diff --git a/CHANGELOG.md b/CHANGELOG.md
index df9574d5..589accf9 100644
--- a/CHANGELOG.md
+++ b/CHANGELOG.md
@@ -1,12 +1,38 @@
 # Changelog
 This documents the main changes to the `candle` crate.
 
-## v0.2.3 - Unreleased
+## v0.3.1 - Unreleased
 
 ### Added
 
 ### Modified
 
+## v0.3.0 - 2023-10-01
+
+### Added
+
+- Added the Mistral 7b v0.1 model
+  [983](https://github.com/huggingface/candle/pull/983).
+- Quantized version of the Mistral model
+  [1009](https://github.com/huggingface/candle/pull/1009).
+- Add the gelu-erf op and activation function
+  [969](https://github.com/huggingface/candle/pull/969).
+- Add the mixformer/phi-v1.5 model
+  [930](https://github.com/huggingface/candle/pull/930).
+- Add the sclice-scatter op
+  [927](https://github.com/huggingface/candle/pull/927).
+- Add the Wuerstchen diffusion model
+  [911](https://github.com/huggingface/candle/pull/911).
+
+### Modified
+
+- Support for simd128 intrinsics in some quantized vecdots
+  [982](https://github.com/huggingface/candle/pull/982).
+- Optimize the index-select cuda kernel
+  [976](https://github.com/huggingface/candle/pull/976).
+- Self-contained safetensor wrappers
+  [946](https://github.com/huggingface/candle/pull/946).
+
 ## v0.2.2 - 2023-09-18
 
 ### Added
diff --git a/Cargo.toml b/Cargo.toml
index c502fcc5..03abe110 100644
--- a/Cargo.toml
+++ b/Cargo.toml
@@ -20,7 +20,7 @@ exclude = ["candle-flash-attn", "candle-kernels"]
 resolver = "2"
 
 [workspace.package]
-version = "0.2.3"
+version = "0.3.0"
 edition = "2021"
 description = "Minimalist ML framework."
 repository = "https://github.com/huggingface/candle"
diff --git a/candle-book/Cargo.toml b/candle-book/Cargo.toml
index 8ec92e87..8aec0822 100644
--- a/candle-book/Cargo.toml
+++ b/candle-book/Cargo.toml
@@ -11,11 +11,11 @@ readme = "README.md"
 
 [dependencies]
 accelerate-src = { workspace = true, optional = true }
-candle = { path = "../candle-core", version = "0.2.3", package = "candle-core" }
-candle-datasets = { path = "../candle-datasets", version = "0.2.3" }
-candle-nn = { path = "../candle-nn", version = "0.2.3" }
-candle-transformers = { path = "../candle-transformers", version = "0.2.3" }
-candle-flash-attn = { path = "../candle-flash-attn", version = "0.2.3", optional = true }
+candle = { path = "../candle-core", version = "0.3.0", package = "candle-core" }
+candle-datasets = { path = "../candle-datasets", version = "0.3.0" }
+candle-nn = { path = "../candle-nn", version = "0.3.0" }
+candle-transformers = { path = "../candle-transformers", version = "0.3.0" }
+candle-flash-attn = { path = "../candle-flash-attn", version = "0.3.0", optional = true }
 safetensors = { workspace = true }
 serde = { workspace = true }
 serde_json = { workspace = true }
diff --git a/candle-core/Cargo.toml b/candle-core/Cargo.toml
index 0b6fce50..8e57127a 100644
--- a/candle-core/Cargo.toml
+++ b/candle-core/Cargo.toml
@@ -12,7 +12,7 @@ readme = "README.md"
 [dependencies]
 accelerate-src = { workspace = true, optional = true }
 byteorder = { workspace = true }
-candle-kernels = { path = "../candle-kernels", version = "0.2.3", optional = true }
+candle-kernels = { path = "../candle-kernels", version = "0.3.0", optional = true }
 cudarc = { workspace = true, optional = true }
 gemm = { workspace = true }
 half = { workspace = true }
diff --git a/candle-datasets/Cargo.toml b/candle-datasets/Cargo.toml
index 316f31c5..ca9aed1c 100644
--- a/candle-datasets/Cargo.toml
+++ b/candle-datasets/Cargo.toml
@@ -11,8 +11,8 @@ readme = "README.md"
 
 [dependencies]
 byteorder = { workspace = true }
-candle = { path = "../candle-core", version = "0.2.3", package = "candle-core" }
-candle-nn = { path = "../candle-nn", version = "0.2.3" }
+candle = { path = "../candle-core", version = "0.3.0", package = "candle-core" }
+candle-nn = { path = "../candle-nn", version = "0.3.0" }
 hf-hub = { workspace = true}
 intel-mkl-src = { workspace = true, optional = true }
 memmap2 = { workspace = true }
diff --git a/candle-examples/Cargo.toml b/candle-examples/Cargo.toml
index ad2bbf39..f719352f 100644
--- a/candle-examples/Cargo.toml
+++ b/candle-examples/Cargo.toml
@@ -11,11 +11,11 @@ readme = "README.md"
 
