expansion adaper to allow language model for llava-next by rzbhatti · Pull Request #486 · foundation-model-stack/foundation-model-stack

rzbhatti · 2025-11-07T00:34:49Z

This PR fixes the issue #485
For multi-model (like Granite Vision model), the expansion adapter now supports expansion applied to the language model component.

Example call:

serialization.extend_adapter("llava_next", "hf", ["weight_expansion_for_mismatched_head_dim"])

config_dict = {}
config_dict['head_dim'] = 128

model = get_model(
    args.architecture,
    args.variant,
    model_path=args.model_path,
    device_type="cpu" if is_aiu_backend else args.device_type,
    data_type=default_dtype,
    source=args.model_source,
    distributed_strategy=distr_param,
    group=dist.group.WORLD,
    linear_config=linear_config,
    fused_weights=fused_weights,
    override_hf_pretrained_config=True,
    text_config=config_dict
)

Signed-off-by: Rashed Z. Bhatti, PhD <rzbhatti@us.ibm.com>

Jordan-Murray22 · 2025-11-07T15:41:08Z

The above code worked for me when combined with the config.py changes in PR #484

Output:

Using a slow image processor as `use_fast` is unset and a slow processor was saved with this model. `use_fast=True` will be the default behavior in v4.52, even if the model was saved with a slow processor. This will result in minor differences in outputs. You'll still be able to use a slow processor with `use_fast=False`.
NOTICE: Adjusting torch._dynamo.config.cache_size_limit from 8 to 40 to accomodate prompt size of 0 and decode tokens of 20
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WARNING:fms.utils.serialization:expanding weights of base_model.layers.6.attn.in_pr [512, 2048]  => [1024, 2048]
WARNING:fms.utils.serialization:expanding weights of base_model.layers.6.attn.dense [2048, 2048] => [2048, 4096]
WARNING:fms.utils.serialization:expanding weights of base_model.layers.6.attn.in_pr [2048, 2048] => [4096, 2048]
WARNING:fms.utils.serialization:expanding weights of base_model.layers.6.attn.in_pr [512, 2048]  => [1024, 2048]
WARNING:fms.utils.serialization:expanding weights of base_model.layers.16.attn.in_p [2048, 2048] => [4096, 2048]
WARNING:fms.utils.serialization:expanding weights of base_model.layers.16.attn.dens [2048, 2048] => [2048, 4096]
WARNING:fms.utils.serialization:expanding weights of base_model.layers.16.attn.in_p [512, 2048]  => [1024, 2048]
WARNING:fms.utils.serialization:expanding weights of base_model.layers.16.attn.in_p [512, 2048]  => [1024, 2048]
WARNING:fms.utils.serialization:expanding weights of base_model.layers.29.attn.dens [2048, 2048] => [2048, 4096]
WARNING:fms.utils.serialization:expanding weights of base_model.layers.29.attn.in_p [2048, 2048] => [4096, 2048]
WARNING:fms.utils.serialization:expanding weights of base_model.layers.29.attn.in_p [512, 2048]  => [1024, 2048]
WARNING:fms.utils.serialization:expanding weights of base_model.layers.29.attn.in_p [512, 2048]  => [1024, 2048]
WARNING:fms.utils.serialization:expanding weights of base_model.layers.24.attn.in_p [2048, 2048] => [4096, 2048]
WARNING:fms.utils.serialization:expanding weights of base_model.layers.24.attn.dens [2048, 2048] => [2048, 4096]
WARNING:fms.utils.serialization:expanding weights of base_model.layers.24.attn.in_p [512, 2048]  => [1024, 2048]
WARNING:fms.utils.serialization:expanding weights of base_model.layers.24.attn.in_p [512, 2048]  => [1024, 2048]
WARNING:fms.utils.serialization:expanding weights of base_model.layers.27.attn.in_p [2048, 2048] => [4096, 2048]
WARNING:fms.utils.serialization:expanding weights of base_model.layers.27.attn.dens [2048, 2048] => [2048, 4096]
WARNING:fms.utils.serialization:expanding weights of base_model.layers.27.attn.in_p [512, 2048]  => [1024, 2048]
WARNING:fms.utils.serialization:expanding weights of base_model.layers.27.attn.in_p [512, 2048]  => [1024, 2048]
WARNING:fms.utils.serialization:expanding weights of base_model.layers.23.attn.in_p [2048, 2048] => [4096, 2048]
