diff --git a/.github/workflows/rust.yml b/.github/workflows/rust.yml
index ea8a33e1..6f770471 100644
--- a/.github/workflows/rust.yml
+++ b/.github/workflows/rust.yml
@@ -27,13 +27,15 @@ jobs:
           sharedKey: ${{ matrix.os }}
       - name: Cache dependencies
         if: ${{ matrix.os == 'ubuntu-latest' }}
-        run: if [[ ! -e ~/.cargo/bin/grcov ]]; then cargo install grcov; fi
+        run: if [[ ! -e ~/.cargo/bin/grcov ]]; then cargo install --locked grcov --version 0.8.9; fi
       - name: Format
         run: |
           make format
           git diff --exit-code
       - name: Clippy
         run: make clippy
+        env:
+          EXTRA_CARGO_ARGS: '--fix'
       - name: Run tests
         run: make test
         env:
@@ -60,7 +62,7 @@ jobs:
         uses: actions-rs/toolchain@v1
         with:
           profile: minimal
-          toolchain: 1.61.0
+          toolchain: 1.63.0
           override: true
           components: rustfmt, clippy, rust-src
       - uses: Swatinem/rust-cache@v1
@@ -94,7 +96,7 @@ jobs:
         with:
           sharedKey: ubuntu-latest
       - name: Install grcov
-        run: if [[ ! -e ~/.cargo/bin/grcov ]]; then cargo install --locked grcov; fi
+        run: if [[ ! -e ~/.cargo/bin/grcov ]]; then cargo install --locked grcov --version 0.8.9; fi
       - name: Run tests
         run: |
           make test
diff --git a/.gitignore b/.gitignore
index 6ff1c833..3c10b711 100644
--- a/.gitignore
+++ b/.gitignore
@@ -1,6 +1,6 @@
 ## File system
 .DS_Store
-Cargo.lock
+##Cargo.lock
 
 ## Build
 /target
diff --git a/Cargo.lock b/Cargo.lock
new file mode 100644
index 00000000..b727d237
--- /dev/null
+++ b/Cargo.lock
@@ -0,0 +1,2292 @@
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diff --git a/Cargo.toml b/Cargo.toml
index c496617c..b5a08773 100644
--- a/Cargo.toml
+++ b/Cargo.toml
@@ -33,59 +33,57 @@ required-features = ["failpoints"]
 
 [dependencies]
 byteorder = "1.2"
-crc32fast = "1.2"
-crossbeam = "0.8"
+crc32fast = "1.2.0"
+crossbeam = "0.8.1"
 fail = "0.5"
 fs2 = "0.4"
-hashbrown = "0.13"
-hex = "0.4"
+hashbrown = "0.12.3"
+hex = "0.4.2"
 if_chain = "1.0"
 lazy_static = "1.3"
-libc = "0.2"
-log = { version = "0.4", features = ["max_level_trace", "release_max_level_debug"] }
+libc = "0.2.139"
+log = { version = "0.4.14", features = [
+  "max_level_trace",
+  "release_max_level_debug",
+] }
 lz4-sys = "1.9"
-memmap2 = { version = "0.5", optional = true }
-nix = "0.26"
-num-derive = "0.3"
-num-traits = "0.2"
-parking_lot = "0.12"
-prometheus = { version = "0.13" }
-prometheus-static-metric = "0.5"
+memmap2 = { version = "0.5.3", optional = true }
+nix = "0.26.2"
+num-derive = "0.3.0"
+num-traits = "0.2.14"
+parking_lot = "0.12.0"
+prometheus = { version = "0.13.0" }
+prometheus-static-metric = "0.5.1"
 protobuf = "2"
-rayon = "1.5"
-rhai = { version = "1.7", features = ["sync"], optional = true }
+rayon = "1.5.0"
+rhai = { version = "1.7.0", features = ["sync"], optional = true }
 scopeguard = "1.1"
-serde = { version = "1.0", features = ["derive"] }
-serde_repr = "0.1"
+serde = { version = "1.0.106", features = ["derive"] }
+serde_repr = "0.1.9"
 strum = { version = "0.24.0", features = ["derive"] }
-thiserror = "1.0"
+thiserror = "1.0.30"
 
 [dev-dependencies]
-criterion = "0.4"
+criterion = "0.3.5"
 ctor = "0.1"
-env_logger = "0.10"
-kvproto = { git = "https://github.com/pingcap/kvproto.git", default-features = false, features = ["protobuf-codec"] }
-raft = { git = "https://github.com/tikv/raft-rs", branch = "master", default-features = false, features = ["protobuf-codec"] }
+env_logger = "0.10.0"
+kvproto = { git = "https://github.com/pingcap/kvproto.git", branch = "release-6.5", default-features = false, features = [
+  "protobuf-codec",
+] }
+raft = { git = "https://github.com/tikv/raft-rs", rev = "f60fb9e143e5b93f7db8917ea376cda04effcbb4", default-features = false, features = [
+  "protobuf-codec",
+] }
 rand = "0.8"
 rand_distr = "0.4"
 tempfile = "3.1"
-toml = "0.7"
+toml = "0.5"
 
 [features]
 internals = []
-nightly = [
-  "prometheus/nightly",
-]
-failpoints = [
-  "fail/failpoints",
-]
-scripting = [
-  "rhai",
-]
-swap = [
-  "nightly",
-  "memmap2",
-]
+nightly = ["prometheus/nightly"]
+failpoints = ["fail/failpoints"]
+scripting = ["rhai"]
+swap = ["nightly", "memmap2"]
 