 [dependencies]
 accelerate-src = { workspace = true, optional = true }
-candle = { path = "../candle-core", version = "0.2.3", package = "candle-core" }
-candle-datasets = { path = "../candle-datasets", version = "0.2.3" }
-candle-nn = { path = "../candle-nn", version = "0.2.3" }
-candle-transformers = { path = "../candle-transformers", version = "0.2.3" }
-candle-flash-attn = { path = "../candle-flash-attn", version = "0.2.3", optional = true }
+candle = { path = "../candle-core", version = "0.3.0", package = "candle-core" }
+candle-datasets = { path = "../candle-datasets", version = "0.3.0" }
+candle-nn = { path = "../candle-nn", version = "0.3.0" }
+candle-transformers = { path = "../candle-transformers", version = "0.3.0" }
+candle-flash-attn = { path = "../candle-flash-attn", version = "0.3.0", optional = true }
 cudarc = { workspace = true, optional = true }
 half = { workspace = true, optional = true }
 image = { workspace = true }
diff --git a/candle-flash-attn/Cargo.toml b/candle-flash-attn/Cargo.toml
index 808e0070..e9b036b5 100644
--- a/candle-flash-attn/Cargo.toml
+++ b/candle-flash-attn/Cargo.toml
@@ -1,6 +1,6 @@
 [package]
 name = "candle-flash-attn"
-version = "0.2.3"
+version = "0.3.0"
 edition = "2021"
 
 description = "Flash attention layer for the candle ML framework."
@@ -11,7 +11,7 @@ license = "MIT OR Apache-2.0"
 readme = "README.md"
 
 [dependencies]
-candle = { path = "../candle-core", features = ["cuda"], version = "0.2.3", package = "candle-core" }
+candle = { path = "../candle-core", features = ["cuda"], version = "0.3.0", package = "candle-core" }
 half = { version = "2.3.1", features = ["num-traits"] }
 
 [build-dependencies]
@@ -21,4 +21,4 @@ rayon = "1.7.0"
 
 [dev-dependencies]
 anyhow = { version = "1", features = ["backtrace"] }
-candle-nn = { path = "../candle-nn", version = "0.2.3", features = ["cuda"] }
+candle-nn = { path = "../candle-nn", version = "0.3.0", features = ["cuda"] }
diff --git a/candle-kernels/Cargo.toml b/candle-kernels/Cargo.toml
index 80b6aaab..01f132a3 100644
--- a/candle-kernels/Cargo.toml
+++ b/candle-kernels/Cargo.toml
@@ -1,6 +1,6 @@
 [package]
 name = "candle-kernels"
-version = "0.2.3"
+version = "0.3.0"
 edition = "2021"
 
 description = "CUDA kernels for Candle"
diff --git a/candle-nn/Cargo.toml b/candle-nn/Cargo.toml
index a6629d33..4b1f7917 100644
--- a/candle-nn/Cargo.toml
+++ b/candle-nn/Cargo.toml
@@ -11,7 +11,7 @@ readme = "README.md"
 
 [dependencies]
 accelerate-src = { workspace = true, optional = true }
-candle = { path = "../candle-core", version = "0.2.3", package = "candle-core" }
+candle = { path = "../candle-core", version = "0.3.0", package = "candle-core" }
 half = { workspace = true }
 thiserror = { workspace = true }
 intel-mkl-src = { workspace = true, optional = true }
diff --git a/candle-nn/src/var_builder.rs b/candle-nn/src/var_builder.rs
index 6e143615..24832bc7 100644
--- a/candle-nn/src/var_builder.rs
+++ b/candle-nn/src/var_builder.rs
@@ -412,26 +412,6 @@ impl<'a> VarBuilder<'a> {
         Self::new(Box::new(varmap.clone()), dtype, dev.clone())
     }
 
