,19 @@ do
         echo "${D_IP[$i]}"
         export SGLANG_ENABLE_OVERLAP_PLAN_STREAM=1
         export SGLANG_ENABLE_SPEC_V2=1
-        export HCCL_BUFFSIZE=720
-        export SGLANG_DEEPEP_NUM_MAX_DISPATCH_TOKENS_PER_RANK=96
+        export HCCL_BUFFSIZE=800
+        export SGLANG_DEEPEP_NUM_MAX_DISPATCH_TOKENS_PER_RANK=78
         export TASK_QUEUE_ENABLE=1
         export HCCL_SOCKET_IFNAME=xxx
         export GLOO_SOCKET_IFNAME=xxx
         python -m sglang.launch_server --model-path ${MODEL_PATH} --disaggregation-mode decode --host ${D_IP[$i]} \
         --port 8001 --trust-remote-code --nnodes 1 --node-rank 0 --tp-size 16 --dp-size 16 \
-        --mem-fraction-static 0.8 --max-running-requests 384 --attention-backend ascend --device npu --quantization modelslim \
+        --mem-fraction-static 0.805 --max-running-requests 416 --attention-backend ascend --device npu --quantization modelslim \
         --moe-a2a-backend deepep --enable-dp-attention --deepep-mode low_latency --enable-dp-lm-head \
-        --cuda-graph-bs 8 10 12 14 16 18 20 22 24 --disaggregation-transfer-backend ascend --watchdog-timeout 9000 --context-length 8192 \
-        --speculative-algorithm NEXTN --speculative-num-steps 3 --speculative-eagle-topk 1 --speculative-num-draft-tokens 4  \
+        --cuda-graph-bs 2 4 6 8 10 12 14 16 18 20 22 24 26 --disaggregation-transfer-backend ascend --watchdog-timeout 9000 --context-length 8192 \
+        --speculative-algorithm NEXTN --speculative-num-steps 2 --speculative-eagle-topk 1 --speculative-num-draft-tokens 3  \
         --disable-shared-experts-fusion --dtype bfloat16 --tokenizer-worker-num 4 \
-		--load-balance-method decode_round_robin
+		--load-balance-method round_robin
         NODE_RANK=$i
         break
     fi
@@ -783,7 +788,7 @@ We tested it based on the `RANDOM` dataset.
 python -m sglang.bench_serving --dataset-name random --backend sglang --host 127.0.0.1 --port 6688 --max-concurrency 384  --random-input-len 3500 --random-output-len 1500 --num-prompts 1536 --random-range-ratio 1
 ```
 
-### DeepSeek-V3.2 128K-1K 20ms on A3 32 Cards Disaggregation Mode
+### DeepSeek-V3.2 128K-1K 26ms on A3 32 Cards Disaggregation Mode
 
 Model: DeepSeek-V3.2-W8A8
 
@@ -795,7 +800,7 @@ Dataset: random
 
 Input Output Length: 128K+1K
 
-TPOT: 20ms
+TPOT: 26ms
 
 #### Model Deployment
 
@@ -805,7 +810,6 @@ sysctl -w vm.swappiness=0
 sysctl -w kernel.numa_balancing=0
 sysctl -w kernel.sched_migration_cost_ns=50000
 
-export SGLANG_SET_CPU_AFFINITY=1
 unset https_proxy
 unset http_proxy
 unset HTTPS_PROXY
@@ -817,6 +821,7 @@ source /usr/local/Ascend/nnal/atb/set_env.sh
 export LD_LIBRARY_PATH=/usr/local/Ascend/ascend-toolkit/latest/opp/vendors/customize/op_api/lib/:${LD_LIBRARY_PATH}
 export PATH=/usr/local/Ascend/8.5.0/compiler/bishengir/bin:$PATH
 
+export SGLANG_SET_CPU_AFFINITY=1
 export PYTORCH_NPU_ALLOC_CONF=expandable_segments:True
 export STREAMS_PER_DEVICE=32
 export ASCEND_MF_STORE_URL="tcp://your prefill ip1:24670"
@@ -961,7 +966,6 @@ sysctl -w vm.swappiness=0
 sysctl -w kernel.numa_balancing=0
 sysctl -w kernel.sched_migration_cost_ns=50000
 
-export SGLANG_SET_CPU_AFFINITY=1
 unset https_proxy
 unset http_proxy
 unset HTTPS_PROXY
@@ -969,17 +973,19 @@ unset HTTP_PROXY
 unset ASCEND_LAUNCH_BLOCKING
 
 source /usr/local/Ascend/ascend-toolkit/latest/opp/vendors/customize/bin/set_env.bash
-export PYTORCH_NPU_ALLOC_CONF=expandable_segments:True
 
-export SGLANG_DEEPEP_NUM_MAX_DISPATCH_TOKENS_PER_RANK=16
+export SGLANG_SET_CPU_AFFINITY=1
+export PYTORCH_NPU_ALLOC_CONF=expandable_segments:True
+export SGLANG_DISAGGREGATION_BOOTSTRAP_TIMEOUT=600
+export SGLANG_ENABLE_OVERLAP_PLAN_STREAM=1
+export SGLANG_ENABLE_SPEC_V2=1
+export SGLANG_DP_ROUND_ROBIN=1
+export SGLANG_NPU_FUSED_MOE_MODE=2
 
 MODEL_PATH=xxx
 export ASCEND_MF_STORE_URL="tcp://your prefill ip1:24667"
 P_IP=('your prefill ip1')
 D_IP=('your decode ip1' 'your decode ip2')
-export SGLANG_DISAGGREGATION_BOOTSTRAP_TIMEOUT=600
-export SGLANG_ENABLE_OVERLAP_PLAN_STREAM=1
-export SGLANG_ENABLE_SPEC_V2=1
 
