diff --git a/README.md b/README.md
index 44e406a633..957f6afb90 100644
--- a/README.md
+++ b/README.md
@@ -71,6 +71,23 @@ All tests support the same set of arguments :
   * `-R,--local_register <1/0>` enable local buffer registration on send/recv buffers. Default : 0.
   * `-T,--timeout <time in seconds>` timeout each test after specified number of seconds. Default : disabled.
 
+### Running multiple operations in parallel
+
+NCCL tests allow to partition the set of GPUs into smaller sets, each executing the same operation in parallel. 
+To split the GPUs, NCCL will compute a "color" for each rank, based on the `NCCL_TESTS_SPLIT` environment variable, then all ranks
+with the same color will end up in the same group. The resulting group is printed next to each GPU at the beginning of the test.
+
+`NCCL_TESTS_SPLIT` takes the following syntax: `<operation><value>`. Operation can be `AND`, `OR`, `MOD` or `DIV`. The `&`, `|`, `%`, and `/` symbols are also supported. The value can be either decimal, hexadecimal (prefixed by `0x`) or binary (prefixed by `0b`).
+
+`NCCL_TESTS_SPLIT_MASK="<value>"` is equivalent to `NCCL_TESTS_SPLIT="&<value>"`.
+
+Here are a few examples:
+ - `NCCL_TESTS_SPLIT="AND 0x7"` or `NCCL_TESTS_SPLIT="MOD 8`: On systems with 8 GPUs, run 8 parallel operations, each with 1 GPU per node (purely communicating on the network)
+ - `NCCL_TESTS_SPLIT="OR 0x7"` or `NCCL_TESTS_SPLIT="DIV 8"`: On systems with 8 GPUs, run one operation per node, purely intra-node.
+ - `NCCL_TESTS_SPLIT="AND 0x1"` or `NCCL_TESTS_SPLIT="MOD 2"`: Run two operations, each operation using every other rank.
+
+Note that the reported bandwidth is per group, hence to get the total bandwidth used by all groups, one must multiply by the number of groups.
+
 ## Copyright
 
 NCCL tests are provided under the BSD license. All source code and accompanying documentation is copyright (c) 2016-2024, NVIDIA CORPORATION. All rights reserved.