diff --git a/colossalai/shardformer/policies/bert.py b/colossalai/shardformer/policies/bert.py
index 09673d396..63cd49280 100644
--- a/colossalai/shardformer/policies/bert.py
+++ b/colossalai/shardformer/policies/bert.py
@@ -75,6 +75,8 @@ class BertPolicy(Policy):
 
         sp_partial_derived = sp_mode == "split_gather"
 
+        use_zbv = self.pipeline_stage_manager is not None and self.pipeline_stage_manager.use_zbv
+
         if self.shard_config.enable_tensor_parallelism:
             assert (
                 self.model.config.num_attention_heads % self.shard_config.tensor_parallel_size == 0
@@ -97,6 +99,7 @@ class BertPolicy(Policy):
                         kwargs={
                             "seq_parallel_mode": sp_mode,
                             "fp8_communication": self.shard_config.fp8_communication,
+                            "use_zbv": use_zbv,
                         },
                     ),
                     SubModuleReplacementDescription(
@@ -105,6 +108,7 @@ class BertPolicy(Policy):
                         kwargs={
                             "seq_parallel_mode": sp_mode,
                             "fp8_communication": self.shard_config.fp8_communication,
+                            "use_zbv": use_zbv,
                         },
                     ),
                     SubModuleReplacementDescription(
@@ -113,6 +117,7 @@ class BertPolicy(Policy):
                         kwargs={
                             "seq_parallel_mode": sp_mode,
                             "fp8_communication": self.shard_config.fp8_communication,
+                            "use_zbv": use_zbv,
                         },
                     ),
                     SubModuleReplacementDescription(
@@ -125,6 +130,7 @@ class BertPolicy(Policy):
                         kwargs={
                             "seq_parallel_mode": sp_mode,
                             "fp8_communication": self.shard_config.fp8_communication,
+                            "use_zbv": use_zbv,
                         },
                     ),
                     SubModuleReplacementDescription(
@@ -138,6 +144,7 @@ class BertPolicy(Policy):
                             "seq_parallel_mode": sp_mode,
                             "skip_bias_add": self.enable_bias_gelu_fused,
                             "fp8_communication": self.shard_config.fp8_communication,
+                            "use_zbv": use_zbv,
                         },
                     ),
                     SubModuleReplacementDescription(
@@ -146,6 +153,97 @@ class BertPolicy(Policy):
                         kwargs={
                             "seq_parallel_mode": sp_mode,
                             "fp8_communication": self.shard_config.fp8_communication,
+                            "use_zbv": use_zbv,
+                        },
+                    ),
+                    SubModuleReplacementDescription(
+                        suffix="output.dropout",
+                        target_module=col_nn.DropoutForParallelInput,
+                    ),
+                ],
+            )
+
+            policy[BertEmbeddings] = ModulePolicyDescription(
+                sub_module_replacement=[
+                    SubModuleReplacementDescription(
+                        suffix="dropout",
+                        target_module=col_nn.DropoutForReplicatedInput,
+                    ),
+                ]
+            )
+            if self.enable_bias_gelu_fused:
+                self.append_or_create_method_replacement(
+                    description={
+                        "forward": get_jit_fused_bert_intermediate_forward(),
+                    },
+                    policy=policy,
+                    target_key=BertIntermediate,
+                )
+
+        elif use_zbv:
+            policy[BertLayer] = ModulePolicyDescription(
+                sub_module_replacement=[
+                    SubModuleReplacementDescription(
+                        suffix="attention.self.query",
+                        target_module=col_nn.LinearWithGradAccum,
+                        kwargs={
+                            "seq_parallel_mode": sp_mode,
+                            "fp8_communication": self.shard_config.fp8_communication,
+                            "use_zbv": use_zbv,
+                        },
+                    ),
+                    SubModuleReplacementDescription(
+                        suffix="attention.self.key",
+                        target_module=col_nn.LinearWithGradAccum,
+                        kwargs={
+                            "seq_parallel_mode": sp_mode,
+                            "fp8_communication": self.shard_config.fp8_communication,
+                            "use_zbv": use_zbv,
+                        },
+                    ),
+                    SubModuleReplacementDescription(
+                        suffix="attention.self.value",
+                        target_module=col_nn.LinearWithGradAccum,
+                        kwargs={
+                            "seq_parallel_mode": sp_mode,
+                            "fp8_communication": self.shard_config.fp8_communication,
+                            "use_zbv": use_zbv,
+                        },
+                    ),
+                    SubModuleReplacementDescription(
+                        suffix="attention.self.dropout",
+                        target_module=col_nn.DropoutForParallelInput,
+                    ),
+                    SubModuleReplacementDescription(
+                        suffix="attention.output.dense",
+                        target_module=col_nn.LinearWithGradAccum,
+                        kwargs={
+                            "seq_parallel_mode": sp_mode,
+                            "fp8_communication": self.shard_config.fp8_communication,
+                            "use_zbv": use_zbv,
+                        },
+                    ),
+                    SubModuleReplacementDescription(
+                        suffix="attention.output.dropout",
+                        target_module=col_nn.DropoutForParallelInput,
+                    ),
+                    SubModuleReplacementDescription(
+                        suffix="intermediate.dense",
+                        target_module=col_nn.LinearWithGradAccum,
+                        kwargs={
+                            "seq_parallel_mode": sp_mode,
+                            "skip_bias_add": self.enable_bias_gelu_fused,
+                            "fp8_communication": self.shard_config.fp8_communication,
+                            "use_zbv": use_zbv,
+                        },
+                    ),
+                    SubModuleReplacementDescription(
+                        suffix="output.dense",
+                        target_module=col_nn.LinearWithGradAccum,
+                        kwargs={
+                            "seq_parallel_mode": sp_mode,
+                            "fp8_communication": self.shard_config.fp8_communication,
+                            "use_zbv": use_zbv,
                         },
                     ),
                     SubModuleReplacementDescription(
diff --git a/colossalai/shardformer/policies/mixtral.py b/colossalai/shardformer/policies/mixtral.py
index ece72d929..54cd612f9 100644
--- a/colossalai/shardformer/policies/mixtral.py
+++ b/colossalai/shardformer/policies/mixtral.py
@@ -7,9 +7,18 @@ from torch import Tensor
 from torch.nn import Module
 from transformers.models.mixtral.modeling_mixtral import MixtralForCausalLM, MixtralModel
 