 LOCAL_HOST1=`hostname -I|awk -F " " '{print$1}'`
 LOCAL_HOST2=`hostname -I|awk -F " " '{print$2}'`
@@ -995,6 +1001,7 @@ do
         echo "${P_IP[$i]}"
         source /usr/local/Ascend/ascend-toolkit/set_env.sh
         source /usr/local/Ascend/nnal/atb/set_env.sh
+        export SGLANG_DEEPEP_NUM_MAX_DISPATCH_TOKENS_PER_RANK=188416
         export DEEPEP_NORMAL_LONG_SEQ_PER_ROUND_TOKENS=1024
         export DEEPEP_NORMAL_LONG_SEQ_ROUND=16
         export HCCL_BUFFSIZE=4300
@@ -1013,9 +1020,9 @@ do
         --speculative-algorithm EAGLE3 --speculative-draft-model-path xxx \
         --speculative-num-steps 3 --speculative-eagle-topk 1 --speculative-num-draft-tokens 4 \
         --speculative-draft-model-quantization unquant \
-        --max-running-requests 128 --chunked-prefill-size 262144 --max-prefill-tokens 262144 \
+        --max-running-requests 128 --chunked-prefill-size 94208 --max-prefill-tokens 262144 \
         --enable-dp-attention  \
-        --moe-a2a-backend deepep --deepep-mode normal --dtype bfloat16
+        --moe-a2a-backend ascend_fuseep --dtype bfloat16
         NODE_RANK=$i
         break
     fi
@@ -1029,8 +1036,9 @@ do
         echo "${D_IP[$i]}"
         source /usr/local/Ascend/ascend-toolkit/set_env.sh
         source /usr/local/Ascend/nnal/atb/set_env.sh
-        export SGLANG_DEEPEP_NUM_MAX_DISPATCH_TOKENS_PER_RANK=24
-        export HCCL_BUFFSIZE=512
+        export DP_ROUND_ROBIN=1
+        export SGLANG_DEEPEP_NUM_MAX_DISPATCH_TOKENS_PER_RANK=65536
+        export HCCL_BUFFSIZE=800
         export HCCL_SOCKET_IFNAME=data0.3001
         export GLOO_SOCKET_IFNAME=data0.3001
         export STREAMS_PER_DEVICE=32
@@ -1046,7 +1054,7 @@ do
         --dist-init-addr xxx:5000 \
         --disaggregation-transfer-backend ascend --watchdog-timeout 9000 --context-length 8192 \
         --enable-dp-lm-head --dtype bfloat16 --tokenizer-worker-num 4 \
-        --load-balance-method decode_round_robin
+        --load-balance-method round_robin
         NODE_RANK=$i
         break
     fi
@@ -1055,7 +1063,7 @@ done
 ```
 
 ```shell
-python -m sglang_router.launch_router \
+SGLANG_DP_ROUND_ROBIN=1 python -m sglang_router.launch_router \
     --pd-disaggregation \
     --policy cache_aware \
     --prefill http://PIP:8000 8995 \
@@ -1118,24 +1126,27 @@ LOCAL_HOST2=`hostname -I|awk -F " " '{print$2}'`
 echo "${LOCAL_HOST1}"
 echo "${LOCAL_HOST2}"
 
-export HCCL_BUFFSIZE=1600
+export HCCL_BUFFSIZE=570
 export HCCL_SOCKET_IFNAME=lo
 export GLOO_SOCKET_IFNAME=lo
 export HCCL_OP_EXPANSION_MODE="AIV"
 export SGLANG_ENABLE_OVERLAP_PLAN_STREAM=1
 export SGLANG_ENABLE_SPEC_V2=1
-export SGLANG_SCHEDULER_DECREASE_PREFILL_IDLE=2
+export SGLANG_SCHEDULER_DECREASE_PREFILL_IDLE=1
+export SGLANG_PREFILL_DELAYER_MAX_DELAY_PASSES=100
+
+export SGLANG_DEEPEP_NUM_MAX_DISPATCH_TOKENS_PER_RANK=188416
+export SGLANG_NPU_FUSED_MOE_MODE=2
 
 python -m sglang.launch_server --model-path $MODEL_PATH \
     --host 127.0.0.1 --port 7439 --trust-remote-code --nnodes 1 --node-rank 0  \
     --attention-backend ascend --device npu --quantization modelslim  \
-    --max-running-requests 272 --context-length 8192 --dtype bfloat16 \
-    --chunked-prefill-size 32768 --max-prefill-tokens 32768 \
+    --max-running-requests 432 --context-length 8192 --dtype bfloat16 \
+    --chunked-prefill-size 94208 --max-prefill-tokens 458880 --sampling-backend ascend \
     --speculative-algorithm EAGLE3 --speculative-draft-model-path xxx \
     --speculative-num-steps 3 --speculative-eagle-topk 1 --speculative-num-draft-tokens 4 \
-    --disable-radix-cache --moe-a2a-backend deepep  --deepep-mode auto --speculative-draft-model-quantization unquant \
-    --tp 16 --dp-size 16 --enable-dp-attention --enable-dp-lm-head --mem-fraction-static 0.8 --cuda-graph-bs 3 4 6 8 10 12 13 14 15 16 17
-
+    --disable-radix-cache --moe-a2a-backend ascend_fuseep --speculative-draft-model-quantization unquant \
+    --tp 16 --dp-size 16 --enable-dp-attention --enable-dp-lm-head --mem-fraction-static 0.8 --cuda-graph-bs 1 2 4 8 16 20 24 26 27
 ```
 
