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Fulcrum-AI
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Ryze-Embed-4

Sentence Similarity
Transformers
Safetensors
English
qwen2
text-generation
mergekit
Merge
custom_code
text-generation-inference
text-embeddings-inference
Inference Endpoints
Model card Files Community
Ryze-Embed-4
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---
base_model:
- Fulcrum-AI/Ryze-Embed-3
library_name: transformers
tags:
- mergekit
- merge
license: apache-2.0
language:
- en
pipeline_tag: sentence-similarity
---
# merged

This is a merge of pre-trained language models created using [mergekit](https://github.com/cg123/mergekit).

## Merge Details
### Merge Method

This model was merged using the passthrough merge method.

### Models Merged

The following models were included in the merge:
* [Fulcrum-AI/Ryze-Embed-3](https://huggingface.co/Fulcrum-AI/Ryze-Embed-3)

### Configuration

The following YAML configuration was used to produce this model:

```yaml
dtype: bfloat16
merge_method: passthrough
slices:
- sources:
  - layer_range: [0, 6]
    model: Fulcrum-AI/Ryze-Embed-3
- sources:
  - layer_range: [3, 9]
    model: Fulcrum-AI/Ryze-Embed-3
- sources:
  - layer_range: [6, 12]
    model: Fulcrum-AI/Ryze-Embed-3
- sources:
  - layer_range: [9, 15]
    model: Fulcrum-AI/Ryze-Embed-3
- sources:
  - layer_range: [12, 18]
    model: Fulcrum-AI/Ryze-Embed-3
- sources:
  - layer_range: [15, 21]
    model: Fulcrum-AI/Ryze-Embed-3
- sources:
  - layer_range: [18, 24]
    model: Fulcrum-AI/Ryze-Embed-3
- sources:
  - layer_range: [21, 27]
    model: Fulcrum-AI/Ryze-Embed-3
- sources:
  - layer_range: [24, 30]
    model: Fulcrum-AI/Ryze-Embed-3
- sources:
  - layer_range: [27, 33]
    model: Fulcrum-AI/Ryze-Embed-3
- sources:
  - layer_range: [30, 36]
    model: Fulcrum-AI/Ryze-Embed-3
- sources:
  - layer_range: [33, 39]
    model: Fulcrum-AI/Ryze-Embed-3
- sources:
  - layer_range: [36, 42]
    model: Fulcrum-AI/Ryze-Embed-3
- sources:
  - layer_range: [39, 45]
    model: Fulcrum-AI/Ryze-Embed-3
- sources:
  - layer_range: [42, 48]
    model: Fulcrum-AI/Ryze-Embed-3
- sources:
  - layer_range: [45, 51]
    model: Fulcrum-AI/Ryze-Embed-3
- sources:
  - layer_range: [48, 52]
    model: Fulcrum-AI/Ryze-Embed-3
```