WARNING:fms.utils.serialization:expanding weights of base_model.layers.23.attn.in_p [512, 2048]  => [1024, 2048]
WARNING:fms.utils.serialization:expanding weights of base_model.layers.23.attn.in_p [512, 2048]  => [1024, 2048]
WARNING:fms.utils.serialization:expanding weights of base_model.layers.23.attn.dens [2048, 2048] => [2048, 4096]
WARNING:fms.utils.serialization:expanding weights of base_model.layers.25.attn.dens [2048, 2048] => [2048, 4096]
WARNING:fms.utils.serialization:expanding weights of base_model.layers.25.attn.in_p [2048, 2048] => [4096, 2048]
WARNING:fms.utils.serialization:expanding weights of base_model.layers.25.attn.in_p [512, 2048]  => [1024, 2048]
WARNING:fms.utils.serialization:expanding weights of base_model.layers.25.attn.in_p [512, 2048]  => [1024, 2048]
WARNING:fms.utils.serialization:expanding weights of base_model.layers.38.attn.in_p [2048, 2048] => [4096, 2048]
WARNING:fms.utils.serialization:expanding weights of base_model.layers.38.attn.in_p [512, 2048]  => [1024, 2048]
WARNING:fms.utils.serialization:expanding weights of base_model.layers.38.attn.in_p [512, 2048]  => [1024, 2048]
WARNING:fms.utils.serialization:expanding weights of base_model.layers.38.attn.dens [2048, 2048] => [2048, 4096]
WARNING:fms.utils.serialization:expanding weights of base_model.layers.28.attn.in_p [2048, 2048] => [4096, 2048]
WARNING:fms.utils.serialization:expanding weights of base_model.layers.28.attn.in_p [512, 2048]  => [1024, 2048]
WARNING:fms.utils.serialization:expanding weights of base_model.layers.28.attn.in_p [512, 2048]  => [1024, 2048]
WARNING:fms.utils.serialization:expanding weights of base_model.layers.28.attn.dens [2048, 2048] => [2048, 4096]
WARNING:fms.utils.serialization:expanding weights of base_model.layers.39.attn.in_p [512, 2048]  => [1024, 2048]
WARNING:fms.utils.serialization:expanding weights of base_model.layers.39.attn.in_p [512, 2048]  => [1024, 2048]
WARNING:fms.utils.serialization:expanding weights of base_model.layers.39.attn.dens [2048, 2048] => [2048, 4096]
WARNING:fms.utils.serialization:expanding weights of base_model.layers.39.attn.in_p [2048, 2048] => [4096, 2048]
WARNING:fms.utils.serialization:expanding weights of base_model.layers.12.attn.in_p [512, 2048]  => [1024, 2048]
WARNING:fms.utils.serialization:expanding weights of base_model.layers.12.attn.dens [2048, 2048] => [2048, 4096]
WARNING:fms.utils.serialization:expanding weights of base_model.layers.12.attn.in_p [2048, 2048] => [4096, 2048]
WARNING:fms.utils.serialization:expanding weights of base_model.layers.12.attn.in_p [512, 2048]  => [1024, 2048]
WARNING:fms.utils.serialization:expanding weights of base_model.layers.14.attn.dens [2048, 2048] => [2048, 4096]
WARNING:fms.utils.serialization:expanding weights of base_model.layers.14.attn.in_p [512, 2048]  => [1024, 2048]
WARNING:fms.utils.serialization:expanding weights of base_model.layers.14.attn.in_p [512, 2048]  => [1024, 2048]
WARNING:fms.utils.serialization:expanding weights of base_model.layers.14.attn.in_p [2048, 2048] => [4096, 2048]
WARNING:fms.utils.serialization:expanding weights of base_model.layers.18.attn.in_p [2048, 2048] => [4096, 2048]
WARNING:fms.utils.serialization:expanding weights of base_model.layers.18.attn.dens [2048, 2048] => [2048, 4096]
WARNING:fms.utils.serialization:expanding weights of base_model.layers.18.attn.in_p [512, 2048]  => [1024, 2048]
WARNING:fms.utils.serialization:expanding weights of base_model.layers.18.attn.in_p [512, 2048]  => [1024, 2048]
WARNING:fms.utils.serialization:expanding weights of base_model.layers.10.attn.in_p [512, 2048]  => [1024, 2048]
WARNING:fms.utils.serialization:expanding weights of base_model.layers.10.attn.dens [2048, 2048] => [2048, 4096]
WARNING:fms.utils.serialization:expanding weights of base_model.layers.10.attn.in_p [512, 2048]  => [1024, 2048]
WARNING:fms.utils.serialization:expanding weights of base_model.layers.10.attn.in_p [2048, 2048] => [4096, 2048]