-    /// Initializes a `VarBuilder` that retrieves tensors stored in a collection of safetensors
-    /// data.
-    #[deprecated(
-        since = "0.2.3",
-        note = "use from_mmaped_safetensors or from_buffered_safetensors instead"
-    )]
-    pub fn from_safetensors(safetensors: Vec<SafeTensors<'a>>, dtype: DType, dev: &Device) -> Self {
-        let mut routing = HashMap::new();
-        for (index, sf) in safetensors.iter().enumerate() {
-            for k in sf.names() {
-                routing.insert(k.to_string(), index);
-            }
-        }
-        let tensors = SafeTensorWithRouting {
-            routing,
-            safetensors,
-        };
-        Self::new(Box::new(tensors), dtype, dev.clone())
-    }
-
     /// Initializes a `VarBuilder` that retrieves tensors stored in a collection of safetensors
     /// files.
     ///
diff --git a/candle-pyo3/Cargo.toml b/candle-pyo3/Cargo.toml
index 7fd0ac28..5ef0240d 100644
--- a/candle-pyo3/Cargo.toml
+++ b/candle-pyo3/Cargo.toml
@@ -14,8 +14,8 @@ name = "candle"
 crate-type = ["cdylib"]
 
 [dependencies]
-candle = { path = "../candle-core", version = "0.2.3", package = "candle-core" }
-candle-nn = { path = "../candle-nn", version = "0.2.3" }
+candle = { path = "../candle-core", version = "0.3.0", package = "candle-core" }
+candle-nn = { path = "../candle-nn", version = "0.3.0" }
 half = { workspace = true }
 pyo3 = { version = "0.19.0", features = ["extension-module"] }
 
diff --git a/candle-transformers/Cargo.toml b/candle-transformers/Cargo.toml
index a3115c2b..5af7e55d 100644
--- a/candle-transformers/Cargo.toml
+++ b/candle-transformers/Cargo.toml
@@ -11,9 +11,9 @@ readme = "README.md"
 
 [dependencies]
 accelerate-src = { workspace = true, optional = true }
-candle = { path = "../candle-core", version = "0.2.3", package = "candle-core" }
-candle-flash-attn = { path = "../candle-flash-attn", version = "0.2.3", optional = true }
-candle-nn = { path = "../candle-nn", version = "0.2.3" }
+candle = { path = "../candle-core", version = "0.3.0", package = "candle-core" }
+candle-flash-attn = { path = "../candle-flash-attn", version = "0.3.0", optional = true }
+candle-nn = { path = "../candle-nn", version = "0.3.0" }
 intel-mkl-src = { workspace = true, optional = true }
 num-traits = { workspace = true }
 rand = { workspace = true }
diff --git a/candle-wasm-examples/bert/Cargo.toml b/candle-wasm-examples/bert/Cargo.toml
index 81a043de..6b117153 100644
--- a/candle-wasm-examples/bert/Cargo.toml
+++ b/candle-wasm-examples/bert/Cargo.toml
@@ -9,9 +9,9 @@ categories.workspace = true
 license.workspace = true
 
 [dependencies]
-candle = { path = "../../candle-core", version = "0.2.2", package = "candle-core" }
-candle-nn = { path = "../../candle-nn", version = "0.2.2" }
-candle-transformers = { path = "../../candle-transformers", version = "0.2.2" }
+candle = { path = "../../candle-core", version = "0.3.0", package = "candle-core" }
+candle-nn = { path = "../../candle-nn", version = "0.3.0" }
+candle-transformers = { path = "../../candle-transformers", version = "0.3.0" }
 num-traits = { workspace = true }
 tokenizers = { workspace = true, features = ["unstable_wasm"] }
 
diff --git a/candle-wasm-examples/llama2-c/Cargo.toml b/candle-wasm-examples/llama2-c/Cargo.toml
index 601f5e34..de5f5191 100644
--- a/candle-wasm-examples/llama2-c/Cargo.toml
+++ b/candle-wasm-examples/llama2-c/Cargo.toml
@@ -9,9 +9,9 @@ categories.workspace = true
 license.workspace = true
 
 [dependencies]
-candle = { path = "../../candle-core", version = "0.2.3", package = "candle-core" }
-candle-nn = { path = "../../candle-nn", version = "0.2.3" }
-candle-transformers = { path = "../../candle-transformers", version = "0.2.3" }
+candle = { path = "../../candle-core", version = "0.3.0", package = "candle-core" }
+candle-nn = { path = "../../candle-nn", version = "0.3.0" }
+candle-transformers = { path = "../../candle-transformers", version = "0.3.0" }
 num-traits = { workspace = true }
 tokenizers = { workspace = true, features = ["unstable_wasm"] }
 
diff --git a/candle-wasm-examples/phi/Cargo.toml b/candle-wasm-examples/phi/Cargo.toml
index cd4c0d99..8e3f5754 100644
--- a/candle-wasm-examples/phi/Cargo.toml
+++ b/candle-wasm-examples/phi/Cargo.toml
@@ -9,9 +9,9 @@ categories.workspace = true
 license.workspace = true
 