 #### Benchmark
@@ -1168,7 +1179,6 @@ sysctl -w vm.swappiness=0
 sysctl -w kernel.numa_balancing=0
 sysctl -w kernel.sched_migration_cost_ns=50000
 
-export SGLANG_SET_CPU_AFFINITY=1
 unset https_proxy
 unset http_proxy
 unset HTTPS_PROXY
@@ -1179,12 +1189,12 @@ source /usr/local/Ascend/nnal/atb/set_env.sh
 source /usr/local/Ascend/ascend-toolkit/latest/opp/vendors/customize/bin/set_env.bash
 export PATH=/usr/local/Ascend/8.5.0/compiler/bishengir/bin:$PATH
 
+export SGLANG_SET_CPU_AFFINITY=1
 export PYTORCH_NPU_ALLOC_CONF=expandable_segments:True
+export SGLANG_DISAGGREGATION_BOOTSTRAP_TIMEOUT=600
 
 MODEL_PATH=xxx
 
-export SGLANG_DISAGGREGATION_BOOTSTRAP_TIMEOUT=600
-
 LOCAL_HOST1=`hostname -I|awk -F " " '{print$1}'`
 LOCAL_HOST2=`hostname -I|awk -F " " '{print$2}'`
 
@@ -1197,6 +1207,7 @@ export GLOO_SOCKET_IFNAME=lo
 export HCCL_OP_EXPANSION_MODE="AIV"
 export SGLANG_ENABLE_OVERLAP_PLAN_STREAM=1
 export SGLANG_ENABLE_SPEC_V2=1
+export SGLANG_DEEPEP_NUM_MAX_DISPATCH_TOKENS_PER_RANK=144
 
 python -m sglang.launch_server --model-path $MODEL_PATH \
     --host 127.0.0.1 --port 7439 --trust-remote-code --nnodes 1 --node-rank 0  \
@@ -1206,7 +1217,7 @@ python -m sglang.launch_server --model-path $MODEL_PATH \
     --speculative-algorithm EAGLE3 --speculative-draft-model-path xxx \
     --speculative-num-steps 3 --speculative-eagle-topk 1 --speculative-num-draft-tokens 4 \
     --disable-radix-cache --moe-a2a-backend deepep  --deepep-mode auto --speculative-draft-model-quantization unquant  \
-    --tp 16 --dp-size 16 --enable-dp-attention --enable-dp-lm-head --mem-fraction-static 0.81 --cuda-graph-bs 8 16 20 24 32 36
+    --tp 16 --dp-size 16 --enable-dp-attention --enable-dp-lm-head --mem-fraction-static 0.84 --cuda-graph-bs 8 16 20 24 32 36
 
 ```
 
@@ -1240,8 +1251,6 @@ sysctl -w vm.swappiness=0
 sysctl -w kernel.numa_balancing=0
 sysctl -w kernel.sched_migration_cost_ns=50000
 
-export SGLANG_SET_CPU_AFFINITY=1
-
 unset https_proxy
 unset http_proxy
 unset HTTPS_PROXY
@@ -1252,34 +1261,38 @@ source /usr/local/Ascend/nnal/atb/set_env.sh
 source /usr/local/Ascend/ascend-toolkit/latest/opp/vendors/customize/bin/set_env.bash
 export PATH=/usr/local/Ascend/8.5.0/compiler/bishengir/bin:$PATH
 
+export SGLANG_SET_CPU_AFFINITY=1
 export PYTORCH_NPU_ALLOC_CONF=expandable_segments:True
+export SGLANG_DISAGGREGATION_BOOTSTRAP_TIMEOUT=600
 
 MODEL_PATH=xxx
 
-export SGLANG_DISAGGREGATION_BOOTSTRAP_TIMEOUT=600
-
 LOCAL_HOST1=`hostname -I|awk -F " " '{print$1}'`
 LOCAL_HOST2=`hostname -I|awk -F " " '{print$2}'`
 
 echo "${LOCAL_HOST1}"
 echo "${LOCAL_HOST2}"
 
-export HCCL_BUFFSIZE=2100
+export HCCL_BUFFSIZE=450
 export HCCL_SOCKET_IFNAME=xxx
 export GLOO_SOCKET_IFNAME=xxx
 export HCCL_OP_EXPANSION_MODE="AIV"
 export SGLANG_ENABLE_OVERLAP_PLAN_STREAM=1
 export SGLANG_ENABLE_SPEC_V2=1
+export SGLANG_SCHEDULER_DECREASE_PREFILL_IDLE=1
+export SGLANG_PREFILL_DELAYER_MAX_DELAY_PASSES=100
+export SGLANG_DEEPEP_NUM_MAX_DISPATCH_TOKENS_PER_RANK=147456
+export SGLANG_NPU_FUSED_MOE_MODE=2
 
 python -m sglang.launch_server --model-path $MODEL_PATH \
     --host 127.0.0.1 --port 7439 --trust-remote-code --nnodes 1 --node-rank 0  \
     --attention-backend ascend --device npu --quantization modelslim  \
-    --max-running-requests 480 --context-length 8192 --dtype bfloat16 \
-    --chunked-prefill-size -1 --max-prefill-tokens 4096 --speculative-draft-model-quantization unquant  \
+    --max-running-requests 624 --context-length 8192 --dtype bfloat16 \
+    --chunked-prefill-size 73728 --max-prefill-tokens 458880 --speculative-draft-model-quantization unquant  \
     --speculative-algorithm EAGLE3 --speculative-draft-model-path xxx \
     --speculative-num-steps 3 --speculative-eagle-topk 1 --speculative-num-draft-tokens 4 \
-    --disable-radix-cache --moe-a2a-backend deepep  --deepep-mode auto  \
-    --tp 16 --dp-size 16 --enable-dp-attention --enable-dp-lm-head --mem-fraction-static 0.75 --cuda-graph-bs 6 8 10 12 15 18 28 30
+    --disable-radix-cache --moe-a2a-backend ascend_fuseep \
+    --tp 16 --dp-size 16 --enable-dp-attention --enable-dp-lm-head --mem-fraction-static 0.83 --cuda-graph-bs 4 8 16 24 28 29 30 32 34 36 37 38 39
 ```
 
