# Model sharding

Cloud AI SDK enables model sharding which lets you run larger models and improve throughput, latency,and batch-size support across SoCs/cards connected to the same host. Topologies supported are
with or without a PCIe switch. Cards connected to a PCIe switch with
peer-to-peer communication enabled provide the best performance.

## Use cases

There are two primary use cases of model sharding using tensor slicing:

- Execute models that don’t fit in the memory footprint of a single
SoC.
- Optimize performance (latency or throughput) for models that can fit
within a single SoC but still benefit from tensor-slicing.

## Architecture

Tensor slicing performance (latency or throughput) depends on the server architecture, with the accelerator card interconnect performance being a key factor. There are two approaches regarding card-to-card communication.

- Peer-to-peer (P2P) communication between the cards through a PCIe switch. This
architecture provides the best performance.
- Multidevice through host: Card to card communication happens through
the host. This approach has inferior performance compared to
P2P communication.

> 
> 
> The following diagram shows eight AI 100 Ultra accelerator cards connected via PCIe switches to the host. This configuration allows model sharding using tensor slicing across the eight cards (typically used for > 15B parameter models).

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### Tensor slicing

Model operations are split across muliple SoCs (maximum across 16 SoCs
in P2P configuration). The following image provides a sample graph execution that is
tensor sliced across four AI 100 Ultra accelerator cards. As seen in the
image, there’s a lot of inter-card traffic across models layers.
The available inter-card data bandwidth plays a critical role in the
performance. Hence, you must to enable P2P inter-card communication using the
PCIe switch. The AI 100 Ultra card has a PCIe switch between the four SoCs
on the card. In a server with many AI 100 accelerators, the PCIe
hierarchy plays a critical role in the performance.

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## Platform setup

### Prerequisites

- A minimum of 4 AI 100 Ultra cards is recommended per PCIe switch.
- The PCIe switch shall meet the maximum bandwidth requirements per
lane for all cards connected to the switch.
- Host should be able to support large BAR sizes. Each AI 100
accelerator card requires 2+ GB of BAR space per SoC.
- BAR region 4 for *every* AI 100 SoC is 2G (**size=2G** as shown
below).

``` lspci -s <PCIe address of AI 100 SoC> -vv | grep “Region 4”
Region 4: Memory at xyz (64-bit, prefetchable) [size=2G]

    ``` If the region 4 for every SoC is not 2G, contact your System
Integrator.

### Card configuration

Enable multi-device partitioning (MDP) on all the SoCs using
`--setup_mdp all` option while installing the platform SDK.

sudo ./install.sh --setup_mdp all
    Copy to clipboard

Example output:

Enabling MDP support system wide.
    Disabling ACS. Required to enable MDP P2P.
    Increasing mmap limit (max_map_count) to 2048000.vm.max_map_count = 2048000 #qaic
    Increasing openfiles limit to 1048576.Installation is successful.
    Copy to clipboard

`Note`: This will enable mdp, disable acs, increase the mmap limit &
ulimit value.

Enable multi-device partitioning (MDP) on all the SoCs can also be done
using `qaic-util`, for more details please refer to `qaic-util` user
guide
[qaic_util](https://docs.qualcomm.com/bundle/resource/topics/80-PT790-995E/qaic_utility.html)

`Note`: This will enable mdp and disable acs.

## Compilation

Model partitioning across multiple devices is done by the compiler. The
user is required to specify the number of SoCs/devices and the
connectivity between the devices. Here a few examples of the device
partition config files based on the connectivity and number of devices.
The device partition config file is passed to the compiler `qaic-exec`
CLI.

Example 1: Model, tensor sliced across 4 SoCs with P2P communication
between the SoCs.

mdp_4soc_p2p.json
    
    {
        "connections": [
            {
                "devices": [0,1,2,3],
                "type": "p2p"
            }
        ],
        "partitions": [
            {
                "name": "Partition0",
                "devices": [
                    {
                        "deviceId": 0,
                        "numCores": 16
                    },
                    {
                        "deviceId": 1,
                        "numCores": 16
                    },
                    {
                        "deviceId": 2,
                        "numCores": 16
                    },
                    {
                        "deviceId": 3,
                        "numCores": 16
                    }
                ]
            }
        ]
    }
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Example 2: Model, tensor sliced across 2 SoCs with communication through
the host between the SoCs. If no `connections` are defined, the
connectivity is assumed to be through the host

mdp_2soc_host.json
    
    {
        "partitions": [
            {
                "name": "Partition0",
                "devices": [
                    {
                        "deviceId": 0,
                        "numCores": 16
                    },
                    {
                        "deviceId": 1,
                        "numCores": 16
                    }
                ]
            }
        ]
    }
    Copy to clipboard

To compile the model with the tensor sliced configurations, pass the
device paritioning config file to `qaic-exec` using
`mdp-load-partition-config` flag as shown below.

    /opt/qti-aic/exec/qaic-exec \
        -m=$model_path \
        -aic-hw \
        -aic-hw-version=2.0 \
        -network-specialization-config=specializations.json \
        -retained-state \
        -convert-to-fp16 \
        -mxfp6-matmul \
        -aic-num-cores=${CORES} \
        -custom-IO-list-file=${model_name}/custom_io.yaml \
        -compile-only \
        -aic-binary-dir=qpc/${model_name}-${BS}bs-${PL}pl-${CL}cl-${CORES}c-${SOCS}soc-mxfp6 \
        -mdp-load-partition-config=mdp.json
    Copy to clipboard

Where:

- `CORES` is the number of NSP cores per AI 100 SoC, typically 16.
- `BS` is batch size.
- `PL` is the prompt length.
- `CL` is the context length.
- `SOCS` is the number of AI 100 SoCs (4 per Ultra Accelerator, or 1 per
Std/Pro Accelerator).

## Troubleshoot inference failure

For very large models which are compiled for inter-SoC communication
through the host, the host memory requirements can be large. If
inference fails due to host or device resource exhaustion, increase the system memory (RAM) to 1TB and the CPU count to 32 cores or higher.

## Next steps

Refer to
[Cloud-ai-sdk](https://github.com/quic/cloud-ai-sdk/tree/1.12/models/language_processing/decoder/LlamaForCausalLM#multi-soc-1)
example for executing inference on multi-SoCs.

Last Published: May 01, 2026

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