WARNING:fms.utils.serialization:expanding weights of base_model.layers.36.attn.dens [2048, 2048] => [2048, 4096]
WARNING:fms.utils.serialization:expanding weights of base_model.layers.36.attn.in_p [2048, 2048] => [4096, 2048]
WARNING:fms.utils.serialization:expanding weights of base_model.layers.36.attn.in_p [512, 2048]  => [1024, 2048]
WARNING:fms.utils.serialization:expanding weights of base_model.layers.36.attn.in_p [512, 2048]  => [1024, 2048]
WARNING:fms.utils.serialization:expanding weights of base_model.layers.32.attn.in_p [512, 2048]  => [1024, 2048]
WARNING:fms.utils.serialization:expanding weights of base_model.layers.32.attn.dens [2048, 2048] => [2048, 4096]
WARNING:fms.utils.serialization:expanding weights of base_model.layers.32.attn.in_p [2048, 2048] => [4096, 2048]
WARNING:fms.utils.serialization:expanding weights of base_model.layers.32.attn.in_p [512, 2048]  => [1024, 2048]
WARNING:fms.utils.serialization:expanding weights of base_model.layers.34.attn.in_p [512, 2048]  => [1024, 2048]
WARNING:fms.utils.serialization:expanding weights of base_model.layers.34.attn.dens [2048, 2048] => [2048, 4096]
WARNING:fms.utils.serialization:expanding weights of base_model.layers.34.attn.in_p [512, 2048]  => [1024, 2048]
WARNING:fms.utils.serialization:expanding weights of base_model.layers.34.attn.in_p [2048, 2048] => [4096, 2048]
WARNING:fms.utils.serialization:expanding weights of base_model.layers.13.attn.in_p [512, 2048]  => [1024, 2048]
WARNING:fms.utils.serialization:expanding weights of base_model.layers.13.attn.in_p [512, 2048]  => [1024, 2048]
WARNING:fms.utils.serialization:expanding weights of base_model.layers.13.attn.in_p [2048, 2048] => [4096, 2048]
WARNING:fms.utils.serialization:expanding weights of base_model.layers.13.attn.dens [2048, 2048] => [2048, 4096]
WARNING:fms.utils.serialization:expanding weights of base_model.layers.17.attn.dens [2048, 2048] => [2048, 4096]
WARNING:fms.utils.serialization:expanding weights of base_model.layers.17.attn.in_p [512, 2048]  => [1024, 2048]
WARNING:fms.utils.serialization:expanding weights of base_model.layers.17.attn.in_p [512, 2048]  => [1024, 2048]
WARNING:fms.utils.serialization:expanding weights of base_model.layers.17.attn.in_p [2048, 2048] => [4096, 2048]
WARNING:fms.utils.serialization:expanding weights of base_model.layers.37.attn.in_p [512, 2048]  => [1024, 2048]
WARNING:fms.utils.serialization:expanding weights of base_model.layers.37.attn.dens [2048, 2048] => [2048, 4096]
WARNING:fms.utils.serialization:expanding weights of base_model.layers.37.attn.in_p [512, 2048]  => [1024, 2048]
WARNING:fms.utils.serialization:expanding weights of base_model.layers.37.attn.in_p [2048, 2048] => [4096, 2048]
WARNING:fms.utils.serialization:expanding weights of base_model.layers.26.attn.in_p [512, 2048]  => [1024, 2048]
WARNING:fms.utils.serialization:expanding weights of base_model.layers.26.attn.in_p [512, 2048]  => [1024, 2048]
WARNING:fms.utils.serialization:expanding weights of base_model.layers.26.attn.dens [2048, 2048] => [2048, 4096]
WARNING:fms.utils.serialization:expanding weights of base_model.layers.26.attn.in_p [2048, 2048] => [4096, 2048]
WARNING:fms.utils.serialization:expanding weights of base_model.layers.2.attn.dense [2048, 2048] => [2048, 4096]
WARNING:fms.utils.serialization:expanding weights of base_model.layers.2.attn.in_pr [512, 2048]  => [1024, 2048]
WARNING:fms.utils.serialization:expanding weights of base_model.layers.2.attn.in_pr [2048, 2048] => [4096, 2048]
WARNING:fms.utils.serialization:expanding weights of base_model.layers.2.attn.in_pr [512, 2048]  => [1024, 2048]
WARNING:fms.utils.serialization:expanding weights of base_model.layers.0.attn.in_pr [2048, 2048] => [4096, 2048]
WARNING:fms.utils.serialization:expanding weights of base_model.layers.0.attn.in_pr [512, 2048]  => [1024, 2048]
WARNING:fms.utils.serialization:expanding weights of base_model.layers.0.attn.dense [2048, 2048] => [2048, 4096]