 #### Benchmark
@@ -1312,8 +1325,6 @@ sysctl -w vm.swappiness=0
 sysctl -w kernel.numa_balancing=0
 sysctl -w kernel.sched_migration_cost_ns=50000
 
-export SGLANG_SET_CPU_AFFINITY=1
-
 unset https_proxy
 unset http_proxy
 unset HTTPS_PROXY
@@ -1323,12 +1334,12 @@ source /usr/local/Ascend/ascend-toolkit/set_env.sh
 source /usr/local/Ascend/nnal/atb/set_env.sh
 source /usr/local/Ascend/ascend-toolkit/latest/opp/vendors/customize/bin/set_env.bash
 
+export SGLANG_SET_CPU_AFFINITY=1
 export PYTORCH_NPU_ALLOC_CONF=expandable_segments:True
+export SGLANG_DISAGGREGATION_BOOTSTRAP_TIMEOUT=600
 
 MODEL_PATH=xxx
 
-export SGLANG_DISAGGREGATION_BOOTSTRAP_TIMEOUT=600
-
 LOCAL_HOST1=`hostname -I|awk -F " " '{print$1}'`
 LOCAL_HOST2=`hostname -I|awk -F " " '{print$2}'`
 
@@ -1589,7 +1600,7 @@ We tested it based on the `RANDOM` dataset.
 python3 -m sglang.bench_serving --dataset-name random --backend sglang --host 127.0.0.1 --port 7239 --random-range-ratio 1 --max-concurrency 1 --random-output-len 1500 --random-input-len 4096 --num-prompts 4
 ```
 
-### Qwen3-32B 18K-4K 12ms on A3 8 Cards Mixed Mode
+### Qwen3-32B 18K-4K 6ms on A3 8 Cards Mixed Mode
 
 Model: Qwen3-32B
 
@@ -1601,7 +1612,7 @@ Dataset: random
 
 Input Output Length: 18K+4K
 
-TPOT: 12ms
+TPOT: 6ms
 
 #### Model Deployment
 
@@ -1820,7 +1831,6 @@ sysctl -w vm.swappiness=0
 sysctl -w kernel.numa_balancing=0
 sysctl -w kernel.sched_migration_cost_ns=50000
 
-export SGLANG_SET_CPU_AFFINITY=1
 unset https_proxy
 unset http_proxy
 unset HTTPS_PROXY
@@ -1833,7 +1843,10 @@ export PATH=/usr/local/Ascend/8.5.0/compiler/bishengir/bin:$PATH
 
 MODEL_PATH=xxx
 
+export SGLANG_SET_CPU_AFFINITY=1
+export ASCEND_LAUNCH_BLOCKING=0
 export SGLANG_DISAGGREGATION_BOOTSTRAP_TIMEOUT=600
+export PYTORCH_NPU_ALLOC_CONF=expandable_segments:True
 
 LOCAL_HOST1=`hostname -I|awk -F " " '{print$1}'`
 LOCAL_HOST2=`hostname -I|awk -F " " '{print$2}'`
@@ -1846,18 +1859,21 @@ export HCCL_SOCKET_IFNAME=lo
 export GLOO_SOCKET_IFNAME=lo
 export HCCL_OP_EXPANSION_MODE="AIV"
 export SGLANG_ENABLE_OVERLAP_PLAN_STREAM=1
+export SGLANG_SCHEDULER_DECREASE_PREFILL_IDLE=1
+export SGLANG_PREFILL_DELAYER_MAX_DELAY_PASSES=200
 export SGLANG_ENABLE_SPEC_V2=1
 
 python -m sglang.launch_server --model-path $MODEL_PATH \
     --host 127.0.0.1 --port 7239 --trust-remote-code --nnodes 1 --node-rank 0  \
     --attention-backend ascend --device npu  --quantization modelslim  \
-    --max-running-requests 192 \
+    --max-running-requests 162 \
     --disable-radix-cache \
     --speculative-draft-model-quantization unquant \
     --speculative-algorithm EAGLE3 --speculative-draft-model-path xxx \
     --speculative-num-steps 3 --speculative-eagle-topk 1 --speculative-num-draft-tokens 4 \
-    --chunked-prefill-size -1 --max-prefill-tokens 32768 \
-    --tp-size 2 --mem-fraction-static 0.86 --cuda-graph-bs 42 88 96 132 144 156 172 178 192 --dtype bfloat16
+    --chunked-prefill-size -1 --max-prefill-tokens 35000 \
+    --tp-size 2 --mem-fraction-static 0.87 --cuda-graph-bs 1 5 15 40 70 100 120 130 140 146 150 154 156 158 160 162 \
+    --dtype bfloat16
 ```
 