 # Shortcuts
 all_except_failpoints = ["internals", "scripting", "nightly", "swap"]
@@ -93,7 +91,7 @@ all_stable = ["internals", "scripting", "failpoints"]
 all_stable_except_failpoints = ["internals", "scripting"]
 
 [patch.crates-io]
-raft-proto = { git = "https://github.com/tikv/raft-rs", branch = "master" }
+raft-proto = { git = "https://github.com/tikv/raft-rs", rev = "f60fb9e143e5b93f7db8917ea376cda04effcbb4" }
 protobuf = { git = "https://github.com/pingcap/rust-protobuf", branch = "v2.8" }
 protobuf-codegen = { git = "https://github.com/pingcap/rust-protobuf", branch = "v2.8" }
 
diff --git a/Makefile b/Makefile
index 4eaba281..d759c514 100644
--- a/Makefile
+++ b/Makefile
@@ -43,9 +43,9 @@ format:
 ## Run clippy.
 clippy:
 ifdef WITH_NIGHTLY_FEATURES
-	cargo ${TOOLCHAIN_ARGS} clippy --all --all-features --all-targets -- -D clippy::all
+	cargo ${TOOLCHAIN_ARGS} clippy --all --all-features --all-targets ${EXTRA_CARGO_ARGS} -- -D clippy::all
 else
-	cargo ${TOOLCHAIN_ARGS} clippy --all --features all_stable --all-targets -- -D clippy::all
+	cargo ${TOOLCHAIN_ARGS} clippy --all --features all_stable --all-targets ${EXTRA_CARGO_ARGS} -- -D clippy::all
 endif
 
 ## Run tests.
diff --git a/ctl/Cargo.toml b/ctl/Cargo.toml
index c10b092e..f8b29b56 100644
--- a/ctl/Cargo.toml
+++ b/ctl/Cargo.toml
@@ -9,6 +9,6 @@ repository = "https://github.com/tikv/raft-engine"
 license = "Apache-2.0"
 
 [dependencies]
-clap = { version = "3.1", features = ["derive", "cargo"] }
-env_logger = "0.10"
-raft-engine = { path = "..", version = "0.3.0", features = ["scripting", "internals"] }
+clap = { version = "3.1.6", features = ["derive", "cargo"] }
+env_logger = "0.10.0"
+raft-engine = { path = "..", features = ["scripting", "internals"] }
diff --git a/src/purge.rs b/src/purge.rs
index 94c57064..aa799361 100644
--- a/src/purge.rs
+++ b/src/purge.rs
@@ -35,6 +35,10 @@ fn max_batch_bytes() -> usize {
     128 * 1024
 }
 
+fn max_forcely_sync_bytes() -> usize {
+    max_batch_bytes() * 4
+}
+
 pub struct PurgeManager<P>
 where
     P: PipeLog,
@@ -338,6 +342,7 @@ where
             let mut current_entry_indexes = Vec::new();
             let mut current_entries = Vec::new();
             let mut current_size = 0;
+            let mut unsynced_size = 0;
             // Split the entries into smaller chunks, so that we don't OOM, and the
             // compression overhead is not too high.
             let mut entry_indexes = entry_indexes.into_iter().peekable();
@@ -346,6 +351,7 @@ where
                 current_size += entry.len();
                 current_entries.push(entry);
                 current_entry_indexes.push(ei);
+                unsynced_size += current_size;
                 // If this is the last entry, we handle them outside the loop.
                 if entry_indexes.peek().is_some()
                     && current_size + previous_size > max_batch_bytes()
@@ -380,7 +386,15 @@ where
                     )?;
                     current_size = 0;
                     previous_size = 0;
-                    self.rewrite_impl(&mut log_batch, rewrite, false)?;
+                    let sync = if unsynced_size >= max_forcely_sync_bytes() {
+                        // Avoiding too many unsynced size can make the later `fdatasync` in
+                        // the append progress blocked for too long.
+                        unsynced_size = 0;
+                        true
+                    } else {
+                        false
+                    };
+                    self.rewrite_impl(&mut log_batch, rewrite, sync)?;
                 }
             }
             log_batch.add_raw_entries(region_id, current_entry_indexes, current_entries)?;
diff --git a/stress/Cargo.toml b/stress/Cargo.toml
index e89c92a5..b3e2e9dc 100644
--- a/stress/Cargo.toml
+++ b/stress/Cargo.toml
@@ -5,12 +5,14 @@ authors = ["The TiKV Authors"]
 edition = "2018"
 
 [dependencies]
-clap = { version = "3.1", features = ["derive", "cargo"] }
+clap = { version = "3.1.6", features = ["derive", "cargo"] }
 const_format = "0.2.13"
 hdrhistogram = "7.4"
-num-traits = "0.2"
-parking_lot_core = "0.9"
-raft = { git = "https://github.com/tikv/raft-rs", branch = "master", default-features = false, features = ["protobuf-codec"] }
+num-traits = "0.2.14"
+parking_lot_core = "0.9.1"
+raft = { git = "https://github.com/tikv/raft-rs", rev = "f60fb9e143e5b93f7db8917ea376cda04effcbb4", default-features = false, features = [
+    "protobuf-codec",
+] }
 raft-engine = { path = "..", features = ["internals"] }
 rand = "0.8"
 rand_distr = "0.4"