 [dependencies]
-candle = { path = "../../candle-core", version = "0.2.3", package = "candle-core" }
-candle-nn = { path = "../../candle-nn", version = "0.2.3" }
-candle-transformers = { path = "../../candle-transformers", version = "0.2.3" }
+candle = { path = "../../candle-core", version = "0.3.0", package = "candle-core" }
+candle-nn = { path = "../../candle-nn", version = "0.3.0" }
+candle-transformers = { path = "../../candle-transformers", version = "0.3.0" }
 tokenizers = { workspace = true, features = ["unstable_wasm"] }
 num-traits = { workspace = true }
 
diff --git a/candle-wasm-examples/segment-anything/Cargo.toml b/candle-wasm-examples/segment-anything/Cargo.toml
index 46b85615..16c78ed3 100644
--- a/candle-wasm-examples/segment-anything/Cargo.toml
+++ b/candle-wasm-examples/segment-anything/Cargo.toml
@@ -9,9 +9,9 @@ categories.workspace = true
 license.workspace = true
 
 [dependencies]
-candle = { path = "../../candle-core", version = "0.2.3", package = "candle-core" }
-candle-nn = { path = "../../candle-nn", version = "0.2.3" }
-candle-transformers = { path = "../../candle-transformers", version = "0.2.3" }
+candle = { path = "../../candle-core", version = "0.3.0", package = "candle-core" }
+candle-nn = { path = "../../candle-nn", version = "0.3.0" }
+candle-transformers = { path = "../../candle-transformers", version = "0.3.0" }
 num-traits = { workspace = true }
 
 # App crates.
diff --git a/candle-wasm-examples/t5/Cargo.toml b/candle-wasm-examples/t5/Cargo.toml
index b011d2e5..88d76af9 100644
--- a/candle-wasm-examples/t5/Cargo.toml
+++ b/candle-wasm-examples/t5/Cargo.toml
@@ -9,9 +9,9 @@ categories.workspace = true
 license.workspace = true
 
 [dependencies]
-candle = { path = "../../candle-core", version = "0.2.2", package = "candle-core" }
-candle-nn = { path = "../../candle-nn", version = "0.2.2" }
-candle-transformers = { path = "../../candle-transformers", version = "0.2.2" }
+candle = { path = "../../candle-core", version = "0.3.0", package = "candle-core" }
+candle-nn = { path = "../../candle-nn", version = "0.3.0" }
+candle-transformers = { path = "../../candle-transformers", version = "0.3.0" }
 num-traits = { workspace = true }
 tokenizers = { workspace = true, features = ["unstable_wasm"] }
 
diff --git a/candle-wasm-examples/whisper/Cargo.toml b/candle-wasm-examples/whisper/Cargo.toml
index 8f1df531..bf9a4b34 100644
--- a/candle-wasm-examples/whisper/Cargo.toml
+++ b/candle-wasm-examples/whisper/Cargo.toml
@@ -9,8 +9,8 @@ categories.workspace = true
 license.workspace = true
 
 [dependencies]
-candle = { path = "../../candle-core", version = "0.2.3", package = "candle-core" }
-candle-nn = { path = "../../candle-nn", version = "0.2.3" }
+candle = { path = "../../candle-core", version = "0.3.0", package = "candle-core" }
+candle-nn = { path = "../../candle-nn", version = "0.3.0" }
 num-traits = { workspace = true }
 tokenizers = { workspace = true, features = ["unstable_wasm"] }
 
diff --git a/candle-wasm-examples/yolo/Cargo.toml b/candle-wasm-examples/yolo/Cargo.toml
index 71ef8049..7b2f9a9b 100644
--- a/candle-wasm-examples/yolo/Cargo.toml
+++ b/candle-wasm-examples/yolo/Cargo.toml
@@ -9,8 +9,8 @@ categories.workspace = true
 license.workspace = true
 
 [dependencies]
-candle = { path = "../../candle-core", version = "0.2.3", package = "candle-core" }
-candle-nn = { path = "../../candle-nn", version = "0.2.3" }
+candle = { path = "../../candle-core", version = "0.3.0", package = "candle-core" }
+candle-nn = { path = "../../candle-nn", version = "0.3.0" }
 num-traits = { workspace = true }
 serde = { workspace = true }
 serde_json = { workspace = true }
diff --git a/candle-wasm-tests/Cargo.toml b/candle-wasm-tests/Cargo.toml
index 5d8553d7..0d5b0a2e 100644
--- a/candle-wasm-tests/Cargo.toml
+++ b/candle-wasm-tests/Cargo.toml
@@ -7,7 +7,7 @@ keywords.workspace = true
 categories.workspace = true
 
 [dependencies]
-candle = { path = "../candle-core", version = "0.2.3", package = "candle-core" }
+candle = { path = "../candle-core", version = "0.3.0", package = "candle-core" }
 rand = { workspace = true }
 getrandom = { version = "0.2", features = ["js"] }