 #### Benchmark
@@ -1890,7 +1906,6 @@ sysctl -w vm.swappiness=0
 sysctl -w kernel.numa_balancing=0
 sysctl -w kernel.sched_migration_cost_ns=50000
 
-export SGLANG_SET_CPU_AFFINITY=1
 unset https_proxy
 unset http_proxy
 unset HTTPS_PROXY
@@ -1898,9 +1913,11 @@ unset HTTP_PROXY
 unset ASCEND_LAUNCH_BLOCKING
 
 source /usr/local/Ascend/ascend-toolkit/latest/opp/vendors/customize/bin/set_env.bash
-export PYTORCH_NPU_ALLOC_CONF=expandable_segments:True
 
-export SGLANG_DEEPEP_NUM_MAX_DISPATCH_TOKENS_PER_RANK=16
+export SGLANG_SET_CPU_AFFINITY=1
+export PYTORCH_NPU_ALLOC_CONF=expandable_segments:True
+export STREAMS_PER_DEVICE=32
+export SGLANG_NPU_FUSED_MOE_MODE=2
 
 MODEL_PATH=xxx
 export ASCEND_MF_STORE_URL="tcp://PIP:24667"
@@ -1922,23 +1939,22 @@ do
         echo "${P_IP[$i]}"
         source /usr/local/Ascend/ascend-toolkit/set_env.sh
         source /usr/local/Ascend/nnal/atb/set_env.sh
-        export DEEPEP_NORMAL_LONG_SEQ_PER_ROUND_TOKENS=1024
-        export DEEPEP_NORMAL_LONG_SEQ_ROUND=16
-        export HCCL_BUFFSIZE=4300
+        export SGLANG_DEEPEP_NUM_MAX_DISPATCH_TOKENS_PER_RANK=327680
+        export HCCL_BUFFSIZE=1550
         export TASK_QUEUE_ENABLE=2
         export HCCL_SOCKET_IFNAME=lo
         export GLOO_SOCKET_IFNAME=lo
-        export STREAMS_PER_DEVICE=32
         export DEEP_NORMAL_MODE_USE_INT8_QUANT=1
 
         python -m sglang.launch_server --model-path ${MODEL_PATH} --disaggregation-mode prefill \
         --host ${P_IP[$i]} --port 8000 --disaggregation-bootstrap-port 8995 --trust-remote-code \
-        --nnodes 1 --node-rank $i --tp-size 16 --dp-size 2 --mem-fraction-static 0.6 \
+        --nnodes 1 --node-rank $i --tp-size 16 --dp-size 2 --mem-fraction-static 0.7 \
         --disable-radix-cache \
-	      --attention-backend ascend --device npu --quantization modelslim --disaggregation-transfer-backend ascend \
-	      --max-running-requests 128 --chunked-prefill-size 65536 --max-prefill-tokens 262144 \
+	    --attention-backend ascend --device npu --quantization modelslim --disaggregation-transfer-backend ascend \
+	    --max-running-requests 16 --chunked-prefill-size 20480 --max-prefill-tokens 20480 \
         --enable-dp-attention  \
-        --moe-a2a-backend deepep --deepep-mode normal --dtype bfloat16
+        --moe-a2a-backend ascend_fuseep --dtype bfloat16 \
+        --disable-overlap-schedule
         NODE_RANK=$i
         break
     fi
@@ -1951,20 +1967,20 @@ do
         echo "${D_IP[$i]}"
         source /usr/local/Ascend/ascend-toolkit/set_env.sh
         source /usr/local/Ascend/nnal/atb/set_env.sh
-        export SGLANG_DEEPEP_NUM_MAX_DISPATCH_TOKENS_PER_RANK=72
-        export HCCL_BUFFSIZE=512
+        export SGLANG_DEEPEP_NUM_MAX_DISPATCH_TOKENS_PER_RANK=65536
+        export HCCL_BUFFSIZE=600
+        export SGLANG_NPU_FUSED_MOE_MODE=2
         export HCCL_SOCKET_IFNAME=xxx
         export GLOO_SOCKET_IFNAME=xxx
-        export STREAMS_PER_DEVICE=32
 