WARNING:fms.utils.serialization:expanding weights of base_model.layers.0.attn.in_pr [512, 2048]  => [1024, 2048]
WARNING:fms.utils.serialization:expanding weights of base_model.layers.21.attn.in_p [512, 2048]  => [1024, 2048]
WARNING:fms.utils.serialization:expanding weights of base_model.layers.21.attn.in_p [512, 2048]  => [1024, 2048]
WARNING:fms.utils.serialization:expanding weights of base_model.layers.21.attn.in_p [2048, 2048] => [4096, 2048]
WARNING:fms.utils.serialization:expanding weights of base_model.layers.21.attn.dens [2048, 2048] => [2048, 4096]
WARNING:fms.utils.serialization:expanding weights of base_model.layers.7.attn.in_pr [512, 2048]  => [1024, 2048]
WARNING:fms.utils.serialization:expanding weights of base_model.layers.7.attn.in_pr [512, 2048]  => [1024, 2048]
WARNING:fms.utils.serialization:expanding weights of base_model.layers.7.attn.dense [2048, 2048] => [2048, 4096]
WARNING:fms.utils.serialization:expanding weights of base_model.layers.7.attn.in_pr [2048, 2048] => [4096, 2048]
WARNING:fms.utils.serialization:expanding weights of base_model.layers.9.attn.in_pr [2048, 2048] => [4096, 2048]
WARNING:fms.utils.serialization:expanding weights of base_model.layers.9.attn.in_pr [512, 2048]  => [1024, 2048]
WARNING:fms.utils.serialization:expanding weights of base_model.layers.9.attn.dense [2048, 2048] => [2048, 4096]
WARNING:fms.utils.serialization:expanding weights of base_model.layers.9.attn.in_pr [512, 2048]  => [1024, 2048]
WARNING:fms.utils.serialization:expanding weights of base_model.layers.35.attn.in_p [512, 2048]  => [1024, 2048]
WARNING:fms.utils.serialization:expanding weights of base_model.layers.35.attn.dens [2048, 2048] => [2048, 4096]
WARNING:fms.utils.serialization:expanding weights of base_model.layers.35.attn.in_p [2048, 2048] => [4096, 2048]
WARNING:fms.utils.serialization:expanding weights of base_model.layers.35.attn.in_p [512, 2048]  => [1024, 2048]
WARNING:fms.utils.serialization:expanding weights of base_model.layers.33.attn.in_p [2048, 2048] => [4096, 2048]
WARNING:fms.utils.serialization:expanding weights of base_model.layers.33.attn.in_p [512, 2048]  => [1024, 2048]
WARNING:fms.utils.serialization:expanding weights of base_model.layers.33.attn.in_p [512, 2048]  => [1024, 2048]
WARNING:fms.utils.serialization:expanding weights of base_model.layers.33.attn.dens [2048, 2048] => [2048, 4096]
WARNING:fms.utils.serialization:expanding weights of base_model.layers.22.attn.in_p [2048, 2048] => [4096, 2048]
WARNING:fms.utils.serialization:expanding weights of base_model.layers.22.attn.dens [2048, 2048] => [2048, 4096]
WARNING:fms.utils.serialization:expanding weights of base_model.layers.22.attn.in_p [512, 2048]  => [1024, 2048]
WARNING:fms.utils.serialization:expanding weights of base_model.layers.22.attn.in_p [512, 2048]  => [1024, 2048]
WARNING:fms.utils.serialization:expanding weights of base_model.layers.1.attn.dense [2048, 2048] => [2048, 4096]
WARNING:fms.utils.serialization:expanding weights of base_model.layers.1.attn.in_pr [512, 2048]  => [1024, 2048]
WARNING:fms.utils.serialization:expanding weights of base_model.layers.1.attn.in_pr [512, 2048]  => [1024, 2048]
WARNING:fms.utils.serialization:expanding weights of base_model.layers.1.attn.in_pr [2048, 2048] => [4096, 2048]
WARNING:fms.utils.serialization:expanding weights of base_model.layers.4.attn.in_pr [2048, 2048] => [4096, 2048]
WARNING:fms.utils.serialization:expanding weights of base_model.layers.4.attn.in_pr [512, 2048]  => [1024, 2048]
WARNING:fms.utils.serialization:expanding weights of base_model.layers.4.attn.in_pr [512, 2048]  => [1024, 2048]
WARNING:fms.utils.serialization:expanding weights of base_model.layers.4.attn.dense [2048, 2048] => [2048, 4096]
WARNING:fms.utils.serialization:expanding weights of base_model.layers.5.attn.in_pr [512, 2048]  => [1024, 2048]
WARNING:fms.utils.serialization:expanding weights of base_model.layers.5.attn.dense [2048, 2048] => [2048, 4096]
