Fix typos

README.md

@@ -49,7 +49,7 @@ ICICLE is a CUDA implementation of general functions widely used in ZKP. ICICLE
 - Any Nvidia GPU (which supports CUDA Toolkit version 12.0 or above).
 
 > [!NOTE] 
-> It is possible to use CUDA 11 for cards which dont support CUDA 12, however we dont offically support this version and in the future there may be issues.
+> It is possible to use CUDA 11 for cards which dont support CUDA 12, however we dont officially support this version and in the future there may be issues.
 
 ### Accessing Hardware
 

icicle/appUtils/msm/msm.cuh

@@ -72,7 +72,7 @@ namespace msm {
                                  *   very frequently. Useful for efficient treatment of non-uniform distributions of
                                  *   scalars and "top windows" with few bits. Can be set to 0 to disable separate
                                  *   treatment of large buckets altogether. Default value: 10. */
-    bool is_async;              /**< Whether to run the MSM asyncronously. If set to true, the MSM function will be
+    bool is_async;              /**< Whether to run the MSM asynchronously. If set to true, the MSM function will be
                                  *   non-blocking and you'd need to synchronize it explicitly by running
                                  *   `cudaStreamSynchronize` or `cudaDeviceSynchronize`. If set to false, the MSM
                                  *   function will block the current CPU thread. */

icicle/appUtils/ntt/ntt.cu

@@ -268,7 +268,7 @@ namespace ntt {
 
     /**
      * NTT/INTT inplace batch
-     * Note: this function does not preform any bit-reverse permutations on its inputs or outputs.
+     * Note: this function does not perform any bit-reverse permutations on its inputs or outputs.
      * @param d_input Input array
      * @param n Size of `d_input`
      * @param d_twiddles Twiddles

icicle/appUtils/ntt/ntt.cuh

@@ -67,7 +67,7 @@ namespace ntt {
     bool are_inputs_on_device;  /**< True if inputs are on device and false if they're on host. Default value: false. */
     bool are_outputs_on_device; /**< If true, output is preserved on device, otherwise on host. Default value: false. */
     int batch_size;             /**< The number of NTTs to compute. Default value: 1. */
-    bool is_async;              /**< Whether to run the NTT asyncronously. If set to `true`, the NTT function will be
+    bool is_async;              /**< Whether to run the NTT asynchronously. If set to `true`, the NTT function will be
                                  *   non-blocking and you'd need to synchronize it explicitly by running
                                  *   `cudaStreamSynchronize` or `cudaDeviceSynchronize`. If set to false, the NTT
                                  *   function will block the current CPU thread. */

wrappers/rust/icicle-core/src/msm/mod.rs

@@ -30,7 +30,7 @@ struct MSMConfig {
   int large_bucket_factor;            /**< Variable that controls how sensitive the algorithm is to the buckets that occur very frequently.
                                        *   Useful for efficient treatment of non-uniform distributions of scalars and "top windows" with few bits.
                                        *   Can be set to 0 to disable separate treatment of large buckets altogether. Default value: 10. */
-  int is_async;                       /**< Whether to run the MSM asyncronously. If set to `true`, the MSM function will be non-blocking
+  int is_async;                       /**< Whether to run the MSM asynchronously. If set to `true`, the MSM function will be non-blocking
                                        *   and you'd need to synchronize it explicitly by running `cudaStreamSynchronize` or `cudaDeviceSynchronize`.
                                        *   If set to false, the MSM function will block the current CPU thread. */
   device_context::DeviceContext ctx;  /**< Details related to the device such as its id and stream id. See [DeviceContext](@ref `device_context::DeviceContext`). */
@@ -88,7 +88,7 @@ pub struct MSMConfig<'a> {
     /// Can be set to 0 to disable separate treatment of large buckets altogether. Default value: 10.
     pub large_bucket_factor: usize,
 
-    /// Whether to run the MSM asyncronously. If set to `true`, the MSM function will be non-blocking
+    /// Whether to run the MSM asynchronously. If set to `true`, the MSM function will be non-blocking
     /// and you'd need to synchronize it explicitly by running `cudaStreamSynchronize` or `cudaDeviceSynchronize`.
     /// If set to `false`, the MSM function will block the current CPU thread.
     pub is_async: bool,

wrappers/rust/icicle-core/src/ntt/mod.rs

@@ -44,7 +44,7 @@ pub struct NTTConfig<'a, S> {
     pub are_outputs_on_device: bool,
     /** The number of NTTs to compute. Default value: 1. */
     pub batch_size: c_int,
-    /** Whether to run the NTT asyncronously. If set to `true`, the NTT function will be non-blocking and you'd need to synchronize
+    /** Whether to run the NTT asynchronously. If set to `true`, the NTT function will be non-blocking and you'd need to synchronize
      *  it explicitly by running `cudaStreamSynchronize` or `cudaDeviceSynchronize`. If set to false, the NTT
      *  function will block the current CPU thread. */
     pub is_async: bool,