         python -m sglang.launch_server --model-path ${MODEL_PATH} --disaggregation-mode decode \
         --host ${D_IP[$i]} --port 8001 --trust-remote-code \
-        --nnodes 2 --node-rank $i --tp-size 32 --dp-size 4 --mem-fraction-static 0.73 --max-running-requests 384 \
+        --nnodes 2 --node-rank $i --tp-size 32 --dp-size 4 --mem-fraction-static 0.75 --max-running-requests 544 \
         --attention-backend ascend --device npu --quantization modelslim --enable-dp-attention \
-        --moe-a2a-backend ascend_fuseep --cuda-graph-bs 16 32 48 56 64 72 80 88 96 \
+        --moe-a2a-backend ascend_fuseep --cuda-graph-bs 16 32 56 72 80 88 96 104 112 120 128 136 \
         --dist-init-addr DIP1:5000 \
 	    --disaggregation-transfer-backend ascend --watchdog-timeout 9000 --context-length 8192 \
-        --enable-dp-lm-head --dtype bfloat16 --tokenizer-worker-num 4 --load-balance-method decode_round_robin
+        --enable-dp-lm-head --dtype bfloat16 --tokenizer-worker-num 4 --load-balance-method round_robin
         NODE_RANK=$i
         break
     fi
@@ -2013,7 +2029,6 @@ sysctl -w vm.swappiness=0
 sysctl -w kernel.numa_balancing=0
 sysctl -w kernel.sched_migration_cost_ns=50000
 
-export SGLANG_SET_CPU_AFFINITY=1
 unset https_proxy
 unset http_proxy
 unset HTTPS_PROXY
@@ -2023,16 +2038,14 @@ source /usr/local/Ascend/ascend-toolkit/set_env.sh
 source /usr/local/Ascend/nnal/atb/set_env.sh
 source /usr/local/Ascend/ascend-toolkit/latest/opp/vendors/customize/bin/set_env.bash
 
+export SGLANG_SET_CPU_AFFINITY=1
 export PYTORCH_NPU_ALLOC_CONF=expandable_segments:True
-
-export SGLANG_DEEPEP_NUM_MAX_DISPATCH_TOKENS_PER_RANK=16
-
+export SGLANG_DEEPEP_NUM_MAX_DISPATCH_TOKENS_PER_RANK=72
 export DEEP_NORMAL_MODE_USE_INT8_QUANT=1
+export SGLANG_DISAGGREGATION_BOOTSTRAP_TIMEOUT=600
 
 MODEL_PATH=xxx
 
-export SGLANG_DISAGGREGATION_BOOTSTRAP_TIMEOUT=600
-
 LOCAL_HOST1=`hostname -I|awk -F " " '{print$1}'`
 LOCAL_HOST2=`hostname -I|awk -F " " '{print$2}'`
 
@@ -2096,8 +2109,6 @@ sysctl -w vm.swappiness=0
 sysctl -w kernel.numa_balancing=0
 sysctl -w kernel.sched_migration_cost_ns=50000
 
-export SGLANG_SET_CPU_AFFINITY=1
-
 unset https_proxy
 unset http_proxy
 unset HTTPS_PROXY
@@ -2108,12 +2119,12 @@ source /usr/local/Ascend/nnal/atb/set_env.sh
 source /usr/local/Ascend/ascend-toolkit/latest/opp/vendors/customize/bin/set_env.bash
 export PATH=/usr/local/Ascend/8.5.0/compiler/bishengir/bin:$PATH
 
+export SGLANG_SET_CPU_AFFINITY=1
 export PYTORCH_NPU_ALLOC_CONF=expandable_segments:True
+export SGLANG_DISAGGREGATION_BOOTSTRAP_TIMEOUT=600
 
 MODEL_PATH=xxx
 
-export SGLANG_DISAGGREGATION_BOOTSTRAP_TIMEOUT=600
-
 LOCAL_HOST1=`hostname -I|awk -F " " '{print$1}'`
 LOCAL_HOST2=`hostname -I|awk -F " " '{print$2}'`
 