WARNING:fms.utils.serialization:expanding weights of base_model.layers.5.attn.in_pr [2048, 2048] => [4096, 2048]
WARNING:fms.utils.serialization:expanding weights of base_model.layers.5.attn.in_pr [512, 2048]  => [1024, 2048]
WARNING:fms.utils.serialization:expanding weights of base_model.layers.19.attn.in_p [512, 2048]  => [1024, 2048]
WARNING:fms.utils.serialization:expanding weights of base_model.layers.19.attn.in_p [2048, 2048] => [4096, 2048]
WARNING:fms.utils.serialization:expanding weights of base_model.layers.19.attn.dens [2048, 2048] => [2048, 4096]
WARNING:fms.utils.serialization:expanding weights of base_model.layers.19.attn.in_p [512, 2048]  => [1024, 2048]
WARNING:fms.utils.serialization:expanding weights of base_model.layers.15.attn.in_p [512, 2048]  => [1024, 2048]
WARNING:fms.utils.serialization:expanding weights of base_model.layers.15.attn.in_p [512, 2048]  => [1024, 2048]
WARNING:fms.utils.serialization:expanding weights of base_model.layers.15.attn.in_p [2048, 2048] => [4096, 2048]
WARNING:fms.utils.serialization:expanding weights of base_model.layers.15.attn.dens [2048, 2048] => [2048, 4096]
WARNING:fms.utils.serialization:expanding weights of base_model.layers.3.attn.in_pr [2048, 2048] => [4096, 2048]
WARNING:fms.utils.serialization:expanding weights of base_model.layers.3.attn.dense [2048, 2048] => [2048, 4096]
WARNING:fms.utils.serialization:expanding weights of base_model.layers.3.attn.in_pr [512, 2048]  => [1024, 2048]
WARNING:fms.utils.serialization:expanding weights of base_model.layers.3.attn.in_pr [512, 2048]  => [1024, 2048]
WARNING:fms.utils.serialization:expanding weights of base_model.layers.30.attn.dens [2048, 2048] => [2048, 4096]
WARNING:fms.utils.serialization:expanding weights of base_model.layers.30.attn.in_p [512, 2048]  => [1024, 2048]
WARNING:fms.utils.serialization:expanding weights of base_model.layers.30.attn.in_p [512, 2048]  => [1024, 2048]
WARNING:fms.utils.serialization:expanding weights of base_model.layers.30.attn.in_p [2048, 2048] => [4096, 2048]
WARNING:fms.utils.serialization:expanding weights of base_model.layers.20.attn.dens [2048, 2048] => [2048, 4096]
WARNING:fms.utils.serialization:expanding weights of base_model.layers.20.attn.in_p [2048, 2048] => [4096, 2048]
WARNING:fms.utils.serialization:expanding weights of base_model.layers.20.attn.in_p [512, 2048]  => [1024, 2048]
WARNING:fms.utils.serialization:expanding weights of base_model.layers.20.attn.in_p [512, 2048]  => [1024, 2048]
WARNING:fms.utils.serialization:expanding weights of base_model.layers.8.attn.in_pr [512, 2048]  => [1024, 2048]
WARNING:fms.utils.serialization:expanding weights of base_model.layers.8.attn.in_pr [2048, 2048] => [4096, 2048]
WARNING:fms.utils.serialization:expanding weights of base_model.layers.8.attn.in_pr [512, 2048]  => [1024, 2048]
WARNING:fms.utils.serialization:expanding weights of base_model.layers.8.attn.dense [2048, 2048] => [2048, 4096]
WARNING:fms.utils.serialization:expanding weights of base_model.layers.11.attn.in_p [512, 2048]  => [1024, 2048]
WARNING:fms.utils.serialization:expanding weights of base_model.layers.11.attn.dens [2048, 2048] => [2048, 4096]
WARNING:fms.utils.serialization:expanding weights of base_model.layers.11.attn.in_p [2048, 2048] => [4096, 2048]
WARNING:fms.utils.serialization:expanding weights of base_model.layers.11.attn.in_p [512, 2048]  => [1024, 2048]
WARNING:fms.utils.serialization:expanding weights of base_model.layers.31.attn.in_p [2048, 2048] => [4096, 2048]
WARNING:fms.utils.serialization:expanding weights of base_model.layers.31.attn.in_p [512, 2048]  => [1024, 2048]
WARNING:fms.utils.serialization:expanding weights of base_model.layers.31.attn.in_p [512, 2048]  => [1024, 2048]
WARNING:fms.utils.serialization:expanding weights of base_model.layers.31.attn.dens [2048, 2048] => [2048, 4096]
<|system|>
A chat between a curious user and an artificial intelligence assistant. The assistant gives helpful, detailed, and polite answers to the user's questions.
<|user|>

