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README.md
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| 1 |
+
---
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| 2 |
+
base_model: stabilityai/stablelm-zephyr-3b
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| 3 |
+
datasets:
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| 4 |
+
- HuggingFaceH4/ultrachat_200k
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| 5 |
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- HuggingFaceH4/ultrafeedback_binarized
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| 6 |
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- meta-math/MetaMathQA
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| 7 |
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- WizardLM/WizardLM_evol_instruct_V2_196k
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| 8 |
+
- Intel/orca_dpo_pairs
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| 9 |
+
language:
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| 10 |
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- en
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| 11 |
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license: other
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| 12 |
+
tags:
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| 13 |
+
- causal-lm
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| 14 |
+
- openvino
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| 15 |
+
- nncf
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| 16 |
+
- 4-bit
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| 17 |
+
extra_gated_fields:
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| 18 |
+
Name: text
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| 19 |
+
Email: text
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| 20 |
+
Country: text
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| 21 |
+
Organization or Affiliation: text
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| 22 |
+
I ALLOW Stability AI to email me about new model releases: checkbox
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| 23 |
+
model-index:
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| 24 |
+
- name: stablelm-zephyr-3b
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| 25 |
+
results:
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| 26 |
+
- task:
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type: text-generation
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name: Text Generation
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| 29 |
+
dataset:
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name: AI2 Reasoning Challenge (25-Shot)
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| 31 |
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type: ai2_arc
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| 32 |
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config: ARC-Challenge
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| 33 |
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split: test
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| 34 |
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args:
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| 35 |
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num_few_shot: 25
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| 36 |
+
metrics:
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| 37 |
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- type: acc_norm
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| 38 |
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value: 46.08
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| 39 |
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name: normalized accuracy
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| 40 |
+
source:
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| 41 |
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url: https://huggingface.co/spaces/HuggingFaceH4/open_llm_leaderboard?query=stabilityai/stablelm-zephyr-3b
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| 42 |
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name: Open LLM Leaderboard
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| 43 |
+
- task:
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| 44 |
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type: text-generation
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| 45 |
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name: Text Generation
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| 46 |
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dataset:
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| 47 |
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name: HellaSwag (10-Shot)
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| 48 |
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type: hellaswag
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| 49 |
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split: validation
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| 50 |
+
args:
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| 51 |
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num_few_shot: 10
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| 52 |
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metrics:
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| 53 |
+
- type: acc_norm
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| 54 |
+
value: 74.16
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| 55 |
+
name: normalized accuracy
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| 56 |
+
source:
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| 57 |
+
url: https://huggingface.co/spaces/HuggingFaceH4/open_llm_leaderboard?query=stabilityai/stablelm-zephyr-3b
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| 58 |
+
name: Open LLM Leaderboard
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| 59 |
+
- task:
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| 60 |
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type: text-generation
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| 61 |
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name: Text Generation
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| 62 |
+
dataset:
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| 63 |
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name: MMLU (5-Shot)
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| 64 |
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type: cais/mmlu
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| 65 |
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config: all
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| 66 |
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split: test
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| 67 |
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args:
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| 68 |
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num_few_shot: 5
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| 69 |
+
metrics:
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| 70 |
+
- type: acc
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| 71 |
+
value: 46.17
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| 72 |
+
name: accuracy
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| 73 |
+
source:
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| 74 |
+
url: https://huggingface.co/spaces/HuggingFaceH4/open_llm_leaderboard?query=stabilityai/stablelm-zephyr-3b
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| 75 |
+
name: Open LLM Leaderboard
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| 76 |
+
- task:
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| 77 |
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type: text-generation
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| 78 |
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name: Text Generation
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| 79 |
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dataset:
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| 80 |
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name: TruthfulQA (0-shot)
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| 81 |
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type: truthful_qa
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| 82 |
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config: multiple_choice
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| 83 |
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split: validation
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args:
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num_few_shot: 0
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| 86 |
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metrics:
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| 87 |
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- type: mc2
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| 88 |
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value: 46.49
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| 89 |
+
source:
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| 90 |
+
url: https://huggingface.co/spaces/HuggingFaceH4/open_llm_leaderboard?query=stabilityai/stablelm-zephyr-3b
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| 91 |
+
name: Open LLM Leaderboard
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| 92 |
+
- task:
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| 93 |
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type: text-generation
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| 94 |
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name: Text Generation
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| 95 |
+
dataset:
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| 96 |
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name: Winogrande (5-shot)
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| 97 |
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type: winogrande
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| 98 |
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config: winogrande_xl
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| 99 |
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split: validation
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| 100 |
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args:
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| 101 |
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num_few_shot: 5
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| 102 |
+
metrics:
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| 103 |
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- type: acc
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| 104 |
+
value: 65.51
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| 105 |
+
name: accuracy
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| 106 |
+
source:
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| 107 |
+
url: https://huggingface.co/spaces/HuggingFaceH4/open_llm_leaderboard?query=stabilityai/stablelm-zephyr-3b
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| 108 |
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name: Open LLM Leaderboard
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| 109 |
+
- task:
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| 110 |
+
type: text-generation
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| 111 |
+
name: Text Generation
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| 112 |
+
dataset:
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| 113 |
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name: GSM8k (5-shot)
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| 114 |
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type: gsm8k
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| 115 |
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config: main
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| 116 |
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split: test
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| 117 |
+
args:
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| 118 |
+
num_few_shot: 5
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| 119 |
+
metrics:
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| 120 |
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- type: acc
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| 121 |
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value: 42.15
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| 122 |
+
name: accuracy
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| 123 |
+
source:
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| 124 |
+
url: https://huggingface.co/spaces/HuggingFaceH4/open_llm_leaderboard?query=stabilityai/stablelm-zephyr-3b
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| 125 |
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name: Open LLM Leaderboard
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| 126 |
+
---
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| 127 |
+
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| 128 |
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This model is a quantized version of [`stabilityai/stablelm-zephyr-3b`](https://huggingface.co/stabilityai/stablelm-zephyr-3b) and is converted to the OpenVINO format. This model was obtained via the [nncf-quantization](https://huggingface.co/spaces/echarlaix/nncf-quantization) space with [optimum-intel](https://github.com/huggingface/optimum-intel).
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| 129 |
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| 130 |
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First make sure you have `optimum-intel` installed:
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| 131 |
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| 132 |
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```bash
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| 133 |
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pip install optimum[openvino]
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| 134 |
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```
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| 135 |
+
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| 136 |
+
To load your model you can do as follows:
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| 137 |
+
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| 138 |
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```python
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| 139 |
+
from optimum.intel import OVModelForCausalLM
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| 140 |
+
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| 141 |
+
model_id = "FM-1976/stablelm-zephyr-3b-openvino-4bit"
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| 142 |
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model = OVModelForCausalLM.from_pretrained(model_id)
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```
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