@@ -2569,7 +2580,7 @@ We tested it based on the `RANDOM` dataset.
 python3 -m sglang.bench_serving  --dataset-name random --backend sglang --host 127.0.0.1 --port 7339 --random-range-ratio 1 --max-concurrency 16 --random-output-len 300 --random-input-len 1024 --num-prompts 16
 ```
 
-### Qwen3-8B 6K-1_5K 9ms on A3 1 Cards Mixed Mode
+### Qwen3-8B 6K-1_5K 12ms on A3 1 Cards Mixed Mode
 
 Model: Qwen3-8B
 
@@ -2581,7 +2592,7 @@ Dataset: random
 
 Input Output Length: 6K+1.5K
 
-TPOT: 9ms
+TPOT: 12ms
 
 #### Model Deployment
 
@@ -2830,7 +2841,7 @@ python -m sglang.launch_server --model-path $MODEL_PATH \
     --max-running-requests 16 \
     --disable-radix-cache \
     --speculative-draft-model-quantization unquant \
-    --speculative-algorithm EAGLE3 --speculative-draft-model-path xxx --speculative-draft-model-quantization unquant \
+    --speculative-algorithm EAGLE3 --speculative-draft-model-path xxx \
     --speculative-num-steps 4 --speculative-eagle-topk 1 --speculative-num-draft-tokens 5 \
     --chunked-prefill-size -1 --max-prefill-tokens 35000  \
     --tp-size 2 --mem-fraction-static 0.6 --cuda-graph-bs 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 --dtype bfloat16
@@ -2844,7 +2855,7 @@ We tested it based on the `RANDOM` dataset.
 python3 -m sglang.bench_serving  --dataset-name random --backend sglang --host 127.0.0.1 --port 7339 --random-range-ratio 1 --max-concurrency 16 --random-output-len 1500 --random-input-len 6144 --num-prompts 16
 ```
 
-### Qwen3-30B-A3B 1K-0_3K 8ms on A3 1 Cards Mixed Mode
+### Qwen3-30B-A3B 1K-0_3K 7ms on A3 1 Cards Mixed Mode
 