What animal is shown in this image?
<|assistant|>

JRosenkranz · 2025-11-12T21:44:07Z

 ) -> Mapping[str, Any]:
    new_sd = dict(input_sd)

+    # For multi model this expansion will be applicable only to the language_model


why is this expansion only applicable to a language model?

I think this can work for other models not just language. @rzbhatti can you confirm? We might need to update this comment.

We need it only for the language model in the multimodal architecture. If we do not restrict it to a language model, the adapter starts expanding the attention layers of the vision model, too.

expansion adaper to allow language model for llava-next;

0fe5f14

Signed-off-by: Rashed Z. Bhatti, PhD <rzbhatti@us.ibm.com>

rzbhatti linked an issue Nov 7, 2025 that may be closed by this pull request

Add support for multi-model serialization expansion adapter for llava-next #485

Closed

rzbhatti requested a review from ani300 November 7, 2025 00:34

Jordan-Murray22 mentioned this pull request Nov 7, 2025

ModelConfig.updated(**kwargs) method to support mulimodel config #484

Merged

ani300 approved these changes Nov 12, 2025

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JRosenkranz reviewed Nov 12, 2025

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kaoutar55 self-requested a review November 12, 2025 21:53

rzbhatti merged commit b8154bf into main Nov 12, 2025
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rzbhatti deleted the multi-model-serialization-expansion branch November 12, 2025 22:24

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expansion adaper to allow language model for llava-next#486

expansion adaper to allow language model for llava-next#486
rzbhatti merged 1 commit into
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multi-model-serialization-expansion

rzbhatti commented Nov 7, 2025 •

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Jordan-Murray22 commented Nov 7, 2025 •

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rzbhatti commented Nov 7, 2025 • edited Loading Uh oh! There was an error while loading. Please reload this page.

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Jordan-Murray22 commented Nov 7, 2025 • edited Loading Uh oh! There was an error while loading. Please reload this page.

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rzbhatti commented Nov 7, 2025 •

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Jordan-Murray22 commented Nov 7, 2025 •

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