Update README.md
Browse files
README.md
CHANGED
|
@@ -1,3 +1,34 @@
|
|
| 1 |
---
|
|
|
|
|
|
|
| 2 |
license: mit
|
|
|
|
|
|
|
| 3 |
---
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
---
|
| 2 |
+
tags:
|
| 3 |
+
- sparse sparsity quantized onnx embeddings int8
|
| 4 |
license: mit
|
| 5 |
+
language:
|
| 6 |
+
- en
|
| 7 |
---
|
| 8 |
+
|
| 9 |
+
# gte-small-quant
|
| 10 |
+
|
| 11 |
+
This is the quantized (INT8) ONNX variant of the [gte-small](https://huggingface.co/thenlper/gte-small) embeddings model created with [DeepSparse Optimum](https://github.com/neuralmagic/optimum-deepsparse) for ONNX export/inference and Neural Magic's [Sparsify](https://github.com/neuralmagic/sparsify) for one-shot quantization.
|
| 12 |
+
|
| 13 |
+
Current list of sparse and quantized gte-small ONNX models:
|
| 14 |
+
|
| 15 |
+
| Links | Sparsification Method |
|
| 16 |
+
| --------------------------------------------------------------------------------------------------- | ---------------------- |
|
| 17 |
+
| [zeroshot/bge-large-en-v1.5-sparse](https://huggingface.co/zeroshot/gte-small-sparse) | Quantization (INT8) & 50% Pruning |
|
| 18 |
+
| [zeroshot/bge-large-en-v1.5-quant](https://huggingface.co/zeroshot/gte-small quant) | Quantization (INT8) |
|
| 19 |
+
|
| 20 |
+
BGE models using this architecture:
|
| 21 |
+
|
| 22 |
+
| Links | Sparsification Method |
|
| 23 |
+
| --------------------------------------------------------------------------------------------------- | ---------------------- |
|
| 24 |
+
| [zeroshot/bge-large-en-v1.5-sparse](https://huggingface.co/zeroshot/bge-large-en-v1.5-sparse) | Quantization (INT8) & 50% Pruning |
|
| 25 |
+
| [zeroshot/bge-large-en-v1.5-quant](https://huggingface.co/zeroshot/bge-large-en-v1.5-quant) | Quantization (INT8) |
|
| 26 |
+
| [zeroshot/bge-base-en-v1.5-sparse](https://huggingface.co/zeroshot/bge-base-en-v1.5-sparse) | Quantization (INT8) & 50% Pruning |
|
| 27 |
+
| [zeroshot/bge-base-en-v1.5-quant](https://huggingface.co/zeroshot/bge-base-en-v1.5-quant) | Quantization (INT8) |
|
| 28 |
+
| [zeroshot/bge-small-en-v1.5-sparse](https://huggingface.co/zeroshot/bge-small-en-v1.5-sparse) | Quantization (INT8) & 50% Pruning |
|
| 29 |
+
| [zeroshot/bge-small-en-v1.5-quant](https://huggingface.co/zeroshot/bge-small-en-v1.5-quant) | Quantization (INT8) |
|
| 30 |
+
|
| 31 |
+
|
| 32 |
+
For general questions on these models and sparsification methods, reach out to the engineering team on our [community Slack](https://join.slack.com/t/discuss-neuralmagic/shared_invite/zt-q1a1cnvo-YBoICSIw3L1dmQpjBeDurQ).
|
| 33 |
+
|
| 34 |
+
|