 Model: Qwen3-30B-A3B
 
@@ -2856,7 +2867,7 @@ Dataset: random
 
 Input Output Length: 1K+0.3K
 
-TPOT: 8ms
+TPOT: 7ms
 
 #### Model Deployment
 
@@ -2894,7 +2905,7 @@ python -m sglang.launch_server --model-path $MODEL_PATH \
     --max-running-requests 8 \
     --disable-radix-cache \
     --speculative-draft-model-quantization unquant \
-    --speculative-algorithm EAGLE3 --speculative-draft-model-path xxx --speculative-draft-model-quantization unquant \
+    --speculative-algorithm EAGLE3 --speculative-draft-model-path xxx \
     --speculative-num-steps 4 --speculative-eagle-topk 1 --speculative-num-draft-tokens 5 \
     --chunked-prefill-size -1 --max-prefill-tokens 35000  \
     --tp-size 2 --mem-fraction-static 0.7 --cuda-graph-bs 1 2 3 4 5 6 7 8 --dtype bfloat16
@@ -3093,5 +3104,158 @@ python3 -m sglang.launch_server --model-path ${MODEL_PATH} \--page-size 128 \
 We tested it based on the `RANDOM` dataset.
 
 ```shell
-python3 -m sglang.bench_serving  --dataset-name random --backend sglang --host 127.0.0.1 --port 6699 --random-range-ratio 1 --max-concurrency 16 --random-output-len 1500 --random-input-len 6144 --num-prompts 16i
+python3 -m sglang.bench_serving  --dataset-name random --backend sglang --host 127.0.0.1 --port 6699 --random-range-ratio 1 --max-concurrency 16 --random-output-len 1500 --random-input-len 6144 --num-prompts 16
+```
+
+### Qwen3-14B 3_5K-1_5K 9ms on A3 1 Cards Mixed Mode
+
+Model: Qwen3-14B
+
+Hardware: Atlas 800I A3 1Card
+
+DeployMode: PD Mixed
+
+Dataset: random
+
+Input Output Length: 3.5K+1.5K
+
+TPOT: 9ms
+
+#### Model Deployment
+
+```shell
+echo performance | tee /sys/devices/system/cpu/cpu*/cpufreq/scaling_governor
+sysctl -w vm.swappiness=0
+sysctl -w kernel.numa_balancing=0
+sysctl -w kernel.sched_migration_cost_ns=50000
+
+unset https_proxy
+unset http_proxy
+unset HTTPS_PROXY
+unset HTTP_PROXY
+unset ASCEND_LAUNCH_BLOCKING
+source /usr/local/Ascend/ascend-toolkit/set_env.sh
+source /usr/local/Ascend/nnal/atb/set_env.sh
+source /usr/local/Ascend/ascend-toolkit/latest/opp/vendors/customize/bin/set_env.bash
+export PATH=/usr/local/Ascend/8.5.0/compiler/bishengir/bin:$PATH
+
+MODEL_PATH=xxx
+
+export SGLANG_SET_CPU_AFFINITY=1
+export SGLANG_DISAGGREGATION_BOOTSTRAP_TIMEOUT=600
+export PYTORCH_NPU_ALLOC_CONF=expandable_segments:True
+export HCCL_OP_EXPANSION_MODE="AIV"
+export STREAMS_PER_DEVICE=32
+export HCCL_SOCKET_IFNAME=lo
+export GLOO_SOCKET_IFNAME=lo
+export ASCEND_USE_FIA=0
+export SGLANG_ENABLE_SPEC_V2=1
+export SGLANG_ENABLE_OVERLAP_PLAN_STREAM=1
+
+LOCAL_HOST1=`hostname -I|awk -F " " '{print$1}'`
+LOCAL_HOST2=`hostname -I|awk -F " " '{print$2}'`
+
+echo "${LOCAL_HOST1}"
+echo "${LOCAL_HOST2}"
+
+python -m sglang.launch_server --model-path $MODEL_PATH \
+    --host 127.0.0.1 --port 7239 --trust-remote-code --nnodes 1 --node-rank 0 \
+    --attention-backend ascend --device npu --quantization modelslim \
+    --disable-radix-cache --mem-fraction-static 0.8 \
+    --tp-size 1 --dp-size 1 \
+    --sampling-backend ascend --max-running-requests 8 \
+    --served-model-name Qwen3-14B \
+    --chunked-prefill-size -1 \
+    --cuda-graph-bs 8 \
+    --dtype bfloat16 \
+    --speculative-draft-model-quantization unquant \
+    --speculative-algorithm EAGLE3 --speculative-draft-model-path xxx \
+    --speculative-num-steps 3 --speculative-eagle-topk 1 --speculative-num-draft-tokens 4 \
+    --schedule-conservativeness 0.01
+```
+
+#### Benchmark
+
+We tested it based on the `RANDOM` dataset.
+
+```shell
+python3 -m sglang.bench_serving --dataset-name random --backend sglang --host 127.0.0.1 --port 7239 --max-concurrency 1 --random-output-len 1500 --random-input-len 3500 --num-prompts 8 --random-range-ratio 1
+```
+
+### Qwen3-14B 3_5K-1_5K 50ms on A3 1 Cards Mixed Mode
+
+Model: Qwen3-14B
+
+Hardware: Atlas 800I A3 1Card
+
+DeployMode: PD Mixed
+
+Dataset: random
+
+Input Output Length: 3.5K+1.5K
+
+TPOT: 50ms
+
+#### Model Deployment
+
+```shell
+echo performance | tee /sys/devices/system/cpu/cpu*/cpufreq/scaling_governor
+sysctl -w vm.swappiness=0
+sysctl -w kernel.numa_balancing=0
+sysctl -w kernel.sched_migration_cost_ns=50000
+
+unset https_proxy
+unset http_proxy
+unset HTTPS_PROXY
+unset HTTP_PROXY
+unset ASCEND_LAUNCH_BLOCKING
+source /usr/local/Ascend/ascend-toolkit/set_env.sh
+source /usr/local/Ascend/nnal/atb/set_env.sh
+source /usr/local/Ascend/ascend-toolkit/latest/opp/vendors/customize/bin/set_env.bash
+export PATH=/usr/local/Ascend/8.5.0/compiler/bishengir/bin:$PATH
+
+MODEL_PATH=xxx
+
+export SGLANG_SET_CPU_AFFINITY=1
+export SGLANG_DISAGGREGATION_BOOTSTRAP_TIMEOUT=600
+export PYTORCH_NPU_ALLOC_CONF=expandable_segments:True
+export HCCL_OP_EXPANSION_MODE="AIV"
+export STREAMS_PER_DEVICE=32
+export HCCL_SOCKET_IFNAME=lo
+export GLOO_SOCKET_IFNAME=lo
+export ASCEND_USE_FIA=0
+export SGLANG_ENABLE_SPEC_V2=1
+export SGLANG_ENABLE_OVERLAP_PLAN_STREAM=1
+export SGLANG_SCHEDULER_DECREASE_PREFILL_IDLE=1
+export SGLANG_PREFILL_DELAYER_MAX_DELAY_PASSES=200
+
+LOCAL_HOST1=`hostname -I|awk -F " " '{print$1}'`
+LOCAL_HOST2=`hostname -I|awk -F " " '{print$2}'`
+
+echo "${LOCAL_HOST1}"
+echo "${LOCAL_HOST2}"
+
+python -m sglang.launch_server --model-path $MODEL_PATH \
+    --host 127.0.0.1 --port 7239 --trust-remote-code --nnodes 1 --node-rank 0 \
+    --attention-backend ascend --device npu --quantization modelslim \
+    --disable-radix-cache --mem-fraction-static 0.89 \
+    --tp-size 1 --dp-size 2 \
+    --sampling-backend ascend --max-running-requests 144 \
+    --max-prefill-tokens 12288 \
+    --served-model-name Qwen3-14B \
+    --chunked-prefill-size -1 \
+    --cuda-graph-bs 8 16 32 44 48 50 52 \
+    --dtype bfloat16 \
+    --speculative-draft-model-quantization unquant \
+    --speculative-algorithm EAGLE3 --speculative-draft-model-path xxx \
+    --speculative-num-steps 3 --speculative-eagle-topk 1 --speculative-num-draft-tokens 4 \
+    --schedule-conservativeness 0.01
+```
+
+#### Benchmark
+
+We tested it based on the `RANDOM` dataset.
+
+```shell
+python3 -m sglang.bench_serving --dataset-name random --backend sglang --host 127.0.0.1 --port 7239 --max-concurrency 144 --random-output-len 1500 --random-input-len 3500 --num-prompts 576 --random-range-ratio 1
 ```