-from colossalai.shardformer.layer import FusedRMSNorm, Linear1D_Col
-from colossalai.shardformer.layer.embedding import PaddingEmbedding, VocabParallelEmbedding1D
-from colossalai.shardformer.layer.linear import Linear1D_Row
+from colossalai.shardformer.layer import (
+    FusedRMSNorm,
+    Linear1D_Col,
+    Linear1D_Row,
+    LinearWithGradAccum,
+    PaddingEmbedding,
+    VocabParallelEmbedding1D,
+)
+
+# from colossalai.shardformer.layer import FusedRMSNorm, Linear1D_Col
+# from colossalai.shardformer.layer.embedding import PaddingEmbedding, VocabParallelEmbedding1D
+# from colossalai.shardformer.layer.linear import Linear1D_Row
 from colossalai.shardformer.modeling.mixtral import (
     EPMixtralSparseMoeBlock,
     MixtralPipelineForwards,
@@ -166,6 +175,52 @@ class MixtralPolicy(Policy):
                 ],
             )
 
+        elif use_zbv:
+            policy[MixtralDecoderLayer] = ModulePolicyDescription(
+                sub_module_replacement=[
+                    SubModuleReplacementDescription(
+                        suffix="self_attn.q_proj",
+                        target_module=LinearWithGradAccum,
+                        kwargs={
+                            "fp8_communication": self.shard_config.fp8_communication,
+                            "use_zbv": use_zbv,
+                        },
+                    ),
+                    SubModuleReplacementDescription(
+                        suffix="self_attn.k_proj",
+                        target_module=LinearWithGradAccum,
+                        kwargs={
+                            "fp8_communication": self.shard_config.fp8_communication,
+                            "use_zbv": use_zbv,
+                        },
+                    ),
+                    SubModuleReplacementDescription(
+                        suffix="self_attn.v_proj",
+                        target_module=LinearWithGradAccum,
+                        kwargs={
+                            "fp8_communication": self.shard_config.fp8_communication,
+                            "use_zbv": use_zbv,
+                        },
+                    ),
+                    SubModuleReplacementDescription(
+                        suffix="self_attn.o_proj",
+                        target_module=LinearWithGradAccum,
+                        kwargs={
+                            "fp8_communication": self.shard_config.fp8_communication,
+                            "use_zbv": use_zbv,
+                        },
+                    ),
+                    SubModuleReplacementDescription(
+                        suffix="block_sparse_moe.gate",
+                        target_module=LinearWithGradAccum,
+                        kwargs={
+                            "gather_output": True,
+                            "fp8_communication": self.shard_config.fp8_communication,
+                            "use_zbv": use_zbv,
+                        },
+                    ),
+                ],
+            )
         if embedding_cls is not None:
             self.append_or_create_submodule_replacement(
                 description=SubModuleReplacementDescription(
@@ -351,6 +406,23 @@ class MixtralForCausalLMPolicy(MixtralPolicy):
                 )
             }
             policy.update(new_item)
+        elif use_zbv:
+            new_item = {
+                MixtralForCausalLM: ModulePolicyDescription(
+                    sub_module_replacement=[
+                        SubModuleReplacementDescription(
+                            suffix="lm_head",
+                            target_module=LinearWithGradAccum,
+                            kwargs=dict(
+                                gather_output=True,
+                                fp8_communication=self.shard_config.fp8_communication,
+                                use_zbv=use_zbv,
+                            ),
+                        )
+                    ],
+                )
+            }
+            policy.update(new_item)
 
         if self.pipeline_stage_manager:
             # set None as default